From 2a6bc907e2dd1d88a0767d221bb90172669910db Mon Sep 17 00:00:00 2001 From: Amer Delilbasic <amer.delilbasic@studenti.unitn.it> Date: Tue, 10 Aug 2021 11:18:40 +0200 Subject: [PATCH] Upload New File --- .../Classification_SVM_toulouse.ipynb | 1019 +++++++++++++++++ 1 file changed, 1019 insertions(+) create mode 100644 experiments/Classic_SVM/Classification_SVM_toulouse.ipynb diff --git a/experiments/Classic_SVM/Classification_SVM_toulouse.ipynb b/experiments/Classic_SVM/Classification_SVM_toulouse.ipynb new file mode 100644 index 0000000..1319a81 --- /dev/null +++ b/experiments/Classic_SVM/Classification_SVM_toulouse.ipynb @@ -0,0 +1,1019 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Classification with scikit-learn SVM" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Classic SVM Code" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import Packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import glob\n", + "from utils_updated import *\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import colors\n", + "from sklearn import preprocessing\n", + "from sklearn.svm import SVC\n", + "\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import f1_score\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load the training and test sets" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train (50, 8)\n", + "Y_train (50,)\n", + "X_test (250000, 8)\n", + "Y_test (250000,)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Load training set\n", + "key='_tiny'\n", + "X_train=np.load('X_train_tile_4'+key+'.npy')\n", + "Y_train=np.load('Y_train_tile_4'+key+'.npy')\n", + "\n", + "print('X_train',X_train.shape) \n", + "print('Y_train',Y_train.shape) \n", + "\n", + "# Load test set\n", + "X_test=np.load('X_test_tile_8_subregion.npy')\n", + "Y_test=np.load('Y_test_tile_8_subregion.npy')\n", + "\n", + "print('X_test',X_test.shape) \n", + "print('Y_test',Y_test.shape) \n", + "\n", + "# If {-1,1} is required:\n", + "Y_train=np.where(Y_train==0,-1,Y_train)\n", + "\n", + "groundtruth=np.reshape(Y_test,(500,500))\n", + "plt.title('Groundtruth')\n", + "cmap = colors.ListedColormap(['black', 'red'])\n", + "plt.rcParams[\"figure.figsize\"] = (5,5)\n", + "view=plt.imshow(groundtruth,cmap=cmap)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Classic SVM" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training parameters" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A calibration on the kernel hyperparameters is performed, i.e., $C$ for the linear kernel and $C, \\gamma$ for the Gaussian kernel." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "outputpath='output/run_calibtrain'+key\n", + "\n", + "# Parameters \n", + "C_linear = range(4,20)\n", + "C_kernel = [2**4, 2**5, 2**6, 2**7, 2**8, 2**9, 2**10]\n", + "gammas = [2**-10, 2**-9, 2**8, 2**-7, 2**-6, 2**-5, 2**-4]\n", + "\n", + "f1_scores_linear = np.zeros(len(C_linear))\n", + "accuracy_scores_linear = np.zeros(len(C_linear))\n", + "f1_scores_rbf = np.zeros((len(C_kernel), len(gammas)))\n", + "accuracy_scores_rbf = np.zeros((len(C_kernel), len(gammas)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training, testing, results" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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A2nr3QPo0V6eUbiTPn2rT5YMqnx01rkv6DHttSulbZfxfTCk9MqV0r5TSseSTvy+oTdPR5EDy96z1Rdau+73Xg+ZPqvSrD7uDiHgFuQbm8Smlm4d9tjbuhShh43hyyPonciCGvK/4sT6DXA3sHWuvCr8Pa/cD9X3X7eTay96+a4+UUt+mjtjxauX6X2/fNnSdmNDA5VjW3W2D+vdxF3ItUi/kTrp+VfdHjwHeUA7kvR/Mn46IXymvH0Q+z+075Uf2m9geNkdtUw8C3pNS2pZSuiOldAY5uB1KPo1nE/CXKaXbyzx9O32C7IBp7tkMvC+tPY3mMcARlWn6ZeB5EfH+2rC90Hb+gO/cTK4VG3e5QD6uPKVP96eSTz3qNUu+Gzip/MDZnXweLuR1+d9rx+G7p5R+qzKuenneRT6ebEop3ZO8jKbZxoftwwdtq8P69Zqs71rp9iO1z9Sn5bWl2wNLGZ5eK8OgbAE5nD8deAa5yfx7/T4U+RZsw7b/Y/oNx2T7g7GPXWuMUV14BYOb5urV7EeQZ9pR5Jl4N3LNxD3I1ehXkn/p70TeGH5A/+bXDeS25j9i+1VeR5d+x5UyVU++PKMynseQq1cPJ5/8+GdUmmv7lPmHw076V8Z/Ibm5qnf14L3IK/LUV7+WcT2BvKHuTF7Jvg/8dOn/AHJt1y8PGP7l1JrvKv0OIyf9h5Vl8vqyHHoXSlxAbqKNUo7LRsy/Nc1E5BNV31JfpuX9TtSqmsvwTx/nu6ecl70riJ5bltfvMPzq19eRf1XvVcpwDTte/dp3XGXd/Ab5gLMX+byv11XG/cCyLt8V+D1yU9Kute8/nT5NI+SrZW8s6/XO5BODP1763Ydc67ZLGf+LyNvAvUr/vcuwm8nb1i+RD0T7lP6nki982b/P9x5WvnMDuUb1jWW57FxZxmnK/UevvJ8kX9y0G6Xpo8/nnsb25r1ns71J/EhyreRj2H7F5/1Kv4+Tm4t3K/P+WuBxlW3kHbXveT95f7FHGdePAY9c5/o3dJ2YZJ4AP0luWXhsWR7PJ9du9Na/V5L3R/uW7/o45XQY8mkEDy7D7UFuXr2acqrBiPVr1P5oX/KBtveXyOfo9U7T+Sj5fLbdy99plKZdRm9TLyPvI/Yry+QZ5AN979SC/yZfzLAT+fSAfwTeOc40l8/sXtafR9eWwz1q0/SeMk/2rn3uQ+Rayn7LciO5KfXHBmwXzxow3CGlTNWrX/93me7qqS+7lmV2LpVTEMrnv1bm1c7l72coVzPT55hHvpBtc2Wbuo6yfTDZhRID9+GlXNeQm2R7V1gfVfq9iPzD4pAy7APZvv/aRm4630A+1+4HrG1+rZ+OtYV87vYG8v7gk4yRLSrL7IYy/x6xnm1/vfsDJjx2/XC4MQpxBWOGukqhL2T71S/vpZzXQg59n2P71a/vYfDVr/ch/yLvXcHy55UJ/Zcy46/vt5KSq46/Wj5zDrBxUJnrw06xkO5JPtBdRa4u/Sq52eNe6xjn/cknI99S5uOFwM9X+r+dXA1/a+Xvkkr/t9LnXJpK/2eRA3bv6tevA8eUfo8g/9K6lXxQeCWLC3VDv3sd8/PB5PNubiNffV29ncfTavNuV/LFPjeTQ8ALxh1X6f+CMtzNZTntWun3BvJO+FbyieL1bWe3srwfM2A6fqssqxuBfyb/qoZyQi15p/8t8snHR9SGPYZ8u4dbyeeKHFNbprfX1qfeVWmPJu+Yv0Pe0f8T+Vd4b9hnAJ+acv9xfvnu6t+j+nxuF/IPpxvLfL2QtefF/nyZ/lvI50YdW7pvJG//N5C3y9+sDPNydgx19yTXNGwDvk3eV504g/Vv2DrxAdZeAT50npB/DG8t4zofOKzSb2dyYLqJfOD4c7aHtqewfdv6JvnKxwfWyjlo/Rq6P+ozvfV9xMFlfN8qy+LfauvQsO1zN/KFFteUaf4sa89JOrzMhxvJx4n3AvtOMM0nkQ+UQ++AQP8gdCDlwpoBw5xKn6uVyevzLZQfHwOGfUBZd28u5T+fyjpf+dxby/z+mVr3nyQfJ3tXeH4EOHzItPxSmQ+3lO/9S6YLdaOOHw8g759uJK+jp5TuG4D/Q/6he0tZxzaWfk8o3W8in7P97wwPdYeV9elW8lXxL2SMbFHp/2Hyfmuqu2LMeH8w9HjT7693Dyx1SER8nhwMRjbxRL6R9E3knezlcy+cOiXyjYjfm1L64LLLIrVBOYfv5JTSSSM/rIWLiLcBV6eU/s+yyzINQ90KKicBn0eu5v5jcnP5TydXBknSiop8u6bPk2vEWlnJsdRnv2ppjiefW3I1+RyGE5sY6CLiuMiPTNoa2+87J0nSTEXEq8i3a3pDWwMdWFOnhop8k8j/Ip/svI18jsVJKaUvL7VgkiQ1lDV1aqojga0ppf9O+Z5cZ5FrGCVJUh+GOjXVgay9qeQ2dry/lCRJKgbdgE9atn43vtzhXIGIeA75QeeQnyerJesthIuXWorxPIR2lHNVLXj5XJ9Suvfivk6aPUOdmmob+W7xPRvJF3askVI6nXzDXiJi4hNEewMs6vEIi/6+ZWhLSFqFZdF2F7HQ5TPosZVSa9j8qqa6EDgkIg6OiF3Izzac9XP4CDyoS01Rv+uy26Y0GWvq1EgppTsi4nfID+zeALwtpTT8mXcNZ81Q87gslq9eve4ykabnLU3UGdM0vy5StXAeuJbPmqDlaWiQuzildMSyCyGthzV10oI15AC20hqd/leA24A0H55TJy2I5++pqZYdcpf9/VJXGOokrZxVDNdpwGtY/vxY9vdLXWHzq6SFaNo5hU0owyLFgNeSusOaOqlD2tCMZaCQpPkw1Klz2hBs5qXJgclzCpupd0+4aYaT1Cw2v6pzDA6DeRuPtbx34GTT3rQmdElrGeqkFeKBWOvh+iM1m82vkhpj2qbAafVCik2JkrrAUCepMQxZkjQ9m18lrTSbFCV1hTV1khrFkCVJ0zHUSWokm2A1b65j6hpDnaTG8dw6LYK1wuoaQ50kNcyoq4AXfZWwpHbwQglJapBxwpo1TJL6MdRJHVQPBoaA9nBZSZqWoU7qsDYHhDaXXZKWwVAndZCBSJJWjxdKSJIkdYChTpIkqQMMdZIkSR1gqJMkSeoAQ50kSVIHGOokSZI6wFAnSR3kY8Sk1WOok6QO8l6F0uox1Emamg+W1yy4Dkmz4RMlJE2tXhuUBnSXhnF9kWbDUCdpZjw4S9LyGOqkFqo2VxmkJEngOXVSI0x6blrU/jeF50ZJ0vIY6qQlWs+FBk0LdD0GO0laDptfpQZoakCbVFemQ5LayFAnLZEhSJI0K4Y6qcPqTaGGyOklnH+Sms1z6qSOatO5bW24ibGBTlLTGeqkjhkWkFLt/7J5s2JJmh1DndQho8Ja08LToCdSSJImZ6iTVkTTAl2PQU6SZsNQJ62Apga6njTgtSRpfIY6qeP6BbomhbwmlUWS2sxQJ3VI9fFhQfsCU6+81tZpvVyHtIoMddIIbTs4tC3IQTsDqJrN9UmryFAnDdG2QNdm1VuxNOWA3Ibl34YySloMnygh9VE9UDYlYKxH08LSME0qY5PKIkmjWFOnhYiIt0XEdRHxH5Vue0fEuRHxlfJ/r0q/UyNia0RcFhHHLry8tLdJcNDNh5s+LW2d38vmPJPUY6jTopwBHFfrdgpwXkrpEOC88p6IOBQ4ETisDHNaRGxYXFG7oWu1jZKk4Qx1WoiU0seAG2qdjwfOLK/PBE6odD8rpXR7SulyYCtw5EIK2gEGOHWJ5wxK4zPUaZn2SyldA1D+71u6HwhcVfncttJNY7Ipc/EMH8OtZ/44b6XxeKGEmqhfHum7X4+I5wDPmW9xtB6J7gbM3rQZOubH+SuNz5o6LdO1EbE/QPl/Xem+DdhU+dxG4Op+I0gpnZ5SOiKldMRcS6qpdTXQwdqbPYPhYxjDmTR/hjot09nA5vJ6M/D+SvcTI2LXiDgYOAS4YAnlk2bOYCNpXmx+1UJExLuBRwH7RMQ24GXA64AtEfFs4ErgKQAppUsiYgvwZeAO4OSU0p1LKbg0Qq8JtlcTNaq5ucs1l/PiPJPGEyn5u1HdEBGuzFqqNt3keRkaPn8u9jQOtZ3Nr+qMhyy7AFpJTXu8WZN/2TRh/khdZqhTZ1y87AJopaUBr8cdtvq3Hl6QIK0uQ52kiRgY1qrXPo1bGzWohm8VarNch6T5MNRJmsgqhI5J1W/2PM48qt8GZVVuGL2IaTQ0alUZ6iRNzIOmmmwVwrHUj6FOkpZkXuGj6aHG8/6k+TDUSepr2EG36aGhbVYx4LgOSbPnzYclaYkMN5JmxZo6SX0ZNiSpXQx1ktQAq9gEK2m2DHXqNA+UagsvHpC0XoY6dZpNiJKkVWGok6SG8EeIpPUw1ElSg9gEK2lahjpJaphVC3bTTu+qzSdpFEOdJDWITbCTMdhJ2xnqJKlhvBJ2PAZgaS1DnaROS7W/NmlbeadliJVmw1AnTcADT/u0tTanreVeNOeTtJ2hTp3xkGUXYE4MkqvLwCJpEoY6dcbFC/gOD7LS/PgDRlofQ53UcAZJrQLXc2n9DHVSA1ljMVvVwLCoedvGCzMktZuhTmooQ0E71Zeby3B8XgUrrY+hTmqgwOaoNjKQSFomQ53UYAa72ZnnvBxVqzqLsGdglDSKoU7SypllQFpk2FqFYOcPGWl6hjpJWodFNZUbdiSNYqiTpDmbVSCbdxOypHYz1ElaGfMMRYPGPcl3GqwkrcdOyy6AJC3SIoPdpCHNJlZJ62FNnSTNSZtCWpvKKqk/Q50ktYhNtJIGMdRJkiR1gKFOklrER2lJGsRQJ0ktZLAbzvmjVWSok6SWWaVnA68nnI0zrOFPXWKok9Qoo56jqtUybXgdd7hVCcdaDYY6SZKkDjDUSWqUXs2JtXXqmXZdsBZOq8YnSkhqHA/GkjQ5a+okqSO6WrvpbVyk8RjqJEmSOsBQJ0kdYY2WtNoMdZLmYtbhwludjKer5yMaWKXRDHVaiIjYFBEfjYhLI+KSiHhu6b53RJwbEV8p//eqDHNqRGyNiMsi4tjllV6SpOYz1GlR7gBemFK6P/BQ4OSIOBQ4BTgvpXQIcF55T+l3InAYcBxwWkRsWErJNbV