diff --git a/tutorial/01-single-cell-introduction.ipynb b/tutorial/01-single-cell-introduction.ipynb index 305bcc13c9d9504bbc91f92c7130635068c58023..35d571dbcad1d878b17daf242ba384b6d7ccf678 100644 --- a/tutorial/01-single-cell-introduction.ipynb +++ b/tutorial/01-single-cell-introduction.ipynb @@ -8,9 +8,7 @@ "# Welcome\n", "\n", "This tutorial is a hands-on introduction to Arbor and detailled biophysical cell models, without \n", - "much regard for background in theory. Please ask questions early and often.\n", - "\n", - "**Disclaimer**: For compatibility with the eBrain collaboratory, this assumes Arbor 0.9.0, which is quite outdated.\n" + "much regard for background in theory. Please ask questions early and often." ] }, { @@ -33,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "dd9548cc-823f-49cf-aeb8-75348d68ac8f", "metadata": {}, "outputs": [ @@ -46,22 +44,22 @@ " 'vectorize': False,\n", " 'profiling': False,\n", " 'neuroml': True,\n", - " 'bundled': True,\n", - " 'version': '0.10.0',\n", + " 'bundled': False,\n", + " 'version': '0.11.0',\n", " 'source': 'unknown commit',\n", " 'build_config': 'RELEASE',\n", " 'arch': 'native',\n", - " 'prefix': '/var/folders/m_/cksx93ys47x4621g0zbw_m4m0000gn/T/tmpcq521qip/wheel/platlib/arbor',\n", + " 'prefix': '/var/folders/7g/cnfrzbd555q9lmpsr1byngs80000gn/T/tmpdxrhu4mr/wheel/platlib/arbor',\n", " 'python_lib_path': '',\n", " 'binary_path': 'bin',\n", " 'lib_path': 'lib',\n", " 'data_path': 'share',\n", " 'CXX': '/Applications/Xcode_15.4.app/Contents/Developer/Toolchains/XcodeDefault.xctoolchain/usr/bin/clang++',\n", - " 'pybind-version': '2.11.1',\n", - " 'timestamp': 'Aug 9 2024 10:52:04'}" + " 'pybind-version': '2.13.6',\n", + " 'timestamp': 'Apr 24 2025 18:04:13'}" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -76,12 +74,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "0eb57417-f46a-47e2-a611-ebc7d8705b33", "metadata": {}, "outputs": [], "source": [ - "assert(A.config()['version'] == '0.10.0')" + "assert(A.config()['version'] == '0.11.0')" ] }, { @@ -106,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "id": "6de1f20f-ae30-4193-9fc3-4e7ceacacad9", "metadata": {}, "outputs": [], @@ -132,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "id": "5c8f51cf-623a-4e0b-a203-8518df79d80f", "metadata": { "editable": true, @@ -185,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 7, "id": "3bf63afc-05ac-4841-981c-a008fa2e754c", "metadata": {}, "outputs": [], @@ -195,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 8, "id": "cd3a6a23-4aa3-42f9-ac2f-4d1f33dfcd36", "metadata": { "editable": true, @@ -212,7 +210,7 @@ " <Axes3D: xlabel='x $(\\\\mu m)$', ylabel='y $(\\\\mu m)$', zlabel='z $(\\\\mu m)$'>)" ] }, - "execution_count": 19, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -257,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 9, "id": "ed103931-11e7-4061-8bb5-390c6bc7b6bf", "metadata": {}, "outputs": [ @@ -267,7 +265,7 @@ "(label_dict (region \"soma\" (tag 1)) (region \"dend\" (tag 3)) (region \"apic\" (tag 4)) (region \"axon\" (tag 2)))" ] }, - "execution_count": 20, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -293,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 10, "id": "dd45db12-bafc-4f2e-afd5-ac08fd8a407a", "metadata": {}, "outputs": [], @@ -316,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 11, "id": "197c81e5-e3bc-4568-9ae2-7d3fec37857c", "metadata": {}, "outputs": [ @@ -326,7 +324,7 @@ "(label_dict (region \"soma\" (tag 1)) (region \"dend\" (tag 3)) (region \"apic\" (tag 4)) (region \"axon\" (tag 2)) (locset \"ctr\" (location 0 0.5)))" ] }, - "execution_count": 22, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -347,17 +345,17 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 12, "id": "48ac3953-a9d5-40c3-9edd-d1933136da2b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<arbor._arbor.decor at 0x10ed37bb0>" + "<arbor._arbor.decor at 0x10e5f7b70>" ] }, - "execution_count": 36, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -382,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 13, "id": "d7aa322a-3a05-4c9d-9ec1-a7831c933d3d", "metadata": {}, "outputs": [], @@ -400,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 14, "id": "9cf72d16-9da3-42b7-a88a-24446ab27ea5", "metadata": {}, "outputs": [], @@ -418,7 +416,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 15, "id": "93f5eaeb-7471-4205-9667-1b911ebd4c7e", "metadata": {}, "outputs": [], @@ -444,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 16, "id": "1f428d32-ea08-4c6b-b25b-c9859d2f6506", "metadata": {}, "outputs": [], @@ -475,17 +473,17 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 17, "id": "d9f85c62-b70f-4836-ae06-8e5a4838d779", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x10ebcb470>]" + "[<matplotlib.lines.Line2D at 0x10e41e270>]" ] }, - "execution_count": 41, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, @@ -524,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 18, "id": "62d70b44-c7ec-4b1a-abf0-f1b60071357a", "metadata": { "editable": true, @@ -537,10 +535,10 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x10ec04b30>]" + "[<matplotlib.lines.Line2D at 0x10e694ad0>]" ] }, - "execution_count": 46, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, @@ -620,22 +618,8 @@ "- Place more / different stimuli in different places\n", "- Plot the voltage at different places, simultaneously, by adding more probes with varying `where` arguments.\n", "\n", - " Here's the documentation for placing things at different sets of locations: https://docs.arbor-sim.org/en/v0.10.0/concepts/labels.html#locset-expressions" + " Here's the documentation for placing things at different sets of locations: https://docs.arbor-sim.org/en/v0.11.0/concepts/labels.html#locset-expressions" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f304a758-b842-4b18-8e7a-a36b2444d1f8", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/tutorial/02-single-cell-intermediate.ipynb b/tutorial/02-single-cell-intermediate.ipynb index 0098d8d67b8274a356ee767eb5f25799f9ac7391..ddd5c5f294e4701574c90bcdc1c87f8c92ced5fd 100644 --- a/tutorial/02-single-cell-intermediate.ipynb +++ b/tutorial/02-single-cell-intermediate.ipynb @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "id": "14c35e56-8851-4201-a2e5-1fc23cc457d4", "metadata": {}, "outputs": [], @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "id": "96934046-ddd0-430e-b948-4301fcc4e04c", "metadata": {}, "outputs": [], @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "id": "4938aaa2-efd0-4777-bfe1-1cefb13d09ce", "metadata": {}, "outputs": [ @@ -94,7 +94,7 @@ "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mRuntimeError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[6]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m rec = recipe()\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m sim = \u001b[43mA\u001b[49m\u001b[43m.\u001b[49m\u001b[43msimulation\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrec\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[3]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m rec = recipe()\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m sim = \u001b[43mA\u001b[49m\u001b[43m.\u001b[49m\u001b[43msimulation\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrec\u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[31mRuntimeError\u001b[39m: Tried to call pure virtual function \"recipe::num_cells\"" ] } @@ -121,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "id": "5b23d044-2f16-47f7-9ef4-79e809eb0d90", "metadata": {}, "outputs": [ @@ -132,7 +132,7 @@ "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mRuntimeError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[7]\u001b[39m\u001b[32m, line 11\u001b[39m\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[32m1\u001b[39m\n\u001b[32m 10\u001b[39m rec = recipe()\n\u001b[32m---> \u001b[39m\u001b[32m11\u001b[39m sim = \u001b[43mA\u001b[49m\u001b[43m.\u001b[49m\u001b[43msimulation\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrec\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[4]\u001b[39m\u001b[32m, line 11\u001b[39m\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[32m1\u001b[39m\n\u001b[32m 10\u001b[39m rec = recipe()\n\u001b[32m---> \u001b[39m\u001b[32m11\u001b[39m sim = \u001b[43mA\u001b[49m\u001b[43m.\u001b[49m\u001b[43msimulation\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrec\u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[31mRuntimeError\u001b[39m: Tried to call pure virtual function \"recipe::cell_kind\"" ] } @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "id": "f6225485-e050-4263-94bf-16c4d3d221ed", "metadata": {}, "outputs": [ @@ -175,7 +175,7 @@ "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mRuntimeError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[8]\u001b[39m\u001b[32m, line 15\u001b[39m\n\u001b[32m 12\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m A.cell_kind.cable\n\u001b[32m 14\u001b[39m rec = recipe()\n\u001b[32m---> \u001b[39m\u001b[32m15\u001b[39m sim = \u001b[43mA\u001b[49m\u001b[43m.\u001b[49m\u001b[43msimulation\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrec\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[5]\u001b[39m\u001b[32m, line 15\u001b[39m\n\u001b[32m 12\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m A.cell_kind.cable\n\u001b[32m 14\u001b[39m rec = recipe()\n\u001b[32m---> \u001b[39m\u001b[32m15\u001b[39m sim = \u001b[43mA\u001b[49m\u001b[43m.\u001b[49m\u001b[43msimulation\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrec\u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[31mRuntimeError\u001b[39m: Tried to call pure virtual function \"recipe::cell_description\"" ] } @@ -210,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "id": "654b070c-d972-4d65-82a1-c20af5e9828b", "metadata": {}, "outputs": [], @@ -265,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "id": "99c0d6af-8ef4-4cf9-a6cf-d1ec1db898ca", "metadata": { "editable": true, @@ -281,7 +281,7 @@ "1000.0" ] }, - "execution_count": 15, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -348,7 +348,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "id": "11e5bc55-f8da-4c4f-9d62-b4c37451e38c", "metadata": {}, "outputs": [ @@ -358,7 +358,7 @@ "array([100.1091586, 200.1091586])" ] }, - "execution_count": 16, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -370,7 +370,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "id": "41bb4f96-135a-4e42-a7c4-8ed3ad164ddd", "metadata": { "editable": true, @@ -383,10 +383,10 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x1296a6960>" + "<matplotlib.legend.Legend at 0x117462f90>" ] }, - "execution_count": 17, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, @@ -455,22 +455,8 @@ "- Try to create a set of indedependent cells. Which callbacks need to change?\n", "- Plot the membrane potential for each\n", "- Vary the cell layout / inputs depending on the `gid`.\n", - "- Probe and plot different state variables. See here https://docs.arbor-sim.org/en/v0.10.0/python/probe_sample.html#api" + "- Probe and plot different state variables. See here https://docs.arbor-sim.org/en/v0.11.0/python/probe_sample.html#api" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ba66fe62-1ddd-41e7-a431-06fb936918cc", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/tutorial/03a-single-cell-advanced.ipynb b/tutorial/03a-single-cell-advanced.ipynb index 3aeeea1f4b88d7df915236e071820ffc2849bc88..29a611cc895aedbacf17ba23a68eaa46d8ac5128 100644 --- a/tutorial/03a-single-cell-advanced.ipynb +++ b/tutorial/03a-single-cell-advanced.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 1, "id": "7242ce4b-6546-447b-8f30-e25fb259fcc3", "metadata": { "editable": true, @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "id": "e520b2d3-f5f8-4dcf-86fd-6d5d1aa4752f", "metadata": { "editable": true, @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "id": "29887883-a3da-4261-9c08-5725b8eb8b4b", "metadata": { "editable": true, @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "id": "5caf6a85-1076-4c7a-a7d4-b52220536cad", "metadata": { "editable": true, @@ -153,7 +153,7 @@ " <Axes3D: xlabel='x $(\\\\mu m)$', ylabel='y $(\\\\mu m)$', zlabel='z $(\\\\mu m)$'>)" ] }, - "execution_count": 11, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, @@ -221,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 5, "id": "3e927f0f-5919-41e3-a434-e7ba73c972ba", "metadata": { "editable": true, @@ -265,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 7, "id": "3890de7b-e4f2-4985-8502-8705231c903c", "metadata": { "editable": true, @@ -274,22 +274,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "cm\n", - "Ra\n", - "cm\n", - "Ra\n", - "cm\n", - "Ra\n", - "cm\n", - "Ra\n" - ] - } - ], + "outputs": [], "source": [ "param = defaultdict(parameters)\n", "mechs = defaultdict(dict)\n", @@ -301,7 +286,6 @@ " if name.endswith(\"_\" + mech):\n", " name = name.removesuffix(\"_\" + mech)\n", " elif mech == \"pas\":\n", - " print(name)\n", " # transform names and values\n", " if name == \"cm\":\n", " param[region].cm = value * U.uF / U.cm2\n", @@ -336,24 +320,8 @@ }, { "cell_type": "code", - "execution_count": 60, - "id": "f216b896-d651-4527-ae9d-979332d6b149", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "dec = A.decor()" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "id": "1d5aae96-b246-429f-9ca8-e2b1be2cc559", + "execution_count": 14, + "id": "5e8256a7-9a86-4b6a-8578-0754f7a6b5d6", "metadata": { "editable": true, "slideshow": { @@ -363,6 +331,8 @@ }, "outputs": [], "source": [ + "dec = A.decor()\n", + "\n", "# set the default\n", "dec.set_property(\n", " tempK=default.temp,\n", @@ -398,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 15, "id": "abff4fad-4bf8-426e-94ca-e8597c829fc0", "metadata": { "editable": true, @@ -488,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 16, "id": "97155ad3-40a4-4fa6-95dc-7774bf577ec4", "metadata": { "editable": true, @@ -547,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 17, "id": "c5ca1b7a-40e2-47f4-b8ec-6fc521a84291", "metadata": { "editable": true, @@ -605,7 +575,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 18, "id": "39aa4972-ec41-4b8e-a046-2da8dfcaa2b5", "metadata": { "editable": true, @@ -618,10 +588,10 @@ { "data": { "text/plain": [ - "<arbor._arbor.decor at 0x1123db9f0>" + "<arbor._arbor.decor at 0x1313e25f0>" ] }, - "execution_count": 65, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -632,7 +602,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 19, "id": "af6715ee-3c60-4f8e-b653-6dc689016141", "metadata": { "editable": true, @@ -644,7 +614,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -688,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 20, "id": "857a48df-195f-47ab-a191-a8861bd6bbcc", "metadata": { "editable": true, @@ -711,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 21, "id": "ddc123bf-a8ee-4413-8673-56747093420e", "metadata": { "editable": true, @@ -742,7 +712,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 22, "id": "a0c793b7-b863-4889-8d30-5c6cb5860e66", "metadata": { "editable": true, @@ -754,7 +724,7 @@ "outputs": [ { "data": { - "image/png": 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", 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TghTs3LBhA9auXatEFiGE1BUGWDcCFm5jik1iWjElgeehoRV/GhERgcGDB6uFkIZSu7fHugNCIEM3X82weQixaNHO5557Do8++iinkCGNDEcVQhoGH0QIMZxlqkOHDioIvVevXqoC+rBhw9TkxykpKd7fQ0JMDIew2qFEbgwPnXVbmZZNYlrL1MUXX4y9e/dixIgR+OOPP9Q0MiKwWrRogXHjxnl/LwkhBoHysDFwlgfUCgEVAkYCyTIl9aYkCF0y93REXK1Zswbr16/35v6RAMXt0yYHFUIaiHXVB7sFYloxJVl8eXl5Lp+JZUqWiy66yFv7RgIN9oqEuIE3BiGWdPPdfvvteOyxx5CZmen9PSKk2nR5DiqEELo+iUUsU5dccol67dq1q7JEDR06VAWgy4TH4eHh3t5HEoBYJaiUsR3EEFj4QrRIV0ECUUzt2bNHFefUi3Q+88wzKmZKak91796dcVPER1h3QAhkOBgSQgJSTLVv314t559/vuOznJwcJa4opIg34HQyBsXCFg5CCGmUmCkp1Llq1Sq338XFxeHUU0/FzTff3OCdIYGNzYJiiVOlBI5L15uwTQK73yAWF1MHDhzA2WefjbZt2+Kmm27Czz//jOLiYt/tHQlYKEGMCs9MY0NdRYjFxNSHH36ItLQ0/Oc//1GWqDvuuAPNmzdXRTxnzpyJjIwM3+0pCSjcjh8cVQhpIBYWwewWiBlLIwQHByt3nszPt23bNixfvlxl873zzjto3bo1Ro0ahRdeeAEHDx70zR4TQkgAQa1AiEXrTDnTs2dP3HfffVi6dCn279+vppZZvHixsl4RQggh3oZxUsQS2XzV0bJlS1x77bVqIcQTrOLRs7BzhZgJC1+IFukqiMnxiph6++23VTxVQkIC+vTp41gGDx7sjc2TAMEqAorUD552QojZ8YqY+uc//4kFCxaodF6ZBHnDhg349ddf6eojDcZ9RQEOu36HpR4aBSNd6eXl5YbL2g4qK0GbuBC1XlxUhMJCWI/YlIp1Sx6gZ4SFhSEkRLsGLCOm+vXrh6SkJERHR6NTp04uxTwJCWgrFbVH7VjlXFvwXhARJTNeiKAyElElZXjs9JZqPSv9IHKPWfBGG/GvivU9e/y5J4alSZMmSE5ONkQ9P6+IqYceeggTJkzAbbfdpjL7JKuPEGJF/N9pkcZBPA2HDx9WT/8pKSkqk9so5BWVIOhEgVpv3zwWYaHG2Tevka4dn6JlR3/uiSGvzfz8fKSnp6v3rVq1soaYuuqqq3DGGWdg3rx5eOmll1Rxz3bt2uG3337zxuZJQGKzsLmKEOOL4NLSUjVgycOxeB2MRClCEBRaptYjIiMRbkUxFep0ziIj/bknhiQqKkq9iqCS5Dd/u/xCvWVqe+ONN1w+E0FFSH2gVCLEOGUAyso0sRIeHu6X/5+Q2tBFfklJid/FlFfkvLj2Pv74Y5fPZMoZQhoO3UmEeA0PYkqMEI9CiNGvTa9YpiRA8fvvv8cTTzyBIUOGoG/fvmo577zzvLF5EpBYw04VRFFICCGWxyuWqe+++w67d+/G+vXrcdddd6nMvvnz53tj04QQi2MN2UysgEyRJtlhOTk56r14XCSMxd9I/LFYYTIzMxEoXHbZZfjXv5wyGq0kpoYNG4abb75ZFehct26dw6euExsbq1x+1113HV5++WVv7yshpsNAVmjvYLkDMibMtfAciaN59913MXbsWLRp00aJpFNOOUXNHSuB9e548MEHceuttyIuLq7R91fntNNOwx133OHymey3ZFZKYWxfI/HPHTp0QGRkpBrPV6xYUevffPnll+jRo4f6GynY/dNPP9VJHFZe0tLSHL95+OGH8fTTTyMrKwuWE1MDBw7EqlWrcMstt6h1ueCkse+880414TEhnqa71vILmA1LD4peOrjaz3tgw+apP+IpkTFKhMEll1yiBnspJC0iRbwmJ510ErZv3+7yNzK37I8//oirr74aRkOSABqjntKsWbOUd2n69OlYvXq1qiE5fvx4RwkCd/zxxx+YPHmymkZuzZo1uPDCC9UiBbzrYgkUkagvkpWn07t3b3Tu3BmffvopLCem3nzzTfz555/Izs5WDf3666+rKWNEhYpyFosUO0ZCrAwtU8TYiCVDBMBFF12EtWvX4sYbb1Tjk8TxXnrppfj555/xj3/8A+PGjcOJEyccf/ff//5XiQexYtXEW2+9pQZ5ETjdu3fHv//9b5fvxRX397//XYW7iKVGRIGINOH48eNKeMj/IZloYsVxnilEhNyiRYvwyiuvIKjNQLXsTT3k1s331VdfKVEYERGhLEmVXWLy2TPPPINrrrlGGT6kXJFY6mrixRdfxPXXX49p06ahV69eaqo42U/xRlWH7OtZZ52Fe++9Fz179sSTTz6phKzog9oQ8SQiUV8q1zKTuOsvvvgClo2ZCg0NVRednCRR/qIuf/nlFxWE/tFHH3l/LwkRTCjUrecVs1k6I8e6BHmnUGJxqV+Wmh/SXb979tlnMWjQIJUQJcLqiiuucLj4Xn31VZx99tlKMJx66qku4SiLFy+udT7Zb775BrfffjvuvvtuZXkR0STCY+HChep7qRQv21+6dKmyqGzevFntj562X1hYqPZt9uzZ6u9vuOEGTJkyxeFKE2EyfPhwtX+H1/yqlpTWSVX2QzxEIgwlrkimb3vsscfwyCOPVMmqF4ElxyQWo//7v//DTTfdpMbr6qrdy3bFLaoj4kbeL1u2rNo2ke/GOv2NIGK2pr/R6d+/vyq4eeaZZ6o2q8zJJ5+s2qaoqAhGxyvZfII0xlNPPaVUu4gsQgJMNwXmSfKCEKI1u2aM0joFJWXo9egcv/zfm58Yj+jwug1XYimSh3tBRI9km0uSlLiqRLyINUm3AsnsHY8//rh6v2/fvlrFlMRbyd+JMBHEJSbeGvn89NNPV4WrZfDfsmULunXrpn4jU6zpiEXqnnvucbyX+Kw5c+Yoq5gIB4mJEouXWIOSWzav0YI0ZswYJaAE+b9EuD3//PMubspzzjnHsa/333+/Kqotwk9vA2eOHTum4qDFouaMvN+6dWu1+yJxTklu/sY5/qkyIqDE6iXtLULp/fffV7FiEi4kVi0dKRgrIk+21b59exgZr5aNlQD1nTt3enOThFRgQguG+fY48I4oIDDhvdMQMjIyVCaeuNaEH374QQkdie0Vl5HE+zoP6M5uvoKCAuWWqwkRSSNGjHD5TN7L54K4FaXGoi6kKiNiRdxg4t5LTExUSVsipiReqz5Utx87duxwSQwT16azBVgsdDXFPzUW3bt3V1Y9sdKJxVDciPIqYs9dlfPqEgZMa5kSl57UkRIXn/hp3SlbmcmZEJ88jdOCQUjD8MK9ExUWoixE/kD+77pOgeMsiMSqERMT43gv4kVH4n67dOnieN+8eXMXcdWg/bQP/tUhliNx5Yl7UQSV7JsExct++oLK47EIquomrZbjF3fkkSNHXD6X9yLCqkO+O1LPv3GHWOaWLFlSRRwLLVq0gNGpl2VKUhXFnxsfH48BAwYov+4777yjGkDMqmJSHTVqlO/2llgaSiWzYTPQViyGARtFBmJxtfljqWtcnQgCESb64D5y5Eg899xzyup08OBBvPfee44MNHHxiZtOR8Y0cZXVhARYV47tkfcSrK1bgmQqtcqZgs6/veCCC3DllVcqo4S4ACv/Vtx8lcsO1XU/xCLW0GlV5P8VS5FzjUgRXvJexv3qkO/mV6orOXfu3Br/xh1i1as8YbHElYmlT86rpSxTotp37dqlgtT0RTIK9AwDqTMhJlVCPCUwnBImJEDcRZYjQM6bBEyff/75KvNcYqHECiTuPbFISTzS1KlTlVVI4nrlO4k7cg6alox0ETLVCRLJWJPAbxFeEnQtbsSvv/5axUoJo0ePVgaFiy++WMU1ieVL4o1EDErGW9euXfG///1PibmmTZuq34jw08WYnoUnsUN7U89CbEwUEptUrS0lhgvxEonLcNKkSSrYW7Ln5Lg9QcSltJHEMomlSNoqLy9PBdlXhwTkjx49WgW7T5gwQWXfrVy50iVzUOp3iZidOXOmei/b7dixo8pGlKB8iZlasGCBKl/hjCQFSNalGah3ALqkhMoiF5SOKHEpkCaNQ4hFH8xJZeh2bRQYoF8/Hn30USUEJIZXMuvE2iQBzCJexNIiFil3lg75rWSqizASYeUOqZ8kIkyMBiIiZMyTDHYJntYRA4MEmUsJBBEiIqgko0/37kgNLNm+BJlLQLxs07kwpfytCJpep12CgsJC7PlTyipUuCoFCdKWoHU5VhFUYtGR7EVPa2SJMDt69KjarrSZZNuJ16lygLkzEuv0+eefq2OTkhMiGL/99ltH3JogNaSc48LEeiiCUASWtINY9KTdJYhfR0SWbEdPJjA6QTbeqdUi9bTkaUYudHFtEt9yLLcIg5/SnvDevGIgzuljN/k+Zn8yC40CHq4+Q8SIPD9nK95YuEut7312AkzPH68Dvz6krT9yHAhpeEJwhwdmq9focInFOctbe2gJsvJL0O8J7Sn9lcv644L+Ndc+qpXnOgH5x7X1x+pWUVoGM8mEE8FQW2B2Y5NbWILdx/LUeo/kOISHulqSxMIhZQPEnSbhKGIBEaSMgAghicERq5C7uGAp8SNB4X7n0JqK9dYDEGi89dZbqhRFZWtVXa/Rxh6/vZrNRwixOnz2MidBlr0K3V2R4hqSMBTJ7JN6UhIPJItYnyQGR+oyuUMyzMRNp8/NR/xHWFgYXnvtNZgFr9WZIsRTnG2ktJeaAW9NJ+OVzRDigu6C++CDD1RcksRT1eSuEsTNJ25A4n+uu+46mAnTW6ak4Jf4dSXAT7IBnFm/fr16KhHzX0pKisrqIKQxCbKYRcBqFg5ifURESUxRbUKKkIAWU/fdd5+qkloZ8ZeKqVeqpoq5V+p7iGm3trmJiDGwubV60IQROOc6sGGbEGIu6uzmc67HURvuAvt8gUxYKcFpkj0h68589tlnKmNAKquKr1wCEMVyJfsmGRSEEA+hf44QQuonpmSiRCNNWio+cMnSkNRJSa2sjNTdkEBCEVI6ko76z3/+U9XLkjRZdy5D5wkVxbpFjARdTH4nQOoVWQ4rnzdqemImMaXPim0EpJqD1NO48cYbVXGxvXv3VvmN1MioXPdK95nrNUcqM2PGDMekl8S/rg33Rg/2msaC56MxoAGQEONjqJipBx54QFm2alqkmqykS0rqqlRV9SayPalJoS+pqale3T4JPKxsECBmghciIYYtjSCVZaWqaeVJGqWcf0OQiqi1VXCVuYyk7Ly48SpPtixWqiuuuAKffPJJtZMvCtVNwCjbczeBMyGEEEKIV8WUlMO/6KKLVDVZsRbpRdT1eKnaJmmsDqlKW5fZoV999VU89dRTjveHDh1S8VCzZs3C0KFD1WcyyaLUC5FpbvSZs2Xyxe7du7t18RFjYRXPhqXtAV7yP9GNVTPM7Gt8ZNJgCSMRT4jMNyexuYR43c2nz0mUnp6ugr83bdqE33//XVmGfvvtN/iadu3aqXl/9EVmyhZkzkCpbitcfvnlKvj82muvVfsnQkvmVKpPViIhJKDkoWGgwGw44t3Qw0LkQVrGKimhI1OP1BUZJ6R+oUxV8vHHH/t0f0kAW6bExSauNpksUgqiyTJy5EgVwH3bbbfVOfPPl8icPFI24eabb8agQYPUvsrkjSyLQIixoG4g3uass85S1c/FMyF1BmXiYBFXks1dF3bt2qUsU/rDeUOQ8BfnbHJibRpkmRI3XlxcnFoXkSJuNkEKZG7btg2NTYcOHZSrUZ4knJGZqBcvXqyeSA4cOID777+/0feN1AOX6WQ4xBofniNiTCT2VWJjZeaLCy+8EGPHjlVhHkJ5ebl68BeLVVRUFPr164f//e9/6jvJDBfRdfz4cVxzzTVqXbdMbdy4Uc3tFxsbqzLDp0yZgmPHjjn+z9NOOw233HIL7rjjDjUuSuhJXf9OjBBiPUtMTFT7XXnuwMzMTDVvoPy9zOghHpkff/zR8f2SJUvUbB9yPHLMsr28PG0iaGJgMSUnct26dWpdYpRkmhbxMT/xxBMqQJwQUhVLCESmJwbueZPrtzjPP0sN905td5WImT/++MNhJRIhNXPmTLz99tsqBOTOO+/ElVdeiUWLFikhcvjwYcTHx+Pll19W65MmTVJi5owzzsCAAQOwcuVK/PLLLyqh6dJLL3X5vyT5Sf4fGQ9l+/X5u5iYGCxfvlyNpzKWzv39T4f4EzEm2/z0009V4tezzz6LkJAQhxVNLHEXX3yxmkJNQlpEXImwIwZ38z388MMO1Ssn/dxzz1WquFmzZvjiiy+8vY+EaJhRjFhZfJjxfJgQwzRzST7wTNWpuxqFfxwCwmPq/HOx2oglqLS0VBVillCU119/Xa0/88wzmDdvnkpSEsQAIOLjnXfewejRo5VlSCxSEiqiZ37/61//UoJI/lZHZtcQ8bV9+3ZH