51KxYWyNJ/RnqtBAppWtSSp8tr28BLgUOBI4HziwfOxM4obw+HjgrpXR7SulyYCtw5GJLrfXoajOglsd1ShrOUKeFi4iDgAcDnwH2SyldAzn4AfuWjx0IXFUZbFvpphbxICxJi+PNh7VQEXF34B+A56WUbo4YeNjv12OHlreIeA7wnNmVUE1VPVE+YWCUpDpr6rQwEbEzOdC9M6X0vtL52ojYv/TfH7iudN8GbKoMvhG4uj7OlNLpKaUjUkpHzK/kkiQ1n6FOCxG5Su6twKUppT+p9Dob2FxebwbeX+l+YkTsGhEHA4cAFyyqvGqmqPxNygssJHWdza9alKOBZwBfiojPl24vAV4HbImIZwNXAk8BSCldEhFbgC+Tr5w9OaV05+KLLUlSO0RK/n5VN0SEK3NL9BaU58WpQS72NA61nc2vUot0JbVO24QqSRrMUCe1iEFIWr+u/DiS6gx1kqRWMpxJaxnqJEmSOsBQJ0ktZC3V9Ko3spa6xFAnSWolw5m0lqFOklrKQDM9LzpSFxnqJKlBDGqSpmWok6QGmPSGzL3PrXoItMZN2s5QJ0ktl1jtcLfK0y5VGeoktVpXDujT1Dj5ZI7MeSBlOy27AJI0TLVZMjHeAbwa9FbhgL8K0yhpNGvqJLVa9dyyajNkvbu6zWUsGeokzUGq/V+PahPjODVSk35e3eCylgx1kuZoGQfafjV23qRWg7heqEsMdZJmbhlhzpoaTcP1Rl3ihRKSOstaGEmrxJo6SY00jwscViXkrcp0SlrLmjpJjTDpExX66TesAUfSqrCmTlKjzDqEreINeldteiVlhjpJjTAoiEwb8urNtwYdSV1nqJPUSMPuNTdt0PPWJv15g2apGzynTlJj1APcoNq1SWrd6o8Z046qT9+wRlNqL2vqJHVOv/BmoBuuPn+cX1L7GOokaYUMCmvW0EntZ6iTtHJWuRZqWHir91vl+SS1kaFOahEPsuOx1mn9nIdS+xjqpJZItf+aXMEHkqMAAA/OSURBVFeCilerzo7zUl3i1a9SC3i/tR1N8wSKrhy8F7UO9K4Y7to65/akrrKmTmoRD0DZLB4p1pWAN61Jpr8r86pXKxes5pNG1H3W1Ekt4MFnrXHmx6j70q36PB13+tt+f7/qD4BVX+bqPkOdpJXQ78pOD/KD1WtD2zi/2lhmaT1sfpW0Uqonxre5BmqR2hqM2lpuaVrW1EnqrFk3Ha7SCfZdnz6pi6ypk9Rp1eZD9TfOvDHkSc1nqJO0Mtb7TNiuBps2TVfCe8tJg9j8KqnThj3r1GDQDqvU7C2th6FOUidMcqXjeoLBqoeKWdwjcJLvWcR3SV1hqJPUCYt+ssSq3i5jUWFuFeettF6GOkmdNq9m1lmGDmulDHPSLBjqJK28aWrdZlFTZ5jbbtWnX5oFQ52kVuuFq7bU9PjYKknz4i1NpCXwqsvZW3RImua72hI8JbWToU5aAg/qszPOvBznM4sI2oOCp/ddkzQLNr9K0pIZ8iXNgjV1kjphvbVdqxysrCWUusFQp4WIiN0i4oKI+EJEXBIRryjd946IcyPiK+X/XpVhTo2IrRFxWUQcu7zSqw1GnVM3bb828lFa0moy1GlRbgcenVJ6EHA4cFxEPBQ4BTgvpXQIcF55T0QcCpwIHAYcB5wWERuWUnJ1VjUINiEAzTKITXLhSNdCrbSqDHVaiJTdWt7uXP4ScDxwZul+JnBCeX08cFZK6faU0uXAVuDIBRZZK6Beo7XsYDerK3gNadJqMtRpYSJiQ0R8HrgOODel9Blgv5TSNQDl/77l4wcCV1UG31a61cf5nIi4KCIumm/p1QVNCDsJm0dHcb5I0zHUaWFSSnemlA4HNgJHRsQDhnx80J0f6uM8PaV0RErpiFmVU90WA14vgmFlPE0I31IbGeq0cCmlm4DzyefKXRsR+wOU/9eVj20DNlUG2whcPfV3TjugOs2bAUvqEkOdFiIi7h0Re5bXuwOPBf4TOBvYXD62GXh/eX02cGJE7BoRBwOHABcsttTqokEBfxFPpKjXEo77fTbXShqHNx/WouwPnFmuYL0LsCWldE5EfBrYEhHPBq4EngKQUrokIrYAXwbuAE5OKd057ZdbE6Nx9Z4lOy+jxm1wkzStSMldiLohIgauzOs5UNtE1z2j9nrLWtbj7I1dD+fmYs/NVdtZU6eVMW44m+fPnFnXAs27VmlVLWK++nNa0qx5Tp1WxizPmZr2gFz9/lkd1A0H7TOL9WceXJekdrOmTithFgfD+gGvCbVky/5+jW+aZvz60y7msc41cb2WNB1DnVTTpMdGaT6C0ct3XuFmmvP5lnnhhqT2sPlVWof1BL9xgoXmZ9FhZtj3BbM9PWDWXE+ldrCmThrA0NUt1WW5yGVbr/FbVHCbxVXbNsVK7WKok7Sy5nHhyrDvmGdAqoe4WX6XwU5qB5tfpSE8mLVDqv1Vu/cMepjwImtj5/Fdo6ZxPdZbyydpsQx10gCLOODbxDudeoirh49Jgl39M+N0n0R1PZrHj4R51MzNQtPKI60Cm1+limEHcQ9SyzPsea2TDLPoAD3N9/VCquezSZqUoU4rb9mPjPLAPdi4tx3p97lRtaD14DRoHOsx6fCp9l+SJmGo00qyRq65htXKpT6vxx1nv2bKfoFukct/WVfGSuomQ506b9waGGtHlmva+T/ucMOeyrCs5/Ea4iTNkqFOnTVpc5oH2MWYVa3YqNq6Uf3mtbxdjyQti6FOnTKomW3R360dDZs/w64OXc95Zi4PSavEW5qoU5Z9ELcJd61xa+WGPSJrkqbyqP1p/VynpfYw1EkN0caDZ/UebItu7q7W7hni5sf5KrWHza+SxjYquI3TBD1JSKh/nwFjfjx9QGo/a+qkGRl2v7OumfSmv5OoP+7LmrjF6F14sqz1dxW2G2nerKmTZmza8NGk0DLoXLj663oImGYa6sM3aT6sIue/1F6GOmmGZnGeWBMOqsMeUzWLELfsm/6qv2UuA5e/tH6GOkkD9bvVyLSPvuo3/LhPhjD8SdJohjqpQaa9iGCeQWc9FzaMGn7cZ7sa5CRpNEOd1EKDbtY7y+bbcccz7J5x6/0Ow5wkjc9QJ7VUv8CzqBA0aY2cJGn+vKWJ1ELLCFDVW41Um0RX6VYuktRk1tRJLbeoK2YH1Qwa5pZv2LNzJa0Oa+qkFmvCLVC8OfB8DQvNBmpJVYY6qcUMUqthnPDmuiDJUCc1wCJqXKzVaadeLWj96R2p9l+SDHVSAyzqnDgDQHsNa+K2lk4SGOokqZVGncdogJdWj6FOWqBlN7Nao9Nu9WXrspZU5S1NpAVa1q1H1C3Wwknqx5o6SVqn+kUM8/qOQYF90u83FErdZKiTWqr6hAct16zu0zdoeda7DQt343zHuJ+V1C6GOqml6o/pUvsNun3JJKHRsCatLkOd1CLj1tionaqP++oX7qqmXfY+AUTqLi+UkBqs/kxPD8Td1gty4y5v1wdJVdbUScWym636fb81KstfLou26stb0vSsqZOKRR1MBzWhejDvz/kiSeMx1EkLUD9XSpKkWTPUSQtgkJMkzZvn1EkSq3funqTuMdRJC2RwaDaXj6Q2M9RpYSJiQ0R8LiLOKe/3johzI+Ir5f9elc+eGhFbI+KyiDh2eaWeLZthm8vzHSW1naFOi/Rc4NLK+1OA81JKhwDnlfdExKHAicBhwHHAaRGxYcFllQayRk9SExnqtBARsRF4EvCWSufjgTPL6zOBEyrdz0op3Z5SuhzYChy5qLJK4zDYSWoaQ50W5Y3Ai4H/qXTbL6V0DUD5v2/pfiBwVeVz20o3aeUZJiUNYqjT3EXEk4HrUkoXjztIn259j2UR8ZyIuCgiLpq6gNKEPP9OUhN5nzotwtHAz0XEE4HdgD0i4h3AtRGxf0rpmojYH7iufH4bsKky/Ebg6n4jTimdDpwOEBFWYmio6nNV26jt5Zc0X9bUae5SSqemlDamlA4iXwDxkZTS04Gzgc3lY5uB95fXZwMnRsSuEXEwcAhwwYKLrQ4yEEnqMmvqtEyvA7ZExLOBK4GnAKSULomILcCXgTuAk1NKdy6vmNLyWUsnaZRIyRYrdYPNr5MxJLSLy2vuLk4pHbHsQkjrYfOrJLWAgU7SKIY6aUUF3h5DkrrEUCdJktQBhjpJkqQOMNRJLZSYTdOp52lJUncY6qQWmmUY87w6SeoGQ53UYgay9mjSsmpSWSTNjqFOaimfP7qjpoeVJpTP+91J3eUTJSR1RpPDSpPLJqkbrKmTVpxhY3VYSyd1m6FOUiOaBTVfLmOp+2x+lQSsPehbm9NNLlep26ypk1Zcr0nOA363uXyl7rOmTpqjfk1eyzi4jjqXynOtJKn9rKmTZiwxuyc+zMIk5eh6sGvKMpGkeTDUSTPWtGA0qjy9/qn2vovaOm2GUUnjMNRJc9DE8DAsGPTOqTM8aBW53qsrDHXSgi3yAFJtBh4naDYxjLbdLJa3y2W+nL/qCi+UkOakCTVfHqyWz2UgaVGsqZPmKAa8XnbYk9bLdVhqHkOdNEce+BYv1V67DCStCptfpQUxXMxfqv2vd7cpdDa8r6HUTNbUSXPkgW+x6k/G8EkZ6+MPEaldDHXSknjAnJ9+Yc5wN7lB88x5KTWToU5qCUPg9Awh7eF6Lk3PUCfN2awChcFEq8D1XJqeoU5aMA9a0o6soZPWz1AnLVj9lhuS5svtTKvCUCctgLVz0nDz2kYMdFol3qdOktRZ/qDSKrGmTloAawuk9XEbkkYz1ElzMMnjqTxYSaNZ4yaNZqiT5sAD0PwZhiVpLUOdNCeTBDsfPD85g7MkreWFEtKM1EPZpKHDkKJVkHBdl+bFUCdNaVTN2rCDlwc1rSrXfWl+DHXShKZpJvVAJjWDNYXqMkOdNITnuUndYqBTlxnqpIpZhzhrBVZbb31yHWgml4+6xqtftdJS7W9SgQcEjWaNb/NUf3C5fNQV1tRppbjz1qK4rjVXNdD5o0xdYqhTp633wDrql7wHbo2yqqGhyaceNLVc0noZ6tQp1XNkZhXoljW81mpySKgz7O+4DbZl2UltZqhTZzyk8noWB1VvXdIsTZi3k55Y34QyL1Mv2DVlPnhhhLrOUKeVUd2RzyL0eWBYLZOsM64b2zVtXjStPNIsGeqkMXkwWG0u/9lYVpOsTeJaBYY6rRxrXKTlmcX5rtN+r9R1hjp1xsUMP2CMcyBxx69FatL5Zou0itMsLYKhTivPA4wkqQsMdeqSW4HLOhrS9gGuX3Yh5mClp6ul62pXl9l9l10Aab0MdeqSy1JKRyy7EPMQERd1cdqcrvbp8rRJbeezXyVJkjrAUCdJktQBhjp1yenLLsAcdXXanK726fK0Sa0WKXlLRkmSpLazpk6SJKkDDHXqhIg4LiIui4itEXHKsssziYh4W0RcFxH/Uem2d0ScGxFfKf/3qvQ7tUznZRFx7HJKPVpEbIqIj0bEpRFxSUQ8t3TvwrTtFhEXRMQXyrS9onRv/bQBRMSGiPhcRJxT3ndiuqSuM9Sp9SJiA/BXwBOAQ4GTIuLQ5ZZqImcAx9W6nQKcl1I6BDivvKdM14nAYWWY08r0N9EdwAtTSvcHHgqcXMrfhWm7HXh0SulBwOHAcRHxULoxbQDPBS6tvO/KdEmdZqhTFxwJbE0p/XdK6fvAWcDxSy7T2FJKHwNuqHU+HjizvD4TOKHS/ayU0u0ppcuBreTpb5yU0jUppc+W17eQQ8KBdGPaUkrp1vJ25/KX6MC0RcRG4EnAWyqdWz9d0iow1KkLDgSuqrzfVrq12X4ppWsghyNg39K9ldMaEQcBDwY+Q0emrTRRfh64Djg3pdSVaXsj8GLgfyrdujBdUucZ6tQF/Z621NXLuls3rRFxd+AfgOellG4e9tE+3Ro7bSmlO1NKhwMbgSMj4gFDPt6KaYuIJwPXpZQuHneQPt0aN13SqjDUqQu2AZsq7zcCVy+pLLNybUTsD1D+X1e6t2paI2JncqB7Z0rpfaVzJ6atJ6V0E3A++Zyytk/b0cDPRcQV5NMYHh0R76D90yWtBEOduuBC4JCIODgidiGfuH32ksu0XmcDm8vrzcD7K91PjIhdI+Jg4BDggiWUb6SICOCtwKUppT+p9OrCtN07IvYsr3cHHgv8Jy2ftpTSqSmljSmlg8jb0UdSSk+n5dMlrYqdll0Aab1SSndExO8AHwQ2AG9LKV2y5GKNLSLeDTwK2CcitgEvA14HbImIZwNXAk8BSCldEhFbgC+Try49OaV051IKPtrRwDOAL5VzzwBeQjembX/gzHKl512ALSmlcyLi07R/2vrpwjKTOs8nSkiSJHWAza+SJEkdYKiTJEnqAEOdJElSBxjqJEmSOsBQJ0mS1AGGOkmSpA4w1EmSJHWAoU6SJKkD/j/2cQ4XVWcbmQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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IABdFhuMQGMvLnfbl7R+wTQwcDGCjqn5OVX+hqhthrMhPW5xcUr4uB7C9iKzx7uWX3UZExvlZMJaDC6suh23lvuqZuqRkXxX/CuBpgfr52TCWoX+3/z8C4CgRWQ3gt7BNIF1jj9vDKce7qqrbNeOH7Y1222NsHXYimj3jr4ZJ4yPtdZ5kt4sN10pxRvo5lD3Hd8L0GCx4cOAYNz7PhxHGx8BYjfZ3wnAjjEW76F7rYdwujgbwU1X9WsFxsfW4T536oOrZKCbClHUVirtflnTtADgcJoOOhEnE+wF4Bszb0g4wzl8vh6lwnoVtbzTA0i62FTB9hG/BtpELC5PsWhsm1yx9tnOdo2FMtIfCmPr+Fk6XXCDMW8+t+7HX/waM38ajYATnA2Ea9raj2N4H44d1fxhB831Yp0iYN5gHOx+F6atfdH2eiQLzIcxb6e0w3Xg7AHiTzYeF2fcimG44sXHaWJF+X4Zj1oTp5vlHP0/t/2XdDvb8E2Pu3TAdF6PYXm7z62UoH8V2FowT8+42DFuwdBTbl2DeIneEeYu9AbY7CcBTYKxxTwpcdzeYrqmdbDq8AKbCeqSXtkcVhKuwnNrr7QRTOb9/cY+CY58D271my8JdMCN87m/j+gobt/vDdoXaPP0qzOinPWyeBQdX2G2vhGkk97P/HwTguJb5+CAYR9Bn2/j9FQpGrcA8HyfAWCZX2HS/cxEGe/7Btpw9xIb1L53zXwxgT/v7QJiK9K3O/sfCWBZ2hbHmfsW7/04w9ZbCNHJu9+MXYPy+drafdYvzYSr4O2w5Woxc3YRtXeuF5cvuPwfGp+Z+AB4PZ6SODe8mmC7n7e3+22GdWmHqrp1gxNiP7O8dYuNsj/kXGEuQv/23bV5sB2Oxuh1OOUf5M/VIGCv/MTYvXwljtVgMBDkbBd3K9nrfgvF92d+G/1gYK9gfe8d+Bqa782Jv+ydg2pBdbfgfBuDJdt+LsNzd41wYAbsCptfiK1haB16FOCftN9kw7QTj3/NxW562t/s/BSPkdrfxepLdfgRMd+jRNryrnDz+oD3nPjBt9Y1Y3sW2vROGl8I4e+8KU6bWwan/YfzpLoCxJq+AcY3Z0Tn/chiB+9o2z37b+qDq2Si9T0RAtmZoYN+SxtJuWwsjGhYjkT4C4P523+EwDt6LUWwfRvEotofAOHUvRgMsRhXsYAvHzbB+GFg+iu0PYB6im7Hc+78zgWTPfwBMhXENTOX2AwBvBfDAlgVgV5upt9trvxYFo+0CcXo3jCWv6NovghGri1Fs1wJ4ot33JBgxdgfMcPc/x3ACqfTeLdLysTC+TnfBVJiPdfa9AM4IHZhK9T0wI0CWDQeGqXA+a8P4QwC/7+z7AozfyB3O5zPOA/0Nm5+3wLy9PtU5d7XdFyw3ZeUUpqJV73NmwbFvsvm9KKunOPsOhqnwfgLTDX2a3b4TgL+DeZ632N+LYdhL8thu2w6mO2ajjdMP4AiQFvl4jC0fd8GIGrccneGl9RdtOt8G4LtwfHlgxOolMKLpxzDCcoWz/7027++Eqf/ejKUi50MwFeytMHXYnoHnccnH2XcAgH+GefZutmVpjbP/uTCWrEWX318B2K6qfNn9K2HqzDthnu/ne+E6CGaU6J0Avgfgt5x9RwXCfWGNOK+yYVvmCwnzLN9q8+I7AE6Ifabs/mfBiLvbbL67I6kuQIGflpMm77T5eReM2F02khTGKqZYLpweAGPZ3mzjcPEi/AgLpINg6po7YMTFq9FMIO1j43oHjND4fSwVSCthrDTXwzyvH3PO/S2Y8n27Tbdj7faHAvi6veanYJ7jMoG0C4xAvB1GNL8QSwXSzjBt37XYNsrN9df6E1T4NQ1RH8Q8G0UfsSeTCSEi34Z5A7sp4thdYBqSNap6Ze+BI0FE5ESYiv/0scNCSA6IGRn9HZjurJ+PHR6yFBF5IcwL2BMqD04UCqQZIiK/AfPmJTCjzo4E8MvKwkAIIaQlInJfmPmg1qnq+8YOT1O4WO08OQ7bJv1bA2MybiSORGStiGwUs2xD0ZwVhBBCZoCIHAvjB3w9tjm8ZwktSKQxdsjp5TBzh2zGtll/vzdqwAghhJCW0IJE2nAEgE2q+kM1c5ScA2OdIoQQQrKGAom0YRWWTpS2GUsn5CSEEEKyJDQRIyGxhCZAW9ZnKyKnwKzRBZi1e6JZHLyhXrga4wauz3uGEqHJ/WLTxz9u6HRtylD5Ebpf1/eMicthHd+zCWVhCO0bOMw3quqDhrsdmTP0QSKNEbOY5pmqeqz9fzoAqOobS86pXeAWJww15bQbwL7uOUacBp2yuyOGyIuh6DIPFtfqqxzFhnXocgxgg6oePtztyJxhFxtpwzcArBGRA+ycJCcAOK+PG01JHC2u3eT6TV9nchcXuYcfaBeHxcyN/rYxcGeSBKaRN4SEYBcbaYyq3iMiLwPwOZip5t+jqrFrY0UzNXHUhMUbfWrh6pMxBMDYZSB0/1A6DBE214rkh2FO5ZDMF3axkUFp0sU2JGM3kFOmrsVhjLwY2yrid22NKUzGEmYVsIuNDAa72EgWDK2qmjYEoa4QsjRN6qbRkI3yUFa6ovj79/b/10m3tmVRvE+TMBCSMxRIJAuGbiTbnstGhJRRVMZ8IekfW8f6thA2XZRF9b4JmQP0QSLZMMRIrLaOtP7/kAUggW6KUvroZmpyra4a9xyp6lorK0f+vi7ycZEXqZddQrqEFiQyKIdhOiOx1PtMgZAFo8trl11zKmkYQ1VcXUtkKN3KnoW+npPUnj9C+oYCiQzKBkynom3jp5Q6ffjihK7pC4Ac0qYuvsApi2tZF+0U04aQlKFAIqNQ1+qSkpWmTVhSH6o/dPjqTEY4BrH3LjquqXN62zyYonWTkKGhDxIZhZRFQhW+f0fXQ7Hp67GcIdIkdI+ye1b5nMWOVGtKkY9bX/cjZG5QIJEsGHNemrL7j73Uw5QIxdcVoH2lSRtrYJ3ZrduOjmwixOdWhgjpEnaxkWwZwn9ljC6x1Lvh6nTdxByTUnzrlqGqcIfmEWp67SaCiN1rhDSHFiSSLU0akKawoakmtIBqKsKnD/zlX/qeHiHWgsYh+YR0AwUSISX07UeSI1XdXn2MfutToPqirs11+mTOZY6QMWAXGyElhBp/NlTV/kIpEeoODPnzNMnXOj5IQzKlMppKmpL5QQsSIRVMqbHpA9eKlOIkhUM72JPuoDgiY0KBRAjJgi79arqYisG9DsVWP6RqlSTzgF1shJBG5LLCe5dhK5oVu2yWcNIOik4yFhRIZFLE+JukRurhy50uZ6Ue8r6EkHFhFxuZJEP4xbTFt0QMFc6+h6P3xdDD14tmpY4Nw1SG2nc9UzwhuUCBRLLGb+xzrLzHCLPrOzPG0Pay+5YJuLHy119epu45qVOUH0W+VoTMAQokkjU5NUI+Q4Y9x/mcxnZ8TjlthmLIyVgJSQ0KJEJmyJzFR9MFXcdOsz6ZYpwIaQudtAmZAe4oK395DHabVMM0ImR+0IJEyMQpGorui6RU1vCqCscYflNjpwkhZHhoQSJJ0OYNnW/35VQto5Hi8ilV4R0yz1m+CJknFEgkCdpaBKoasak1cn10jeWURkMKukX5yil9CCHtoUAik6BqGHJqFpKmFM3k3NU1c0qnIQVL1+lCsUVI+lAgkUkx9bf9siUt6sY5p1nHm44865Iuu/bGmFco1bwlJFXopE0mR05WkFhCE2K6DV6diR9zsrKNNdt4EV3ff+j4pJCGhOQCBRIhGVF32YcULC9dkWu4U6GNBSwkxgmZOhRIhPREl41KkcWo6Dh/6ZWiFehTJ1YA5hCXFBhjWRlCcoUCiZCe6HpeoTZrgLkCa0oN3ZTikjJF67Qx/cmUoZM2IT2h3ncKTLVBSymNCSHTgAKJkEjqjhTzu7mqrtv3XE45rcg+5ZGIU2GqYpuQBRRIhFTQprGu60Rddp8uGqQUrVoh6s7uzcaaENI1FEiERNLlkhxFoqvvhr6v66dg8Rn7/oSQaUGBREgFTYVRUYOdQkNOiwshhJRDgURITxTNeF20H97+voRUG3Hkhy+lZUqGXsSWEDJtKJAI6ZGybrQyC1NqDX0oTCEB2MV9CCEkBSiQCOkRX0TkaOWociT3uyDbxK9pV2YqVixCyHSgQCKEdIIr/oYSgYvJCimMCCFdQ4FESId0IQxyaOxdi03sPE59kENaEULyhAKJkJpo4LOgrMGuasxdS0hKDX9MuBffbhxy60rsA6ZBNUwjkipci42QGsQM3S8SFHUngUxJJFUR8rUamxTWChv7/oSQ5tCCREgNQkIgxgfG7ZJKzUoUcsKuOyVBqowRxhRHIabIIp1SeQ4I8aFAIpMghQapTCj5+1ITSTlTlPdjpW2oHKRQPpsSCntXvnYs/yRlKJBI1nT5th57nbYVe2gyyDGtDq7PUMhqVBauVBr+scKYSvy7xrci1vG1I2QqUCCRbBm7cWraSLjCIxVLg9/4VVm7YrsWh6CNY/wQjF1OCSHNoEAiWxGR94jIDSLyH862lSJyvohcYb93d/adLiKbRGSjiBw7TqibNdRjW0XcN/O+/JLqWqVi0jEVUeQT6wM29H0Xx6SYZmXkGGZCuoYCibicDWCtt+00ABeo6hoAF9j/EJEDAZwA4CB7zjoRWTFcUNsvIut3IbjXHYOu7xs73H7qjrKxcaNz9XJSHFRAyFBQIJGtqOqXANzsbT4OwHr7ez2A453t56jq3ap6JYBNAI4YJKAtKerWcic99Pf1HYauKAp73SkGiq6ZK3XSewrxbUKZQCxLPwpLMlUokEgVe6nqFgCw33va7asAXOMct9luywbxPi5DVPp9dmOE1ktrGp+pWA6q8rSuiJqaKOjCp46QKcGJIklToqfGEZFTAJzSb3DqUTYcP0dcX6ai7kJBcXfaVLvZQovYxsS16pgpphUhZCm0IJEqrheRvQHAft9gt28GsK9z3GoA14UuoKrvUtXDVfXwXkPagCm89YZ8qupap6ba4NeN11TToQ5Nngl2YZIpQoFEqjgPwEn290kAPuFsP0FEdhSRAwCsAXDRCOEjDlXCaI4CoE33IiFkvrCLjWxFRD4E4CgAe4jIZgB/BuAsAOeKyMkArgbwHABQ1UtF5FwA3wNwD4BTVfXeUQLegqkIhqnEow/8braqJS4k4pi24Uk1v/y41wlrbDdmqnEnxEdU+W5FhkNEWODI4PgjFRe/Y47vKzypCoUu4t5j/Dak2FVPpgm72MigHNbTddX7kPng531ZGag79UHMdaq29zltRB/lvQthk6r4I6QOFEhkUDb0cM2yZTKmAAVfMaHpDOqUgToiKUaAh+5btGxLm3x1u8GGmiqi7XGE5AYFEsmapqO2cqGp9WEOlrQ2wrirsjJWGqdU3lMJByFdQydtkj1TqaC79nuZSroU0UQQub4xdYemh/yXQvNOhaxaoWulzBAj/3JIBzJvaEEiyVHH+jHFCtbvymnaLTNlC9JQs4L7x4csN/7orbJjy45PkT7DN8Vnl0wLWpBIksyx8ixrOOv6m0x97p8xykfXQ9fnWMYJyQkKJDI6oSHYc6fMSgEULydSds7c6KoLZ67lsmoahLmXLzJ92MVGkqHLRiiVIf99hSElJ90haJKOfU3ySOZV9sh8oUAiSVC0gGqdhjHk/zFmRe6+Zfcl2KbeUHU1aWHbdJ96OhNClkOBREbFH1XkzxmTY8NUNTSfVog4qkaDNblGFzD/CJkHFEhkVFz/jiJrQZO1oMYixjcjhXDmQBcCuc6Q/irhUzcsFFKE5A0FEhmdqQmGsoVOcxriPQX8WbDLqDsvkvvd1fUIIelAgUSSIVWhVKeRLaPIMsbGsXv8eaQWn6q0rruUSNsy2/eiuISQ5lAgEVJAaKLGOt1nXS+DkpKQ8v2sUhgxuKAs3bsUIl3Edw7CKJVyQUhdKJAI8ejqrT5WGMXOs5NCY+oKoS6cqPugjSCNserNcfqAlAQwIUNBgUSIR2hSxqLRaKHtU51VuWpE3lQa0bF8h1JOu666EgnJCQokQiqIWVOrzr6pMEdLyoKu457rlBaETBkKJEIsuTTOQ6CBj0uRYGzayJd13Y1BTLdn1072KcS7iiZhpPAjucK12Mjk6KZctVcAACAASURBVGtkUNH6Z1Nal6qoy7AsTacS97FJPR3nuiYdmS+0IJFBOazn63c5DL/sur5gyL3haDpPUFeNeqrioOvJI6cArUhkLlAgkUnR9RpsZcJh6nPYuOk41TiWMYaz9lQc3QmZAhRIZFA2jHz/ug1QUSMZWjcuV0KL/JYdMwRD+CPFzN9UxxdpDswproRQIJHJ08dEhlN40w/FIeQsPVQ8ixrf3NO5DrmMZovNkznlHZkeFEhk0rStoEPLVbiNWGqzSBcREkKx0xRMxc9qQZEwLKLLyT4JIflAgUQmSUjYhPZXnb+4Rohc3vSL1pIrGrEW8jsa07Ix1n2bCJ6+uwRToE5+5PCMEFIEBRKZLKG5e0ILl1bNhl1mIeraKbwrYpzLXVKNQ5t5lULbykRGHdEcYmqWtirmEk8yXyiQyOSIHV1Wp1skNfFQRhdO6LlT12IYC0UBIfOBAolMDt8aEmMBQsExKVpWyiiymoVIcQh/ymGJ9UUC+hFSKfk5lY12TCWMhLSFAolMnqqGbVGpd7FMxpjUsYZ12XU1N8ZOg7HvX0ZuLxSElEGBRCZPzIitNpV6yo2CK96ahNMXf6nGs4xY8dv1MX0JmRzzYEHK4o4QHwokMkumUlFXCaA2jelYM4V37fhe1JXYRdpU3bNLci+zU1qzkMwDCiSSJXXmHwr5buRaUceOtGojBtpYnFLHF199jEKsmkqh6fVyzI/crY9k3lAgkWxoMynjFCrnmJmt3SkMmjphp5JWqVpMYrrQFunfRVqmkh9NyDnshFAgkayZcgWcyyzdfZFy3saEba751hVMPzI2248dAEKakHLj2SWutSI0uWXOs3znTlnax+bT3CnzS2KakbGhBYlkQc5+GE0JxbNoKRBCxmIIKyetSWQMKJBIFkxVGMUsmlq1FMoYsMEqp2hZmynStixOOW1I3rCLjZARKBvp5HenpQqHbQ9L6t11fZaHVONMpg0tSIQMTN210lJuHFIXcSnB9eCWM7cFfkleUCCR0Zhrpeh3v5QdF/qdAqmFpy+6Gkk4dSEw1ZnoybyhQCKDchiWNjhTH8Zet4HNqbHIKaxNqDvJYdezaxctPJxymk/5WSbzgz5IZFA2lOybkk9LrLO1S8pxn1LeVNH37M9uWpbdq+jeqfsiETIVKJDI4PgVu29RCh2TI24cisTRFOI5Jfoufwvne3embbfsl903detMk4EFcxLeJD/YxUYGZdHF5uL75EylwiwTRbnFMzasuXeZtsmXNudV3TentQTrDkIgJFVoQSKDM4dKsWqW5RTSoGtrSWzDmEr8xyLW0pKTKCJkitCCRLYiIvuKyBdE5DIRuVREXm63rxSR80XkCvu9u3PO6SKySUQ2isixVfco80HKBQ18yo4D0p4Buw+LT1maEMNUHfcJmQoUSMTlHgCvVtVHA3gcgFNF5EAApwG4QFXXALjA/ofddwKAgwCsBbBORFaU3eCwHgM/BFWNmi+aUm4wug5bzPVyauz7hGlFSPpQIJGtqOoWVf2W/X07gMsArAJwHID19rD1AI63v48DcI6q3q2qVwLYBOCIYUOdJmzcaC2KYYppVNSFOMW4kmlDgUSCiMj+AB4L4OsA9lLVLYARUQD2tIetAnCNc9pmu62QnLvYipzL3X25CaPcwjslppzuRQstE5ITdNImyxCRXQB8FMArVPU2kcKqLbRj2YuiiJwC4JTuQtg/sXMW8a14KW3XkJu7AzchJB1oQSJLEJH7wIijD6rqx+zm60Vkb7t/bwA32O2bAezrnL4awHX+NVX1Xap6uKoeXnX/rpZ2aIM/eV9oyQ9/Lhs26u1JVWyGnPK7Cuvcyk2qeUxICAokshUxpqJ3A7hMVd/q7DoPwEn290kAPuFsP0FEdhSRAwCsAXBRqzBgeMFR1PD5wki833Nr3GJpmj65WOXqxi3GsX8ulM0OPqd0IHnALjbi8ngAvwvguyLybbvtDABnAThXRE4GcDWA5wCAql4qIucC+B7MCLhTVfXe4YPdjDrz9iwI+RyRbkklTYeahyiV+A6J35U6xzQg6SOq1O1kOEQkmQJXNyD+0iFlb8NTqPDnKgJ9Qdx2bbaplIdE2BDTVU9IF7CLjcySOtaBUJdKVYPXlwpU73cyanNClHURMr0JmQ/sYiOTx3+DX/z3xcaCtm/7fVoLhuyWmKvVw7ecxayRViWw50ob6xktb2RsaEEik6bsjZ+VLwlRZ2HemG1zp+20D0xTMhYUSGR2LKxHOVa8uYZ7SrhTPPhQdC+F6UFyhgKJTIKqt3l1vnMfds1Gp3/K/I8W/kkxC/KmXpaGokk6pLq4M5kP9EEis6FsdJK7PWVSD98UqRI8IQf+LoWRK8yK/OkIId1DCxLJnqLGqM6K6WxkSBExIxbLBFFbH5yy6+RQbtuEMYf4kelCgUSypqybo2xWbH9b6D8hMTSdG6nJMTmXUXY3ktygQCJZExI7Rf5ItBSRphSVmzKxXVUm694/57Kbc9jJfKEPEskO3yfD3QZn32I7K2fSBW19i3wn75j7EULGgxYkkgVul5m/cKyL3/iwkRmOpn44oYWCU6Ws7JUdX7ccjpEWOaQ/IUNCgUSSos5w/QV0tB6fmGkU/GNyEUUhYlelL5uhPbXpJoaYmT3X/CbzhAKJJEFZY0nh0y9DNFpul2cZuTSgsUK+6UCAOQr+XPKezAf6IJHRadI1M7fGow/8Br3v4dhTsiBUxZc+RvVhepDUoAWJjILvU4TAb585vlXH0LariunanjoO2G5+DSEYUxKlZV2TReTcFUvyhhYkkgQxI9Lg7GeDvo2maZFSGvr5n1LYYqgTXn+EZV/xzUlU5JbfZB7QgkQG5TD7XfSmHXK+9mFlOj1yasz7YO7xL4LpQsaEAokkh7sYKCvI9PB9l+rk0RzFbVX6xDqwV92jaHTgFNJ8CnEg+UGBRAYnNNwbCK+SzooxLYb0nZkSVVMftCXmOUktz+h3RFKHAomMjvsG7fpjUBzVJ4eGJdaReWrETGXRhbN90aCH1J6n2FGNXaQNIU2gkzYZjaZzxOToxDsUY032F8qTsnyaamMX251W9L/omiGRUDXiM2VCayO6TuuEpAAtSGRw2lbeqVf+cyE1oZqC9azOEP86YqnsvNyoM+9ZyhYwMn1oQSKDsmHsAMyAvhtSf2h6Kg1XCuFoK9CKhv2HuqF9y1LRUiZjpkuZ4ClLqxTykhBakAghteFM0cU07Tp2qepKi3GWH3sC0LpikWsqktSgQCLJMXQ3SQpdM10SGg04NHV9cZpcI1VCs2qH/G1ir+MSstql6LsTO2qPooikDAUSSYaxugTmUkG3EYJNrAFNzpsKbZbMiV3nLZUyWyTkuGwQyR0KJJIMU6kwU7JIxcxMHsNU8qZvQpaiNvN61bHExViRuiqXvtN40chGF1qLSG7QSZuQDklFGC0YuzEa+/5j0sYiWrfLbIgRhVX3qJrjqe29u7oWIbFQIBHSEanNAD52GKrSI9biMXY8mjJWuMvSrGmYykbWdXkf/55dXo+QulAgEUJ6hY1bMxYCsmrCTfe4smOqKLLS1FkmhcKITAkKJEI6gpX5Uqoa9b7I2eoU8hlr6iBf9D/mvKp5lfxwtU1viiKSInTSJoQMTl3/mjrk2MCGFm3295edW+f4qnAswhBzTFuna9dCRgdukhoUSISQ0eirQUzNWb6KMoHQh5N3zKiz0P27FjEURSRlKJAIIYPSd6MYM8t03yiWWoXc7W2u6eNPRhl7jyIhVubcTSFD5gYFEsmK3CwDpJopzqodsgi1mfE6Vvz4gqnJvboWmLnlHSEL6KRNsoJvsaSK1JbdWDCXslu2QC0hOUGBRAgZjJxHmHVFm9nMq4b9L+hikso2s37PPY/JNKBAIiQAG/LuGdKqk2retS1XqVnHaC0iU4YCiWQL59PJiy7myqlzjRSXpxgqLG0tTLHnxxxLSK5QIJFsYcVMhqKrWaO7EN1dlPs6s3T727oMByEpw1FshJSQUnfGVBgqTbtqwLtcUiOlLrKqoftlUwFQHJE5QIFEiAffkrunaF6gBUPMi1TneH9m68V3aOh+3fuzTBGSBxRIhKC6AW/71l927bnRdmmKuvdqY+3xf3chdlgOCMkD+iCRWVJmyQj5XjRtZNkYGkK+LClbUsp8b+qGvU5ZStGxnJC5QgsSmQ2hbpPQMe436Yeu1hzrg6qFX/sMZ53lQggh/UILEpk07tt+Kg3wnMnRQtJHWN1yWWSR8o/pMzyEkOXQgkS2IiI7ichFIvIdEblURF5nt68UkfNF5Ar7vbtzzukisklENorIseOFPow7aijWD4gNUH90MQIqZ+uK31VXtgAty+FScs53kicUSMTlbgBPUdVDABwKYK2IPA7AaQAuUNU1AC6w/yEiBwI4AcBBANYCWCciK0YJeQR1fEH6aJzY4FWTQxp14XDvj4wL3YMsJYeyQaYFBRLZihrusH/vYz8K4DgA6+329QCOt7+PA3COqt6tqlcC2ATgiAGDHEVRV0bViLUuGylW7tOh65FxVce1vWeOUCCSFKBAIksQkRUi8m0ANwA4X1W/DmAvVd0CAPZ7T3v4KgDXOKdvttv8a54iIt8UkW92GdaqofnLwlHz2l0wt4ZtCmjgM8S9YogpS6Hw9xGHPq/NZ4akAAUSWYKq3quqhwJYDeAIETm45PCo3gFVfZeqHq6qhzcOl/d7YQ1q+zbvf/qGb8bVxORFzukYEhY5lr2unxvOFUZSgwKJBFHVWwBcCONbdL2I7A0A9vsGe9hmAPs6p60GcF3je5Z8fPyusq4tPn0JJr4ZxzFEQ+mXm6YThcaUvy66bbtIk5RESCrhIKQICiSyFRF5kIjsZn/vDOAYAN8HcB6Ak+xhJwH4hP19HoATRGRHETkAwBoAFzW5t/82HRIqfmOWCyk1SrnTl8Asmn6gjlguEvSuOIoNf2jkZWwYQpQJ/zHKph8/1yJMSCpwHiTisjeA9XYk2nYAzlXVT4rI1wCcKyInA7gawHMAQFUvFZFzAXwPwD0ATlXVe2NvVlTxxzYkdefUSX32ZlJN147zIUHTRog0CUPRtbsaKRfD0N19/qK9RaKNzysZE1Hluy0ZDhFRIFw5xs5RVHZcmdgaSyCxsq9PH473VfeLmbixDnXXbyuz/vRJE4HY5b1r3m9DG19GQupACxIZhZjh9nWOc4l9Gw5Vzl2/SfP1oxlVQjj1e8eK8ir/uqEZ2hrrP998iSApQYFERqOqEWryFh/y/yhaaqTKF2PobgcyLl1a+qp8auqWrT6FVFNR1FbQUBCR1KGTNhmUw7Dc8bToMzR9jVqj82l/9OELNITlKodyUdT11mSkX9U9aGklKUILEhmcum/MIctPnQq1yZtqHb+oPpjL2zX9s8Is8t+1RA1VJkLWrypR1CSMY/sGElIFBRIZlA01jxfvd1vBUlUZp1BRz/FtOtR9MzR1y1fXZcUVRUCxBafq/LbE5EOZA3rd7sMUnjlCQlAgkVGoqvyrKs2mFp4cKuMcwtgVbj6Oaa1bhMW3gvQ5sqyLa/eZZjHhS/1lg5A20AeJDMrCB6mpv1FdIdWWoSt5DXxyp2jyxLpxrDs8PpayMtXlNAJ+fN3BA239kZqeXzWCtMg3sCzvQqJ3CuWYzA8KJDIodbvYQjSpdLvomiPNiGlUY+gzD2K6tuoIGS347V7P/92ENsKqi/QsurcfLlqTSI6wi41kge+f4W5ve802DOFgmpsTa5s8GWP+o5CY8dO8qXUm5ZFqsUIvdFzscP9QV2Wq6UGIDwUSGZw6b+Diffv7Y+5R5kuRkvhIbdLABTFp1JWoGdtSV9c6VHROCvnWByGhU3fUGiG5QIFEkqFoUseYRjPGWTTU0MeOsunTWbfsPmO/eRdZVNx9U4CNd5iufP6YviRHKJDIKPgWorrDvIeucGO7FIa4/1j3HVoQdT2SzO+mjbGAtLGYzIW6z0NKVltCyqCTNhkUfxQbsNRK0efIrdhKecxRZGUjh/qiLI5jjqYrG+3VpMuviQVsqDzImbppw7QkuUALEhkUdxRbU8tA3411ldWkK98lXwCMTcpdZl02wqmk95wYu6uYkCbQgkRGwa8w67ypl82HU9TIl1mFquaC6YOyYeBlxy7+dyFmupqnpqs0ajsvUJcjHEk8deaxquo2JSQlaEEigxNjIWrS6FZZDYZwtI4l1renTMA08f1oS9diqKvrl00DMXWLxdjWmSYvNVPPEzINKJBIcnRZeRY1kE0azirH8qaUWcTqnhN7fh36FkVlxKaxa32aq3UiddHhitjUw0oIQIFEEqRqRFudyrWLitgVRotuqbEa4j78s9qkUZ3ulSY0tST6XZhjNshd3r/pVBUpMGfxSvKEAokkR1ED4Hc3NXXczaWSrjPqrs/r171XivMlDS2SirpE0UE4xnLu76orLxdBRwgFEsmGPi0DZZV/kbAau7tgCMfqMRzYp0KoHMU45Mf40o3la9RW7LLMkJygQCJZEZror8k1muzLmS6duf3uz6prj92Yp+S4HJNWMSJpLKb6fBASggKJZEcflXRZo180sWUsfY0yCr3R13Ug78oi0MZPrC9SCEMd+hoEMCZTiAOZL5wHicySOnMPlXWV1HGaHrKhqJorqulcSiH/otCcVn0RG+axZv+uIiZMQ1q+2qRTiulLSJfQgkSIR5E1yf1dxzoTGpE35ND5WMdqX+jEWIWGtg4UTdkQe+zY1PEvGkIoFfkVddV1mmIeEBILBRIhKG4Q2kxcGDq/7wajzlt9SBT5+4ekjlWuqruzTb4NkUdFI/2GFEcLmpb7MX28CBkCCiQyS8osEU0dbJseOzRS8HtsYsMy9ujBJrhlq0iQuHNs5TBnUE7pT0gT6INEiIP7Bt/EV6fo2C59YlJvOEN07RPU1yivLkf7hY6rmjYht7m6CJkytCCRWVHmU6SB7VXXWpyLwO/QPdvihzHkIF00X1NR+IZgrK6iKtqkS5/dYbTOEDI+FEhktjQVM3Xf7rsWR1WCLAVn6qFoE6+QZSf2ekV+REW+RV0wtsglZG5QIJFZ0aZrZohuj7KRb/520h7f4tbE2lcnr4bq/iOEtIc+SGTWhKwIsT4jfdCmm4jUw+1e9f1/ytK0TESVzQNVNYdU6D5V+wkh/UELEiEOZXP/VA2L75s2o+tyG/U1FilYERcwXwkZFwokQiwxjtpdNEZ1u2G6uCcb0W6o47xfZ027pmGhFYmQ/mAXG5klZRM5xg63LuoC8bcVWaUoWuLow9G5zvFdTPPQ5N4xsAwR0h+0IJHZ0mY5hSphVCSS2oij0D3n0EC2jWMoL+pOShmz7ErVUi11783uM0LGhQKJzJ66DVFRQ+jP8NzGYpDT+mKp07YrKjRKrcpRu4yY4fpl96FwImQYKJDILKkriMp8hcocuWPvWSas2Bi2p6s0rBrSn+qEmLnDOaDIGFAgkclT9cZdd22vqu6VomPKwlQ1+eMcqGoEU7GchNZLK+r+bGq5SiGehMwdCiQyeeo2NrH+Qm18gtgAduOXNQZF0z24vkp+nGgVbAfTi4wBBRLJiiGsCHWWi+hqqYu21xqbJl0grnioEqFlEzC6xw7lAB0SPmW+Z134pRFChoUCiWRFXyKiyLek6/tPddmQNo7ETUcSNj1uQRdiu+5cWVPKc0KmDgUSSZoh/U66FkZztBa4/jmL/8ByARrrsE5BQQgZCwokkjRjNJBljXsVdUawNZ1eIGXR0MXM4CnHjxAyHziTNiGWNkuLlAmjpvPlhK6fm3joOrxdWeVyS0dCyPDQgkSIRxuH4z4bXjbqhq66XetO70AImRe0IJEliMgKEblYRD5p/68UkfNF5Ar7vbtz7OkisklENorIseOFujt8X5kU/IhybMT7SreY0Wx1r9d3PqdQhggh9aFAIj4vB3CZ8/80ABeo6hoAF9j/EJEDAZwA4CAAawGsE5EVA4eVJErMMhp9Ukf0dC26QpRNKEkISRMKJLIVEVkN4BkA/tHZfByA9fb3egDHO9vPUdW7VfVKAJsAHDFUWIdkzEYtlwa1TjiHtIaNnX6hiSPHDhMhJA4KJOLyNgCvAfALZ9teqroFAOz3nnb7KgDXOMdtttuyJ7furBToIs1S6dLsgtCs2ij4TwhJEwokAgAQkWcCuEFVN8SeEtgWbN9E5BQR+aaIfLNxAEdk7AZt7PsPgT9/UlsEw3SdEUKmC0exkQWPB/CbIvJ0ADsB2FVEPgDgehHZW1W3iMjeAG6wx28GsK9z/moA14UurKrvAvAuABCRUiNBKg7JKYRhruQ6pcGC3MNPCDHQgkQAAKp6uqquVtX9YZyvP6+qJwI4D8BJ9rCTAHzC/j4PwAkisqOIHABgDYCLBg72YEyl6ydVxPudq7igOCJkOtCCRKo4C8C5InIygKsBPAcAVPVSETkXwPcA3APgVFW9d7xg9gsbPEIImReiyndjMhxVXWxkKal0OZJqaD0ahA2qevjYgSDzgF1shCQOFWUe5Nw1SAhZDgUSIYQQQogHBRIhhJBlDG25pKWUpAYFEiEJwy6b6ZGqENCI30Pcm5BUoEAipCe6nBl66g3IlGbRDuHHLcW4hmb8dteQ6zPM9N8iKUKBRAhJhrGEQ58CwL+uONuHim+d+xQd25eASVEsEgJQIBHSG25DWBf3nKm9WadsTekrLCHrTFX56DIssWXInarAXf6lzzI4tfJNpgMFEiE906QBmEuj0afVps61YwRLU8ry0hcf6n0PhZ9eKYlWQsaCAomQHulS6Eyl0epb/LVJp7F9YfwlV8YOAyFzhgKJEDIaoa6nLklFVMaGY2HJGVKkpNzlSciYcC02QjKiyOE3Z0JdTHXjtRAVqaZPKuGIJbfwEtIHtCARQpKhTRdXmeUjJ6vI0OJECr4JmTu0IBGSIDk16GNSZHFK1ZJUhu8kPWSYKY4IWQ4FEpk1Xc/50qSLqO5oK4qnpYTSOjQiLYXGv0z4SMQxhJDhYBcbmSV9TtLXlzjyj59qI1pXMKaAorsylUqcfCjMydygQCKkQ4Zq3FJtRGMpmu+na+tJn/MbLagjWnPPN0LmBAUSmSVVDVUqb8vifaZCyOelz66lmOU9muZ5KnnTt5N630KzjKmv1UfShAKJzJYUGrUi/5lUGt0p4VuTup45eoz88q1XoXj0ISyGFit8HsgY0EmbzJoyp+ehnGXr3GPKTtp9TBJZ5sBddVwOxE602XW3JdB8zipCcoEWJELIoAzdXVJ1ryk38H13W0457QihQCKkhBStNVNplFxH7T5EU8zcPinmb1dMOW6EDAEFEiFkNEKj2IZq2HPuWnMpS68pxI+QsaBAIqSCFN/Ehw5TV1aelNJyyuIhpXQmJFcokMjs6bKhnHrD1LeoyMWvJaWh7mUjIdveryosUy/vZN5QIBGSIWOJiFRmIA8xZKM9xmjCofJ8kYZd3Y8iiuQKBRIhNSlrhHOwfjTFn9SxyYSLvmWjizmfum7QY1mIpCEFQGrlKyY8qYWZkFg4DxIhNZlLhV+1DEiRMBmj0XRHrNFi0ZyiuY0W+bz4Du0PnUdIztCCRAjqLz0S2wjn7qdRZt1JxV+oiUBrgz97dQpp0CVVIrjps1BG7s8JmSa0IBHSEzkPIx+rsaqz8OtYpBquLigTm7QSkblBgURIJK7gmbLvhdudMoRQanqPnAVoasSIn9C+HAQtIU1hFxshiGuk2QA0o4kAiu3yZLdMN3Q1LUDT/JhiVyXJH1qQyGxh41qPJg2YK2SqLBBl56fWeNJ6ResRmT60IJHZE/v2OgdB5Vtm+nyzj7Xapdj4phimPplD2SfEhwKJzJKmlokpNxShIdxa8Dv2egti09m9f9U8S6mKpylSNKw/tM/dP+XnhUwfCiQyWXyfiNBMy3Ur8Ck3yEXCpK/upKrh+alPLzBVqmYkjxmswHmpyBSgDxKZPG0q6Lk1xF2uDB/TOKaWvmP7FqXk1+Pmn//b/S4iVf8xQmKhQCKToIu31LlX5H286bvTBfgWqhTTO5UwjRkOfymY0O+mxOb92EKVEIBdbCRzupirh10AhqrGsIsh3EVLVYxNCmUgJB6GXIC3a/x8r9O1HbvuHyF9QoFEskKRd6OROiHxUmdyzKqGsMoBewxSCotPV2IyleelbMmSEG38BQlpCwUSSZouBFFq1opcaNI4h6xFRcelYP0LOfGPQVXXU11hETo/leegblxSCTeZH/RBIknRRwPFN880iRFSsdfoijEa47mMpFyI4jrzjtWxXhLSNRRIZFS6Ei8cTtwtXcwTVWfuo5jrFnXPNW08UxoxBowrzvqeDDSF9CWkLuxiI4NyGNLzIWLlvZyUumSA8rCE5m1qWr7GKJMppHWd9KqaI6nqnFjfo7HThBAKJDIJcvfLIO3oyhdpbuXBfQZCs2WH0nVxTmh/7GSfZaTy4kQIu9jIrJhbAzg0XaVvXQtCqPut6nz/nKmJpDppGBJHMenniqQqh3xCcoMWJJIUXVt1ptLYkW348zW1yeMpd+W0HSkYc25s+sdOODk1kUryhhYkkhxNu8ua7CPpEWu9cI/3t9W5T9nac2MKqC7u3WZ0YJ3nMGaWdD6HJDcokMjglFW+sZUyK9tpU9TQhrrQ2iyHUVbe3K63McpbU/+dolnQm8xpVZe2y8nwuSYpQYFEBocTPpIiQgLInw+nC3+WqmuUTSuQKqFw+hNhthUwsfBZJVNAVHN5/MkUEJHbAWwcOxw9sQeAG8cORA8wXvkx1bjtp6oPGjsQZB7QgkSGZqOqHj52IPpARL45xbgxXvkx5bgRMhQcxUYIIYQQ4kGBRAghhBDiQYFEhuZdYwegR6YaN8YrP6YcN0IGgU7ahBBCCCEetCARQgghhHhQIJHBEJG1IrJRRDaJyGljh6cOIvIeEblBRP7D2bZSRM4XkSvs9+7OvtNtPDeKyLHjGIYRfwAAAuJJREFUhLoaEdlXRL4gIpeJyKUi8nK7fQpx20lELhKR79i4vc5uzz5uACAiK0TkYhH5pP0/iXgRkgoUSGQQRGQFgLcDeBqAAwE8T0QOHDdUtTgbwFpv22kALlDVNQAusP9h43UCgIPsOets/FPkHgCvVtVHA3gcgFNt+KcQt7sBPEVVDwFwKIC1IvI4TCNuAPByAJc5/6cSL0KSgAKJDMURADap6g9V9WcAzgFw3MhhikZVvwTgZm/zcQDW29/rARzvbD9HVe9W1SsBbIKJf3Ko6hZV/Zb9fTtMg7sK04ibquod9u997EcxgbiJyGoAzwDwj87m7ONFSEpQIJGhWAXgGuf/ZrstZ/ZS1S2AERoA9rTbs4yriOwP4LEAvo6JxM12Q30bwA0AzlfVqcTtbQBeA+AXzrYpxIuQZKBAIkNRtIbmFMkuriKyC4CPAniFqt5WdmhgW7JxU9V7VfVQAKsBHCEiB5ccnkXcROSZAG5Q1Q2xpwS2JRcvQlKDAokMxWYA+zr/VwO4bqSwdMX1IrI3ANjvG+z2rOIqIveBEUcfVNWP2c2TiNsCVb0FwIUwPji5x+3xAH5TRK6C6ap+ioh8APnHi5CkoEAiQ/ENAGtE5AAR2QHGafS8kcPUlvMAnGR/nwTgE872E0RkRxE5AMAaABeNEL5KREQAvBvAZar6VmfXFOL2IBHZzf7eGcAxAL6PzOOmqqer6mpV3R/mOfq8qp6IzONFSGpwsVoyCKp6j4i8DMDnAKwA8B5VvXTkYEUjIh8CcBSAPURkM4A/A3AWgHNF5GQAVwN4DgCo6qUici6A78GMEjtVVe8dJeDVPB7A7wL4rvXVAYAzMI247Q1gvR2xtR2Ac1X1kyLyNeQftxBTyDNCkoEzaRNCCCGEeLCLjRBCCCHEgwKJEEIIIcSDAokQQgghxIMCiRBCCCHEgwKJEEIIIcSDAokQQgghxIMCiRBCCCHEgwKJEEIIIcTj/wN2upCWe5Rq2gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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EhKipagMLsbSkDYjII2Cskt8tum5R1tGgrEXk9TAdxm+o6u3evp1gRNc5qvom79QDAfyTqm5W1ftU9TQYX5k1Abf187gdTJ2Utd2tUFxnIfvd8jgERoxcLiI3wVjsDrHiYVnA+VX3/S6ArURktbP/QDyQp9jPlMvnYDp/vw99Hkx7X7SdswD8nn1/HQoz+gB7zDVeX/lQVXV/IPvv8PfC+L2uVjOc/1q0e8bfYq/9OHudFzrXqep7y55jwBgw3B8AD/f2+3l5NYwP3qE2DU+z28XeZ2crrIpYb9N8DIzbUWHfbocaq57/Pyi5fpP3wWUAHiEiD3W2uW2wmACz27UocSTFlubFg2EK7VCYAtwOwLNhhle2gTG7ngjz8PwOHvg1AiwdalwGY/Z9m73GcpiZLYCZfXItljoVnuZc55kwptKDbGG9E45puyDNvzy36Z+9