3G7Xrl1d5oCVRKm6/J14UaZPn+7Yhuzr/CUrcOaoYZi3eDlWrFiBLVu2OH7vbLQQcShZ7GIR0/9ekrTkWN566y1lySIGFVO6+VLo0qWLynjIyMhQWXKNVQGdEEJIXQmsfvn0009XQkIe+l966SWEhoYqy41YovLz83HmmWdWiW8S0VMd4omRwtUi0CojliFd5Eh8bkP+TsSUMzIxc/qxDLW+dtM2Fbul/9bdvolFSqZQc7aCi0VLAuh79uxZ7XERP83N9+STTypTZG0ZcY01Nx8hZrMw8FmDmNYyFRatWYj89X/XAxmn5EFftwRJXNQHH3ygQlSE2bNno02bNi5/U1ONwdzcXJx33nluA9hF+Dj/vw35O718j44YJUQMCVG1WJbk/5B4KomTcpf5Tgw4N59kRujr1UHLFGkoNiMOIB5i7bvBIifJgBiyZaVvr4erzSiIi+8f//iHMgKIa01EkxSbFjdYXRk4cCC++uorlewkVi5f/50zfXt2VQlUzm7Byv+HxFHp4pGYaG4+I83TR4hZMOQASQwPn089Z+LEibj33ntVXNQ999yjgs7F8iMlfWTqMAnulqBzKaHgDimx895772Hy5MmOrLudO3eqGOH333/fEQzurb9zZvTwQRg1apRyU4rXRw+tEcOFBJ5LlvqwYcNUwPl1112nrGMiriR7UWKviIGz+UTVV5eZJN8RQiyKVUyGJoJN7jliFRKxIcHhMgfrI488ogK3JZ5IBIm4/aRUQnW0bt1aCS4pCzRu3Dj06dNHBXw3adJEWb68/XeVEevWkCFDlCjr1auXEmb6TCMSbyWZiGK5kkQwif2Smoryf5PGo0F2R7noJGW0ZcuWLp9LbQ75rqHTyRCiwyk0TABHeZ9hiTIafqK6iuUPPPCAWvRZPGSpDilpUBnJkvv666+r/ZvqZv9oyN+p6WsOVYTTiEVLYr+qQ4SWFKkmJrNMyY3uLjZKAuGYhkmIhQdI+pzM2eQ8b4QYxzKlZ/GJkBIzqczLpyPWKCk4VrkKOSF1xQpaw/JjmBVPkgFhK9cM24eYWkzpWXzyhL1hwwaXeYdkXdJPJbiPEN+M2ebuQs2994FxRNbFaqqeEBOLKT2Lb9q0aXjllVdU9gMhpHqCOIgRQxgDLSZ8LXY4JEAD0GU2bkJ8iVW8SZYOpLfKSTIgRmpaS8T6EUtiM9C12bAqYgDmz5+vlvT0dEelVp2asg4ICVQMdN83HMsFgZHq0GsgyVQrUVFR/t4dQqogUwO5qyBvGjH1+OOPqwmOBw8erEris+o5IQHi5rOEIjSXRdPmx9pMkmR09OhRNVjVpy6SrykuKoGttFitFxUWAmW1F780HaVOZ16OkbhYpERIiTFHanbVpfipIcXU22+/rWp5TJkyxft7RAIWIwwgpD7wLFkZeUiWh2WZLHffvn0wEoUlZTiWq4mpoNwIhIUYR+h5jcyjFet5e/y5J4alSZMmSE5OhhFokJgSs+8pp5zi/b0hxMJYOn6KWDIuRLK0peik9PlGYtmuY3hs4Ua1/t5Vg9GxRSwsx+sTK9ZvWenPPTEkYWFhhrBIeSSmZP6fzz//XNWaIoRUDz3gpEEYSHeLe89oxZjLg8NwMEebaSM4LNxw++cVclMr1q14fBajQWKqsLAQ7777LubNm6fmBaoc/CWTMRJilSwNb2G5Q7LcAREzwsuQmFZMrV+/3lHpfONGzdSqw2B0QgjxDGd94J0yU9ZSHBY7HBKoYkov3kmIN2EHaTZ4wgghRGhwCsTixYtx5ZVXqkD0gwcPqs/+/e9/Y8mSJWxZ4jHuZ5Ph4E0IqWS5Y7dAzCqmvvrqK4wfP14Vclu9ejWKiorU51lZWXjmmWe8vY+EmBZ29MTj64bXECHWFFNPPfWUqjX13nvvuQSfjxgxQokrQjzGggOI5YSV5Q6IEEIaUUxt27YNo0aNqvJ5QkICMjMzG7grhBBCqhawpWitKduX7UNMK6ak4ujOnTurfC7xUp06dfLGfpEAhF0iIYSQgBFT119/PW6//XYsX75clUI4dOgQPvvsM9xzzz246aabvL+XJOCw4tOmFY+JEH/AAHRiidIIDzzwAMrLyzFmzBg12aC4/CIiIpSYuvXWW72/l4QQEkA4CwTviAUqDkIMJ6bEGvXQQw/h3nvvVe6+3Nxc9OrVC7GxFpwfiRAvYbknaMsdECGENKKY2r9/P1JSUtQkmCKiKn/Xrl27Bu4OITWN0+YbvOnaIw2BV03NUMcTS8RMdezYEUePHq3y+fHjx9V3hBBCvAN1AyEWFVOSlupuDj5x91ly9m5ikMmNzT3vo/UGResdETELTqUReBkSs7n57rrrLvUqQuqRRx5BdHS047uysjKV3adPgEyIJ7jvH9lrkgCso8TLnhBriak1a9Y4bvQNGzaomCkdWe/Xr5/K6COENMTyZgascAyEEOJHMbVw4UL1Om3aNLzyyiuIj4/38u4QomEJ3WF1eJJ8Bpu2HqUjKPCJWbP5PvroIzVtzL/+9S9s2bJFfXbSSSfhmmuuUVPKEEKsOiiaO27NjFAsEGLRAPSVK1eic+fOeOmll5CRkaGWF198UX3GiY5JQ7Ge8HDFZr3a037cDxLI8MojlrBM3XnnnTj//PPx3nvvITRU20RpaSmuu+463HHHHfj999+9vZ8kwODTOCGB8ZDhKWwfYloxJZYpZyGlNhQaivvuuw+DBw/25v6RAMLqnaIljs8SB0EIIQZw80nguVQ6r0xqairi4uK8sV8kAKE1ymRQWPkMNm19AtAJMamYmjRpEq699lrMmjVLCShZvvjiC+Xmmzx5svf3kgQEtU7uasIRxnx7HHhHZHS8M88xzxshhnPzvfDCC6pw51VXXaVipYSwsDDcdNNNePbZZ729jyRAsHx3b/kDJKRxoBWbWEJMSYFOqTM1Y8YM7Nq1S30mmXzOFdEJ8XpRSzdTGBF/wgHNV1AsBFoxXBJQYqq8vBzPP/88vv/+exQXF2PMmDGYPn06oqKifLeHJGCoNene5J2mJQZIk58DU8I2J8RaMVNPP/00/vGPfyA2NhZt2rRR1qmbb77Zd3tHAgqOGSaDJ8xnsGlrhu1DTC2mZs6ciTfffBNz5szBt99+ix9++AGfffaZslgR4jm1RqDDdFiu17fa8RgftnjNsH2I6cSUlEM455xzHO/Hjh2rAtEPHTrki30jAUatuiOoQcmnhsFyuooQP8FbiRiNeo1OkrkXGRnp8plk8ZWUlHh7v0gAUnsHyQB0Y8EhzVewZesOH1KI6QLQJWvi6quvRkREhOOzwsJC3HjjjYiJiXF89vXXX3t3L0lAUGshPpNn81miz+fIZdIm53kjxDBiaurUqVU+u/LKK725PySAqT3bzdxiirgnmKe1Ckz3rxm2DzG1mProo498tyck4Kk1j8GEMVO2gEsSqD/BJrc4+oJyl2a23lXkKeUubcL2If7HfKMTCQjLlNvxw+SDriUGRR8cA8WURa8VH8IEcmI0KKaIYah9/OCg63dsZc5vvLJJntWaLVOkZssUdScxAhRTxDyY0IJR5jQqWqLP98HIZcLTar7rptxZBJsfCihiNCimiDGz+dz7+WA2yqzW69u871+RWnWkppggY543S7UPIR5CMUXMk81nwkG33Gr+GudB2WsB6F7ZjKXwulawnJiqWLfYHUZMimnF1OzZszF06FA1yXLTpk1x4YUXVqnWPmHCBERHR6Nly5a49957VdFRYlxKa3NtmFBMlXlfe/gXH7iLGIDeCDFBFnPz0TJFTF0awSh89dVXuP766/HMM8/gjDPOUCJp48aNju/LysqUkEpOTsYff/yBw4cP46qrrlLV2uVviDEpLbNenSnLdfo+cfN5fZOmx+vuYctZpix2XxHTYzoxJcLp9ttvx/PPP49rr73W8XmvXr0c67/++is2b96MefPmISkpCf3798eTTz6J+++/H4899hjCw8P9tPekJkqdzTjuCA6BmQOJLYHLoOylbD6qqSo4xwx6pwC6xSxTzlZsi91ixJyYzs23evVqHDx4EMHBwRgwYABatWqFs88+28UytWzZMvTp00cJKZ3x48cjOzsbmzZtqnbbRUVF6jfOC2k8SmrrIEMqpjEyo4Wh9grvJsAHgzJjpqridQ1uOcuUv/eAEJOLqd27d6tXsTA9/PDD+PHHH1XM1GmnnYaMjAz1XVpamouQEvT38l11zJgxAwkJCY4lJSXFp8dCXCkpraXDDwmD2Sir1XVpMnxQLTE81HTdkM8pqc1KG+AxU87twwKnxAgYphd74IEHlLm/pmXr1q0ot3fmDz30EC6++GIMGjRITXMj33/55Zce7cODDz6IrKwsx5KamuqloyN1obS2gTok3NyxL1bo80sLK9Y9GMScB8DwEMN0Q4ahqNTbYsEKF5/79iHECBgmZuruu+/G1VdfXeNvOnXqpILJK8dIRUREqO8kg0+QwPMVK1a4/O2RI0cc31WHbEcW4h9KnKw4jrUypwzMUPOdm8ISa1kEXMSUJ5tx8tOEh5ovFs7XFJVQLNREUanF7itiegwjplq0aKGW2hBLlAiebdu2YeTIkeqzkpIS7N27F+3bt1fvhw8fjqeffhrp6emqLIIwd+5cxMfHu4gwYgLXRlmRqd18lhNTJQVesXY4WxYi6OarAsVC3cWmtWxu1pjgPRAxjJiqKyKIbrzxRkyfPl3FNImAksw+YeLEiep13LhxSjRNmTIFzz33nIqTkviqm2++mZYnA5NfXFbVtVFWbOoA9AInMWWJTr/USdx6QLGTmGLMVFVomaqZgHLzhUX7ew+IFcWUIOIpNDRUiaWCggJVvHPBggUqEF0ICQlRgek33XSTslLFxMRg6tSpeOKJJ/y966QG8opKa7aEBJvvci1wEoiWoNTZMuUdywuT+apCy1SAt09ZScV6WJQ/94TUEfONTnJthYXhhRdeUEt1iMXqp59+atT9Ij4QU4XmLk9R6OyOsIJpqsQ7Aeh5RRYfDL1p0fT0unHegAkfSGq3YsN6lORXrFNMmQLa14lhyHNnxSkyt5jKL7bYFEaFWV7ZTFaB05M38W37uAzM1nAZWf76Kc43dRZzIEIxRUxkmTLfI+iJfIt1+gUnvLKZbKfB0Hxn1WRiIV+rv2clK4dz+1iiGG5lCpzOGTEFFFPEMGTkOQWb6xRmwszZiZbr9F3EVMOPx/KWBQ/JzPfidZN/zOmNNSLULH/95DmfM2IGKKaIYTiaW1Q1DiLvKMwaHOE8IFoCSQbwUgD6iXwn4Wyu02q+ayf/OKzW2CfcPXhZCZdzRswAxRQxDOnZbtLusw/CrBzNcT0ek2nBqmRVOhceHNChTO+IMqvi3D4eXze56bASuUWlyC50Cgkw+33lDhM/RAYqFFPEMLPAO1umHGQfglnZn5EHS5G512ubOnCCYqqme+GAN8Vmxh5LDcwHA+HacT5nxBRQTBFDcDCzwKWQoyNOJEOb2Fr/1EzsPe6UkWMFTnhPTO1zahtLxJJ5kfScIpd7wWNc7iHzs++460OKJa+ejF1WP0LLQTFFDMHOo7nuZ7pP3wKzsj0tx+W96bvEw+u9VnBxR7pr25AKNh7M8u51c2QTrMSmQ+Yul1Injmz29x6QekIxRQzB5kodpPJGHNvhtYl1/cGq/d4pI2AYDq7yyma2Hs5xmdSauLLugBczWAsygaPODyTmb3evto8RyToAZB/w916QekIxRQzBX3vd1FXZ/ZvrexPFexw4ka9cWUFOmeiO+QbNGnx+ZKNXUut/23bUrKe1UVi03bV9PKLyPWRyZHqmP3cft/b1s2shrH2A1oRiivgdcfus3KtZcXokx1V8sf0X7bXtyTAbs9cfVq9DOyYiwgoT+W76WntNGQpExDe4kxdB+eN6LalgTI+WXt1FK7D3WB7WH8hSIvz07i08H0s3/k977ToOVmD+1iNqiqY2TaJc+worYbFzFihYoJcnZkcsFZLunBwfiV6ttIE6tuBgxVN1z/NgtmKdM5ftU+vn92sDS8zH9+fb2nq/SR5Zp+Rc70jPRUx4CMb3Tlaf8bm7gncXa8Hio7u1QPPYCM82dmwnsHW2tt53kumtHJLl+N7vWvtcPNAC95U7Dq+z93tBQO9L7B+a95wFEhRTxO/8969U9Xpu31YIsvvFBu77QOtEOp0OJHY0Vafy4ZI9KjtRBsO/OXX6ph3HfpuhxXDEJgP9Lnf6wlbveQof/0ELhp58cjvER4Z5eUfNzZr9J/DFiv1q/cbRnT3LdiwvB368A7CVA93OBpJOgtn54q9UrDuQhaiwEEwZ3sF62aBlpcCPd2nrvS926veIGaCYIn5ly+FszN+artwak4e2U68Dg7ajx+HvtB+c9qCppsBYvvs4/vXrdrV+3/juiAwLcYmbMh2rZwJLX9bWJ7wAhEU26HSIK/fWz9eochFJ8RG4bWxXc7eLl9l/PB9///cqlNuAC/q3xrBOzRrePqLaf74X2LtYm9h4/NPOX8KMLN15DI99rwnxu8d1Q4u4CMeDlyVQ4vd24OBKICIBGPuYv/eI1BOKKeI3JH7m6dlaptE5fVqhc4tYxJZm4NXw1xEknb64JtoNdf4DGJnftqXjuk9WorisHONPSsLEwW1h6lnr5zwEfH+r9n74LQ12t6Zm5OOK95Yr0RweGow3rxjoYpUydWC+l66bC95YoupLdUuKxRMX9G74xvKOA19cDvz1vvYQcv5rQDOxcgWZ1rX3yR97cfVHK9R9ddZJyZg2wtViY/rLR87Zfy4D1nwKBAUDF74JNEmx0AEGBqH+3gESuHy1+iCW7DymArTFiiOz2/99711oFXQMmVEpaHLOC9oPDf4EKvFeL83djo+W7lGWhWGdEvHKZQMcT85BZhrIZP699bOA318AsjT3K0bcAYyZXvW3tXTyx3KL1ED43uLdKmg4LjIUb10xCIPaJ6rvTdQqPmH9gUy8sXAn5mw6ot73aZOA96cORkKUq/uzTmNpYRaw6mPg938BRVlASDhw3qtAHz3uxnwiasHWdLy2YIdy7QkT+rbCvyb2Q0iwfl+ZnKIc7Zwtel47Z6GRwAVvAD3Ptf8gqMa4TEnkeO/3PcrW+MMtIxAaQtuIP6GYIn4rTPjwtxvU+m1juqJ9WSrw/uVoVbQbR2xNMK/Pa7gi0p41ZlByCkvw+fL9eH/JHsc8fJNPTsFj55+EiNAQmAYpjrp/GbD5O2DjVxWTrCakAGf/E+gxodIfVN/JF5aUqdR+yWacsykNRfZK3iIwn7moDzq1iEUgczirAL9sTMOP6w9j1T4tg1XEwdThHXDv+O6ICq+4bmoV4WUlwN4lwOZvgfVfAiX2yuBJfYALXgNaD6j6Nwa2coiFctuRHPy0/jB+WH8Ye45pxxMbEYp7xnXD1FM6mN+1J/da6nJg49fAui+A4pyKcyYWqVZ9q//TchvWpJ7A7PVpmL3hEI44zWV6KLMQ7ZpFN8YRkGqgmCKNjgiPG2auVNaKUd1a4MaWW4D3bwSKc3EiLAmX596Di6OdzNwO/D8QlJXbVFzU9+sOYfaGw8ixT7javlm0cs9IFlZ1GGYck/gMKeS4dymwb4k2IDvPUp/QDhj6d2DwNUB4dK1Wua2Hs7F8TwaW7TqOlfsy1HnV6ZfSBDeO6oSzeidXOxAapVm8jQx+h7IKsGZ/JlbsyVCLiAWd0OAgnN+vNf4+ujO61yXNX87bsW3APjlvfwA75wOFTgUsW/QETrkF6DcZCK4k5g0oQkR4i2Bavf+EapvluzOQll1RpFcsmZef3A7XjuyIlvGR1W7H0NeP3PSZ+7TzJfeblHvJP1bxfbOuwIjbgf6XVzlnucVliLU/tN01c6WqxZeZX+L4XuLG9Ie4/BKniZ+JX6CYIo2KBCLf+OkqHMoqROdmUXg35VeEfPm89mWHU/Fq5L3Ytbby1DJBfn9iXpOaie/XagJK78CEzi1iVObVBf3bqHggd/h1HCstBo5uBdI2AGnr7a8bgKJKU3JENgF6nAv0ugDofAYQ4to1HM8tws70XDXtz99KyhAlVrh3l2FZzo4q/2WrhEhM6NMK5/ZrjX5tE6oVUaa3MjgJyt1Hc7H7aJ563XVMXvOw51iui7AU5JAHt2+Ks3u3Um6rpOpEQnkZWhTvx7nBf2LY7rnAoYPAgb+AgkpV9aObAz3OAfpMVPdP7RebrdHvHRFIjraRV9U+uSrjtfIDhtxD8kByTp9knNkrWVmlqsNwl48cTE6adn8d2aBNv5S6AsipNFl7ZIKWYdlvEkraj8b+EwXYvfWYahMRl6qtjuWibd5mfBsBJaDmbtZcwdIeY3u2VDGmo7u3wNgXFyE1owB5RWX+OWbigGKKNGrH+si3G5V7IzmyGN+3/ASRS+doXw69CRj3JPK+kTmpcg1hxdmalq0E1A/rD6kOS0diWqSzP6+vlnUVbI/hqA2fpXCrTvwwcHynfdlVsS6TE5e7eWqVLC8pwNlhBNB+JNB2MGzBoUrk7tx1QhNO6bnYlZ6r5tE74fREfE6EDVFBQHquJiqlBMSQDk1VW8jStWVsndtE332jIxbJgycKsOtYhWjSBz1nd0tlwkKC0LVlHIZ2SlQFXId0SEQz5/pRRbnapLbqfO22v+5Qc1LeU5IPhEsEv/MGo4G2Q4D2pwAdR2nnsLIVyi1BPheUe+ztoQSTXRjIkl9c/UAv1qeTWsdjaMdmqn0GtGvq4uo0rKtO4gkd99ouzWIoIsrZwmtH7qvSpP44mjgQW2MGY3lZT+w8XoTd3+Rhf8YcdW25o639lEWFBeOBMT1U+/Ruk4Awp9iomPBQR2V44l8opkij8fEfe/HflQfQKfgwfoh/EzF7dgEhEcC5LwEDrjDEqCuZZ+LC+27tQWw/UmEhiw4PwZm9kpRb5tSuLaq1QvlkGJPOW554Zc4u6cQz99tfU7XP5L0eL+MOeRJO7gsk91GvtuTeOBjaDjuOFSm30/Y/c7AjfTl2Hc2tceBr2zQKXVrGIuJAMFAGvDKpH9p2G4Am0TLi1x+jGRZ015O0gy4mlaA8mqtKOhTb47/c0Tw2XMWDiaWyU/NYdJLXFrFIiQtGaN5h+7laC6yUc7gfyNirDca5adVuszgoApvKUhDWug96DxyhxUC16geEhPntYUisstImO5zapzZBKTFh7RKj0al5jKNdtPVY1W6eWii9ng0q2xMLYJZ+f8lrKpCxx/6AsgcoK3b/p0HByIvrhEORnbENHbC8sD3mZKXg6J4QYI/+K2d1rPUtHe3t4Wij5rHoXNIc+ER7WHGuO+aMLjxFzBL/QjFFGoU/dh7DU7O3YHjwJnwc/SoisnOAuFbApM+AtoNqDrr1sT1fYhJEQH275iD+sk9rI4SHBOO07i1wfv/WGNMjyftPzBIDU5AB5B7RxJK8qnX7qyxq0tNDQHmFZcgtQSFA0w5Asy72pbN6tSV2wsHyRKxJzVKxO+uWZWJb2iHkFmnFISsjcTwdmsegS4tYJZz0RcpWOI7/n6FAAdC7dYKMBDAr8jS/8VAW1qVmYm1qJjYczML+jPxqNbsI6I7N9MEuGt2b2NAlOg/twnMQW3wcyN2mWQjTDgDb7AOxnMPaEFed/XwhsZP2mnQSHluUi8//OoR7unVD75O7eueg6yE8DmUWaG1zIFO9ymTk2fYYQXc0ixFB6Som5VWElLM1xVs0qFuQwpgSs6Tut3RNzMr9JkVp9YcTWWp6OJFmDIlAUXx7HAtvi13lyViT1xy/ZydhU2kbFBWEu91XeRhxbpvOzWPQsUWMmvnBraA8UPvwrJcYkT6M+BeKKdIo1p6bP1+NMViBNyNeR2hpieaqmPQpEKdNKeIPth/Jwcxle/HN6oPIs1tkpE8b3qkZLuzfRk13UjlNvc41mvKko5blCCZhIRJCTyBx/myg9HiFYJLfuHPBVSeWEtpoGXaySB2ahLb29XZAk/ZAaLijY5Uih4vWHsWibduV686d+0k69m7JcejWMhZdk+KUaJJAel8MfDXRWF4+sWBsPJiN33ccxe/bj6rA55Iy/X+3IR75SAnKRdvIQvRqUoquccVoF1WI5PBCtAjKRkzJcQTJuTt2BNibDpRWbVe3hEZp58pxztoBTdtrAiqxMxDVxP3+Bq1vVOWRV1SqSpUs3nEUi3ccUxN1V0a8tyKOurTUrhdZRBx0bh6LhOjGt5iFoRRhBUeB9OOaNSk/Q3tV68cd96BDOOUdq/sVF9PS5T7LjmqDVTmJWHA0Hj/uDcKJw1UtlVKdvXdL7WFE7illqWwRq9pMCvg2jOr3NzFGu+dP5Lu3lJHGg2KKNErA+fDCxXgt/HWEyPQWEuh88QdaNe169fk2r5VleHneDszbUmE1kEFh0uAUnNevNZITqs8cQmG2k5ttv339gGunrac723lUtIksEg7mjuhm2lQtsS01cRmbpC1xsrTWOnSx4tUQGyMuqN82peGbNQcxf0u6KnDobG3q1ToeA1KaoH+7JsqiJNYnz0WTZ+fDJwZHsfZJcL0+oBacQNqRNGzYuRd7DhxAUEEmkoJycR1y0TQkF83DctEsOA8x5bkIFt+ljiTJOSXKVYtUq3act5baeawsnKITPTpYX3q3S8vKVSmLb9cewtzNaS4B8+Kek8mEJSNTEgkkXkcslA0XBTUcoMSHqfOVqb1KlmLl9w6hJK+Z+G/WMURHFgDf1vP/k8KYIpTk/lL3Wksg3vmcpQDxbVT/JA8mUubju7WH8Oee4/ZzIf/YVDB437YJ6Nu2CfqnJOCk1glqAub6xAvWvJ+1/6SJXcBm5NEy5W8opohPefHX7YhPW4aXw99ECMq1tO3zX6+SLVYz3umcDpzIVxXXf96oxalInzeuVzKuOqW9ska5mNpVSvN+YP+fWmbOkc0qKLhKZk51SAE+e0c9PxU4XBaPCacMQNOWbV0HXnn1IAYmK78En63Yh4+X7lUVtHUk9kKyfSQzSoJ7veqi9FcalZwTGVAlQFsPrhe3mlj5lNsmTbNGiGB3QmyfDvunu8uuvFKAd1QiENUUiG5asR7T3Enk6ucvCQiTvEZf4Yt21pSZiIRZf6Xio6V7VVadjlhQTu/eQsUFDuvcrMZsunpllMq50pMi5EFEzpd+zuT8lVUfc1Ud0U5xSkGSjarOmf186edNP08O4ZSkPbzUErQvfcVHSzerNnKORxrQrom6p6R9RGA2SqHMGtR0ot3NfiKPlil/QzFFfMafu49j/pLF+CbsRYSjVEu7lwq/dcg+chtU2sBHdKkW/O7vu1U1ZXnyFi1wQb/WuHVMV/Wk7aA4T6vds3W2Nq9Z9kH3G5SOWrnWxMXWXnua1Ttq/Uk3Is4hOu6YPgc5paUYcfJpaNo8Bt4KlP5w6R68uXCXo7OXujMXDWijXJQ9W8WZp/RAdee1tEgrJrp/uVYW4NBqt9lS7ihEBDJsMciyxSITsQiPTUTzFklondwKYbHN7IOuLpqc1t1YS/2NdwxTQY5tfbJ0D15dsBMZ9gG4aXQYLhrQVs0JKJYWj68bEUe7F2plAWSuuSOb6ubODg7TXJ5yHnRx5PzeIZQ0sXTD/3bhzzQbXpk6Gqf39E64gIiSVxfswKd/7nO4gMWNOXGQWK1boW3TxiyMWft5aEo3n2GgmCI+QdxOT3z1F94IfQVxQQVA+xHARe/WKqTc9uMedO4Sr3XbF2tU8LUg6cVSXNNRJFEGchmoZS6zzd8DpRVP6QgOBVr1B9oMBFr20pYW3auNcWksJN7nwa83OCwK3ZPicP2oTirTsD5Zhh7jof/J7WkVK8a22Vol9l0LVSHXKogbRsUbddLcoGIpiktGdlgz/GtJBr7YmIMihKv4lcknt8O0ER2Qkmi+6tC+0MJ5haV47IfNDuulXDciwD123YmVae3nwJYfNNFbmbAYoLk9OUIeQMRtbT9v6gFELH9iFazHQaeFFiAbWZrbzkPk4U1c5DKZsh5kL9bqG0Z3wuiuLbznuvMyjJkyDhRTxCeI1eTKrLfRPfQAymNaInjix43+1C8TyN76nzWqSnlcRKia5uVvA9toT94iBHYtABY85dr5S0cvE/p2PVMLkg/3jiXJGyncYo0SN+W//9znKI4pU5CIJapxO3vv/l82fbLXZa8Dq2e6VoiWgVbqKcm5aDMYaNnTbVV2CZq++7N1ytUZHBSOywan4M4zu1VfFDOAkDpGHy7ZjevFo2mzqXIE0jYSI+ixm+rwOm0eR7Hm2pxizqSMgzxAtR0MtBmkCWCDWkrFVX7v/9bhV3thTIkT+8c5PdXsDMbAVoeYKYopf0MxRbyOTHC7bP53+CR0oXoffMkHmuurHrjXHXUXIzJn3iPfbVQDicQ5vHrZgArrhBTZ+/FOYM+iivim3pcAQ64BWg/0fqfvhc2l5xTihpmrVAq/MHV4e9x/dg9E24v2+QcPLVMIQgSKcVn+58Ar31VYocRqIdNrSKKCWAaDg2sUqB8s2YNnftqiJpkWl8wLE/thYLumsAqeaPCsghLc9p812LdjP66PkCzOYMy/6zTPM+8knnDOPzRLlI4UEJXz1u2sRs3S9aQYrtTJun7mSlVcVDJc7xjbDX8f1ckYkwbXoR+SGlTCsVyKKX9DMUW8zgeLtuERvKfWbYOmIUgsC3XGrZ+vXv//e7/vxtM/bVHrFw9sixl/66O5v2RUWv42MO9xzZ0nBUOHXAeMvBOI9f1TaEO7fKkmfeX7y1WJAynV8OrkATXOAehzvCQ2E46uwk/hD6Jz/mHtAyksOvo+baqNOiQoiJB6/IfNqhisMHFQWzx5YW/vZ5v5CU9bWQpsXvH+n6r4bPewYEc17ShPhJS6h94B5j9hr8UUpE1lI/dQUi+YqX3kweSqD5Yrt55k4b0zZZDKWDQTSXGRDtEslmurXPtmhGKKeBUxNxcu/wRdgg+hKKIZIsZOb1ThIXWjdCF16xldcNeZ3TS3ngSXf3+rFosjdBwNnPcKkNgRRu70RUhNfu9PVWFarC4fTB2iqiWbGhmQl72B/gseRXBwGY4HJaLZxf8CTrqozkJNJhF+9PuN+PTP/epPHp7QC9eM6GCeoHsfI5bMy99briwvSfEReO3CQcB/PdyolAX57v8qrFHthgMTXmx0EeUNy53UGJv6wQrkFJViYLsmePeqwQ4rj3EIqvUA46NCEREajKLSciWezRgbaBUopohX+XzpdtwQ9LVaDz/9Pi3zph7UOBbW0mvO2ZSGR7/bpNZvPr0z7h7XXftCatN8ejFwcJUWVD7+GeDkGwwbw6GTnl2IK95froRUt6RYfH79MGN1+A0ZxWRqnB9uA9Z8qkpvfVM2ArOa34Yvep9Vr828NG+7Q0g9d3FfTBycAqtSXzeWFN+8+sO/lJBqnRCJ/9wwDO1R/bQ1dc7Q+/eFQPpmLetO7iGx6tbggvU5Dbx/5QFl2kd/KSF1csdEfHT1EMR4owSEH5CHB4kLlMr9R7ILKab8iDmvIGJIpABgwYqP0SooA/lRyYgePK3ROs1taTm4a9ZatT5lWHvcowspqUskg4AEyoqwk+lrZHJfg2sPMdlLLMfhrEJlkTKWkGqgCC0rAb6+Adj0tarovn3gQ7hzaXf0Dq6fpe3r1Qfw2oKdav3Zv/WxrJBqiFaQGMHbv1iLzYezVaD5FzcMR7tm0cBxDwRw1kFg5vlajShJCJB7KGUIzIiUPrjm47+UW6x/ShN8PG2In+MO60LN56xlXIRdTNW/VhfxHka/ioiJ+G1rOi4qnq2qfYeNugMIbfjgX58+X57E//7vlWpKmFM6N8Oj5/XS3D1Sp+iLyzUhJfOfXfUdkNwbjU1DXE8Pf7sR6w5kqWydD6cOMZCQ8uCEzr5LE1Ji2bjkQxwMGQYs/atem9malo0Hvt6g1v/vtM6YNKQdrE597oW3F+1Slf0lRlBcV0pICQ21whZmAZ9dogkpyciTe0jKUpiwfSTG7p4v16lJqyVG6r2rBhtbSNXxnOkZq+LaJf7DACkLxCqsXfy9FisVHI2wgVc2aBs1dx/ue02ZQFk6SHFpvHH5QG2aFOlhJUZKij5GxANTv/eLkHKlbr3+TxsO43+rDqgK7W9eMVBN/WJM6jHKL31ZK3sgNYGkTEav8+tt3xJr3e3/WatqmEmVbof10aK4nfS7loDql+ZuV+tPX9i7moxGW/0mBf7vVM21J9X6p/1kKCFV3+tHCnHO35quJjB/96pBqsitFWgZrx0HLVP+hWKKeIXswhKcdOh/aj2/16VaBfBG6DYXbD2C/6zYr9ZfuLSfoyIwVn4IrJ+lTRB86SdA0knwF/UxCkic1D++0SwvN53WGad0bg7DUV8rx94lWgalcNazQM9zG2RZeHHudmw7kqOsdM9P7GfYQor+QITmnbPWorTchnP7tsIlg9pW+kUD2mrRP7VK5lJM8/JZWtV/A1KXy2ff8Tz10CVISRGZR8801HKDOCxT2bRM+ROKKeIVfl+/B6cHacUvm5wyzTdBt5U6lYLiMjzyrRZwfu3IjhXCI30rMOchbf3MJ4DOZ8AsSCZiZn4JereJx+1jusHQ1EUFScyaxEnJ+ex/JTD07w1yf0pMnNSTEp67pI/53Z5eFgsyXZLUSpL4macv7ON5VuPepcDiF7T1818DWveH0ajrIYp7TyqbS8abhAFMO6UDzEFd3XzavZBGMeVXKKaIV0j762tEBpUgI7Idglr1a/B23E8n4/63by3apaZUkfgHh8tHssW++btWR0pE1LD/g1m0h8xlKLPTSxvMuKhv404NUy/qMVD/8qA2x2FiZ+Dsfzbof5PBUC/AetZJyTijRxICgbqKBZky6Y2FWkD+w+f2qrkgZ10EcEkB8O1N2oTR/a8A+lwCMzNvSzoWbjuqinJKHTLzWTRrPmfJ8dpk24ecJqwmjY9Re2tiIopKy9Ap/Ve1Xtqz7rWCPEEGEAm2FR6a0BNR4fZidas+Ag6vBSISgAvf8m/qtp2gOtZNkqdn4fKT26FPWxO5IWqybqz/QmuBv70LRMS6bRepXF4TczYdwYo9GYgMC8Yj5/m3ppFfqEUAvfDrNmV1kbnkzuvbyv2P6nNPLnkJyNwHxLdpsABuTGqapkkyjGfY685df2on14nNjU4dz5meZCAPlvLAQfyD/0caYnrW7jmC4dDifFoMneiVoFv3fULFhy/P26ECkWUAObu3feqKvGNaZWbhjIcbdUoLT/lp42FsTctBXGSoiQKrbTUHL/90j7Y+aKo2R1s1Y0VNg6GITD2o+rqRnZQVMlDQh9KahscdR3Lw/bpDav3hc3vWwb1Xy2CbsRtY8rK2LrWkvBr76F2C7cda0xF9u/YQdh/LQ9PoMPzf6V1gRZLjI5XVraTMRlefH6GYIh6TumY+ooKKkRnaHEFJnmXMOSzwLgOs6wAhsSHfrDngCCZ1DCC/P6+lcif3AQZfA6Og7191D43yNPnKvB1q/ZoRHSuC6M38xCzB/5IFJrW9xkyvcTCsTWRK0LmITLEsBBL6dVOTYUoeKuR7eaCoOai6jpap354FyoqATqcBvS6AkQmuRYyXlJXj1fnafXXj6M6INWlhztoskyHBQWjbVLNO7T+e30g7RSpDMUU8JmSvNqHxieSRHrv4ahMegnSQ8v2YHi1V4T1HYUHJ4BPOfLJOc7s1eqdfzTP0zxsPY0d6rhIM14z0/fQ2PkeKc/7+nLYuc7ZFJ7r9mX6plFczWMgg+bq9OKdYpTyenNdk6GKzuvaRSt6zN2jzGt4+tqvn/+HRbcCGL7X1sY8bfoaAmq3YWokRKWYpxUunDG8P81H39tcrn0v4A/EPxhlxiGlTsrvnrlSyPP6kcR5vz+0AW+EPUk9e3609qN7KDO8OJPOorBhoP0J7qjYQDoFY7v77D+1ZatNGdFQTGRsf/XxUc0Dr/gOc2AvEtNCmHGngYLh8T4ZyfUaFheBq02RgeY+Ke8H99zOX7VOv8lDRIznecyvHoue0c9rjXENm71XGqVtwy0dLtQmwpw7vYOzinLViqzm+Lf842iVOUm9FPBL/YOYrjBiALXtT0S9Iq/OU2HuMj+IgKnrNT5btVYPLqG4tKoK0Zd6w1f/W1k9/yHBP1Lplyp2FYf2BTKzen6liHq4cZsw6PvUaxeSzP17T1kfcAYTHNNhN87F9MLxoYJuAs0rV1j45hSX4cmWqWr96RB2EphRL1bbm/vvMVGDTN9r66Pthdsvdmv0nVBFTKdA5eahJ7qv6qsUjm4F5j6nVnsO1uS0ppvwH3XzEI9I2L0NwkA1HQ5MR5IWAb7fCwz4QlNnKMesvbQC5xnkAWfkBUF4CpAz127x7Da1k/fEfmmCY0KcVWsZpxfcMT00DsxR5PLYdCI8DBl5V42b0FHV3Y4Wkef+6WZucNxCtUrUFWH+z5qCaPqlLy1iM7NK87uesOmui3EO2MqDDqUCrvjADNbmJ/2232p3br5V5a5LVJoBXvOtY7Rhbql5lcmviHyimiEeUpWpzq51o2td3Qbf2TiU7vwi5RaXo3CIGo7q20L6T+ff0WKmhN8KIVGeZEuvC7PVazMtVZhIMNT0xL7d38P0vByJrdj1VlEaoup1v1x5UFsiTOyaiW5JxM8oaxz1ctX2+Wn3QUUajTgU6axJTUldq1SfaulNRVaNTXQKDzNX580ZNiF9hVqtUbees4ISW5GGnk/1W23k0V5WDII0PxRTxiMQT69RrSLuTvfu06TyA2DuVnIJih6XCUXhv07dA3lEgrjXQ8zwYkeqC6n/ZmKbqA4k4HKAH0pu5k88+BGz/RVs/+fraN1ON5UXcWt+u0cTC3wa0QaBSXcyUZLOuS81UWVzn9Wtdv425G5i3zgYKMrSJjLudDbNQnWVq7uYjKCgpQ7vE6GrmJ7SAmNr4FVBS4dJrGVaoYgulXMw+uvr8AsUUaTDyBNi1VKsB1KLHCN+5NuyflZSWqarg5/d3GmDXfqa9DroaCDFmXI1eN7Rypy/WF+GiAW08n/6jMamuk98gczPagHbDgeZdG2yx23I4B9uP5Kp4l7P7VFOEMgCorn10oXlq1+Z1n6zXcc7cWBPX/1d77XeZobJg6xwzVeky1O+rC812X1WhBgvwenvWpZ3g/HR0S9IKkm5Py2mUvSOuUEyRBrN3/160CMpGOYIQ377hU8jU6vqxDwTBKMeZvZIqMt6kHMKe37X1flo2ixFxCESnY0rPKcQfu46r9QucxaGZO3k9rb7PRI+yHH/ZqLk+T+/RwiTZjY3rxhKLpnBB/zpapSrH3zift7zjwK752nqfS2Em3FmmxHW+ZMex+rePmdzpJ/YBqX9q92GXM7XPsg873OFSl400PhRTpMEc3625+I6GJNeYtdUw4VHxWZlN+0z+vWRg20qDt90S0tS4MUfu6pD+tu2oet+3bYKjRoypLVNHtwNp64HgUOCki+q0meqmSFuwLV29ntnLPBXsfYG7BwuZMkQGS2m707u3rMfGnLp65wtxy3dAeSkg82m2MPjE2nWwYouQKi23oWPzGHNNHVMfC/Cmr7XXjqcCbQZp6zmH0KOVFji18WBWo+4m0aCYIg2m8NBm9ZoR29mnro3t9gyV0GAbRnZ1ylza8r322vdSk6RwV3z2m10w1GtANHInr8dKdRxVbZHOuqS2p2cXYuPBbLU+ups9ySBACXLTPgu3ateNxAI1ia5HpXxnK5fLedPm1DR6tfO6lo5YaOb7qq5iSj9nPc8H4u1u8KyDGNBOi7uUUis1TdFEfAPFFGkw4Rlb1Wtpsx5e26a7bL7lezPVa1RoEMJC7Jds7lHg4Gpt3eBBs5XdETLNxeLtmivi9B4trdHJ75yrvXYdX+/NOYuF37YfVa/92ibUPR7Ioriz0opFs2HXjRsxJZmwexZp67q7yFS4PqSIgKhoHwsIcXf3WUEmkLpcW+96JpBon2Lp+E6c1DpexZRm5BVjL6eVaXQopkiDSczbpV4jWp/k0ziIFXtPqNeosOBKg7dNc0/oT2cGpbIFZv2BLOQUlSIxJhx929Q0n5pBcVg57OeoKAfYt6yig/fAYvfXngz1OqIutZMCLJtPxMLKfVr7nNK5WT035tzV2ze4b6mWERabrM1naVrLlPaamlGA9JwiVQB3SIe6WUdNV2dK6rhJPbDm3bTQhub2SdEz9yHCVow+9v5k9T6tzySNB8UUaRBSuiC5TAsUTmjb02vbrTzASqD2vgxtJvTIUKen653zGmwJ8bf20Du6we2bVpR4MPMT8/4/taKp0rk361zvLEdny8uq/fa26WDilHYfubF2Hc1DZn4JIkKDa5nUuLaYKft505M3uowx3KwBDXlIWbVfE5q92yQgMiwEpsddOYs9i7XXzvbZJmJbApFNtN8c34lB7bX75s/dWnILaTwopkiDSD+RiZZBmvutWdtuPhtAVu09AZvdnB/s/IQmA7geo2NwKgvEVXYxNdDe8Zm+k09dob1KIoAHWY7inth9NE+tD0gxadv4MGZKF+H92jZR7hyPxZS94C7aDYO5k93sfYW9fQaZubZUbW6+Aytcz5k0Qgu7dSp9q6OYsbjL3RV7Jb6DYoo0iOMHdqjXXEQjNCbRZzFTf+09gXJU6lSyDgDZB4GgEKDNQJhpUJSOX7e+6E+RpqNyzSK9g287pH6bsb/qYmFtqtYunVrEoGlMPYKrAyRmak2qByK8cgB6WSlwyB5z2NY7BXf9nc23Zn+muR9SahNTRbnAkU3aeorTOWtln5T64EoM6dgU0eEhOJpThM2HtUQO0jiYUkxt374dF1xwAZo3b474+HiMHDkSCxcudPnN/v37MWHCBERHR6Nly5a49957UVqqzV9EPCf78E71eiw02asugsoxU6v3i5iqbAmxB2DKHGJeKsngS5wzFKWTk0U+0+MbzIdTsEp5GXBgVdUOvi5bqTQYSrFOwbzt4tuYqa32Yoy928Q3YGOVSiMc2ajFS0UkaPE3JsR5tgSZQmWHPetXArEtQeVzdmiN1gfGtwXinWpo6fdd6nJEhIY44g2lEjxpPEwpps4991wljBYsWIBVq1ahX79+6rO0NK2YXVlZmRJSxcXF+OOPP/DJJ5/g448/xqOPPurvXbcMxce0CXpzolr7zCUmneS2tByHm88hpvQsvnpaQozwBC2VvYUOzWLMG9fh/MScsQcozgFCo4AWPRsmMu1qYYe92GCgzsVXk8tblh32a6dB7VPZzZe2QVtv3b8ieM1kOE/TJFOoyFQqkWHBSGlqsrptdRVTUsdNaDPA9XcywbtweD1QnIezeyc7KsGzRELjYbq76NixY9ixYwceeOAB9O3bF127dsWzzz6L/Px8bNy4Uf3m119/xebNm/Hpp5+if//+OPvss/Hkk0/ijTfeUAKLeE5w1n71Whzb1mcDyIETBWqOrdAQu+jQO4b0LdprkveyCBsrtkOvTtzVPvWD6cXUUa08hir4WM+pSCq7dLd5IhYsiHOA9aGsQjXJd2hwkBLiHosp/by17AWz4ugrnIR415Zx5kzqqI2azllCWyChnZblt2cxzuqdjJjwEOw7no+VzOprNEwnppo1a4bu3btj5syZyMvLUxaqd955R7nyBg3SqsEuW7YMffr0QVJSkuPvxo8fj+zsbGzaZPc5u6GoqEj9xnkh7oko0Irj2ZzNzV4gyG6Fkg5SFx5tE2NcLVOOAdx79a18ifO0KZawvrgVUz08GgzLym3YdVQXUyYWmj5As2jmOOLJ6h187s7K4Thv9uBlE+KcwKBbfE19X9UmgNOrOWfSDt3P0ta3zUZ0eCjOsc9p+ckfmgeB+B7TiSkZmObNm4c1a9YgLi4OkZGRePHFF/HLL7+gaVMt8FDcfc5CStDf665Ad8yYMQMJCQmOJSUlxcdHY14ii7XU29B470754RwzpQ8gHVrEVQwChVla8LmJxJRzzJQe19HVzJ2+c/2bo9s8EFMVlpeDJwqUm0aEgmXcNF50eetZjl1aNlBoVg5A9+C8GQXnBIbddiHe4PYxIlWsiTWcs+72wsXbfgbKSjBtREf19qcNh7HnmHbtkAARU+K2E6FU07J161b1FHLzzTcrS9TixYuxYsUKXHjhhTjvvPNw+LBW96ihPPjgg8jKynIsqampXjs+qxFbqpmPIxJcRas3B5C99k6grT64qg5lu7Ye1wqI0qZPMFPM1P4MrTJxx4a4aoxYGsELVkIZDA+c0NqlbdMoa7ppPBThFe3jidC0b1Bi3LJSTW+Zco6ZkjkL9evHkmIq5xBQlKV91qxL1d+2HwnEtADyjipB1at1PMb0aKna5oVf7SKM+JT6BTn4kLvvvhtXX311jb/p1KmTCjr/8ccfceLECZXJJ7z55puYO3euCjQXUZacnKxEljNHjmiZDfJddURERKiF1E6Tcq1AXkyitwPQUWGtsHeQSfF6B2lTlX4V+jQKJkA/psKSMpXJJ7RuEglLuPk8OB+6aBKD4wH7uW7TxEKDoYc4RKWIhRNeEAty3iSu5oT9nEmxxzrOo2j0CugSX2lpMXXC7q6TTL5QN2NUaDgwYAqw5EVgxbtAr/Nx17huaq7C2esPY+KgdJxmhfkKDYxhLFMtWrRAjx49alzCw8NVoLkQXCkDRd6XS1AKgOHDh2PDhg1IT9fiegQRWyK+evUyb8ClUZAg/iY2zawe37yNT5421QCii6kmTpYp/Yk6wTwuWD0OTD8eyTiSqWRM38kXZmtuVz0I1oPB0CtiwWI4u7EOekNs6uctc7/p7qGaLL7iHj6Src2S0MZK14+za9Zxzmq4zwZPA4JDgb2Lgd2LVJX8q0/R3H33fLkOh7O0a4hYXEzVFRFKEhs1depUrFu3TtWckhpSe/bsUeUQhHHjxinRNGXKFPWbOXPm4OGHH1buQVqePCc/6ziCg7QUrLhE7z7t6ANsaXk5DmdqHWRSQpSTJUQXU97NImyMPlHmDtMHRIdoNCP6vuvCNqopEBHbYJGpubFomaqp2KujfTyyTAXVfWA2AfrhiEgQd5ZMs9MiNsKilim7NbFJDQK4STtg8DXa+px/qIms7xnfDT2S43AstxjTPvoLx3M1yzjxPqYTU1KoU4LNc3NzccYZZ2Dw4MFYsmQJvvvuO1VvSggJCVGuQHkV8XXllVfiqquuwhNPPOHv3bcEBflalmOBLRwhoWE+GUBkwtLisnIlrlrobj5lmTpQe6di0CdoPe6ljekDrL0zKDtn8x3M1NuGYqrydZNTWIqsghIfWKbMLqa09knV7yuzP6TUJKbqes5G3QdEJWpFWedOV5l9704ZjOaxEaro68S3l2ELK6NbO2aqPoiAEmtTTbRv3x4//fRTo+1TIFGUp7l28oOi4O2hT+8L9Sfx5PhIhDnqTDm7+cwzEOgead2V1cbM8VLOnbz+tNxAd5Gz5SUtS7NCttatkMTJ8qK1TVxkKOIiw7wnpkz0QFKTGD9kt2C3Mvt9VZOYqmu/F9sCuOAN4IvJwPK3gOhmaDfqHsz6+zBc+f5y7D6WhwteX4qrR3TAjaM7mzvcwGCYUkyZFgkOkWyLzFSUZaaiKCsdxbknUJJ/AmX5mSgvzlNprUFlxUBpMYLKZSlRnwlB8gyvKhxqS5BjHS7rLr9Rf+PYAcf36nPHF7It59/o23b6G6f/I1H2SUJmgiJ99jSuB2q3iI90nQtOt0xJIKZJ0I9Jj+toGWfyTl8/Hx4K24pipsDxXK2YbjMruWm8JBaO2e8FsS54hOUsU9rrMbvrqlmMxa4dt5apOgjgHucAYx8H5k0HFj6lMm47n/1PzL7tVNz75TrM35qOd3/fjY+W7sHYnkk4vXtLnNwxEe0Sow2fSWuz2VRNulJ9KSu3v9pQUlZu/64cJWU2lZHfmFBM+ZKCEyjeNg8ZWxYhKG0dmmRvR4RNG1DF