/ldhfoX9CoyQ3QXmgXhWm2va624NY+n6JIpNvofBdFACI4y+AGuitvtfAjMM8QiYh2EjgI96dXpcyb3/xl5vJxjLwyVOvayBcap9tK2jP4QZ8niZ3X+cV9ZbDLnBOFk+pajsYYY1z/fOvy/k3h3K+kgYC+gam+fPo2T4GA9YZ060df8K+30bu19sW11j29ly2KELmGGUI+y2rWBmYN0F4NFOnW+CGc7cCmao4g5Y52d7/E0oHibZ2x6/jb3+n8M8Awun7H1RMeyFaqf/re01z4QZwloOYFnJsS8EsJv9fLitr+U2fXfAdEpbwTwji+Hm0wF8AuYdsQ9Mx1LYnuy2d8K0593t973gDI23bAMHwDgwPxXmfXM6vCHl0LK2xyy311HbXpc7+06GmdizouDaO8DMZHx3yb1fBzOTbg+Yd82LbBva0e7fyt77LTA+Msth3x8wVsGfwvhILYd5zr/sXPtlTpmugek43m6//wqMUHywbQ8vhBk6WjhWH4aS9xHMc/Jw5+9EGB+xhztlfxDMM709jP/WlQC2dtr94tr7APgPAB930r0BRtxsZ+vlpzDCHOjwTDnPxSkl+3aB6c8+YvO1HMaydTuA3/eOvRzGLcUdFlwGM9P8L2y5LoOxgP6q3X8KgNO961wE488otk6uREnfhmrn+o0wP2KXwTw/FyKs7z0Gpn9fa9PwKAD72H0XAnirPf9ImB9IhRPn7La/hfH7XA7j+/UJm/5Fe/03mHfOTrYen+ac+2AYh/tLAby4y7Pf9X1gj/+yLa/lAH4bxgK+W+U9AhJxLQKFl912JIwYWcy8+GdYj38YYfYNPDCr8Z/KKgfmYfskHph58Q92+za2Um6FMedu0chgHPCvtsf4syWiCS97/sNgXhbXw5gdr4ZxCN+lwzWfbtN5t73m4u+pdv+fwVgF7rb3fRe8GRcwwxA/tH8fhR0vt+X3y5dPwb23s8ffBjN75a8AXO3sf9Oi7G0+/wMDCK+6e3d80P4MZojzdpgXqes79WkAr3W+Px7mhXkPzCQAd9blvrbe3L9r7b7dYJ6LO2zZfhnArxc88F+C6Uz9GaPXwPxQcdvD+5zzvmXP+zGMj8LBzrlPhXmOty7J//ll5WjryM/TcSXHng4zc/VOmI77aC8NX7FlfD3s7FaYF+vpMO30epiOxZ3V6Auv5TBDLN+z17oCzmywDm3gBTAd6V0wM892dva9L7Ss7TF+eam3716vHl9r962z++/y9u/t5P09MO/V2237c/0TTym49ynO/sNhhO09ts73dfZ9BOYZuMu2lb+DFYwww35fwQNt96tY2jZr30fOsUvqFMAzYATEXbbtfBLGouM+85vt/s0w4SFckbuzPecuW38viPFM2f1Xw3tGvWvvDSP6brXX/yoKfE5hhJ8COMbbvqc9/yYYIfFl2L4WxcLrabb+7oSZOfd/0E54HQDzDrsT5of1qxHQ99p9L7f1dSeM8Hm83X4wzDN/B0z/cRaqhdeeMG3wThhL0h9jqfBahFG62ZbNx73zP2jLvJeIAgh8H9jv+9q83GPLpnZ2udgTyUwQM5PrBDVDQiHH/08Ax6rq0/tNGekLEfkrGB+L99ceTAiBiKwE8M+q+qSx00K2RET+N8wkC3/WfRZQeJEliAnP8AiYX4mrYayL71bVd1SeSAghhPSMmNBI3wDwIlW9oO74FOEi2cRnG5j4PXfA+Dudjfoo3sGIyJFilgDZJCInxbouIYSQaSMifwQznP3pXEUXQIsXGRA7i+m7MMEHN8P4RDxfVS8fNWGEEELIQNDiRYbkEACbVPV7qvpzmBlJR9WcQwghhEwGCi8yJHthaVDAzVgaLJMQQgiZNEmvEk4mR1Gwvy3GukXkeJj1vAATM6YVixO/1vYCCd2nqBCK7ld3XGha/eOGKsuujJXOtSPcc3FfjHTvtgxZVqo6aBBhQkKgjxcZDBF5EkxcoSPs95MBQJ3lkArOadxAFycM9cZ1E9jXPf1CYG9SzNB1PzZN214K5aMD3p/Ci6QIhxrJkHwVwGoR2U9EtgFwLIBzYt9EMC3R5V7bz5sbKbMI/qyaD1ryefG9z7ZQdW0/oiuVEJk7HGokg6Gq99kFaT8Ls7TEh1W17TqHozOU6Cq7R11nN6QATYk55tmlqF1IyfZY1LXNudcJIS4caiRJ02aosYw+fm3HEF9t0pXCkFFqjFUmY1px6h4O3zpatC1W2lMUWxxqJClCixeZJGUdSl+dcxfRNeT9cmJoi2JbUk6bS1E6iyxhbfOTSzkQMjb08SKTpKyTKRt+6yKAunQ4i3Npd15KkY8SKaZNGywTtQsh1rW8+/YpIyRnKLzIZEnt5V+UlpTS14XY+WgjZudscXEtuUU/MNT5rwXb4BwfwzdwznVBSB0UXiRp1qL7cFwq4qauM8pRmA0lbkM78ql2+CG+XG57D62TIR3uCSEGOteTpInpXA8U+36l4KheloYU0lZF6umbAqG+bm5dVNVL2QM1xTqkcz1JETrXkyxoOvuqrONxrQK+b0tfVKW9yJdpqHTFIPX0pUidWO37p3DREKT/mfVKSH9wqJFkQWyfnyHFTRfH5z6OnzJ1AWXHxE9X7KHlWG2aoouQfqHwIpMkl84jhtUjl7zGoEncqj6JJe6KnN5dypzky2ia/zKLMCGkPyi8yKyosziMkYaiWWRT6gBjWqFCyqXvSRWxY6/VrUCwOLerqAohRUshIVODPl5kVgzp1xWyPyd/rrb0vVzN0Lj5aeJ7uDi2zLKFkn3w9oXeM/S4RZqm2v4ISQ0KL0LI5BjCb6+pWKmzavpivCiiPIegCckfDjUSEpkpWXdikVpMtRjEEDapxG6bkkibUhsj04QWL0JGYEod3dSJtZZh2TJITcSXv6QP29FSKLpIDlB4EdIz7ByXkps/UQwfNQqCYZiaPyGZJhRehFj6CCCZk8Domxw6xRBLUhPn9iKKyqGqbOYUaT4GLBeSOvTxIrNFvT9/X1tiLDJcxRjiJRfB1Nf1yhafLjovJHRG0WxW/79736rzCSF5QYsXmSVDBOKM3TkWxf8agtRFFxDf0T1WDKyytRLrBFXOcd1i+cQRMlUovMisyEFE1DFGR1a2xmXb66RIzLSFLlc1NabwfBHSNxRehGTCkB12Tn5FqSzunGLZDI0b34wijJBiKLzIbAgZXsxtxh1ZSh/1FzqEOERacqBsuJQQYqBzPZkNVY7R7CyWUuabFHPdxSlTFaOLEDJvaPEis6NoGGSu1okyyqw8RYuMj11uRekayl8r5jmEkHlAixfJkq6WBHaM1bgWwByW+yla93Cs9KZcToSQ8aHFi2RJn+Eepmj9amOdco+tEhOplFdoevvGtcClUC6EkLSgxYsQj6l1lkXDg00J8Y9Lib6D2IbcPya0ohEyHSi8yOyZurN42TBcaJ5zdKhPIa0xQyoMOdybQtkRMmU41EhmT4oWm67EGv6r6oRTLTd3RuHYaYx9/77zUzQbc+wyJGRqUHgRMlFCLBe+OAlZ2Jkd8fSJKdrZXghZCoUXIYkwhpXBDxpbNqSVgvUoFFck5pTuFIhVVix3Qsqh8CJkplQFjc09in+u6Z4KLH9CyqFzPUmataCzbxvqFmkO6RjZeRJCSHwovAjpiaYzAYdYtqjNtXMRvrmkkxAybyi8CIlMl9ALfS510+XaOYgaWugIITkgqjm8UslcEZHsGmjb2VypzgLrK11dfci6pitnHzYShqqyikly0LmekMh0Gc6rWsZosd9Xon33LH1df+wZdOyRCSFjQOFFSAIURZev2p4jsQWjH3+sreClACOEDAl9vAhJiJyFlY/v69aHiEx1eJYQQsqg8CIkMXwxUSdQipZ5GZOF4CpKv3h/Xek6S5OCjRAyNBRehJDo1Pmqud+HFIwcWiSEjA2FFyEj0tXvybccpWD1KpoA4E8O8AXXUOmm6CKEjA2FFyE9owV/C7oIgbKlflKhqZhKQTQOzRzz3BWWGckdzmokZASqnMJDfLtSF11F1A3zpZ7+PphjnrvCMiO5Q4sXISNRNCS3wBVm4n1OseOpsuTVpTfVPA3F0H5uOcNyIlOAFi8yS4Z0sm5j5ala7ic1B/EiX62ULVtV5dd32YYKh9TqOJSiGbmCePnJsUwI8aHwIrMi5i/moTpHt/NKibr0uI707ve+yyxE/KUkbFJJRxfKJlMsmEIeCYkFhxrJbIgdv2kMi5k7LDfmEFXT+4r3v09Chjar9vVRpmV1NUVBMsU8ERITCi/SGhH5sIjcIiKXOtt2FpFzReQq+38nZ9/JIrJJRK4UkSMGTy+WCpcmjG1tKguSGrOT6yLkygKjjuW/1UV8pUDq6ati7GeFkNSh8CJdOA3Akd62kwCcp6qrAZxnv0NE1gA4FsAB9pxTRWTZcEntjitMUuhcYnfOTSPl95WOsekjP3OYQDD1/BESCwov0hpVvQDArd7mowCst5/XAzja2b5BVe9V1WsAbAJwyCAJjUSRMPHFWF+CrI9OrSqIaWgoC3a2zYi9ZNKY+P57LlV55CxOMncovEhs9lDVGwHA/t/dbt8LwPXOcZvttmwZOvJ6X511WUfIzjGsDOZaTm3bYqhllZCpwlmNZCjKfvxueaDI8QCO7zc5zQgN+0Dyxp+BSZrDZ4KQamjxIrG5WURWAID9f4vdvhnAKue4lQBuKLqAqn5AVQ9W1YN7TemMaRJPqogpDJUV4QesBWj1qqMulEQRU2w7hIRC4UVicw6AdfbzOgBnO9uPFZFtRWQ/AKsBXDRC+jozFR+dMqbkh9SWJkJqrmUE1MdKI4RsCYcaSWtE5CwAhwHYVUQ2A3gdgLcC2CgiLwVwHYBjAEBVLxORjQAuB3AfgBNU9f5REt6BqXeyU89fU9wgsGOVTUrBXuvwg+ZWpT3l1RgI6RNR5e8Ski4i0msDLVviZOrMJZhnW4p8verKJ1bbKbpOyu2yqHxiBytui6qmWmxkxnCokSTN2h6uqVj6qxzY8lf61PGHE+fWO2nJX9FxcyubpoQIUkLIA9DiRZImtsVr6o6/odaZORO6xmTR9yZWrxiBZv3rpVqvRZZjl7GsYbR4kRShxYsQh7IOIkeaBKqcQ1DL0Dx2HYatukeddS30OjkzpWeMkDZQeBGC4uG2HH4qVwVxbTqEmEN++6Ro+LVplP4y61TRIuFFKx7kGsi27tkpa5uxBC0hOcFZjSR7ugyv5Sw26jrrpqIr5aGsPhgir039n3JfjsltQ7EtWzmWByFF0OJFsqeLc/gQ6yz2RZNOPcf8xWYoUVN37a5L7eRIzmknJDa0eJGsaWrtysGy06fzcWhcpakyZB6btLMplH1ZHtqE5iBkylB4keyo8oNp4ofjbxs7UCbQXHSFrinItQfL6UPo0rfuAXIfPiUkNhReZFI0EWBlDtBj0EVMhloS2OkV4zrExxZhZUKedUHIfKGPF8mKqcXhCrGyheY5p3ynSN1MvLbM2dIYEqCWkLlB4UUmQ67hE1JJB0nHAjo1qp5Nii8yNyi8SFYUxQtK2doTGrCz7ripzUrMIS9VlppQ+rCi5dQWyoZxCZkz9PEi2ZHyzMS+1/ubwqwwN4RHCvkYQhAs8tp22aCqa6aO64NYlOYc8kBITGjxIlmS4su6bqmYIlLMRx/kbu1oU7cL5lLHVfjBVKt8G3NvK4TUQR+6pSsAACAASURBVIsXIR0I7STKrHRNzvfPy6FDr1rSKBdiBUSNXWep13/T/ObSpgnpCoUXIQPQZXhtyuEIUhg6HSKwZ4w4cbnXeZOZuxRhZMpQeBHSkiZDTHVDjVVr9uXKkL5TXUm5vFNOW0zmkk9C6ONFSE+0nRWXYwdUF6+pr/sB+QxhlonstuSQ7zZD6Tm2f0KaQOFFsqDPTqbttdvOziq6n3j/c6EqMKYU/AHFeWwq2HIrpxj0EVm/T6rqOQfRSEhfUHiRpFlr//fdycSKr9Tl2NQ7UpeuYnWuwTS71HFO7cOlTVvPNa+EhEAfLzJ7unaGbSw1OQuMOqtLiN/V3MNrtKVsVmwu5ZZLOgnpE1HNuQsgU0dERm2goR3b1NaQ9HHFVF2ZhJRZDItfHwta110rljN/zOsg0rX6YswZiqqactGQmcKhRkIGIsefOEUhEPxlYMoc67XgOPcaXR2qQ2aNhhK6tFOMewFxRZf/OUVC05p6PgiJAYcaCemBOgfy1H+Gx0pnXXymVMqhqUVzLCuOL15zFCohZZ1KuyCkD2jxIgTlM/Oq9rvUzdqr2p4SVbMUpz4jrWpNxKHvWYY7Q7RIDKZI3dBtlSWUkClC4UWIpa7jChEdIbO1UuxYivIWO5195L3PJXjq6juW8Gl6Xqj4TVWI+TDsBJkbHGokBO3XUJwCfVt6hhKaMYeo2uQ9RUGdCmVrlYacR8jUoMWLkArKgoAC8xJnReRq3RuSUAtpH8FjU/MBaxK7jW2HTBkKL0JKqOoopuIA3DYfIf5sKXX6Y9LEPzCUJsfnVA8cXiRzgMKLEI86MTKlX+Nt8+HP0Cwqk6HKKPZ93OWOut536HaS+4oIPhRhZIpQeBFSQC4zxmLQxSLjCrBQwdIHMe9bFO4iRtyxmIRE/s+hzYYE2c0hH4Q0gc71ZBY0mbFXNEw2dkcbC9+a12W5o9BI9rkTM9BrLKqc1ccUwG0ps9RRdJEpQuFFJs+cZ6gVLfXTJSRGUWc/lbIak5gz/nKuj6K2RfFFpgaHGsmkmfvyJE1nzcXwayLtmEN77BOWH8kFCi8yWboGO82Zqqj7RVaF3IampsocxUOo2K+b8cj2S3KBwotMEr6gq5f/IWkxlzYJlK+SENPayjZOUobCi0ySopf0FKw6MZeKGbI82BHWM4X2GULXPLItkdyh8CKTJaXp/11xZw6WLVjdR/TzmLDDJHXktkwVIW2g8CKTZgpWBH82YtnSRaFL+OReHnNh6kJ1zrONybyh8CJZUGThmRt18beqymfsDqvNmoQ5ErudTrW8uoTCGLstE9IVCi+SNGsxnyjyZUOI/qyuUIf51CxcKaWlD2K30ymX1YKpPsuEVEHhRbJkatavKgsWh2TSp80aiaH16vvxTaXtVy1DRciUofAiWTOVl3QMoZSShWsq9RJC24Wpmxzj+/GFnOtbUHOpk5D1GwnJGS4ZRLIjBWHRB13XUEyJpjGXUsxDCG1FVxdCRVfZ9tTKui5NZeuLppYPQkKh8CLZkPOLtklnESK6xgwHEeveU7BeVC1WHfseddStUJCi6Gq6FmNq6SekDRxqJK0QkVUi8gURuUJELhORE+32nUXkXBG5yv7fyTnnZBHZJCJXisgRje4XOwMDEhprK6fhoNhUWWhSL5NUgtBOKW7dgtTrnpA2UHiRttwH4NWq+hgATwRwgoisAXASgPNUdTWA8+x32H3HAjgAwJEAThWRZSE3yrkTCZ2BmGK0+aJ7A8MGuUzFZ21sQstgauU1tfwQAlB4kZao6o2q+nX7+Q4AVwDYC8BRANbbw9YDONp+PgrABlW9V1WvAbAJwCF19/la7ISPTFHw06LQEWULWY9NCmmYM01Fr+tYn2rdlQ030tpFpgqFF+mMiOwL4PEAvgJgD1W9ETDiDMDu9rC9AFzvnLbZbpssZT43dbPMXPGViuBySS09c6FtuafYhnzK1lYlZIrQuZ50QkS2B/AxAK9U1dtFSl+XRTsKtYeIHA/g+DgpHIZQ/5u64+Y2Y8u1drSxyqRsyemjLpteK9WyCSXl+iWkLbR4kdaIyNYwousMVf243XyziKyw+1cAuMVu3wxglXP6SgA3FF1XVT+gqger6sH9pLw/fOvC4rs73FP26z5VC1fKpFhWRYuX5zBJIFVYbmRqUHiRVogxbX0IwBWq+nZn1zkA1tnP6wCc7Ww/VkS2FZH9AKwGcNFQ6e2bMsFV9L1q2v8cO5kugjOl8qK4ik9Zu2BZk5wRVTZf0hwReQqA/wTwbQC/sJtfC+PntRHA3gCuA3CMqt5qz/lLAC+BmRH5SlX9dMB9kmqgoUMf/jBTqotX504qQ1GMRdUvbetZVVncJDkovEjSpCK8imYeVh3jHptCYMuh7oEB7pMasUVXKmJyClB4kRThUCMhAZSFeajz34kdx6spQw7JsIcrxh9KTeKXRKaw7MgU4KxGQmrwneJDLVtFDD1tfmgxRPG1lCKh7v5nGIWl1Fn7mqzpSEiq0OJFiEcb5/eic8qsZGRalAW7LRNdddvmDsuETB0KL0Icuq4ZWDSbsWj7ULjp5kywfqmagVd2fNX+OdL1GWFZkhyg8CKzJDSQaROxkppla67O7mNQV8ZN2htpB9s5yQX6eJFZ0iQkRNfrjEXREBgZhpC2Q5FVju+vRf8tMiVo8SKEkASg1cvQZcIBxRnJAVq8yKRpGvC0Dr7YSarUxYubErSAkZyhxYtMEt+p3N9X9Z0shWsNNqeJKCiaBdmmjY49kSMmdeFZcs8fmTe0eJFJ4r+41duWu/9WV5o43ofGKCPt8Numux1oJqSm3Gar4EQSkhO0eJFZ0MYCMVV8QRrC0GUyBef0JmXmL0k15fbXFywzkgsUXmTyuNaEuqjYc3h5F8UZG5qqoeCyY/2/XGhbxnXDj1OnygpYdCwhuUDhRSZJlVWHy7R0E5lDCIC5Bhdtu1zOHCgTYXNrIyR/6ONFsqJORFW9hP3hnLnSdkZYkc9cW2JZ3XKZ3RZiucohHynBJblIrtDiRbIgZHiJv3zD6VJWKQzJppCGGJSt6+gzZNtO6TkqEuh174LchqLJ/KDwIkmzFmEv2SYv2il02G1p41i/IBWxk0IaulAltsra8hB5zkGwhApVQlKGwoskT6wXLV/YS8mhLKrEyRR9fKraaBfRTAhJB/p4kcmTg8AYirHLgvGW6mmy2kIfEyRCZwGnTK7pJvOAFi+SPG2GQDgk0Y7Yw00xwj/4fj5zqNO68upaBjmWIf08yVSg8CKTI8dOhVQT6lg9JfrOZ8iQ5hDpCKVOdPtWurX9JoeQ1lB4kUlAC1ccYguc0M6967XbXC8VQeHSRPSELOUU6gcnKH6Gxiqjpvf1/d9SrFtCFtDHi2QPxVY+LMRCmdN8E6HmHp97Rxsafy7WNReUlffY63OG+rgRkiO0eJGsoejqjm8hiF2mvhWlqrNvShfrRiptp8l6mUXb6gKyFi3CXSZkUxQzRelKMZ2EhELhRbKDw4r9k5pP1VTruknZxqiHuqHLFMvZb4u5z7gkRFRTeK0SUoyIJNdA5/LiD1njckj6nuk3BlVl3KT864ZpfetXU4ZcminWELIAUNUcmwWZOLR4kewYW4mlahnoytjl2pVc019mwRVvfx2ha0C29ScbonzdyQAMIUOmCoUXSZ7ULC+xSUkwcCHxYSkSRW3qoO1xdc9War5VZcKqTLQSkiKc1UiSZ8ovUfcXfir5TCktLmPPtOubuQxhu/Q1MUIBHNzy2oT0DYUXISORsnVpIb5csTOEIOsqPlIVjSHESHdI/t2QHlXhPdxjm94jhNgiOuXniRAXCi9CRiaVTmJsi9IcLT4xWdRfl7Uey+qgLO5a2b6qezahiW8b2w3JBfp4ETISKToCi/e/bFtf906tPHKjqa9XEwtZ0fYyQVYUMT8klEVIvDf/Hmw3JDcovAghSyjqaFPp2Mocq93Od8p+YAuqZv2FChZ/++LcEOd1/7yi76HLFRXdq+p+WnMMIalD4UUIWUKXKf19USUy/MCaMa8/JE3yUCc8mi4XVDfMXCXWQogl5Cm4yBSgjxchZAkpdmxNREJTxppZWpaHGAFPy87tInj8a3a9VortjJAhoMWLEJIdMYTJWIRYtsr8pEJpE9crRNBWOdk3ceonZM7Q4kUIyZqyYbAm4mMoMdCniCo6b2xh2kaI5SakCWkKhRchJDvqfL5Sout6g10IPb9LSIa2Ao9xt8hcofAiJAJjWxamylDl2uc9uojBVNpVkxmUoU7/KeSLkDGgjxchEUjR0jIFulhR2tDXzMiQfBTN2BsqQnzb2YKupaxuVqQbBoKii8wZWrwIIZNkaGuRe6+ygKOoOabq+Lb0VQaMKk9IOyi8CIlIKkNDUydVC2OI4Gpybiq45V21rmPINkLmDoUXIRFhRxOHhYDNwWLSxm+pibUrFTGfQhoImQL08SKkBXWxmGJYL1K2gAzF0P5AXe415pAeISQfKLwIaUGdI3SMznLOHW6oM3odQ4nXpnVFB3NC5guFFyGEdCC2lYyCrDkprStKSB308SKkAan428yFrj5eOdRV1TI8i/1V7a5sXw7+cbGYQx7JdKDFi7RCRJaLyEUi8k0RuUxEXm+37ywi54rIVfb/Ts45J4vIJhG5UkSOGC/13eAv6+GoG5JLabgxFlWLZxdZdig6CMkLUc3ttURSQEQEwHaqeqeIbA3giwBOBPA7AG5V1beKyEkAdlLVvxCRNQDOAnAIgD0BfA7A/qp6f819kmugroWBFrDxqRIiKVh92qShaKZk22V55tw+VXXO2SeJQosXaYUa7rRft7Z/CuAoAOvt9vUAjrafjwKwQVXvVdVrAGyCEWFZE/utnpzKzJAyy9BYtHGkL4rwXhegtew6U0WRXl0TEgKFF2mNiCwTkUsA3ALgXFX9CoA9VPVGALD/d7eH7wXgeuf0zXZb0XWPF5GLReTi2GmO8ZLue10/0owUyiymCAhZeqfuuBSJnV5fmFKAkVyg8CKtUdX7VfUgACsBHCIij604vM6H2L3uB1T1YFU9OEo6nRtxGv80iR3Kowl9dPbqfZ6CqGhbL2V5n0KZkHlC4UU6o6q3ATgfwJEAbhaRFQBg/99iD9sMYJVz2koAN3S6b+BxFFvzosinaugOOlYA3a4Lb0+FqnUuBcVDs4SkCoUXaYWI7CYiO9rPDwZwOIDvADgHwDp72DoAZ9vP5wA4VkS2FZH9AKwGcFHb++c63BICf8k3p6y8huiMfWtbyD27Dk3OTWD4FsAFcysHMg0Yx4u0ZQWA9SKyDEbAb1TVT4nIlwBsFJGXArgOwDEAoKqXichGAJcDuA/ACXUzGquoi21EiL/eY5+ECK0u+5vca2qkNkuVkK4wnARJmqpwEmVT7lGwvezcFF/gFJTtCHmT5ej/FRJgdS40fTYYToKkCC1eZBIsXshlfj0hFoc2b+i+BBzFV350EVn+D4e6Hwz+eakSM700EZCpQOFFsqLo5dtlmMcVbG1FlC/2Uu8MSTxiDWcW/XBosr/quguGbJd9iqS5WvvIdKBzPUmatSgOB9FkFlOoo3Mb+njxc3ZWf/Qd+qEv2giuIdLlTxKou687KYaTSMhcoY8XSZrYSwb17QdEi9e4DO3nNecI8n0ERG1yv6B1OunjRRKEFi9CPPqMPE6mRd0C3kNZL9u0uS7tdEzLIS3CJHfo40VmRd/hBYYKX0DGdTT3LZt1vlkx71t0v9B7xJoMUjaLuCtV6aPYIlOBwosQkjxNO/i+hIF/ff+zS0yLknj/Y9B2Fq+f9z6tXxRbZIpQeJHJQ7+r/KjrzIuEVWj4kD6sUEVL2sS6x9hia0GT5Ytc4dRVgPLZJVODwovMgqYv/y4v/Kqo+uxIimlbP+J9H2om34Iyf6NYQ3kpUZamqnAqsdasrLo/IblB4UVmD1/owxNi0QoNepvDup2MPdUNlhmZEhReZJKEDlX1BTuKLelbGIVavIa2RqUsCPvCr4suPnd8lsjUoPAi2VA1TDe20Aqlj3S0ieY/BKEiqOi4GAFtY1qZmgwRh854nDr+kHuTOp1rmZF5QOFFsqHOd6RuMeGpMsZSMLFm8vUZM22sznvOoqFtmIuu5xCSExReJCuaWnem9BJPwcm4bPZa2XFtrBxtxVifExem1I5SpS9rJSGpQeFFksdfp3HIey7ouhB2TFFQd62imWUx793luCpxFZpOdsR54s9AXXx29xWRwg8OQmJC4UWSZ4wXbpWj9thDWKGLEPvntaFuKK/MAtm2s0zVX21qjBnWpM7/bQ7uAWTeUHgRUkKMuFD+r/sYnV2fy9N0jRAfGmE9pGxjRFYneVMVE4+QXKHwIqQEPxJ6l5f/0ME9m6S1yrIXajmLeb+u5ZwzsX2bysoz5XKK4aBPSMpQeJHJ0nUR5a7O3mXX64sm4Q6GpMmQ7Vw72bK2GtOKOXTZ0kGekGIovAgJYAodR1lHWCaM5uan1cewcBOaCtEQYTPmUN1QVl5CcuNBYyeAkL6INQsy5hBjKh1RXactCC8/9f6KrpMDYwY97RrvKpV4ZjnXPyFDQYsXmTy5vfj7GqKJMVMzpnDkUFQ3/LpIwQk912FRQoaEwouQnmliSRlKjMRwhvev0zTGFzvXeorEVMjSWTmXbc5pJyQECi9CAhjCmlDUacbuSGNYtrr6E7FjDafK78st7yLrV9n5KZNbeglpA4UXIQGMIbqGvG8VTdKQQ8eZ+hCn3xZccRUS8d09JvW8EjJH6FxPSALQCXl4UizvookYRUFpy0KdhAixVCZ4EDJXKLwIiUisTm2ozlEK/qZOqvksW7+yjJB8lK0kQPFFyHhwqJGQiPQZbXwoUhQluVM3TNhVCIXEAPPvP3Y7I2Su0OJFSGLECFhK0qPIAT720F+Zk30RFF2EjAMtXoT0xBAzy2i9yI8mlq6iOvXruqm4YjshZFxo8SJkAPqySrETTZ+iYcYFrp9W3YzWhXWsbZ3TMkpIGtDiRUhHyjrDIZegoQBLn5A6arO+YdNguGwrhIwLhRchiVM3ZMmONG1CVytoM+zYNB20ehEyPhxqJKQjsdanK/tOYdWMnMRFVVrb5KPOYZ9tiZDxofAiJIC+OnPX2qEot3606TBzEiAxiSUuYsw4rLqGa8msW3sx9F5tzyWEDAeHGgkZkZixnGgpi0uM8lsM78Vwiq86n0sDbcnasRNASAm0eBESwBBrJsbw4ZlTBHqfVJfDWdRH0dqJc6ynIUixHRCygMKLkBHxrSFzFk4xiGlBjIU/pFgmELvUOdvNUlgOJGVENZXXEyFbIiJJNtA2FioOBYYTwzk8pdAJXdpLKnnIEVVl8ZHkoI8XmTR9db6h1/Q7T/YChiaiom2ZxSzrru2ozblsK4RMEwovMmmG6rxCLDTsSB+gq6M4rUGEkFyh8CKkJYyVNB6+LxfLnBCSCxRehHSEnX482oRFGKL8WceEkFhwViMhLeEssv6IGQQ1FknO8iCEZAeFFyEdqFuihYxPrLrhWoeEkBhQeJFOiMgyEfmGiHzKft9ZRM4Vkavs/52cY08WkU0icqWIHDFequPh+xqxY+5OTCtibKtkVRyuWLAdETJtKLxIV04EcIXz/SQA56nqagDn2e8QkTUAjgVwAIAjAZwqIssGTussyLHT7rqsTqz7hzDkEHOOdUkIqYbCi7RGRFYCeDaADzqbjwKw3n5eD+BoZ/sGVb1XVa8BsAnAIUOltU9S8/NKLT0hjJ3mxf3HFjpFcd/GThMhJC4UXqQL7wDwGgC/cLbtoao3AoD9v7vdvheA653jNttthADovhJAzrgWN78cxhalhJC4UHiRVojIcwDcoqpfCz2lYFth3ykix4vIxSJycesEDkwqa+VNSYzUEbusU6g/Qsj0YRwv0pYnA3iuiDwLwHIAO4jI6QBuFpEVqnqjiKwAcIs9fjOAVc75KwHcUHRhVf0AgA8A6a7VSNIh9yj2uaefENIMWrxIK1T1ZFVdqar7wjjNf15VXwjgHADr7GHrAJxtP58D4FgR2VZE9gOwGsBFAyd78syx856CpSr39BNCwqHFi8TmrQA2ishLAVwH4BgAUNXLRGQjgMsB3AfgBFW9f7xkEjI+XO6IkPkhqhzJIenCocZmsCPPC9ZXv6gqi5ckB4caCSFkJKgKCJkfFF6ETAjGfSKEkLSh8CKEENIY9T5zqSNCwqDwIoSQhElRzFSliQKMkGo4q5GQRGA8JwIUi5bU2oa/OHwRqaWZkFSgxYuQRIjVQdHPq3/GKt+h7ht6n5Dj2BYJWQqFFyGJwY5qeNqW+Rh1VTaUFzMttFIR0h8UXoQkxBSisMdmSCtP6L1Chtq6ENIO3PQOLQDLyoptl5B66ONFCEmavjvzLqKlj7SJ97lK4LgCKAXR46Y1hfQQkiK0eBEyUThkOQ1CrF8UOYTkAy1ehEwQ31LCpWmWsiiPnMoll3QSQqqhxYuQCeL6/ozlB5QqfnnkHvxzDEFGCxwh7aHwImQiFAmsKXaAsYRS7mUztlAU78/dTggph0ONhDQkhdlcdUEri8i9Q4whNJrEnUq9vFwH+xTSyvhxhIRBixchAfQ1HNX0em3SkEKn3BdNyyMkRMNQxGpPKdVv32E2CJkCFF6EjEiMTrNqqCcX600dVVbGpnkLjZXWp3CYSr2UQdFFSDkcaiQkgFSGUarSUSW+ptbBx56R6F+nzl+uq3Aauz3VpT9G2fp5HLINKoCDB7wfIU2g8CIkkKrOcixxMzVBFUJbS1fZtcqsaf52v45jCJMhibn+Yh1jC8s5PhckHzjUSEgDUnihF80kqzs+d2KKrbJr+0KhT2vQGLhtpq799DEEnnPIDkJiQuFFSEOqOmQSn0WHPZTYKRoe80VLzhSl3x1ajZ2/IgFGyJyh8CKkIew4hsW3SPU1w7RMWE1VNPgCs++8TUW4EtIVCi9CSO906dT9pY/8fX0Lhj6tQWNQtZpB3/mbQvkR0hU61xMSkal0zl2oE0JNyqhqBudQ1qepWmqmaskjJHVo8SKkIVPrgGNSFW/Lt1zFsII1mWQwR8rqo2g4tWs5VtUpHesJeQAKL0JGZEqdUcgyRl2j7petD9iWMQTBkPcbY0ICIaQaDjUS0oJYQ1201tQPPU6pjKYoUKYehZ+Q2FB4EZIQc+jEqmYNDs2Uy3koqsJTlB0zh3ZOSBkcaiQkMlO0atQRmuc+Otq+wkvEwg/bMGWxEbJEUCzRlWp9E1IHhRchiTD1jqQv0VX1PQWmLLR8imaADlHvhOQEhRchLanqUNp2DDlaRMZwTvctXFMN+ZAyIfXe1xBjjs8JIQvo40VIC/oQG1PuSJrkra2zfagQHqOcpxjfLdZQ4dTKhZA6aPEiJJCU/YjGoo3Vo+v1YpxDxiN0oW5CpgqFFyGB9O23MmViiaPUHenLiNlecsh71YoDhMwdDjUSEkjT4aKpD6U0sXaFlMFQizTnTg75aJrGodeMJGRMKLwIqaCrGGAH0oy6wLRlztoh182ZlEV8nf9c3Q+Wojqcok8cIQsovAixhHTiVR0CO4putFkNYA5lXiW6qtbGHBq3/tz1Odumh+KLTBUKLzJb3Bd7G8sWO4X49B10M0fqyqRo+5DlVOX7GDNIap3VLIbYI2QI6FxPZoXvnJ2jo3YqDLG+oiu42JmGk0ubbpLOkCFo97le2ypFhPQPhReZPLFnwuXSqQ1BlSAKdahX73vRNVIq8xTFelE9dEljavlbkGq6CGkChReZFFrw1xRaV5rTNtSGX9Z1Iq5rxxvz/LFEQJN23eUZGII296nLD59dkjr08SLZw1/BaTBEh9flHur9ZwedBk0nVVT5vHHpKJIDFF4kO2KFeKhyTibD0rdDdIyQBWMvO9SWPoK3xs5/lfjKqawJCYFDjSRp1mJLZ/gx4TBkXIbwl6q7fpdh6TH8vUKHZ+v2tb030DzfIT9yqixZIXXI55LkAi1eJBvGco7nC70/+i7bkA47xnXHGL6su1dfaVlYp8qc+YvuWxTjq+jYNrHcxv4xRkhTKLxI1vQx641CKz/KLB51Q1hNhg/d/anE0PLpEqy0yXWKRFfoOXXHFtXZWCKTkD6g8CKzhy/taVNmbSnaH4OxxVcTYgrIUKtfyHXr6sy/JyE5QeFFsodDh/OmibXFP76PRbxzaV8x/aZii9fFNWMcQ0hqiCp/M5B0EREFur3U+XKeNqFrGcZcviaE1NtdakKyD0uhqqZeDWSG0OJFJgnftvMgJJhmjJ+WIdfIaa3ANjMS+85T7OtzySCSKrR4kaQRkTsAXDl2OnpgVwA/GjsRPTHVvDFfebGPqu42diII8aHFi6TOlap68NiJiI2IXDzFfAHTzRvzRQiJAQOoEkIIIYQMBIUXIYQQQshAUHiR1PnA2AnoianmC5hu3pgvQkhn6FxPCCGEEDIQtHgRQgghhAwEhRdJEhE5UkSuFJFNInLS2Olpioh8WERuEZFLnW07i8i5InKV/b+Ts+9km9crReSIcVJdj4isEpEviMgVInKZiJxot2edNxFZLiIXicg3bb5eb7dnna8FIrJMRL4hIp+y3yeRL0JyhMKLJIeILAPwHgC/CWANgOeLyJpxU9WY0wAc6W07CcB5qroawHn2O2zejgVwgD3nVFsGKXIfgFer6mMAPBHACTb9ueftXgDPUNUDARwE4EgReSLyz9eCEwFc4XyfSr4IyQ4KL5IihwDYpKrfU9WfA9gA4KiR09QIVb0AwK3e5qMArLef1wM42tm+QVXvVdVrAGyCKYPkUNUbVfXr9vMdMJ35Xsg8b2q4037d2v4pMs8XAIjISgDPBvBBZ3P2+SIkVyi8SIrsBeB65/tmuy139lDVGwEjYADsbrdnmV8R2RfA4wF8BRPImx2OuwTALQDOVdVJ5AvAOwC8BsAvnG1TyBchWULhRVKkbr3jqZFdfkVkewAfA/BKVb296tCCVo2OiAAAAZdJREFUbUnmTVXvV9WDAKwEcIiIPLbi8CzyJSLPAXCLqn4t9JSCbcnli5CcofAiKbIZwCrn+0oAN4yUlpjcLCIrAMD+v8Vuzyq/IrI1jOg6Q1U/bjdPIm8AoKq3ATgfxscp93w9GcBzReRamCH7Z4jI6cg/X4RkC4UXSZGvAlgtIvuJyDYwzr7njJymGJwDYJ39vA7A2c72Y0VkWxHZD8BqABeNkL5aREQAfAjAFar6dmdX1nkTkd1EZEf7+cEADgfwHWSeL1U9WVVXquq+MM/R51X1hcg8X4TkDBfJJsmhqveJyCsAfBbAMgAfVtXLRk5WI0TkLACHAdhVRDYDeB2AtwLYKCIvBXAdgGMAQFUvE5GNAC6HmTV4gqreP0rC63kygBcB+Lb1hwKA1yL/vK0AsN7O4HsQgI2q+ikR+RLyzlcZudcXIdnCyPWEEEIIIQPBoUZCCCGEkIGg8CKEEEIIGQgKL0IIIYSQgaDwIoQQQggZCAovQgghhJCBoPAihBBCCBkICi9CCCGEkIGg8CKEEEIIGYj/D6X+gHp1XFU1AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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W5F2hfbgW6dwC/3OpajugLXKPtr4/znPMI2UJeF7Xnevj0NfEk6GfMZVDo2a4uOr+v7jiZzHPg8Xxbh9RdewWAkxoN8FyaHf2uebfw6Ar7enQlfgY6LeKnaHNuDcDOB2603kBtInUNyy4DHpc809NGjtiixl5jcnT9tZ5z7XSOQZ6SPEQADtAv+F/tibPj/w29s+kfxW0heKnoB9Ye0D7avxCmzRNuttBvyF+HP6h0aOghalAi59PQb8NL/a/HMCN0A+aR0O/zb3f2n8TgJMrzv3HJr3doB+8X7baZTW0v8ZPmjb6NejhpleY/Sc7df0EfYktSX8zzLCsW/fQQ5CXO79/KOTcHep6DfRb72pT5stQMdRrruFvmWt4B+gHx7cW1yKAX7HaZX8A/wbgY9bvtzXX8h9Bv43tuGhfU9fXA3hdxbmPN/kT6Jmo38bSyQGXwzM86WsXZ982Jh/PMWXZEda95Rz7c9DDUcugfTm+sriOoGfOfcjkcTsA/7Xl/Vj5DOnYzldAP092hB72uwfAXp7jtoXuOBZ/L4AWiI+DcVw25dvRlPdt5vNi3+7QQzBrTT29EHqIdzEsWHlvQg8D2ef+PLR/zGJY6DnYMoHgp6A7qzdbeX+KycujAfxPc54dzL6fh55QtAz6zfudplw7mv1Hm3wfYsr35zCO5Gh+Hu3t5FtBC5CF+8gLoS3Q20AP3d0HM0SH5nvqJ6FHF441eX8N9H2yfVOZzf4dzP7N5tw7wgznQN8XN9VcM2dDT7Q4wpz7IGjh9gnnuN+Ffm48sGhns/010Pfl/ub7XtgyLLbS1NO21vGvgn7e7gJ93Z8N6/5A4LAgtCV0cc1uD+B/Q1vMjjX7XwctWldB32NPge63doZ+uf5tU287A3i6+c2vQ08w2t2kewW2Hha0J7419RUnQt/nh5o8PGFRT2b/X5s8Xtblvu/6PDDHvhLa6rgftAV9A2omwzzyu4BMLKk0Z9+SB6PZtgZacNxjGuojMA9G6Afnl7BltuDfVV0s0J3Ux6GHEL4L4J3WzfgJ6AfWd92LzqqM680xFwFYXpVn97ctGumx0GbxW6DNh9dDO2Hv0SHNI00+f2DSXPw92+z/HejO9QfmvO+C0/lAm/X/w/y9H8YfxtTffbDGkJ3fPcYcvzBjvxHA9db+P1jUvSnnv2EAcdV07o432u9AD0feCz3jzX44XwwzY8Z8fyr07JoHoB1On+rkbzP0W95maP+bPaz9bzHtav+9xex7s/lut/f91m8/DH0v3A/9kPstpwzXQzvZ+sq3pF2cfUd58nR5xbEvhvbX+L6pr3diizhcTNG/HbqTtkVl8P3Y9Azp0MYroTu6B0wZ7I7g2XZde+pns7PtXE+dneyk9zXTVlfD8p2ruzc9574cS32u/tTU7/ehfY1+D8B21v4/MXV/P/R1az/nTjTXzf3mvP+ErX3nfhP6uXI3tJhazCCrfR558u0+Yz8DbTm5F1qQn+QcX3lPmf0vgPbputfUyUEhZTb7b/K01Uqz702o8UWFFoO/a879APSz9iwYQWod9xPQPoeu6NoG+tlyLfQz93qYmcnwi6udoENL3ActMF+GduJqGbSv473Q98/rYfXjZv8boYXofdD32nKz78nQVrm7oV86zzDbd4Tur++FFj2vQY24sp6Hlc9r6OfCtabtvo6lz9JnmbL/Wpf7PsXzAFr8nWXKcpf53BhhYKHgyUwQHYvmNKXUiwOP/03oh+GR/eaMtEVElgP4iFLqGWPnhZBSEJF/hfZt3Dh2XshSjNvGNwA8Til179j5aQPFFVmCmSp7IHRIhFXQVsJ3K6XahhQghBBCghCRbaAtXbsopV4+dn7awoWbicv20LGF7oP2I7gAeuy/FSKyRvSSMJtE5IxEeSSEEDIxzISXe6F9BN88cnY6QcsV6Q3RwWC/CX2jbIYe23+x0jNsCCGEkElCyxXpk8MBbFI6Ps8PoWM+HT9yngghhJBeobgifbIflgaW24ylwSMJIYSQyVHC6tWkXHzB77YahxaRU6EXaAV03JNgFgevj8tXa+zM9XlOXyW0OV9o/bjHDV2vbRmqPXzn7ON8hzakm0O7VOWxKm9NZUrMd5VSew13OkL80OeK9IaIPAM6jtNx5vuZAKCWLp3h/ib6glz8YKhw5XYG+zrn0GUqlSHaojR8N1DqulGBaY5wHa9XSh023OkI8cNhQdInVwFYJSIHiMj20IvYXtjHiaYkrBZpt0lfOZ/n8uo0d2Flt/XYdWFH6wTGzw8hY8BhQdIbSqmHROTV0Iv9LoNePb55TaZIpias2rCwJNj5yi2PqRlDOI59DfjOP4Slqgk3D1O/9ghpgsOCJCvaDAsOydid65SJtXSM0RZjW2Oabo4h85WDqPPAYUGSBbRckUkQ6gOSirbnGrtzzhV3OBMIr6MS2j2Wpuu5ymoVch+ksjK5v8v6rYiQgaHPFZkEpXSwdUM5ZClzrqNQYeUeF3JtivVfkKae59xWhPig5YpMhiGsVzHpu/lpY2XIkT6G49qkk0oYlEhTG9RdW+6+FG0457YgxActVyQrDkX7h3SOQsWdORVyfM70mb85zW5sItS3Kvb6sn+bmhzvP0LGguKKZMV6TOch3dUvK2fahopok+YcRJfP56zOYdy3j5MtCMkHDguSLGk7cyyHTsXOS+xwSQ75ryP3/A1NTDDNpuUKYq8T5fkcCkMnENIvFFckS0p+2Pvy7naAXcpXqq9WF+rKO5SwjnUgb/KxqxJEseWIEVaZhk8gZHJwWJBMgj6GqUJoGrJyBVWqfE59mGxB3RAZECZWUuQhVdp1PlKx10Ybp/Q2swsJIfHQckUmiyts+rD4jNE55d4hpvT9ya2sMddQSNiNsetnjlZQQoaA4opMliHf0udiSQphatPy25bHXpKoreDs64WAooqQfqG4IqQDqfxmpspQsceGEgupopn38Ttec4TkA32uCOmAzzo2hU6uq+WppDrw+UD5ZtO1KVNTumNRUvs0kUudEmJDcUVIIqbUYaVkiM6v65JEc42vVTpsH5IrHBYkhGwFhWL3cBl2GjnFYZsSU/PvI9OBlisyO9oGbqxiKkOBqRm6Ttq2ZarYT74wC3WiipaxNPDeIzlCcUVmRdOyITkydP766PRzTi9FOIOQ/DDGFCHzgcOCZDa4FoXcLU6+/JZKzjP52pIiflXJbbqAS+kQsjUUV2TSuOv8lciYgUq7iroui1dX/TZHS2Op11ZXuqxvSMiUobgik6ZqeZQSOsOh8thnBPG2hC6GHHpsH5RwDaWiSuy2WYKHkDlAcUUmT2wnXPoQXCw+q8PYwmVM2jq4T7nOplgmQvqEDu1k8thDgm0cj+eAa4Gw64uz2pph/RBCbGi5IrOBHWA1PmudT5DmYNVrWu5maD+xHOqEEJIXtFyRIugijFyndoqsrakTBzlOBmjKL9t4WFjfhCyF4ooUQUpLRFVAxynRZ6yqXOtqrAkLCzGXa70MQW7im5Cxobgis6KqA5xK5+CLEN6103fTyLWu3HwNKXZS18mchRohU4DiisyKqVsZUi1CXJoje6olbLqQcjgyZgJGV0pra0JKgA7tZHbkannpQmgYgCbn6xxjXtWRo7N9zunVnWMhsMauQ0KmAMUVISOSujNrEkdV8azc49x9JXS4JeQxZ7pY3kq7VgjpG4orQkbCdRDv6rTv6+Bc8eaGMagKt9A1P0MRYqkLOY5oxljqiJApQp8rQjIgRccUGiw1ZBmTqXSUUypLzsxhBi4hMdByRUgCch0Wic1LTnmvgxap/GHbkDlDyxUhI+EOzXXFDZYay5Az1LrQJn+5l4kQMi1ouSKkI1067pgFgZt+k0Kk2X5guVoeughHQggZAlquCElErMWoKbaQb3/fIqGv9HOIozT2+Qkh84HiipCOtBmGa/IZqhICQwkEWnoIIaQ9HBYkZASqZlflsOhwG2FVFQaia7opccNQEEJIX9ByRUgkKcVPm2VbxhZfofSx1l8pZSeEzBuKK0IiSWn56BIfKBehURf1XdB+9qKPtlY1hm4ghAwJxRUhA+ITRFMOLeAKraEXCaaoIoSMAX2uCMmEtlaZHIXDIl9j+5DlWDeEkOlDcUVIYqr8qKqEUKgA8Pkw5SAeQgWU6+ieS/7HhHXQDOuIlAiHBQlJSFMIhdi4Vgty6lxifcJcn6vUflhtyWFodew6IIT0A8UVIQlxO0tBmJjwCZGmjnfMjtkVgqWKhDEEVg4BVUuBVitSKhRXZBYM2ZnVCam67a51JxdKFwK5WQO7zBDNEVXxl4Kc7gNCYqC4IpMm5YN+6BluyrNtDGxfqarZf1XkIhrGymNuwi4VVSLKtdLm0v6EDA0d2slkGfvB3rYDbVoSZ4yOuWoI0P2cY+iDOof7sWczIoPz90lO1wEhQ0LLFQlGRN4rIneIyNetbbuLyCUicp35v5u170wR2SQi14rIcYPn1/rfZu2/Mdf38wXiBNJ3VrFlCfEDy7FDzWkI0HdMjnVWR4l5JmRIKK5IDOcCWONsOwPApUqpVQAuNd8hIqsBnATgIPObs0Vk2XBZ1XRdJ883/JFzR92GJoFlx6yaIqHWKzqib8FnoZzq9UFIGyiuSDBKqU8DuMvZfDyAdebzOgAnWNvPU0o9qJS6EcAmAIcPktGO1Dmd2x1sn51tHx2Vm99Qn645dJoxZZyrwKpaRihkJiyFKZkbFFekK/sopW4DAPN/b7N9PwC3WMdtNtuKoW44boiOok9rkc8RmZ1fWpE5tfpM4UM4tTohpAo6tJO+CJ5xLiKnAji13+zEUee0XTq+Ic7F0F9VXKES4w2F5Nm2xMREjg85prT6IoSkg5Yr0pXbRWRfADD/7zDbNwNYYR23HMCtvgSUUucopQ5TSh3Wa05bMJU37aop8/b3OkoUCqHO5KnTnDpt7gkOu5K5QXFFunIhgLXm81oAF1jbTxKRHUTkAACrAFw5Qv5mT9XMQx9zFA8cEh2OOV5fZJ5wWJAEIyIfBnAUgD1FZDOANwN4O4DzReQUADcDOBEAlFIbROR8ANcAeAjAaUqph0fJeAem0hlMpRx9UBUYNWRiQ18TD3JtL7fsMXl1fa9iVzEgpCREKb6zkXwQkV4vyJw7rj6YW3nb4vO9Cl0LMsW5fRMmcm23FGXvsXzrc3QvIPODw4IkKw7tIU13KviUXyd8vlVjnDcnYta+szv9kJmDMeX2nTfneqsixTWVq3AkJBUUVyQr1vec/tSCYU49wGlXQgKktsUVWE3izXftVV2PJfiBheZvLi82hNjQ54pMmhyEx1DEDNfkuAZgaqra3rZO1YWdSCEE5lDPTcy57GS+UFyRyVOCFSAEn+O1CzuyLcQ4TIduq8IVZLZ4cyObNw3d5uxvtaDtPdWmTgkpEQ4LkuKIWUqjrwWPx8bnuzMVEdkGX7mHiqLvfvdtWxDiE1dSRPM+h/umds+SeUFxRYqk64LMJRLiL+ZztJ6Dhaur5SnFuZsc4H1/TemW0k6l5JOQoeCwIMmeVKIoNM7OGMTmJ4VfVU7lH4PcroHSaApVwbolc4aWKzJbYoYXc8pDH8u6zIk+2r1NaIYpw+uPzB1arkgR+PyJYmcCNs0SG5KqBYMX21IwdhmHwI1L1UZ4ckYfISQ1tFyRrHEFkbvYcEl+KcDWy6aM5YidwzlT09UPr2sd0Hq1FNYDmTMUVyR7Ull2chFhoU7pQ5JL3cTSNd+uWK+DYiGOUq8pQlJAcUWypjTLVAihi/7m4BM2dWIsV7ExmkLSjE2PEFIG9LkixZCryKoKIBnyOxtffKRQIZYrOUbIrwtNEbpoc90MzJRlpj8YIWVCyxUhLfFF42475JciXEJO1g2fKMgpfwuqgn7WLewcSoryLvKXY92lYsplI/OF4oqQSFJZk2KGPEM6oBysGyUs0ltXT+6yNTG/jTlmarQdws79WiGkLRRXhERiWxPcP5uqDqdueZS68+VOyMzHLp1oyg64q5Ux1D+rjwC4OVL6JBNCUkNxRUgkVYIpVjRNnT7KTwtH3rB9CNHQoZ2QQOoc0OfmeDx0J+rO6hu7nhfWq6YhxpQTEnIoNyEkDIorkiV9diRdhFCbWEi+soR0zjlSZbWrq9PSypgrucHhXxQAACAASURBVNdjW8f7qTvsk3nCYUGSFYdiGGHVhi5irK1zdC7UOSwPIaxyrauUsbGmQluBRciUoOWKZEefD9qUaYd2IqW/mVflfeodYpOFM6ZdUw4NLs5NCMkXWq5IVqwf+fyhU8rrjvGteTiVzrBqlt1YPlhdz5uirXOwXuUi3qdynRPSFYorMnvqQilU4fOhsocAp7B0TVN4iab/qemj4y5NDFSJ29zKEWPRI2SKUFyRWdO0lEnI71wLVYlCy81jzPBT3yEoxrCKdRHaVcf0XY7crzFC5gTFFZklvqVrfPu7UMKwYJWoqvoOLBWQytnWByER1dsQ28ZNddXHOftOpw9iZtTmel8Q0hWKKzJbfHGrXKtTFW6Mqzqn7xw7kJDZfzY+PzJ4vtelkZqu0d59grrPCPKpo7bnTsxEiLnUCZkPFFekeNpYIIBmi4gdBLKJHAWUj6HWgBvDitUlnbHLlYpcREpsPeVer4TEQnFFiqfNgzy0c22yZOVqmXJp4zMk2NpiVUJZh6IqMGzIb7qKoDqn9pwFVgn+h4SkgOKKkAZClzCp6jhycWqPGQZMmf7cGKoeSqzvUl5GCOkKxRWZPSHCKXRGWJVFYexOJcbyFJNXWzSW2mmmHBKMOaYP61VoHsakrtw5vIQQkgKKKzJZYh7SdbPkcu+s6mgSP23CKLj+V0PXT2qxGuusH8LQgUVLEiV1kyDGfgkhJBUUV2SSxDhglxCUMZSm8qaMaD7FjtDnY9ZnOVMIoiHCYfRF1UtMKUKRkCq4tiCZDF0eyKV1Sj5sQelz2HdjUy2IKfsU6qlv7FmmdWEH+pr5WBKlDm0S0gQtV2QSxMTUmQpN1rmqpWva+FOROEKsSKzbbrD+SM7QckUmgWuRmbKoWmAPXSksrQOfdaRqyZ6m9ElamtqJaJrqhnVGcoaWKzIJSvY7SYVrlUrpoE3SMqe2GMICSisWyQ2KKzIJpiqqQjomd727HOqCQ4rN2M7yU66rttdibkFRCYmBw4KEZEjTAspVHbI9RAjE+ViRssl9iLHPazHXMpP5QssVIZkR86buW5qmbmhwaGh1CCfVotFTqvOxr19C2kJxRbLEXTJmSh1GE741/aqO833Ogdzy0wcKW1+nbZn6EFiX62EO1xKZHhRXJCsOhX9IbKoP2NjO2e2Ec+6Mc/D9KonYuvIFdM29znO+XglJCX2uSDFMSWRVLfAcQo51MKW2aaJtyI/QOnJ95urOVRUwNjZvhJC00HJFsmI9tl56BCjDUhNL6NBf3THsQIel71hq7vVetySMe124FtDc7pU29ZVbGQgJheKKZMViWND1JyphyCOWuo7DJyxzLvtcor6P4TsUcu1XCa8c6zp2wkaOZSCkCQ4LEtITdaLIXn+uibFEVWpRF9pJ5j7E2HfeQgVFyBqROddjKFMoA5kftFyRIERkhYh8SkQ2isgGETndbN9dRC4RkevM/92s35wpIptE5FoROS74XH0UYEDaDM+0tcqV+lYfuh7inInxwatbIDonSr+3CQmF4oqE8hCA1yqlngTgCACnichqAGcAuFQptQrApeY7zL6TABwEYA2As0Vk2Sg5H5CQaOq2+PJ1jDEdUJ+dVerwAFWO1+4xJXbAqYc7Q9d+DA3VQQgZFoorEoRS6jal1BfN5/sAbASwH4DjAawzh60DcIL5fDyA85RSDyqlbgSwCcDhTedZnzrjA5Kic82tQ+w7PzlaV9rQlyicSv3Y0I+