1iLOHjM7fPaFdUYbHw0gOs3kyckhpsqAIruJOs67JRkag7ziMvXaLNbkT4P6+cixlyKJS/ZIZKpNFZVWnG/iYrnT28ZjK0Ll8xbr3Rpx/nSDCpazsji7LOt7r428Q8v6m/MQsPF/wI65SBx8Nd6fcAV+G9oOL83fgfUHsvDzxjS1CBJz1rF5DJLiI1VbNo0OV8kyYSGyBKlXocxmU1NAlZVXrJeW25SFWRc0ImbKyss1kaN+qwkcZ/EjoqeqEHLdhvymTG1D25Z8Lw/0EShBBIrVa2SQ/bXS+yCZGLoRoZjyNmUlKNj4A7J+fwctjq9AOMrhfPmX24JwBE1xyNYMx2wJyA+OQWFIHIrD4lAWGgMEh8EWoi8RCAoOlyAwBKmOMAg2dX9p61roirxKKK/2KovYnbSOWH6vh/naP9MXOP+tfuPaF/Wxvl7pc/tvg4JDMOTkEV5vvsoxD6qDdH5CU4cfqqV1mwRn0WCJTr/ybPbR2sSqngrnkOAgJER5NwbPzFS2EXh+3QS5WptjGnbejHpfWVOIyzE6za9Xn3tt2E1Am0HA7Lu1ef2WvoKgpa/g9IQUnN52CNI7dMRfWQlYeTQUK4+GIKM0EsfTwnAoLRTFCEMpQhCippm3IVgt5fbFpj4PRynCgkoRjhK1rt7La1CJeo3Q36MEMUEV6+EoQ0RQMSIdgqgYEUFOYsjd++ASRAbrYknzjNRGts2GD9F4UEx5C5sNuav/i5JfH0fTooOOWKJt5W2xOrQ/cpv3RXjb/khM6Y7WiQkqWLJvbLhD7RP3A4jWQVb6NLqZ61ObwaksGswvpiodUAMHZV3m68iTsNHdDKYWC5XPWwNFsFFJNLvFt6baYM59X31IORm44Tdg+y/Ayo+APYs093xWKiQPW/LfVQ68PMOY8DnGJn1IWBSCQiMBWcLsr7KUiLyZ12j7QjHlBWw5aTg88xq0PrpUvT9qi8ec8PHAwCsxdOAgXNYy1lpZJo1txakyeLeAuQdFk8d2VLYUNnBQrrwZa1oWGk6lUnrec/Pp61LSwsQEhGXKWUxFJGjFOetLcAjQY4K2SFzu/mVA2kZt9gKJQc07BuSlA+IWK6tH6YTgMM2VGBIGhMhruLZ/al3/LrxicXwn6xFKBKnX0Kha3jsJJGexFBqJIPl/qhtbZW7dWxLQWFBMeUjh/jUo+uRvaF2WgUJbGP4bNRHtz70fV5zUngLKCwNIU3duvvo+nfmZIMtZpoK9YpmynPvTy3i9fZzPm6TPV77ZTEZVi6/JH1JqO2cxXuj3wmOALmO1xR2SDVJeqmpUqVf5//VFRJnze45vLlBMeUDOjiUI+fwSJNgKsM2WgrVDX8QVZ52pYj8IvOL6cQlA1zFZrIezqJbVptEmtKfX6C5q5p2YICu6abyI17L5THgPBcRDSm0H2RhuWfn/lKXJ5H2UH6CYaiBFh7cAn1+GaFsB/sJJCLnic0zq1sHfu2XNDtJLbiV/4aytm0SFIdT0cXJBlZIBGmZKDwg3jaEsU408MPuYgLh+LCaArQzFVAOwFeUg88NLkGTLwXp0Rfy136B7ivlS9Y1IZaueii+qKIJlyk7FudO3xNOzcwfvQTKA12OCLH4veNXN5w2XkZ9xTlawbCZo5XuNGBazPyL7hV3/vh1JJQdw2JaIkks/p5DyIuGVrDbK9WPymClnS5Tpg8+rdPDNvXauLWlZ8IDKmb4e1yfz0nkzCs7Xj7jOLZkJSsuUaaCYqifpa35GlwNfqXpRqwb+E4N6dfP3LlmK8NBgl/WYcAl6tE8nY9JOxbnTt4T1RQJRvWDhkFgyKQZo6QBiL90L3rFMhZj2HqqtfSxxXwWAa9bKUEzVh7JSlP50v1qdE3sezjlvor/3yHI4d5BiqVDB25WDIU1mmXLp9K0QZC2pzV7q4C0nNL2Is9CMjQhFRGilh4r64nwfWWBgDohrR0oJWEgAWxmKqXqw85c30bpkHzJsseg26RlrmpWN2EEqQRVhXjHlNChawpXlIqY8OxdhzuLZCkLTi8j0Hl4VC1KzRyc6EVYSm5Zwn9d6zszV7wUaFFN1xFZajPhVr6n1P1OuR+d25p5x3XSme+enaqmRYyIs544I9d7TcojVgvO9SHhIiHfbxlkEW8DKEe5kqbPstePy4GKufi/QoJiqI7sXzkTL8nQ1n97gi2739+5YlmqFR0m+aTsVy4kp5w7eQ2GrT+KrTydDKggLrRCazb1htXMWwSZ7IKnNMuVxDS6jYrFzZmUopuqCzYawFW+o1VWtLkPLZuaehsGUcRD6pLqCyQrKOVsYLOGO8KK7qLi04ryy2G3194JXrhsvumeNgOViEd3h3O9Z4JxZGYqpOpC+fQXalexGkS0Mvc6jVaoxA9CtgPUsU9aKvTHFveANsVBWbKnz5iw2m1vhvnKHzKWnExHnzz0htUAxVQeOLP5Yva6MHomUNm38vTuWJiqswopjlSJ8oU4WF0sEWTtPtsqn5UYRU15xgcpEtjoyiazJiQiz2EOKO4pyKtY5F56hoZiqAx2PzlOvwQOn+HtXLI90ivog0rqJmw6/cgFPExAdEWKt2A6ZLd5LYiolUTvHpp+v0AckOgmoKKm35imFWbASyfEV/UPbxGhYEoudMytjvpHJD8SiAGlohoGnne/vXbE8UlfqxUv74c6x3XBa95YVXyT11l6bd4fZOLNnEppEh+GC/q2tERfkHLMWm+zRpm45vYsSz89f0s/z/bIYUjn/vH6tleAcf5Jn7axI7Agr0aVlLHq3iceILs3QOiESlqQV7wuzwLn56sjOhFMwMoxPz43BuX1bV/1w5J3A3OnA+Vp5CjPRMj4Sax45U/IYrEGXsdoExx1OBUI860ImDWmHiwe2tcDkz77htckDUF5u805NuyHXAXsXA2MehRUQEf7jrafCZrNpxX2tyLD/A765AZjwor/3hNRCkE2uROKW7OxsJCQkIOuBOGwe9SaGnX2lv3eJEGOQmw5ExANhFrUIWJW8Yx5NTk38QGE2EBnv770w7/idlYX4eN+3Hy1TdaDIFoqew8/1924QYhxinVywxDxYoFhnwEEhZQpoW68D2yJ6I6FJE3/vBiGEEEIMCMVUHShIGe3vXSCEEEKIQaGYqgNtB9PFRwghhBD3UEzVgTadevp7FwghhBBiUCimCCGEEEI8gGKKEEIIIcQDKKYIIYQQQjyAYooQQgghxAMopgghhBBCPIBiihBCCCHEAyimCCGEEEI8gGKKEEIIIcQDKKYIIYQQQjyAYooQQgghxAMopgghhBBCPIBiihBCCCHEAyimCCGEEEI8gGKKEEIIIcQDKKYIIYQQQjwg1JM/tjo2m029Zmdn+3tXCCGEEFJH9HFbH8d9DcVUDRw/fly9pqSk+HtXCCGEENKAcTwhIQG+hmKqBhITE9Xr/v37G+VkmE31i8hMTU1FfHy8v3fHULBt3MN2qR62TfWwbaqHbVM9WVlZaNeunWMc9zUUUzUQHKyFlImQ4oXqHmkXto172DbuYbtUD9umetg21cO2qX0c9zUMQCeEEEII8QCKKUIIIYQQD6CYqoGIiAhMnz5dvRJX2DbVw7ZxD9uletg21cO2qR62jXHaJsjWWHmDhBBCCCEWhJYpQgghhBAPoJgihBBCCPEAiilCCCGEEA+gmCKEEEII8QCKqWp444030KFDB0RGRmLo0KFYsWIFrM6MGTMwZMgQxMXFoWXLlrjwwguxbds2l98UFhbi5ptvRrNmzRAbG4uLL74YR44ccfmNVIyfMGECoqOj1XbuvfdelJaWwio8++yzCAoKwh133OH4LJDb5eDBg7jyyivVsUdFRaFPnz5YuXKl43vJcXn00UfRqlUr9f3YsWOxY8cOl21kZGTgiiuuUIUHmzRpgmuvvRa5ubkwM2VlZXjkkUfQsWNHddydO3fGk08+6TJXWKC0ze+//47zzjsPrVu3VvfOt99+6/K9t9ph/fr1OPXUU1W/LZXBn3vuOZi5bUpKSnD//fereyomJkb95qqrrsKhQ4cQ6G1TmRtvvFH95uWXX/ZP20g2H3Hliy++sIWHh9s+/PBD26ZNm2zXX3+9rUmTJrYjR47YrMz48eNtH330kW3jxo22tWvX2s455xxbu3btbLm5uY7f3HjjjbaUlBTb/PnzbStXrrQNGzbMdsoppzi+Ly0ttfXu3ds2duxY25o1a2w//fSTrXnz5rYHH3zQZgVWrFhh69Chg61v376222+/3Rbo7ZKRkWFr37697eqrr7YtX77ctnv3btucOXNsO3fudPzm2WeftSUkJNi+/fZb27p162znn3++rWPHjraCggLHb8466yxbv379bH/++adt8eLFti5dutgmT55sMzNPP/20rVmzZrYff/zRtmfPHtuXX35pi42Ntb3yyisB1zZyvT/00EO2r7/+WpSk7ZtvvnH53hvtkJWVZUtKSrJdccUVqg/7z3/+Y4uKirK98847NrO2TWZmpuozZs2aZdu6datt2bJltpNPPtk2aNAgl20EYts4I9/L8bdu3dr20ksv+aVtKKbcIBfrzTff7HhfVlamTtKMGTNsgUR6erq6gBctWuS4scPCwtSgoLNlyxb1G7nJ9Ys/ODjYlpaW5vjNW2+9ZYuPj7cVFRXZzExOTo6ta9eutrlz59pGjx7tEFOB3C7333+/beTIkdV+X15ebktOTrY9//zzjs+kvSIiIlSnJWzevFm11V9//eX4zc8//2wLCgqyHTx40GZWJkyYYLvmmmtcPvvb3/6mOu1AbpvKg6K32uHNN9+0NW3a1OV+kuuze/fuNrNQk2BwfqCT3+3bt0+9D/S2OXDggK1NmzZKCMmDnbOYasy2oZuvEsXFxVi1apUyMzvP7SPvly1bhkCbKFLQJ4qUdhGzs3Pb9OjRQ00mqbeNvIpJOikpyfGb8ePHqwk5N23aBDMjbjxx0zkff6C3y/fff4/Bgwdj4sSJynU5YMAAvPfee47v9+zZg7S0NJe2kbkuxXXu3DZifpft6Mjv5b5bvnw5zMopp5yC+fPnY/v27er9unXrsGTJEpx99tkI9LZxxlvtIL8ZNWoUwsPDXe4xCVU4ceIErNQviztL2iPQ26a8vBxTpkxRIRMnnXRSle8bs20opipx7NgxFevgPOgJ8l5u+EBBLlKJCRoxYgR69+6tPpPjlwtOv4ndtY28ums7/Tuz8sUXX2D16tUqrqwygdwuu3fvxltvvYWuXbtizpw5uOmmm3Dbbbfhk08+cTm2mu4neRUh5kxoaKgS8WZumwceeACXXXaZEtZhYWFKaMo9JfEbgd42znirHax6jzkjsZkSQzV58mTHxMaB3Db//Oc/1bFKn+OOxmyb0AbsPwkAxAqzceNG9SQd6KSmpuL222/H3LlzVYAicRXd8tT3zDPPqPciGOS6efvttzF16lQEMv/973/x2Wef4fPPP1dPzWvXrlViSoJpA71tSP0R6/ell16qgvXlASbQWbVqFV555RX1kCuWOn9Dy1QlmjdvjpCQkCqZWPI+OTkZgcAtt9yCH3/8EQsXLkTbtm0dn8vxixs0MzOz2raRV3dtp39n1ps2PT0dAwcOVE81sixatAivvvqqWpenmEBsF0Gyr3r16uXyWc+ePVXmovOx1XQ/yau0rzOS5ShZOGZuG3E96NYpcfGKO+LOO+90WDcDuW2c8VY7WPUecxZS+/btUw91ulUqkNtm8eLF6rglnELvl6V97r77bpWJ39htQzFVCXHXDBo0SMU6OD99y/vhw4fDysgTjwipb775BgsWLFAp3c5Iu4i7wrltxK8sA6feNvK6YcMGlwtYv/krD7pmYcyYMeqYxLKgL2KNEXeNvh6I7SKIG7hy+QyJEWrfvr1al2tIOiTntpE4MYlXcG4bEaIiWnXk+pP7TuJmzEp+fr6KzXBGHtTkuAK9bZzxVjvIbySVXoSH8z3WvXt3NG3aFGYXUlIqYt68eaoEiTOB2jZTpkxRJQ2c+2Wx+spDjIQcNHrbNDCw3vKlESST5OOPP1bZADfccIMqjeCciWVFbrrpJpWe/Ntvv9kOHz7sWPLz811KAEi5hAULFqgSAMOHD1dL5RIA48aNU+UVfvnlF1uLFi1MXwKgMs7ZfIHcLpJZFBoaqsoA7Nixw/bZZ5/ZoqOjbZ9++qlL2rvcP999951t/fr1tgsuuMBt2vuAAQNUeYUlS5aorEmzpf9XZurUqSrLSC+NIOnbUg7jvvvuC7i2kUxYKQkiiww7L774olrXM9K80Q6SASgp7lOmTFGZXdKPy7Vo9PT/mtqmuLhYlYlo27at6jec+2Xn7LNAbBt3VM7ma8y2oZiqhtdee00NjlJvSkolSI0KqyMXq7tFak/pSOf2f//3fyqVVC64iy66SN3Yzuzdu9d29tlnq1odMnjcfffdtpKSEpuVxVQgt8sPP/yghKI8gPTo0cP27rvvunwvqe+PPPKI6rDkN2PGjLFt27bN5TfHjx9XHZzUYZJyEdOmTVMdqZnJzs5W14j0I5GRkbZOnTqpmjnOg2CgtM3ChQvd9i0iOL3ZDlKjSkp1yDZEyIpIM3PbiAivrl+WvwvktqmrmGqstgmSf7xpeiOEEEIICSQYM0UIIYQQ4gEUU4QQQgghHkAxRQghhBDiARRThBBCCCEeQDFFCCGEEOIBFFOEEEIIIR5AMUUIIYQQ4gEUU4QQQgghHkAxRQghhBDiARRThBBCCCEeQDFFCDEcp512Gu644w5/7wYhhNSJ0Lr9jBBCvENQUFCN30+fPh1ff/01wsLC4A/uvPNO7Nu3T+1DZaZNm4Y2bdrgqaee8su+EUKMCcUUIaRROXz4sGN91qxZePTRR7Ft2zbHZ7GxsWrxFytWrMCECROqfF5WVoYff/wRs2fP9st+EUKMC918hJBGJTk52bEkJCQoS5XzZyKkKrv55P2tt96qPmvatCmSkpLw3nvvIS8vT1mL4uLi0KVLF/z888+OvykvL8eMGTPQsWNHREVFoV+/fvjf//5X7X4VFxcra9gff/yBhx56SO3XsGHDHN/L5/L9kCFDsHfvXvX9V199hVGjRqnty+f79+/H4sWL1d9FR0djzJgxyMzMdNmnZ555Bl27dkVkZKQ6jquvvton7UwIaTwopgghpuCTTz5B8+bNleVIhNVNN92EiRMn4pRTTsHq1asxbtw4TJkyBfn5+er3IqRmzpyJt99+G5s2bVLuuyuvvBKLFi1yu/3Q0FAsXbpUra9du1ZZ0H755RfH999//z3OO+88JaLWrVunPnvrrbeUOBKhdeTIEbX9Z599Fq+//joWLlyofvfRRx85tiH79MUXX+Ddd99V1rhvvvlGiTFCiLmhm48QYgrEsvTwww+r9QcffFCJFhFX119/vfpM3IUibtavX48BAwYokTNv3jwMHz5cfd+pUycsWbIE77zzDkaPHl1l+8HBwTh06BCaNWum/q/KfPfdd3jppZccYisxMVG5KeX3gmxTti/CTaxSglir0tLSHNuYM2eOEmSnn366et++fXslBgkh5oZiihBiCvr27etYDwkJUSKmT58+js/EZSakp6dj586dykJ15plnVnHlidCqjjVr1rgVUlu2bFFCS9x2glicLrroIoeQEsTFN2nSJIeQ0j+74IILHO/PP/983H///Vi5cqWyql188cXKbUkIMTd08xFCTEHl7D5xtzl/pmcJSlxSbm6uWpdgcbEi6cvmzZtrjJuS37gTU+LiE2EmcU7674YOHeryGxFYzjFWhYWFypXnvL177rlHCTMRZWLlkjivPXv2NKA1CCFGgmKKEGI5evXqhYiICGUZEsHivKSkpFT7dxs2bED//v3duvh0C1N2drYKQHe2cIkgysrKcvlMtmWz2VysZ0K3bt1w3333YdWqVcjJyVECjxBibujmI4RYDsnuEyuQBJ2LpWrkyJFK7EiAeXx8PKZOner27+S3Yk0Sl15MTIzKNhS3objlxDqlW6DEzdi7d2/H3+kxVBID5fxZ586dHWUennvuOZWtKHFUEp8lsVviJmTMFCHmh5YpQoglefLJJ/HII4+oDLqePXvirLPOUm4/KZVQHVKM8+OPP3YpzPnDDz/g5JNPVsHuupjq3r27w+Wnf1Y5Fks+c3bxidvv6aefxsCBA5W42717NxYsWMCYKUIsQJBN7NCEEELcIkHjIn7ENUcIIe6gZYoQQmpAhNTkyZP9vRuEEANDyxQhhBBCiAfQMkUIIYQQ4gEUU4QQQgghHkAxRQghhBDiARRThBBCCCEeQDFFCCGEEOIBFFOEEEIIIR5AMUUIIYQQ4gEUU4QQQgghHkAxRQghhBCChvP/L+cXlbXu2loAAAAASUVORK5CYII=", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -785,7 +755,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 23, "id": "e49c55ce-a336-4b7c-ad30-1bf15d682cf6", "metadata": { "editable": true, @@ -798,10 +768,10 @@ { "data": { "text/plain": [ - "<arbor._arbor.decor at 0x124a00770>" + "<arbor._arbor.decor at 0x131455830>" ] }, - "execution_count": 70, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -812,7 +782,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 24, "id": "3cbb9b68-0a53-4f06-a2ca-4d8e5460b74d", "metadata": { "editable": true, @@ -824,7 +794,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -870,7 +840,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 25, "id": "12b804d9-5987-4bec-bce2-ac75ca4d0b0e", "metadata": { "editable": true, @@ -879,22 +849,10 @@ }, "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "<arbor._arbor.decor at 0x1205fefb0>" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# split into compartments of 20 um or less\n", - "cvp = A.cv_policy_max_extent(20)\n", - "dec.discretization(cvp)" + "cvp = A.cv_policy_max_extent(20)" ] }, { @@ -914,7 +872,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "id": "ae2e386d-0cee-4369-af4b-9cc446ff8b5a", "metadata": { "editable": true, @@ -923,20 +881,9 @@ }, "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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//ve/KhN18803IzMzU03i+dZbb6GoqChwLaWwx2odotbip4fIUFMjWK1W1Z0n6/OtW7cOCxYsUKP5pk+fjg4dOmDMmDF46qmnsGvXrsC0mIj0w1FhRLrilBYhNM+Utz59+uDOO+/Ezz//jO3bt6ulZebOnauyV0REZEzsLiLSeTRfU9q1a4err75aXYgoHPCMbApMKJoaA98wCaZefvllVU+VkpKC/v37ey7Dhg3zx9sTkWHwrBwq2F1kTgysQjiY+vvf/445c+ZA0zS1CPLKlSvx3XffhU1Xn8PhQF1dnd7NCF2JeerKpsWipqZG79aYQlRUFCIiIgL+e3hgJyLyUzA1cOBAZGdnIz4+Hl27dvWZzDOUSfAooxu5RmGAHfMPdeWEBdYtW/RujWmkpqYiJycHFhaNE4UMfn8J4WDqvvvuwxlnnIG//OUvamSfjOoLB+5ASmrFJJDkSStA9lWrK4dmQUR2F71bY4ogv6qqCvv27VP327dvr3eTyICYVSQyWDB1+eWX46STTsLs2bPxzDPPqMk9O3XqhB9//BGh3LXnDqQyMjL0bk5oi7QcDKZiY/VujSnExcWpawmo5G80GF1+ZGT8okdk+GBKuhNeeOEFn8ckoApl7hopyUgRGZH7b1P+Vv0WTDH7GjKYmDJv5plCcJ4pIV17b7zxhs9jsuRMOGDXHhkV/zaJQgMDqDDJTG3ZsgWff/45/va3v+Hoo4/GgAED1OXMM8/0x9sTkUHxGG8SDKyJjJ+Z+uyzz7B582asWLECt956qxrZ9/333/vjrclAZPkgGR1WXl6u7ks2Urp49Sa1eZKFCadRlRdffDH+8Q/XKMfg4kk5VKJeZjvMibstBIKpkSNHYsqUKWqCzuXLl6sibG+JiYmqy++aa67Bs88+6++2kh9JHc0rr7yCsWPHIjc3VwVJo0ePVusqykiwxtxzzz248cYb1SLXejnhhBPUAtvepN179uxRk8YGmtQGdu7cGbGxsepvfeHChYf9mQ8++AC9e/dWPyOT2X799dctCg4bXmT0qNv999+PRx99FKWlpdATJ34kIjrCYGrIkCFYvHgxbrjhBnVbTqpyQrnlllvUgsdkDpJFlP0ngcEf//hHdbKXSVYlSJGM4lFHHYX169f7/Iysu/jll1/iiiuugNFER0cHZT6lGTNmqMzrgw8+iCVLlqj51caPH++ZgqAxv/zyCy655BK1xNLSpUtxzjnnqItMbtuSTKAEie6LjMpz69evH7p164a3337bb/8/CmHs5iMyTjD14osv4tdff0VZWZk6mfzrX/9SS8bIN23JDkhGiqljY5NMhgQA5557LpYtW4brrrtO7TupcbvwwgvxzTff4N5778W4ceNQXFzs+bn3339fBQ+SxWrOSy+9pE7yEuD06tUL//nPf3yel664P/3pT6orWDI1EhRIkCYKCwtV4CG/Q0aiSRbHexb9q26Zip9++gnPPfecJ1uzdevWRrv5PvroIxUUxsTEqExSwy4xeeyxxx7DVVddpb4UyFQekqlrztNPP43JkyfjyiuvRN++fdUyStJOydQ2Rdp66qmn4o477lCLgj/88MMqkJXPzuFI8CRBovtitfp+XKUm8b333jvs+xA1hkdqIp1rpiIjI9WJVU5Ekt2Qb9DffvutKkJ//fXXEbYTJdrsulyOJIB9/PHHMXToUDVYQAKryy67zNPF989//hOnnXaaChiOO+44n67auXPnHnatxU8++QQ33XQTbrvtNpV5kaBJAo8ffvhBPe90OtX7//zzzyqj8vvvv6v2uIfty1Ix0ravvvpK/fy1116LiRMnYuFSVxbnmb/egVGjRqn2ubM1eXmupWa8SfZUAkOpK5KljR566CE88MADh4w4lQBL/k+SMfrzn/+M66+/Xv0tN8Zms6n3lW5RNwlu5P78+fOb3CbynPfPCAlmm/sZt0GDBqkJN0855RS1zRoaPny46masra2FPng6Ng9mpogMP5pPyAH/kUceUZkJCbLCTXWdA32nztTld//+t/GIj27ZrpRMkQS+QoIeGYkpAwikq0qCF8kmCenOk5nt//rXv6r727ZtO2wwJfVW8nMSmAjpEpNMpjx+4oknqkld5eS/Zs0a9OzZU71Glh9yk4zU7bff7rkv9VkzZ87E+1/MwvDB/ZCanKQyXpINkgCwuQzSySefrAIoIb9LArcnn3zSp5vy9NNP97T1rrvuUhPOSuDn3gbeDhw4oGoEJaPmTe6vXbu2ybZInVNjP+Nd/9SQBFCS9ZLtLYHS//3f/6laMelKl6yWm6w0IEGevFd+fj6Cgt1FIYOdCObhvau430J4NJ93gfrGjRv9+ZbkR0VFRWoknnStiS+++EIFOlL3Jl1GUgvnfUL37uarrq5W3XLNkSDpmGOO8XlM7svjQroVZf4xdyDVkAQr0g0m3Xvp6elqQIMEU9t3uQKPlh5DmmrHhg0bfAZNSNemm3QTSoDWXP1TsEgwJ1k9ydJJxlC6EeVagr3GZjlvasAAEREZMDMlXXoyj5R08UktSmPf3mW1+nAUFxWhMkR6/e6WsNvtPgGRZDUSEhI89yV4cZOauO7du3vuZ2Zm+gRXrWpn/cm/KZI5khoj6V6UgEraJkXxtrpKBELDv1UJqKQrsjHy/5fuyL179/o8Lveby5LJc0f6M42RLr158+YdEhyLrKws6MEiY/n4LZkoqDiCNgQyUzIcW2pWkpOTMXjwYFW7Mn36dHWQl64j6TYaM2YMwpGciKWrTY9LS0exSUAgAZT75H7sscfiiSeeUFmnXbt24dVXX/WMQJMuPummc5P9LV1lzZEC64a1PXJfirXdmSBZZqjhSEHv15599tmYMGGCCtilC9D7tfK/lG6+hlNytLQdkhFr7bIq8nslU+Q9f5oEXnJfPhNNkecazrk2a9asZn+mMZLVa7hgsdSVSaZP9mvwsJsvdPCkTKRLZkoyE5s2bVKFuO6LjJpyj6KSuXSk24iMSQqmzzrrLDUqU2qhJAsk3XuSkZI5miZNmqSyQlLzJs9J3ZF30bSM1pRApqmAREasSeG3BF5SdC3diB9//LGqlRLHH3+8CrbPP/98VdckmS+pN5JgUEa89ejRAx9++KEK5tLS0tRrJPDr2zXXZxSe1A7JKD5pt3QHNiRBvWRQpcvwoosuUsXeMnpO/t9tIcGlbCOpZZJMkWyryspKVWTfFCnIl/+3FLufccYZavTdokWLfEYOyvxdEsy+9dZb6r68b5cuXdRoRCnKl5qpOXPmqOkrvMmgABl1qecJmKdjk2CtG5GxCtBl2Ltc5KTpJtkGmQRSTgBkbFOnTlWBgNS3ycg6yTZJAbMEL5JpkYxUY5kOea2M4pTASAKrxsj8SRKESUAtQYT8PcjoTimedpPgW4rMZQoECUQkoJIRfe7Mp8yBJe8vReZSEC/vWbp3u+fn5WcloJFsl2TUpIC+ISnSlqkc5P8qAZVkdGT0YlvnyJLAbP/+/ep9ZZvJaDvJyDYsMPcmtU7vvvuu+r/JlBMSMH766aeeujUhoxJlHi83yR5KQCgBlmwHyejJdpcifjcJsuR93IMJ9MDTM1HwsWvdmCwaJ4ZqksynJRkbmUJAuja9yclMTuQSMByuMNtoJMMh0wZId5p01UoGRMg0AhIISQ2OZIUaq5mT6S+kKDyodi9VV07NAmvuoOD+boOSUbMyFUXDbFXA/0Z/+Rfw3X3qZteat3He0E546oKB/nlvCpwnugJVhepm55p31fWH143CsM6HZnbJIB46uKLDr5dvxsWv/Kpu/3j7CeicebDWlY78/G340XxkDtI1JF20MrJP5pOSeiC5SPZJanBkXqbGyAgz6aZzr81H+pHi+eeff17XNkgBOpkF84hmxpRHGM0zRebi7oL797//reqSpJ6que4qId180g1I+pP6NV2w9iZk8PxsTtxvxsRgKsxJENVwlBgRERGFUTefzBAthcAyIkyGj3tbsWKF6saSehFZdkSmASAi/+A8U0TBxzJnk2emvOccOpzGipcD5c4771TLaixfvvyQ4jOpDZIh+rI0hxRXy5D/1NRUNUqMiFqD3XyhgudkIh2CKVkMtiVaOoGkP3zzzTdqNJMMt5fb3t555x01xFyW4pDiahmxJpkrCfSaCqYky+W9aKwEZETU3DxTPCObAmvdiIwRTMkCsEYiRdMyrF/m2pG5eBqSiRpl5JkEUm4yf9Hf//53NfmozKvU0LRp0zwL+xJR83h6Njd2F5kT95oxWc16EJAJGK+77jo1G3VjZFLFhqPT3PflucbITNQyJ4X7smPHjgC0nsjMGEIREfl1NJ/Mni0zN0t3mjdZsqQ17r77bpU5as6aNWtU157MdSTBjz/J4s2NLeBMRIfiPFNmwiDYzLy705lQDKFgSpb8OPfcc1VRt9RIudPF7nqpwy1E2xRZQuNwS37I4reyTpl04zUMfCRLddlll+HNN99ETk6OZ0FfN/d9eY7aRhYOlsygrK0na85JdyuFAdbehAyek4l0Dqbc6659//336nrhwoUoLCxUwVBbFjqWZUzkcjj//Oc/8cgjj3ju7969W9VDzZgxAyNGjFCPjRo1Sk0wKWsGymzRYtasWejVq1ej9VLhRAJWCTjdE3HKrOcXXHCBWr+upcuOyOhOmZJCCv9lwWEiIqJw1apgSrJCkh2SBXFl0ke5HHvssaqA+y9/+UuLR/61VqdOnXzuu0/msgCzBAbi0ksvVcXkV199Ne666y6sWrVKLcL7zDPPBLRtZnHqqaeqGdAl2JSlZWTxYMksHq6b1W3Tpk0qM+Xe3q0h3cPeAwTIhN18TG8QBRk/dCFTgC7deElJSeq2BFSSGRL5+flYt24djEAWOJTaKlnodejQoSprNnXqVM4xVU+6SKW7UyYzPeecc9R8XJK5E06nUwXGknWMi4vDwIED8eGHH6rntm7dqoIuyUTKvF1y+4033lDPScAq6/tJcCvF/hMnTsSBAwc8v/OEE07ADTfcgJtvvln93Ug2sUU/98fJ+MsDT+CuR55Fenq6anfD9QNLSkrU2oHy85Jd69evH7788kvP8/PmzVMTuMr/R/7PEvRXVlYGeCsTGRdrb4h0DqbkROWeJFO61WRmcamhkW4iqWkKts6dO6u6Lel28jZgwADMnTsXNTU12Llzp8pQBfTIZKvU59LGo6IEM7/88osnSySB1FtvvaUmO129ejVuueUWTJgwAT/99JMKRPbs2aNW4X722WfV7YsuukgFMyeddBIGDx6MRYsW4dtvv1U1ahdeeKHP75LuRfk98vci79/in/vgSyTEx2HBggXq703+1ryDPwnG5D3ffvttNTDi8ccfR0REhCeLJpm4888/X82KL93BElxJYEcUFljrRmS8br7777/f861eTmp/+MMf1Lf+jIwMvPfeewhLdVXAYx30+d337gaiE47oRyRrI5kgu92uJiqVrtp//etf6vZjjz2G2bNnq7ozIQGyBB/Tp0/H8ccfrzJDkpGS7J+7mP8f//iHCojkZ91kwlQJvtavX4+ePXuqx3r06OGzrI/UvrXk5wb06Y6pt/4J1twe6j2krVKzd8opp6i2St2ejPR0v947qJfgUAYmSEbM3Qapu5P/y0svvdTiOjE6FJMb5sUJV82JGcUQCqbc3TOie/fuakRXUVGRKuwO5gzo1HonnniiCiQkKJY6MilEl8yNZKKqqqpUkNKwvkmCnqZIplImdm2sGF0yQ+4gR7pcW/NzA/r08HlOFmfet2+fui0z20vtlvu1jbVNMlIyK76bZDIloyXdwH369Gny/0XN46edKAgYQIXW2nwPP/wwEhISDrtOXzDX5jOMqHhXhkiv332EZD9KIOzOBEld1L///W/VhSu++uor5Obm+vxMc3NwVVRU4Mwzz2y0gF0CH+/f25qfi4r0/VOVoF2CISF1UM2R3yH1VFIndbjBDHSECx3r3QhqIYa9oYKfuRBYm09GfrlvNyVsM1Py/z7CrjajkC6+e++9VwXJ0rUmQZNMxirdYC01ZMgQtUai1K9JlivQP9ewNk5q4ry7BRv+DqmjcgePRMSzMpHua/MZbZ0+ajuZZ+qOO+5QdVG33367KjqXzI9MeSFL60hxtxSdyxQKjZkyZQpeffVVXHLJJbjzzjvVqLuNGzeqGrr/+7//8xSD++vnvEnQJ+swSjelZEXdXc8S2EvhuQw8GDlypCo4v+aaa1R2TIIrKWCX2itqvTD96kRE1PbRfJK1aGqRTHmOzEeyQhJsSHG4LNPzwAMPqMJtqSeSgES6/WSqhKZ06NBBBVwybca4cePQv39/VfCdmpqqMl/+/rmGJLt19NFHq6Csb9++KjBzz8QvmSsZiSiZKxkoIbVfMk2G/G5qPS4nQxR8LEA3JovWiqXDJVsgQ+LbtWvn87jMPSSPtXY5GaMpKytTI9YkMyNZGW8y3YIUL0uAwdFgAbbb1a3s1Cyw5vpOf0FNC8jf6K8vAd/erW72qXkNpw3uhqcv4j4xvKd6ARWuBd4717yrrt+5ZgSO6Z6pc8OoSQ+leG7+MmETLv2/Ber2zJvHoFeOa55Hat352zCZKYm/GquNkkJfBhZERAYTrrWsIYjDPozpiCp+3aP4JJCSbqD4+IOjyCQbJRMqNpw4k4hCE0/P5sbuIvPgrgqxYMo9ik8yUytXrvRZV01uy/B6KV4mIiIiChdHFEy5R/FdeeWVatHgYPRDEpExsQCdKPiYUTSmVk3s8/rrr/u/JSbVivp9oqDg3yY1h7U3RP7TulkSAbUumlxkSQ/3TNRuMqN2qIuKilLXsvTK4WbgJtKD/G16/60SkfnxO1IIBVN//etf1QLHw4YNU0t+hOOs5zI9hMyF5F4fTorxw3E7BIXddfRwaoC1pkbv1pgiIyWBlPxtyt9oSyY+bQ1285kbT8pEOgdTL7/8Mt544w1MnDgR4SwnJ0dduwMqCpCS/epKgwWWKk690VISSLn/RomIyGDBlM1mw+jRoxHuJBMlmTmZqNS9biEFwL8uUFc2LRLRN/6qd2tMQbr2ApWR8sFkLFFQs4isdQuhYErWN3v33XfVXFPk6vILyokrXFXsUFcWLRIxnBTWMBhHmRtPyUQ6B1OyTMUrr7yC2bNnq3XPGha4ymKzRP7GGh0iCkfMRoVoMLVixQrPTOerVq3yeY5F2ERhhMd4c2C1ecjgrgyhYMo9eSdRMEkBOhkHM4XmxnnIzIO7yvhatdCxmDt3LiZMmKAK0Xft2qUe+89//oN58+b5s31EHjx5GxDjW6KA45EvRIOpjz76COPHj1eTVS5ZsgS1tbXq8dLSUjz22GP+biMRGRIP8WbGvUekczD1yCOPqLmmXn31VZ/i82OOOUYFV0SBwG4+IgpH7JIN0WBq3bp1GDNmzCGPp6SkoKSkxB/tIjoEu/mIKNwxrgqhYEpmVd64ceMhj0u9VNeuXf3RLiIyOOYJTY4nZdPgrgrRYGry5Mm46aabsGDBAjUVwu7du/HOO+/g9ttvx/XXX+//VhIRERHnnAqlqRHuvvtuOJ1OnHzyyWpBVenyi4mJUcHUjTfe6P9WEpExsI8hZPCkbCLcVaEZTEk26r777sMdd9yhuvsqKirQt29fJCYm+r+FRGRIrGEjImpDMLV9+3bk5eUhOjpaBVENn+vUqVNr3paoWazRMQCucECkaxaRyeEQqpnq0qUL9u/ff8jjhYWF6jkiCn3MTJnJofuKJ2UinYMpmfOisTX4pLsvNjbWH+0iOoQc+znfChGFGx72Qqyb79Zbb1XXEkg98MADiI+P9zzncDjU6D73AshE/sYOJuMd1S3cK0RBxbgqBIKppUuXqmvJDqxcuVLVTLnJ7YEDB6oRfUQU+hhGmRuzHebBfRViwdQPP/ygrq+88ko899xzSE5ODlS7iJo8qLAGWkfc+ES6YqlDCI3me/3119WyMf/4xz+wZs0a9dhRRx2Fq666Si0pQ0QhqsGBnHMVmRf3nHlwX4VoAfqiRYvQrVs3PPPMMygqKlKXp59+Wj3GhY6JwgNH8xEFB7NRIZqZuuWWW3DWWWfh1VdfRWSk6y3sdjuuueYa3Hzzzfjf//7n73YSKTyk6I0F6ER64jEwhIIpyUx5B1LqjSIjceedd2LYsGH+bB8RGRTDKHNjtsM8uKdCtJtPCs9lpvOGduzYgaSkJH+0i6hRPAEQUTjjITCEgqmLLroIV199NWbMmKECKLm89957qpvvkksu8X8riVijYww8kpsT95upcfeFaDffU089pSbuvPzyy1WtlIiKisL111+Pxx9/3N9tJCIDYnBrbtx7RDoHUzJBp8wzNW3aNGzatEk9JiP5vGdEJ/I3jVU6BsBTMJG+nzt+Bk0fTDmdTjz55JP4/PPPYbPZcPLJJ+PBBx9EXFxc4FpI5JUJ4WGEyD/YdUSkU83Uo48+invvvReJiYnIzc1V2akpU6b4sTlEZB48GxMFAwPfEAum3nrrLbz44ouYOXMmPv30U3zxxRd45513VMaKKBh4UNEZdwCRrvgRDIFgSqZDOP300z33x44dqwrRd+/eHYi2EflgzRSRP/GsbBbcUyEWTMnIvdjYWJ/HZBRfXV2dv9tFdAgeUIyFoS1R8PE4GAIF6DJh4hVXXIGYmBjPYzU1NbjuuuuQkJDgeezjjz/2byuJPJkpHkoMtZwMIyqTOPRzw+4i8+C+CrFgatKkSYc8NmHCBH+2h6gZPHMbCeeZIiJqRTD1+uuvH8nLifxKTt0Mp3TGr8hEQec9KQw/giE0aSeRbt18PJDoS+PI3VDBj5J5MIAK0bX5iPTA0XzGCqakm497hCi4uNi7MTGYItNw8tStvwYHcisr0M2BGUVTY/hkfAymyDSYBzHeSdnKI4hpgykmOMyD2Sjj46GQTIOHEwPQHJ6bEtrKpL1kAlylwtTsDq8CdF1bQiEXTH311VcYMWKEWmQ5LS0N55xzziGztZ9xxhmIj49Hu3btcMcdd6hJR8nMLPw2bbTMFGMp0wXBnod4WjYNBw98hmfK0XwfffQRJk+ejMceewwnnXSSCpJWrVrled7hcKhAKicnB7/88gv27NmDyy+/XM3WLj9D5sTDifEK0FkzZRKsmTI1p5NTIxid6YIpCZxuuukmPPnkk7j66qs9j/ft29dz+7vvvsPvv/+O2bNnIzs7G4MGDcLDDz+Mu+66Cw899BCio6N1aj21hdO8idQQzkwxmDIF56GZKTIPu1cwRcZkurPTkiVLsGvXLlitVgwePBjt27fHaaed5pOZmj9/Pvr3768CKbfx48ejrKwMq1evbvK9a2tr1Wu8L2QcNkSya0JvzHCYEwvQTc3JnWV4pgumNm/erK4lw3T//ffjyy+/VDVTJ5xwAoqKitRzBQUFPoGUcN+X55oybdo0pKSkeC55eXkB/b/QkbFpUXo3gbwyHFxOxtw1U2QeDu9uPn7uDMkwwdTdd9+tRgY1d1m7di2c9aNS7rvvPpx//vkYOnSoWuZGnv/ggw/a1IZ77rkHpaWlnsuOHTv89L8jf2WmSGf2Wr1bQK3BjGLIBFNkTIY5O91222244oormn1N165dVTF5wxqpmJgY9ZyM4BNSeL5w4UKfn927d6/nuabI+8iFjDmku066+XhM0Ze9xucu578xL+4586jzmhqBjMkwwVRWVpa6HI5koiTgWbduHY499lj1WF1dHbZu3Yr8/Hx1f9SoUXj00Uexb98+NS2CmDVrFpKTk32CMDIBx8FMSB0idG0K+QZTrD0nCo7qOq9uWsZVhmSYYKqlJCC67rrr8OCDD6qaJgmgZGSfuOCCC9T1uHHjVNA0ceJEPPHEE6pOSuqrpkyZwsyTibuVbIjiccRgmSkyL2YVTSIqHjXewRQZkumCKSHBU2RkpAqWqqur1eSdc+bMUYXoIiIiQhWmX3/99SpLlZCQgEmTJuFvf/ub3k2nNgRTdmam9FfnHUyxFJYo4DPWR8WhynZwwml+5ozJlMGUTL751FNPqUtTJGP19ddfB7VdFAC15Z6bXJvPAJiZMh+vDBQ/QyZhrz54OzIO1TYOIDA6w4zmI2pUbanPXXZN6KyWc6+ZjsPmuVlnZZmDKdiqDt6OjEF1HZdCMzoGU2RsNQdP3pzXyACqi332B2Nbc+2zGkucrk2hI99nMtKjtLrOc5efOWNiMEWGZq8q0bsJ5K2a+8N0Kg94bjq0g918PCkbWFWhz93CioPZRTImBlNkaJXF+3zu8/ivI4f9kG4+lqCb68TMbnKTqDoYAIuiyoPBFD9zxsRgigytutA1ESsZQLlrwlw3ljKbROV+z02u8Wa+bKIEwMVVzEwZHYMpMjRHyU69m0BuJdv0bgG1RvFWz03vVUmY4TDHPpOlZDgDuvExmCJDs5QezEyx4Flnxb7BFPeHSRRt8dzkIA6TKNrsuVnn8J0WgZ85Y2IwRcalaUgt26B3K8ht72q9W0CtcWCd3i2gI3VgfZPBFBkTgykyrrJdiHcenLRT4bcy/exarHcLqDUz1u9Z7vWA1wSe/CwZd1qE/Ws9d2u5lIwpMJgiwypfO8fnPrsodFRTekgwpbr5dGsQtcjOhT6TdpIJbPvF527Ddfn4mTMmBlNkWCUrXMsBbbd21LsptO5bwFmHLchFmRavd2uopVZ/oq5q2g32jMDsn5uibjMzZex9hg5DPAXoiTGR6JaVoG+7qFkMpsiYqouRvet7dXNPzkmeh5kL0YGcdX99Ud38tG6kTMjs8xQZVGUhsHyGuvl91HHqOjrCivSEaJ0bRk0q3QX8/pnrdv8LPA+PPyoHsVGuhd45V5gxMZgiQ9o965+Ihg1rnJ3QbfDx6jHOa6STZe8Ae5ahBtF4y3GKOiEL7g+Dm/MwUFeJ6sx+eGGrK7sbF+06IZNBzX7Q1S2bfwxWWXt4utOvHdPV50sMGQ+DKTKcuqLtSFviyoQs7nQF0hK4OKtudi6C9vUd6uYzdecjJSMH0fXfkMnAlr4NLH5d3byn4iLU1Q8Ii/I64jO/YTALXwVWfgBYrCgYfi+emeUa0ZcYG4leOUl6t44Og8EUGYvdhr2vXYo41GCZ1hNj//hnn6eZ4Q6i1Z/A+eaZsNRV4SfHALwbcSb+ecngBhkp7hBDcTqB/z0FfHaDuvufyPPxaUk3ZCfHel7CDIcB99mPjwNf367u7hp0C87+rAbF9UvIpMVH+bycnzhjitS7AUQejjpseflCdKlYqYqci099AYNS4+Dc7Xqao/mCpGAl6mb9DVGbvlPftuY5jsKdEbdj+sQRGNAx1fMy7g8DkW8ZMgrsu/uA3UvVQ285xmFqzXnolB6PJ88dALyjdyPpELLPZt7r2Wf/y7wEV/w6BE6tFsPT44GqgxkPCzvWDY3BFBlCXWUxtrxyKXqW/oJaLRI/DHgSZ48a7nqSX6UDr7oY9jXfoGLBm0jd+yvku7BNi8Arjj/gfx0mY8aFQ9A50z2aiPvDUEXma7+E87d/w1rgmk+qQovDX+0T8YHjBJzePwfTzh2AlIpNh6R2Wcis4zQja79ydevtXqIeqrbGY6ptEj7Y6RoocO7gXDx6dDrwViM/z91mSAymSHeFW1ei5j8Xo6djJ2q1KHx31BM4+/wJh7yO8xr5kaMO2u6lKFw9B7aNP6HdgYWIhB2Sd7JrVnzrHI7P0ibhDycdjxkDO8DSSEDL5WR04LADBcuhbfsFNau/QczuX2HVHCp7IZ+dDx1j8Iz9j8jP74x3x/XE6G6Zrp+rPLj/GArr0I0ns9BvnQes/xba5p9gcdapp2yIxIf2MXjafgEOIAXD8tNw56m9MbxLOrDjt/o3cH3I+J3S2BhMka42zn0f7b//CzJQjQItA1vGTseZx53i85rGTuR0BBx1cOxfjwMbf0PF1qWI3LcS2eWrEavVoP5Uq6x15uGniJEo7n0RThg+BK90SW9823N/BO8kXLIV2p4VqNy+HLatC5B4YCmiHVUqIIqrf9nvznx87hiFWbGnYuSg7nhjeCf0q59LqjmMgwOkYj9QsMLVXb7tV2D7r4iqLfY8Lftuo7MDPnYci/ccJ0GLz8CpQ3Jw2Yh83/3Gz5mpMJgiXWhOB5a/ez8GbXSN2lsecRRSLn8Xo/I7N/9zTIU0raYUlXvWoXDbGlQXrAMObEBC+Ra0q92KaNQhG1AXt2ItEYu0PtiTOgSObmPRt/9QXNM5HRHWlh/EuTv8lG0q2QbHgU0o27UG1XvWInL/70gpW48YpytwSvR6eakWj9+cvbAQ/bAr+0Tkdz8Kp/TJxp15qbAedt9p/HLiD/KHX1UIFG4CCjeipmANbDtXIPrAasTWHvC8zF06Xq1FY4mzB3529sN32jDEte+LEV3S8VLfbAzNT0Nk/XQjjf+uhnf5oTMiBlMUdDUVJdg4fQIGlc9V939IORdH/+klJMa7v2v7chdehv0poK4aNQe2oXDXJlTu24K6om2wlO5ATOUuZNTsQKqzGFLV1Ng8yeVaHNYiH3vjeqAm8yhEdxqG3J6DMaZjGmIiOdVBwFWXAKU7UXVgK8r2bIZt/yZYizcjrmwrUmp3IRIOyF5Iq7+4Sdfdei0Xa7TO2JvQC5XZw5HSeSCGdcnArbkpnokcDy/sPz2tC3LL96j95ijehsqCjajbt96138q3ItZ+cN1QGSvpHi/p1CzYouVgjdYJK51dsSVhICwdBqJXbiZGdU7DnzulqRnNj3SfcQ8aG4MpCqoD29ei8s0L0c+xTRWa/9z7Ppx48S3Nf1sO9W/STieclYUoPbAT5ft3oqpoD+pKd0MrK0Bk5R7EV+9Bqq0AqVqpOmDnNvNW+7RU7LB0QHFcJ9Qkd4E1sxviOw5Ax669MTgzqflvwC0W4vvjSDMUNaXQKvaiqmiX2n+1hdvhLN4OS9lOxFbtQXJtAeK1KvVyWYinscV4arQodQLejvYojs1DWUovaNlHIb3TUeiTm46z2iUeQeB0mPZ6biN8OR1A5QGgogCOsgJU7t+G2gNb4SjeAWuZfEHZg0TbPkTANUGXbPnkRt5mp5aJrc5sbNHaY3dMN5Sn9YY15yh0bd8Ofdon48/tk5ES5zu1AYUmBlMUNDvXLUbsf89HPoqxD2nYNf4VnDR63BG9h6mO/3XVKjAq3b8TlYW7UVO8G/ayAlgq9iKqej/iavcjyV6IVGeJykw0zEo0plKLwR5koSgqGxWx7VGXmAtLWifEtOuBjPy+6NQhB0Njg3fwDskuB0eda3RjxQFUlOxHdekB1JYWwF66F87yAlgr9yG6eh/ibYVIshchBjYVXjaVFXQr0hKxS8vEfms7lMW2R0ViF2hpXRHfvhfadeyCzplJGJsad0TdrC3m9YUkJENhCRJtlWq/aVWFsJUXobJ0H2wlBeoz5yxz7Tf1ubMdQKK9BNbDBEqoH9G6R8vAbi0TO5GFwtg8VCR0BjK6IbF9T3TKzkDnjAQMyYxHfHSgTqe+nzF2rRsTgykKiq0rf0baRxciBRXYbM1HzKRPMTi/6xG9h2HmNXI6UFO4Ewd2bUB5wWbUFu2AVr4XkdX7EFNTiIS6QqQ4ipGIqiYzEU2dbIss6SiLTEdVdCZscVlwJuYgMq0T4tp1QWr7rsjJbo9ucVHoboBsnWH2R7NBUQnslUWoKj2AytL9qC0vQl3FATgqiqBVF8FSXYzI2mLE2EoRay9DgrMU8Vq15+AooxsPzqzVNJkXbb+WgiJrGooj26EitgPsSbmISO2I2KzOSMnpgpzMDHRLjUX/gJ10QyAQlqL72jKgpgRaVTGqywtRXVaI2vJC1JUXwlFZBKj9VoIIWwlibCVqv8U7yhEF1wg5+WTImgmHWzfBoVlQiBS13yRgKopqh/KY9rAn5sKalofYzM5Iy85Fh7REdE2Nw/DEmMAEuk1p+KsM8JmnphnjU00hbc+mlUj56GIVSP0e0RvtrvscmVnepdCHo9NBxOlE6faV2LN+IWp3rUJ00TqkVW5BpnM/YuGAa7Wz5knNiwx5Lo1IQ0VUJqpjMuGIbwckZiMyJQdx6R2QlNERqe1ykZGSiHS/dMMFmN4H9doKaIUbUbZnI0r2bUdt8R5V2xIpGaPaQs/JNR4Hg6LkZrIPjZG6lzLEqyL9CmsSKqwpqIjKQE1sFpwJ7WBJykG07L+MXCRl5iIrLRW5STHoZvildqQAXacgqWwXULhB1fqV7ZPu7N2qm03tN1sxYuxliHNWerrWpJlH8mVESOlACRJRrCWhDAnqc1celYma6Aw4ZL8l5iAqNQdxaR2QnJGDrJR4ZCXFoHdCkAOlNmBmypgYTFFAlR7YDbx9HtJQhvUR3ZF7wzdISUs37IGkqmADtv78Pixb5yG3fIUKABsbZF6nRaAAmSiU7raYHNRJgJTQDhHJ2YhJbY/4jA5IycxFekYWOsREIlfvACQALME4sFfsg3P7AhRvmI+67YsQV7oJKfYD6nfLfklpYdaoREtAuSUJVRFJqIpMhi0qBfaYNDhj02CJT0NEQgaiEjMQm5yJ+NQsJKVmIjUhFnlxUX6qM9ObJbiB077VwM7fULftN9TuWILYsi2IdNaqp6UTOqP+0hQZ/VaKBJRoiSi3JKDKmoTq+v1WF50KZ1waLHHpiEhIR1RSBmKSMpGQmoXkpGSkxEejY0I0EqIjTD5ysb7t9R8yM/9PwgGDKQoYp8OBHf83Af20fdhhaY/UyZ+2KZAKVMWUvXw/Ns+ajvg1H6Jj3Rb0bVCjtCmiG4oTu8Oe2Rvxuf2QntcLOR06o2NCDPJMfbBurQD/n/evh33lh6hY+RVSi1epCSkbnngPaMnYrrVDaWSWyhZJMCtdotHJ2YhLyXRdkjORlJKOlIQ4tI+LQqeQCIrayLv+XPNzQffG74E1n8OxfiYiKvd5Aqcor/qj7Vo2dmhZKLJmqG5syRZpar+1Q0JKFhJTM1xBUWKiKtzuHB/ln8J7ogBjMEUBs+idBzC8ZrH6lln7x7eQl5PXujcKUMBSu38Ltn78IDrv+Ro96+stZPbv5RH9UNjhBCT3Og49Bx6DAcnNlRWT307Gqz9B7fzpiNkts7EfrFWSyURXWXqgKHUAYvMGoH2Xo5DfMRd90+N5om3VZ8iPn6eqImDhK9CWvAWLdOPVF3TLlxCZV2mZ1h274vuoLyF5XXqhT8d0HJWVgKzEGJNnjYKpQQG6bu2g5jCYooDYuWEZBm2aro7bywbcj1H96tfZa2u3kh8OJVpNGTa9fy/yN/8XvWBXj61BV2zpchF6HH8phuTn8UDfAn5Z3kfSI2u+gH32w4gsWq+KhqUw+EfnIMyPHo2EfqdhxIA+OLtzOqKYWTIOWxXw83PAry+qgnFL/QCKzx2jMds5FHUdR2LcgHz8oXc7dPGs6UhHpMExiIckY2MwRX6nOZ0o/+AGdLTYsSx2OEaee2Mb39F/R5HCFd9C++xGdHe4uiEWWgagdOQdGHPS6egTxY9Di/jrqF66E9qXt8KyYaY6EEld0+v2U7Ex7zycf8LRuLtHVojUKxmJ10LHrX2LzT8CX9wEFG9Vd9c4O+El+1n43jIC5x3dFQ+OykeP7CT/NJcOwVUgjIlnD/K75bPfwSDbStW9l3nR87BYDXBCdDqx4/OHkbvsGVihYYfWDksHPIBxZ13GrqI2aPVxfcMsaB9eDUttqRqBNd3xB8zLugS3nXk0bunaXGky6RYLS1fsj9OA/z2p7u6zZOCh2svwjXM4zhvSCbPG9USH1MZXMaA2YAG6KTCYIr9y2u1I/fUJdXtpx8swuktv/85r1JqTt6MO21+7HJ12fa3ufh19KnpNeh5n5bbzW9vCUavnmfrleWjfPaB+fpmzG+5x/BnnjT8J7x7TmZkoowbCddXAB1cC679Rd99zjsUjtouRnJKOdy4YiNHdvZfMJv9g+GQmDKbIr5Z/9yYGO7ejTEvAUeffp3+3kt2GHa9ejE57v1ejiT7KuQXnXH0v4qKZjWo9S+vP3j8+Dvz0uHqHt+0n45X4a/HPiSMxKK8lU2NSm2nake+92grgvxcDW+fCYY3Bnbar8ZH9WBzTPQPPXzIE6QnRgWkr1WMBuhkwmCK/il/6qrpelXcJRqdn+f39j+hAomnY+caVyNv7vZo888Puj+HSCZNZXO4nRzwg4OdnVSAlnqi7CDPTL8X714xETop7iVgKmNb+zcss8u9PVIGUPTIBl1XfjgWOXjhzYAc8feFADgoIagE6j1tGxmCK/GbT8rnoVbdGZYB6nHGT7t1Kuz+bio47v1QTbH7Q/e+4bMJVPCD5Q2u24aqPgdkPqZuP1l2KOekXYcafRiEz8XCLflDgCtC1w2cSv7oV2DQHzsg4TLDdgwWOrjhnUAf848JBppkxPNSw/tyY+LWC/Kbwp+nqennyCchq38mP73zkB+2y5V+gw7J/qtvvZN2MSy5jIKWbfWuhffpndfN1+3h8Ence3rhyOAOpoPJa6LilH4MlbwJL3oJmseIe6y341dYVo7pm4Ik/DmQgFUwsQDcFBlPkF7aaavQumqNux426WtdvZVrZHlg+m6JufxJ9Ji689l4e/AOgRQMC6mqAj66BxV6N/zn6Y5rzckyfOAx56Uey4hoF3f51wDd3q5tfZE7GjLJ+6JgWh5cnDEV0JE8bwcFjlpnwU0F+sebnT5GMSuxDOvqMOFW/Q4umYfd/JiPJWYo1Wj76XP4M4qPZm63bQf7Hx4C9K1GoJeO2uutx0ym9MTQ/LZCNoxZ+G2nyi4lMgfDxtYC9GvvbjcZNO45TX0aeu3gwUuLdi8NQ8DTcUeznMyIGU+QX9uUfqutN7U5BRESEbufu8qUfI3f/XDV30eqR/0Dvjv4vgqcWHtb3rQHmv6Bu3lU3GZ07d8F1x3cLVtPIm1ffnuVwH6hFrwF7lkGLScYVxVdCgxVTTujGIDjYOAO6qfArO7WZw16HHmW/qNupwy4I8PIlzZy+bZWw13dNfBx3Pi4Yd3LA2kKHGRAgaY+v75CJx/CdYyh+wDB8fU5/drcaSKN7r2I/MOdhdfO7nMlYvS4BndLj8ecTuwe7eUSmwswUtdnGpT8hGVUoRQJ6DD4hAL+hZSfgvTOfQlrdPuxwZqHXBQ9yAshAaclX5PXfquH0NYjG3+yX48rRndErh0uM6E9rfvfN/QdQUwpbVj/8ZeMQ9dBDZ/XlKgF6atAfy9F8xsSzDbVZ8Ypv1fXGxGGIjNKppqKqCElLXlY3Z+dejyHdcvVpR7jNM9XYkV0e++FRz+i9spj2uPHkHsFvIHlpQQBcttvVxQfgrcSrUeuwYHS3DJzUOzvwzaNGNOjmY0G6oTGYojZLLZinru1dTgro75FDibOJb2UFM59CvFaFtc48jDl3ckDbQe6DehOdrmu+AApWogqxeMV+BiYf1xUpcSxcNswM6PW775BAeO7TgKMWNR1G4PF1rgDq1lN66tBIao7PXlv1EfDbv/VrDHmwZorapKaqHN1s69X5NW/oaYH5JRbrwZqpxjIh1SVIXeH6Rj2/03W4sl1yYNpBh+yPRoNbmekcwL/tp0KLz8AVx3QOcgOpqX3m6uZzRVM+H6XKQmDpf9TN/8ZfBrsTOK5HJoZ1TtehsaR4ol6n7133fiveBnx4let27zOApBw9Wkn1mJmiNtm66hdEWRzYjzS079QjCMHUoU8XznsNsVo11jk74vizJgWmDXTI/rCqYKrBDtm5CNi1GHWIwhv28bhsRCckxTIrZZhgSnN68oo++04m6LTXwJE9AE+tdy0Afu2Yrjo0lBoLgIW1Ppry7Lff/u/ga6uKgt488sVgitqkZP18db0j/ihYrNYAn7ydh568nQ5Yf3tF3ZyfdQG6tmORc8DVH9StjWUKF7hmwf/cMRIl1lRMGJmvRwupmSyH+6Ts2XUOu6er6JfMP6LS5kT3dok4tnumXq2lBgGw9y5Ux0BblZqd3qO2XI8WkhcGU9Qm0QWL1XVtjmvkT+BP3r5PVa/+Cmm2PSjSEtFjbOBmXqfG9ofTd3/It+PVn3gKz089KgftU+J0aiQ1fmLW4J6dwvPFZOMsoGyn6pKdtr2vemjSqHwuv6Q7324+dxCs/P4ZUFNy8D6DKd0xmKI26VDxu7pO7j4qSDU6vtFU0bzX1fV30adgdO+OgWsDNdL90KCrSAIpZx3WojNWaV1x0dF5+rSPms1yHJKZWjFDXRV1PQe/77ep5WLOHszRsMbZZ/V3vYPgle/7vrZyX5AbRw0xmKJWKy0+gBwcULc79h0Z/ILnqiJk7/2fuqkNvITfpIPFp9vV6/GVH6irD+uOQVZSDI5hN5FB62+0gyflmjJg3Tfq/mfacer65N7tkMw6N8MVoLuD4Kiq/cDmH13PdRp9cFoL0hWDKWq1PeuXqOsCZCIlNT0oBc/eNTqli95DJOxY6eyMY0e7TgQUBI3tj5LtwPb5kPLmLxyjcOaADpzt3KDZxAhPhgPAuq9V4bmW0QOvrHfVG549iFkpI9ZMuT9Oubtnuh7LHQZ0Psb1IIMp3TGYolYr275CXe+N7aJLJqRy6UfqeknKOOSlxwe2DeSlvmbK4lXDtn6mulqi9cZepOMPA9vr2D5qToTFeXCWsPqs1P5Op6GgvBbx0RE4sTfXszRmAbrrc9d+70+ux486B0iq/5wxmNId55miVtNkIVvpbUvtGbyTt7uAoLoE2cWuzFhM/7MC/PvpsDVsG75TV7PtA5GeEI1BHVP1bCE1k5nyFDI77cCmH9TNH52D1bV0zcZEcukYQ/CULbinRgDiUIOsot9cD/cYB610p+voWLRJt2aSCzNT1GqJpRvUdUS2awRQwHjVQjldX9JQs242IuDEBmcuhg92nQgoSBrWsNVVA1vmqsd+cA7CmB6ZsLKLz7jBFFwfouySFUBtKRCXjg/2uLJRJ/ZyzTFFxsxMjbL+jghnHZDaSXXN3jCryvWSwk2A3aZna8MegylqtUzbTnWdlBfoYOrQeaYKl36prhfFHI2uWYmB/f3U/KSdOxYA9mocsGZgnZaHE3hCNnhmynWdW7xQXdd1PgGLd5Sp28f3YhefkWumjrWucj3WfSx2ltTgq20WlGtxsGgOoGizjo0lBlPUKrU1VcjSXLPuZuX1DGLBs+uhuALXiaCmIwvPg87im+HADte+mF8nfwcWDO/CJUgMxyu7Kxld0b7cVfO4PWmQyjDmpsapCxk0MwULhlg3eEbxLd5WrB7dpHVwPbbfVXZB+mAwRa2yb8dGVcNUpcUgI6v+wxyMYErqB8r3Ir12F5yaBZl96kezkA7dfPXD63e6ajgWO3sgJzkWHXhCNvxoPgucyCl3ZTkW1rmWjRmSn6Zb8+jwwVQ0bOhr2ep6LO9oLNkuwRSw2lm/9uUu1wTKpA9TBlPr16/H2WefjczMTCQnJ+PYY4/FDz+4Cindtm/fjjPOOAPx8fFo164d7rjjDtjtdt3aHGpKdrm+Ie2LyA7cMjINvlXLCUC+Qdu2upawWad1xMBuXK5Ev2DKCafjYDC1xNkDQ3lCNkUw1cOyCzGOSiAqAbMLXfOBDenEQQNG3WeSks+3rUe0xYHq6AwgNd8TTMmXGO8MMenDlMHUH/7wBxUYzZkzB4sXL8bAgQPVYwUFBep5h8OhAimbzYZffvkFb775Jt544w1MnTpV76aHjOr9rv75kpjcoGdCiurXA1wT0Rt56cyCBJ1XpjDTvgeoLlYLG6/R8jEojydko5+YLZoT/SxbXHc6DMLy3ZXqJved0XgN4tA0dKrdqG7uT+mPOqeGtXtcS8gs1urLLHYvBey1urSUTBhMHThwABs2bMDdd9+NAQMGoEePHnj88cdRVVWFVatcaevvvvsOv//+O95++20MGjQIp512Gh5++GG88MILKsCitnMWbVPXNYlBWMLFqwBdJol0FLiWsClL6cVZz3VxcK3EXPt2dXu7NRd1iESvHC40bfwCdA09rbvU7Zr0XjhQ4ToB98zmvjMU72Ob5kR7m6uLryihG7YeqIS9ftK9bVo2yiLTAYcN2PazXq0Ne6YLpjIyMtCrVy+89dZbqKysVBmq6dOnq668oUOHqtfMnz8f/fv3R3Z2tufnxo8fj7KyMqxevbrJ966trVWv8b5Q4yIrXVlALTnA9VKNFKDH10/JYMnuE/jfTc1OjZBb5wqqV9e5/g56ZHNkpTF5F6Br6G5xjcQtiHbV20jheUIMpx00bjefE+1rXcFUcUJXbNhX4f1C/BY13HVz7ddBbiSZNpiSTMTs2bOxdOlSJCUlITY2Fk8//TS+/fZbpKW56jWku887kBLu++6uwMZMmzYNKSkpnkteHhdqbUpMbaG6jkjy3c6BzoTAVok02x51PymvfxB+NzUX3Ha0u4Kp9c5cJMVEqgJ0MvhoPqurZkps0Fzd9AyCjR9M5dRnporju2LDXlcw1T83RV1/XDXQ9TpZHsg9GR+FZzAl3XYSKDV3Wbt2rermmTJlispEzZ07FwsXLsQ555yDM888E3v2uE6yrXXPPfegtLTUc9mxY4ff/n+hJqHONS1CbGpO4H+ZpwBdQ0xJfd2Aloz8vE6B/93UbGaqY303n5yUu2cnstvVqNR+ce2baGc18iz71e2l1a7PL7v4DB5MVexFgqNMjWAujuuEDftc9VKn92+vlgCaXdsHjugUoGwXsOl7/docxgyT173ttttwxRVXNPuarl27qqLzL7/8EsXFxWokn3jxxRcxa9YsVWguQVlOTo4Ksrzt3btXXctzTYmJiVEXOrwUp2skSXxGh6CevC0lrkzIVi0H3TMTAv+76VD1AZPUsGU7Cjz746gM7g9Dk8+R5kBa7R5VN1UTkYB15a7jXX4G17Y0HO8vJsWuAQMFSIPNGocdRSXqftesBJWdWrDFgQ0dzkTvrW8DC18FepyiV6vDlmGCqaysLHU5HCk0F9YGw/HlvrM+vTlq1Cg8+uij2Ldvn8pgCQm2JPjq2zfAs3WHAYfdjlStTH3RTc3MDWq3kq3Qlerea8nCsPiowP9uanJ/JFhqkKy5viHv0jIxLo0jK80QTKXaXIvilkbnYFdJtbrNyToNnpkq2e75nMmI5l0lNZ79dlyPTCzYUoT/2MfiUbwDbJgJ7FwEdBymV8vDkmG6+VpKAiWpjZo0aRKWL1+u5pySOaS2bNmipkMQ48aNU0HTxIkT1WtmzpyJ+++/X3UPMvPUduUlBxBhcY0kScnIDu5ovhJX4WxZTHt2Kemlfrt3tBxQ11WWBFQgnpN1mmS/pda6somlUdkMpkwWTO3WMlFb5/CMwJT9Nrav6xj84dZY1PW/2PX6b++Wb706NDp8mS6Ykok6pdi8oqICJ510EoYNG4Z58+bhs88+U/NNiYiICNUVKNcSfE2YMAGXX345/va3v+nd/JBQVVGqrmu0KERFxwS1ZiqqwlU4a0sIQvciNXuQ71hfd1NgcWWUeUI2x35Lrh/Asd+ahfIa1wmXgbB5MlPurFRcVARS46PQKztJdffV2p34PP1KICbZNZHu/57Qq+VhyTDdfEdCAijJNjUnPz8fX3/NYaKBUFvlmjKiyhKHoIzd8qqZSqypn5IhhSMt9WPxCaZ2OFxr8fGEbHD1n6OUWlcwtbV+v8kJmdMimCUzlYEdxa5Slw6psZ7s/KRRnfHg56vxz0VVOOvUJxH12Z+An/4OJLYDjr5Gn/aHGX6CgqymuhIHdm1G6Z7NqC47AEdVCbTqEmg1pbDUVcHirIPVYXNdO22wquu6+p/WVEAhky2p6/oAQ25Z1ArAvo+7VwVu6rUNn3P9ioPvcfBxea+Dr4nWXN+MaixBOnl61UxlOPap27GZXEZGN/X7I7e+m2+7J5jitAimyEzVumqmNtS4ZjzvkMIg2JgshwRTOyUzVVx9yJeX84d2xPNzNmJbYRVeKhqKvxx7CzDvGeCr24B9a4GxDwIxHLEZSAymAhw4bVg4ExXr5yK+aBXaV29EOxRB5gwPwrzhAbc/Nh8dgngSiLQ4kQLX/Cpx6UEofKdm90cOXNNj7NXSkBwbifhoHk7McHJOrHVlFNdVukZfZiezjtSQvGtCy1wB8H4tDQVlri+z2V5zuiXGROK+M3rjlhnL8ezs9eh56Z9w6vExwE+PA7+9Cqz5HBhxHTDoUiApCNPZBIMkBew16qLVVaOutgZ1NZWw1VbDXluF4kLXl71g4dHPz5wOB37/+QvYFr6G3uW/or/l0LWSqrQY7I/IQkVkGmyRSaiLSoYzOhmIjgMiYqBFRMMSGQ1YXdeWiChYrO55YmTJd9e8W+7bng+dPO5+zOd1rslONVUiZ/F6ubX+Z+o/uOqGPKZe1eA5uX3wOUtEBHoOPD746W4Ads2K5LSM4Pxuaja4FYVIRkYiT8iG5zWQwz1Xm0hP4L4z9txgB3sSCrUkOOp7HDISo31efs6gXPy6qQgzFu3An99dgmvHnIsb/zgYCd/f7Zpa4fu/ui7Z/YCORwPt+gBpXYCETCAhC4hNVucfRMi5p4lyavndmlNOdICjFnDUudYDdNhgt9XAZqtFna1GXewS3NTVwiG31XUtHHW1cNrldjU0CYTqql0/b6+BxV4Dq70WFkctIpw1sDpqEemU2zZ1Hem0IVqrRZRmQzRsiIG7x8a1laLrL+4JWmJqD/awBAODKT/RnE6s/OkjJM57BP0cWz17eB/SsTVlBLQOg5DSZShyuvRTI+Dym/pjpUb4jtorRhLSEtilpJsGwW2Rloz0BN8DOxlQg9Gvst8aOymT8aazcCuCa5+JjAafOfnC/Mi5/VQc9N+FO/DyT5vwWqQVY7r+C3/MWIBhBz5FZskKYO8q16UZDkTAYYl0ze2nOWGBExH1QXhzwUQk9OHQLKhBtLrUIgq1iEYxIgCsCVobGEz5QWnRfmx87RoMrfhR3a/Q4rAq6zRkHnc1uvUfjXYMnPx6EijUkpHBb9MGOiknMZgyWRAsM2mXwLWEDPedOYKpWms8bDg4t15jGcWoCCseO7c/TuqdjX98tw5rC8oxe30pZqO3rDOCdJRhlPV39LFuQ0/LTlX3mG4pV4/HWA5OpRAh4ZRXENcc6SmoQyRsnksU7IhEHaJUQGa3RLuurdFwWKPgtETBEREDpzVGXWtyOzIWiIwBIuNc11FxsETFwhoVB6tcR8cjIjoWEdFxiIyOR1RsHKJi5Doe0TFxiImJRUyUFYmRVqRHWFVgmSFr6z7uWm4nGBhMtdG2tUsR/d4FGIr9qNMisDjnQvS+4K8YmRmMNevCNROShI78Nm2c/YEkdOMJ2VT7rRiJcNbPjMNgyhxfXCqjXGvPNpWZOvgjFpzSNxtj+7TDmj3lWLilUAVV+8trUVyVip1aJ+zUNMySgTxREeoSF2lFYpQTCZFOJEQ4kBDpQJwViI6KQExUJKKjItV1VFSUuo6JlmlxYlUQExsTjdgoK2IjI5AYFYHoSCsiVFlKeGEw1QYbl89D5icXIRUV2GnJQeVZr2DkkCDVEYXxybvYkoKEaEnhklEyhTwhm2u/ubv4mjspk7GOfdWRvsFU2mH2mwRVfTskqwsFHoOpVtq1eS1SP7lMBVLrI3si89rP0LEdJ5IMxsm7KjKVs58b5AAvKf5SJDCYMtl+k2yiG/edOfZZVZRrKgs3BsHGwmCqFWqqKlD39gXIRQk2RXRB+xtnIinFNdcOBT4zVRvDba0vi093kYwSZRGzuT5Hkk10Y/2hSTJTDbr5GAQbCyujW2H5azeis3M7DiAVyVd/ykAq2FMjxHJ7GybDUX9STovngd1c+80rM8VA2HTBVEykFfEsdTAUBlNHaM38rzHiwMfq9u4TnkZWh856Nyn0WXwPGloc55jSlTXi0OH1zG6Y6nMkc4MJKRZm/aGBeZUz1HgFU9LFx1IHY2EwdQQcdjuiZ9+rbi/IOBsDTjhf7yaFh4iDw4GFNdG1sC7pRCb2q1dYX3vD7Ia5Pkfubj6elA1OJtCsZ4s5GEzx82Y8DKaOwOLP/oVuji0oQwJ6Xvx3vZsTPiwW1FkOngiikpiZ0pXMzl+vuL67iMWwJiDz9zTYb+yeNc8Xlzqv8gbOWm88DKZayF5nQ+6qF9Xt37v/CWlZ7fVuUliRSd/cYlLa6dqWsOd1gJcZmaV2Q+aqIfNkOdyj+ThwwDwBsCPWt5uPjIXBVAstm/kGcrW9aimTAefcrHdzwk6U0+a5HZ+SqWtbwp5Xd5EUMqfG+XbDkkExM2Xqfeb0qhXlfjMeBlMtlLr0ZXW9Lv8yxCcGb4p6Ori8gVtqomsZDDLGSTkhhjOsmC0z5Q6mOLze4GRR4XpOr8xUWjy/wBgNg6kW2LRyPro7NsGmRaLXmbfo3ZywxxOAkbr5kpAYy2DKFBw2n/nBBDMcBmer9Ny0xia3ePZzCj4GUy1Q/Mtb6npl8nFIy8zRuzlhj9/KjFWAnsjMlOlOzDVwBcTpCfwsGZqtwnMzxqsukV8ojYfBVAv0LJqtrmOOvkLvpoQ9We0+ld+m9WX1rZlKiGYwZQo1pYc8xAyHwVWXeG7KnGBuDKaMh8FUCySjGnuRjr7HnKl3U8JWYUI3db1J6+BzUCF9C9D3IRXxMRzJZwqp+Yc81D4lVpemUAvl9Pfc9J4YNzc1TqcGUVN4VmqhrenHwhrBk4ZeLMfdigOWNKwY8je9m0LdT1azaa+NHwprRCSuOqaL3i2iljj6anXlPOE+dMlMUCfkPu0P1uGQAY283nV9+lPolZOEnORYtc8YTBmPRdM0Te9GGFVZWRlSUlJQencSNp70EoaccpneTSIyhrI9sEcnoaguEu2SmN0wjfICIKEdqu2uw34cl5IxvqoiIC5NTV5cU+dAhNWCqAjmQVp8/i4tRXJy4L80sNihBdQovpFn6N0MIuNIbq8OHu0YR5lLkmsATRxLbswj/uDM55wc17gY3rbA+th+SEhK1bsZREREZEAMplqgOu94vZtAREREBsVgqgVyh/1B7yYQERGRQTGYaoEOXfro3QQiIiIyKAZTRERERG3AYIqIiIioDRhMEREREbUBgykiIiKiNmAwRURERNQGDKaIiIiI2oDBFBEREVEbMJgiIiIiagMGU0RERERtwGCKiIiIqA0YTBERERG1AYMpIiIiojZgMEVERETUBgymiIiIiNqAwRQRERFRG0S25YdDnaZp6rqsrEzvphAREVELuc/b7vN4oDGYakZhYaG6zsvL07spRERE1IrzeEpKCgKNwVQz0tPT1fX27duDsjPMFvVLkLljxw4kJyfr3RxD4bZpHLdL07htmsZt0zRum6aVlpaiU6dOnvN4oDGYaobV6iopk0CKf6iNk+3CbdM4bpvGcbs0jdumadw2TeO2Ofx5PNBYgE5ERETUBgymiIiIiNqAwVQzYmJi8OCDD6pr8sVt0zRum8ZxuzSN26Zp3DZN47YxzraxaMEaN0hEREQUgpiZIiIiImoDBlNEREREbcBgioiIiKgNGEwRERERtQGDqSa88MIL6Ny5M2JjYzFixAgsXLgQoW7atGk4+uijkZSUhHbt2uGcc87BunXrfF5TU1ODKVOmICMjA4mJiTj//POxd+9en9fIjPFnnHEG4uPj1fvccccdsNvtCBWPP/44LBYLbr75Zs9j4bxddu3ahQkTJqj/e1xcHPr3749FixZ5npcxLlOnTkX79u3V82PHjsWGDRt83qOoqAiXXXaZmngwNTUVV199NSoqKmBmDocDDzzwALp06aL+3926dcPDDz/ss1ZYuGyb//3vfzjzzDPRoUMH9dn59NNPfZ7313ZYsWIFjjvuOHXclpnBn3jiCZh529TV1eGuu+5Sn6mEhAT1mssvvxy7d+9GuG+bhq677jr1mmeffVafbSOj+cjXe++9p0VHR2uvvfaatnr1am3y5MlaamqqtnfvXi2UjR8/Xnv99de1VatWacuWLdNOP/10rVOnTlpFRYXnNdddd52Wl5enff/999qiRYu0kSNHaqNHj/Y8b7fbtX79+mljx47Vli5dqn399ddaZmamds8992ihYOHChVrnzp21AQMGaDfddJMW7tulqKhIy8/P16644gptwYIF2ubNm7WZM2dqGzdu9Lzm8ccf11JSUrRPP/1UW758uXbWWWdpXbp00aqrqz2vOfXUU7WBAwdqv/76qzZ37lyte/fu2iWXXKKZ2aOPPqplZGRoX375pbZlyxbtgw8+0BITE7Xnnnsu7LaN/L3fd9992scffyyRpPbJJ5/4PO+P7VBaWqplZ2drl112mTqG/fe//9Xi4uK06dOna2bdNiUlJeqYMWPGDG3t2rXa/PnzteHDh2tDhw71eY9w3Dbe5Hn5/3fo0EF75plndNk2DKYaIX+sU6ZM8dx3OBxqJ02bNk0LJ/v27VN/wD/99JPngx0VFaVOCm5r1qxRr5EPufuP32q1agUFBZ7XvPTSS1pycrJWW1urmVl5ebnWo0cPbdasWdrxxx/vCabCebvcdddd2rHHHtvk806nU8vJydGefPJJz2OyvWJiYtRBS/z+++9qW/3222+e13zzzTeaxWLRdu3apZnVGWecoV111VU+j5133nnqoB3O26bhSdFf2+HFF1/U0tLSfD5P8vfZq1cvzSyaCxi8v9DJ67Zt26buh/u22blzp5abm6sCIfli5x1MBXPbsJuvAZvNhsWLF6s0s/faPnJ//vz5CLeFIoV7oUjZLpJ29t42vXv3VotJureNXEtKOjs72/Oa8ePHqwU5V69eDTOTbjzppvP+/4f7dvn8888xbNgwXHDBBarrcvDgwXj11Vc9z2/ZsgUFBQU+20bWupSuc+9tI+l3eR83eb187hYsWACzGj16NL7//nusX79e3V++fDnmzZuH0047DeG+bbz5azvIa8aMGYPo6Gifz5iUKhQXFyOUjsvSnSXbI9y3jdPpxMSJE1XJxFFHHXXI88HcNgymGjhw4ICqdfA+6Qm5Lx/4cCF/pFITdMwxx6Bfv37qMfn/yx+c+0Pc2LaR68a2nfs5s3rvvfewZMkSVVfWUDhvl82bN+Oll15Cjx49MHPmTFx//fX4y1/+gjfffNPn/9bc50muJRDzFhkZqYJ4M2+bu+++GxdffLEKrKOiolSgKZ8pqd8I923jzV/bIVQ/Y96kNlNqqC655BLPwsbhvG3+/ve/q/+rHHMaE8xtE9mK9lMYkCzMqlWr1DfpcLdjxw7cdNNNmDVrlipQJN+gW771PfbYY+q+BAzyd/Pyyy9j0qRJCGfvv/8+3nnnHbz77rvqW/OyZctUMCXFtOG+bejISfb7wgsvVMX68gUm3C1evBjPPfec+pIrmTq9MTPVQGZmJiIiIg4ZiSX3c3JyEA5uuOEGfPnll/jhhx/QsWNHz+Py/5du0JKSkia3jVw3tu3cz5n1Q7tv3z4MGTJEfauRy08//YR//vOf6rZ8iwnH7SJk9FXfvn19HuvTp48auej9f2vu8yTXsn29yShHGYVj5m0jXQ/u7JR08Up3xC233OLJbobztvHmr+0Qqp8x70Bq27Zt6kudOysVzttm7ty56v8t5RTu47Jsn9tuu02NxA/2tmEw1YB01wwdOlTVOnh/+5b7o0aNQiiTbzwSSH3yySeYM2eOGtLtTbaLdFd4bxvpV5YTp3vbyPXKlSt9/oDdH/6GJ12zOPnkk9X/STIL7otkY6S7xn07HLeLkG7ghtNnSI1Qfn6+ui1/Q3JA8t42Uicm9Qre20YCUQla3eTvTz53UjdjVlVVVao2w5t8UZP/V7hvG2/+2g7yGhlKL4GH92esV69eSEtLg9kDKZkqYvbs2WoKEm/hum0mTpyopjTwPi5L1le+xEjJQdC3TSsL60N+agQZSfLGG2+o0QDXXnutmhrBeyRWKLr++uvV8OQff/xR27Nnj+dSVVXlMwWATJcwZ84cNQXAqFGj1KXhFADjxo1T0yt8++23WlZWlumnAGjIezRfOG8XGVkUGRmppgHYsGGD9s4772jx8fHa22+/7TPsXT4/n332mbZixQrt7LPPbnTY++DBg9X0CvPmzVOjJs02/L+hSZMmqVFG7qkRZPi2TIdx5513ht22kZGwMiWIXOS08/TTT6vb7hFp/tgOMgJQhrhPnDhRjeyS47j8LRp9+H9z28Zms6lpIjp27KiOG97HZe/RZ+G4bRrTcDRfMLcNg6kmPP/88+rkKPNNyVQJMkdFqJM/1sYuMveUmxzc/vznP6uhpPIHd+6556oPtretW7dqp512mpqrQ04et912m1ZXV6eFcjAVztvliy++UIGifAHp3bu39sorr/g8L0PfH3jgAXXAktecfPLJ2rp163xeU1hYqA5wMg+TTBdx5ZVXqgOpmZWVlam/ETmOxMbGal27dlVz5nifBMNl2/zwww+NHlsk4PTndpA5qmSqDnkPCWQlSDPztpEgvKnjsvxcOG+blgZTwdo2FvnHn6k3IiIionDCmikiIiKiNmAwRURERNQGDKaIiIiI2oDBFBEREVEbMJgiIiIiagMGU0RERERtwGCKiIiIqA0YTBERERG1AYMpIiIiojZgMEVERETUBgymiMhwTjjhBNx88816N4OIqEUiW/YyIiL/sFgszT7/4IMP4uOPP0ZUVBT0cMstt2Dbtm2qDQ1deeWVyM3NxSOPPKJL24jImBhMEVFQ7dmzx3N7xowZmDp1KtatW+d5LDExUV30snDhQpxxxhmHPO5wOPDll1/iq6++0qVdRGRc7OYjoqDKycnxXFJSUlSmyvsxCaQadvPJ/RtvvFE9lpaWhuzsbLz66quorKxU2aKkpCR0794d33zzjednnE4npk2bhi5duiAuLg4DBw7Ehx9+2GS7bDabyob98ssvuO+++1S7Ro4c6XleHpfnjz76aGzdulU9/9FHH2HMmDHq/eXx7du3Y+7cuern4uPjcfLJJ6OkpMSnTY899hh69OiB2NhY9f+44oorArKdiSh4GEwRkSm8+eabyMzMVJkjCayuv/56XHDBBRg9ejSWLFmCcePGYeLEiaiqqlKvl0Dqrbfewssvv4zVq1er7rsJEybgp59+avT9IyMj8fPPP6vby5YtUxm0b7/91vP8559/jjPPPFMFUcuXL1ePvfTSSyo4kkBr79696v0ff/xx/Otf/8IPP/ygXvf666973kPa9N577+GVV15R2bhPPvlEBWNEZG7s5iMiU5DM0v33369u33PPPSpokeBq8uTJ6jHpLpTgZsWKFRg8eLAKcmbPno1Ro0ap57t27Yp58+Zh+vTpOP744w95f6vVit27dyMjI0P9roY+++wzPPPMM55gKz09XXVTyuuFvKe8vwRukpUSkq0qKCjwvMfMmTNVQHbiiSeq+/n5+SoYJCJzYzBFRKYwYMAAz+2IiAgVxPTv39/zmHSZiX379mHjxo0qQ3XKKacc0pUngVZTli5d2mggtWbNGhVoSbedkIzTueee6wmkhHTxXXTRRZ5Ayv3Y2Wef7bl/1lln4a677sKiRYtUVu38889X3ZZEZG7s5iMiU2g4uk+627wfc48SlLqkiooKdVuKxSWL5L78/vvvzdZNyWsaC6aki08CM6lzcr9uxIgRPq+RAMu7xqqmpkZ15Xm/3+23364CMwnKJMsldV5btmxpxdYgIiNhMEVEIadv376IiYlRmSEJWLwveXl5Tf7cypUrMWjQoEa7+NwZprKyMlWA7p3hkoCotLTU5zF5L03TfLJnomfPnrjzzjuxePFilJeXqwCPiMyN3XxEFHJkdJ9kgaToXDJVxx57rAp2pMA8OTkZkyZNavTn5LWSTZIuvYSEBDXaULoNpVtOslPuDJR0M/br18/zc+4aKqmB8n6sW7dunmkennjiCTVaUeqopD5Larekm5A1U0Tmx8wUEYWkhx9+GA888IAaQdenTx+ceuqpqttPpkpoikzG+cYbb/hMzPnFF19g+PDhqtjdHUz16tXL0+XnfqxhLZY85t3FJ91+jz76KIYMGaKCu82bN2POnDmsmSIKARZN8tBERNQoKRqX4Ee65oiIGsPMFBFRMySQuuSSS/RuBhEZGDNTRERERG3AzBQRERFRGzCYIiIiImoDBlNEREREbcBgioiIiKgNGEwRERERtQGDKSIiIqI2YDBFRERE1AYMpoiIiIjagMEUEREREVrv/wF4ObCU6fqraQAAAABJRU5ErkJggg==", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "run_allen_model(A.cable_cell(mrf, dec, lbl), ref)" + "run_allen_model(A.cable_cell(mrf, dec, lbl, cvp), ref)" ] }, { diff --git a/tutorial/03b-networks-introduction.ipynb b/tutorial/03b-networks-introduction.ipynb index 6f41b6dea9c232870f5c6de5a108e4ab7a9b0051..bdc3eb2491284610a63086299ce601424b0331b1 100644 --- a/tutorial/03b-networks-introduction.ipynb +++ b/tutorial/03b-networks-introduction.ipynb @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 23, "id": "ae1c93c3-ee1d-417e-85e8-565636ce4218", "metadata": { "editable": true, @@ -97,7 +97,6 @@ " mrf = raw.morphology\n", " # labels\n", " lbl = raw.labels\n", - " lbl.add_swc_tags()\n", " lbl['ctr'] = '(location 0 0.5)'\n", " # decor\n", " dec = A.decor()\n", @@ -278,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "id": "7fad312f-0493-4128-947a-5d39663f05bc", "metadata": { "editable": true, @@ -316,8 +315,7 @@ " dec.paint('\"soma\"', A.density('hh'))\n", " dec.paint('\"dend\"', A.density('pas'))\n", " dec.place('\"ctr\"', A.threshold_detector(-10*U.mV), 'det') # this is a possible source for connections\n", - " for i in range(100):\n", - " dec.place('\"ctr\"', A.synapse('expsyn'), f'syn-{i}') # this is a possible target for connections and generators\n", + " dec.place('\"ctr\"', A.synapse('expsyn'), f'syn') # this is a possible target for connections and generators\n", " return A.cable_cell(mrf, dec, lbl)\n", "\n", " def global_properties(self, kind):\n", @@ -349,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "id": "14c7290c-e541-4dcf-b2c7-79ca4c6dc765", "metadata": { "editable": true, @@ -360,16 +358,14 @@ }, "outputs": [ { - "ename": "RuntimeError", - "evalue": "Model building error on cell 0: connection endpoint label \"syn\": label does not exist.\n", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mRuntimeError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[20]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m rec = ring_recipe(\u001b[32m10\u001b[39m)\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m \u001b[43mrun_network\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrec\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[10]\u001b[39m\u001b[32m, line 2\u001b[39m, in \u001b[36mrun_network\u001b[39m\u001b[34m(rec, tfinal, dt)\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mrun_network\u001b[39m(rec, tfinal=\u001b[32m1000\u001b[39m*U.ms, dt=\u001b[32m0.05\u001b[39m*U.ms):\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m sim = \u001b[43mA\u001b[49m\u001b[43m.\u001b[49m\u001b[43msimulation\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrec\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 3\u001b[39m \u001b[38;5;66;03m# attach to first probe on each cell\u001b[39;00m\n\u001b[32m 4\u001b[39m hdls = [sim.sample((gid, \u001b[33m'\u001b[39m\u001b[33mUm\u001b[39m\u001b[33m'\u001b[39m), A.regular_schedule(\u001b[32m1\u001b[39m*U.ms)) \u001b[38;5;28;01mfor\u001b[39;00m gid \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(rec.num_cells())]\n", - "\u001b[31mRuntimeError\u001b[39m: Model building error on cell 0: connection endpoint label \"syn\": label does not exist.\n" - ] + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -412,7 +408,7 @@ "It provides probabilistic and distance-based connectivity, as well as parametrised network delays and weights. \n", "You can find more information here:\n", "\n", - "https://docs.arbor-sim.org/en/latest/concepts/interconnectivity.html#interconnectivity\n", + "https://docs.arbor-sim.org/en/v0.10.0/concepts/interconnectivity.html#interconnectivity\n", "\n", "We have also --- somewhat sneakily --- introduced how recipes can make decisions based on the `gid` argument.\n", "It is straightforward to generalise to creating populations of cells and different connectivities.\n",