KzAGKKxKNiKwE8FQA/w5gH6XUbYAWYAD2NoftB+AW62ebzbZJEeOUnsu6f7EMYR0jWzPluply2QgB6NBOIhGRnQB8FMBvK6XuFal8TAa7gYjIqQBOTZPDYWjyqaqKU1SqwEpFF6tFzrMm+w7RQAgpC1quSDAish20sPqgUupjZvPtIrKv2b8vgDvM9s0AVlg/Xw7gVl+6SqlzlFKHKaUOa8pDDsvi+CJju999lioOhUwT34oCffmpTR3eI2QqUFyRIESbqN4DYKNS6s+sXRcCWGs+rwVwgbX9JBHZQUQOALAKwJVd8mCLFTvQaJ/UrR/nE1VV332/WaQ/N9rGLMtRpNZZLbukMVeq6q70+GhkfnBYkITyTAC/CuBrIvJls+0NAN4O4HwROQXAzQBOBACl1AYROR/ANdAzDU9TSj3cJQNDv8XXLVFTFTm7KvCnT1TNeXiwCznUWVVH714XTXmlYPDjCyRMSEmIUry9ST6ISDYXZJuMhERVH8J3aIhAnDn7QPWJz4/O/t4mvbnVYY+sD3EvIKRvOCxIiIeQ6Nch+8YiJgI8iSNmGZqqbYSQacNhQUIcQjpIX+BPV8xUdcJDibG+4wnlKCqHIEZ457y8UQ50sdpxhibJGVquyCyxZxvGLlVTRW4LTNNi0g+hkylytmLlkg8gTV5yKg8hAMUVmSl1VqUQYVQ1g3BsQq1npD/sMBwuubQH80FIv1BckVnQZEWosmQ1kWPnMFSYijnTNFGhbkg2laV0SnStB17rJDfoc0WIIfQBn/ODPOe8TZUQsWRbslL7wtmizrWYTXkmoq+8hOQCLVdk8nT1o6r7TkjXa6LL9Rm6DFNfjL1YOe9HkisUV2RShDqox8ziyslJnZRLjBAJOXYMMdXn+ThESqYExRWZDHWdTVVEdffYkOOmzljlnmJ9Vwlz37WWYqZqSoacsMEXFzI16HNFJoMdHX3hi1G1wHNdJPU5P+jtehuyHkr3nUm17qG9LFJTnZRcX4RMHYorMgncmVqwvtd1eOyg/PRhBWmbdkmhJWyRFbr0UY4LUgPV62ESQprhsCApiqahCp+lKrfgnjkzRP00+cEp528KTCFSe9/563tFAUKGhOKKFIHd0baJjG2TeyeWG0N0eKHWm5I635CXAM5GDaektieEw4Ike0I6KRt2UFvTZkjHnXXZ95T5KVkuqtaerNofksYcceODEVIKFFckS0Le7OsW0K0LrDg3GP16fGKuwVALbSpyuj+q7ve6PA5dX4SEwGFBkhWHotli4ls/zxeVmm+8mra+Zjn5qJUeIiOmHt3lc/oqb0k+bblch4SEQssVyY6qBW99nYFPeJHpMfd2zcm6RAhphuKKFEHImm0AO6Ac6OIHNyW/q1BC4lmpgOOazlGXfkg+coRDgiRXOCxIssM3JR+ojnRN2pNayJQUkyonuizTFEKJbREadoWQHKG4Ilni66Ttt/ec/IFKwuevlhtzbduQ5ZtCBUVVWr4gu77PORBj7QQotkhecFiQZEvbB3+JwxtDMVYgyNg2CYl31Sa0xNjXRd8CIDT9sevBpaptfBNVFp8JyRlarkh2dLVc5NZxzJWmGEVz7CBDAuDWLSwOz353VmGJ178rouqGSZvqh5AcoLgiWbF+7AzMgL6n4LvDT7l0ejnkI2ZYr8mSU7XPXbS86ry5hGKoykfdMki5XVuEuFBckWLJoWOIpcQ898VcO0bfpIxYy16T31xIjKyxfduqLHBV5CraCfFBcUWKY4wI1lOateUGqbQZSvylWP+xVKFaNfs1xUxYn/DwWbLGpkr81TniE1ISFFcke8b2KUn5cM9lKMZH3xHBq86Za330RdP1FLIfaPY9ykGQVLVvaB3kUAZC2kBxRbInp86iCzmKCN/w0hD1XHpbtiVkKae+zhdivYq5RkNndIZaSSmoyJSguCJkIEpYH69kq2BpdLHEpoh71ZW6pad8KydUOah3vQaqnN4JGRPGuSJkIHIL3lmXhyFiQlUFirUtaH3Eu8qFofNtD/tWnbuvEChdlkQKSbPUa4BMF1quCCGjknOU8JwJsV6FiM8Y61doSAep2JfaSjVnyyfJG1quCBmIkjqBKftdlWzt8gmVpnALvm1NAV5D8lE1LOgTfV1nQtJKRUqDlitCSFbE+s7EHl9i59zWWrP4XYoyh1oYU87qtfNPKxUpCYorQkhW2NaYvjrTnJyfQ/JSJy7axLBq+k1MDDRXdLnt19WPi4KKlAjFFSEkO/rsUMeI5+We3/6r8k9qk66Lb6JAqJjzbasbCqTvHCFboLgik4FTsqdJiPWihDb3DXH5fJHalCU0KGld+IRQQmYdxqRVQtsREgsd2slk4NvydEnZAXdZCiZ2uDJmeCyVj1JoOl3qoQtVMwsJmRIUV4QQEkiIEHDX8osRYl18jELFUgqftjZWK874I3OCw4KEtIBDGekZcoioT0fptr5HKSxJQ1ijYsrEuFRkrtByRUhLSo6XlCMp/HdiO/4u5206X5dlbfom1IetLpJ7XflppSJzh+KKEJINfYdgSImdx1TLu6QQ7KliWrWJkVVS+xHSJxwWJKQDHB5MS10spz7O1ZWqocy+/aaGoGkILzRcAyFzhOKKZMWhY2cgAA55pMWN+zS0uGgTEd4Nq2DTZNHqen5CSP5QXBESgG8BWnd/yvTnRNd152zaRCpvM+y1+K3vMyGE0OeKZMX6sTNg0bTcR4rOda6CyqXK2pObaGly5EbA/pBz1KXddExOcNIHmSu0XBGSCAqlNFRFE8+lkw6Nhp4ivapjS7F05tJmhAwNxRUhEdR1aOxIutNmhlouVA0Vd1lipu73vvOVILj6YK7lJvlCcUWCEJEdReRKEfmKiGwQkbea7buLyCUicp35v5v1mzNFZJOIXCsix42X+3ByHpKaA21mqLnk0tFWrR9YhSuO6mYipvb5Kx3eqyQ3KK5IKA8COFopdTCAQwCsEZEjAJwB4FKl1CoAl5rvEJHVAE4CcBCANQDOFpFlo+S8ENhBTIO2FiSfD1+VOCthfb7Ugm/uApKUBcUVCUJp7jdftzN/CsDxANaZ7esAnGA+Hw/gPKXUg0qpGwFsAnD4gFluxVidVI6dI2lH1/UBfZ/rjnO35SJC+rimxwrXQUgsFFckGBFZJiJfBnAHgEuUUv8OYB+l1G0AYP7vbQ7fD8At1s83m22+dE8VkatF5OpUeU0VN6luaCfFA55BF8vDF5err84+Nv2Q62mo/KdO1y6bHUGekByhuCLBKKUeVkodAmA5gMNF5Mk1hwfrEaXUOUqpw5RSh7XOm+dzrM9LE7nOXpsboQKiD4bozIeyzvTtt9X23qsquz3ZgaKK5A7FFYlGKXUPgMuhfaluF5F9AcD8v8McthnACutnywHc2um8WDoDq64T6qvjoKDKg1I611Ch1HRcH478dQJmLOwXo7oZk6lfnAhJDcUVCUJE9hKRXc3nRwE4FsA3AFwIYK05bC2AC8znCwGcJCI7iMgBAFYBuLLt+esermNZMVIxdoc2JfrucH3Wy9BzVgmophmqdSZgO7025Xbvo7EFi+s31rQyAiG5wgjtJJR9AawzM/62AXC+UuoiEfkCgPNF5BQANwM4EQCUUhtE5HwA1wB4CMBpSqmHY04YG+/IPr7NbKpS4yuRpQw9nNbn+ZuEVcp0qxha3PiG/aos0bxfSa6IUnxnJvkgIgrwPzzdh3zdcGBM4MWxH9BdO4ocyjA0MQ7eQ9Al9EKIePGJjaEExliWo5blW9/Fd5OQVNByRbKkyWeqTnzVdXRd4wOl7mhSzTicG2M7NXc9tyusYmajVi0P1DcxwVBjfxNyvjm+RJByobgi2VLXgYW+4Yeco4vFaAEf+tOmD1Fd598Ue76QSR1tiRFVizL5XobavMjwviKlQod2khWHYmsn3RwdblOmN3aZcqeLlaiPWaKp0mx6ecj9uvA5m9fN3m1Tbyn8ywgZA1quSHZ07VBiH+Sxb8h9dLQxzMliNpVOdXFNpmovO96TIH36dedd0OTfaO9rk0c7/alf52R6UFyRrFjf4bc+J98hhwlJf7jtMoboirmmQkMqdEUqPvtIcW23bYOqmFUh+eH9SEqE4opkyxjTrWPPNYZj9ZQ6m5g2HsuK5ctjn8OEIeFE2jiXpyTUHzIkeKr7G0KmAH2uSFYsfK6Adj4nviCPU0M5f1PA5wAdU7ZQ5/A2uGn3cU35LDsp/QzbpFF3jVWlZwtD10JVdf6xZ34S0ge0XJGs6DIsuGAsP6ghhNzUOiG7Y83Bcb3pHD6/odT+TimvoxRDhXX7Q367EFq2wPKJSVqxyJSg5YpMgq4ddB+d8xCWpRI7oi6WtzHKa+czNDhtSJru78eYHdhFOAH++ggJC1GX9tReIMg8oeWKZEfMQ71tQMWUPjNDDWvYlpPFecemyTk5db2M3fG2ERxDObf3QRfR2HRvcjiQTBmKK1IMviGM0Idz1zf0NqTuPKo6q7HEVlOgyCl1nKWIoaHxWaTahFsgZGpQXJEsaZqh1USbh3YXvxlXVLS1qIXQZzTuGOr8Z4Y8f9W5u9RJaBvGWGrmgk9gx9QJw6GQKUCfK5IVi9mCrvNrHzPkXFEQ2wGMZZlxZ5H12RH56nwsMeXia7+UdRIaz2oMX6lSSDHjl5ASoeWKZIU9W7Ct83CbocKUHUDo0EjTMTn5VgH1omps/5nUdZRLnc+F2MCihOQOLVckS9xhmapp3D7axDuqs4z1JRpCh5uaZqq5s9lSWdVi0ggNKtmFrha7KfmAlUTo/RRzjxOSO7RckezoYlHqg7Z5SOnDVZWPOmtSm6HOrqRor7781Kqc7XO4xvpkbAtoVRiGqrhhvt8QUhq0XJGi6PJmWyVO2s5C9ImZPt6421jiQiw7bfzYqsIKNJ0vpLPs0xo11VmMIeQqVNwJAF1j1RGSE7RckWwJtS50nSWWwrq0+K48n4cklT9aXZp9WMNStUHob7pMZkhJagtaVVlyFVg2Y/vtEZISiiuSNTEO3+6bb6i1xP3c9QE/VGcdeo625WkbziI2zRw61KEFlq/MqYbvcoh71uXcJQhBQpqguCJZ0jTkVRUHK1VHXTdMGPrwD5012BddZvSlEG4x9RRyjpT1mIuVJHY4uul6sss1xLXnTjzpWqcUVmQq0OeKZMUizpWLTyj0NfzR1XcoV0J8tNx6rWqLOj+t1HGf+ooj5c5GHZIu12+IdXCIMvnyMUZdEpIjtFyRrFiP7qKpz454gf3G3vXtva+Za25eXNEUGwqiC1394voil3yE0HU2aGr69BEjpHRouSLEQ1NMLJsmx/bQ8/TZyYQ6pXed8egToW4Z2ZlWE1P3Q9Rj1fUQOps2h6FXQsaAlitCIgmxAMUM7/iG4VJ1nG3COFSl4xOCTeKwzuI3FFXDVzkS4k/l1v2Qojz2t20mOBAyBSiuCAkgRERVHVMXRysHoeEjVDAOFfYiBp8A6SPtvgi5XkIsq2OLLlqtyJyhuCKzJzRCdMhMrdDtMccOTQ556EJT/nMsX4gF0A54WzcTdUjLVh051jMhQ0GfKzJ72nQCbaKbL35Xl14K+nBAJ5qYayW0DmOsiTEWOVuEDQWvG0I0tFwRYhE6CzB0WKTJIpbauuDGOHLTr/KVqjqudOosPEOd2/6+oGuexp49m8O5CMkZiitCKgidYecSs7RKW6tZ1bClm27o8OOUO8VUIQNi0nKH7+w0fOl2yVcuw4CEkC1QXBFi0aVjGmJIxBd9e6hwDnPG9XmK/e2CpvhhXYYd2faE5AN9rgipocna0NdU87ro52QcQn2e6gSYnUbIkHEXXzz6PxEyHhRXhBjadEZS8dn3vW8ovIajS/ywumHCmHOFBGSlwCJkHDgsSIghJnZPl+ChIenHnIOiqh/a+DClbIuuaQ09U5AQsgVargjxUNWxCsIsBiFp2999wz9TFU2pl0XpK62u7dyUfsy+tkz1GiIkd2i5IsShyToVk06MMzM6nK80H62cLDxA3AzPkHRCZnNW+fPFWFBzbV9C5g4tV4Q4VMWiiqFuJlgKi0hVEFNBGutan+SYr1R1FuLwHuIn1SUA6VyHAudabpIntFwR4iF2Snyo/1WdH0yTkzRDL2yhz8CgfQisIYOzzvGaoLAiuUFxRWZPSKDPpun1TdtiYxq50eFDfzclYut8rEjsLnYA0cX3qvZvKwpyKCchpBqKKzJ7YjuqUH+XLkEi2XlqchFMMbjLCfn87lzhPJfJDH3B+iK5QXFFJkWKzrhJPMX4ZLkda0z+pjT8F+LoXWWhq6uzKhHTlVRr/7npxFjimihReBIyFyiuyKRI0dk0DfO1dVaOtXRNqeNsKkuXesu5nvrMW87lJmTucLYgKZohHVnrZnG1sZzUzfibC75o5U1tOlRd0UmaENIWWq5I0YwhRFw/mdiZhVXpNW0LTb80cRbrsF9a+Qgh84PiipBA2oqgvvyCfOcpTXj0EQE91dAwLVeEkLZwWJCQCOxhvJiZf32LnhKFVV/iJVW6FFiEkLZQXJEoRGSZiHxJRC4y33cXkUtE5Drzfzfr2DNFZJOIXCsix42X63T4Zv+NTanCqo88pxayC4HVZzvnch0RQtJBcUViOR3ARuv7GQAuVUqtAnCp+Q4RWQ3gJAAHAVgD4GwRWTZwXkmm1FmFhhAaMYJmyKWEKLIImQYUVyQYEVkO4LkA/sbafDyAdebzOgAnWNvPU0o9qJS6EcAmAIcPlVeSFzGiYUgr3Nhixhd+Y+w8EUK6Q3FFYngHgNcD+LG1bR+l1G0AYP7vbbbvB+AW67jNZlvxpFjYORWldMQpZkSmHD4bexh1zuE3CJkDFFckCBF5HoA7lFLrQ3/i2ebtG0XkVBG5WkSubp3BERm7Yxz7/EPQJuxFE0MO99k0BYudQ3sSMnUYioGE8kwAvyQivwBgRwC7iMgHANwuIvsqpW4TkX0B3GGO3wxghfX75QBu9SWslDoHwDkAICJFGGPYAQ5Pl/hiOVJ6/gkh1dByRYJQSp2plFqulFoJ7ah+mVLqpQAuBLDWHLYWwAXm84UAThKRHUTkAACrAFzZOR9dEyBF4q7PV6owmYowJITUQ8sV6crbAZwvIqcAuBnAiQCglNogIucDuAbAQwBOU0o9PF42CcmDmIW7KcIIKRNRirYAkg+lDAvmAjvgsmB79c56pdRhY2eCEA4Lkskz9SCNUy7b1KCwImQecFiQFE2IDws7NEIIIUNCyxUpmpKdmwlZUIL1UVn/x7AGl1BHhCyguCKkYCgsp4G7ZmUTYwqbMYLoUliR0qC4ImQkUr79s/MpG1Xxv4qhRXWVhdi1Zg19fkJyheKKkMJhp9M/fQoH1ypkB0sdSjSHnqcuT32ti8gXB1IiFFeEjIQbcZxoqupj7HrqU+z4lsBpuj5S5qWtQBfrT6EfgcWXB1IinC1IyMiw86hHOZ9T1FdspHTXmpSqzUKH/1zrVq7O5GMLYEJygeKKkBFJKaymEqCy7zJ0EWup89ZW3Lnbcmj3HPJASC5wWJAQkjXuuoJk2Hqo87EihPihuCJkQijnbyqE+CDVYc9qm5pYG6MMYwxNElISFFeEkKJoKybqwhyUJEbHCMPg+w+UU2eEDA19rggJINYBum/m2Km1aQPfb3x1l0u71uH6igHD5dsnrEqoM0LGguKKkBrcjrhrp9ZFIIQwpeGaVEN4vjAHi/Tt/32KhRCn86Z85ObATgiphsOChHgYMqZRUz5iqFumpDR8M+Ri26VpQe8hhWhT3mNnDuZEScOqhAwBxRUhAzL0ME6puE75fQ1HdXWUDyGVGMyZUvNNSF9QXBHiIXQIZyxsHxj7b4oMMRzmWslcS0wXy4zdNmO1UVP+U1zPY644QMsZyQ2KK0IqyEGs+PJQ11HnkOcUjCFG+haoXdPuEoKiTvhMYT3AKb9ckDKhQzshNeTgID7XTqPKET0VVZYwd1suDuRt8lA1nNpnvC9XyOVQd4QMDS1XhLRkbNE1VYYe4gld329KDDXUOsW6IyQEiitCOpCjwJpKh+bOEExd1yFDjzm2byqmXDZCxobiihCSLb44Y0NZtkKtOrmLlBThHwghcVBcEdKR3DvXIUglekJ/P4QoKDnuVBNDiVNC5grFFSENpOw8p9bhuOXpe925Uvx4cgpHUOW03+fsxbp1HAmZAxRXhJBW+IbNqgJ/pqBLelXxq6bEkKIzpSP8VNuDzBuGYiAkMXUdTwlWl1BCHMF9x4TUTx+d95BhNcYKRzDEebqsdTnl2GyE2NByRUgAMR1An2sH5kSVJahpaDCkftp0uHUBMseOkD4VqsSiaxnMISo9IWNCcUVIArqIpBIFVkhsqL79o+pEnZuPpuNS4lpqpiYufOJ5iHAWJd4nZL5wWJCQEZhy9Oo+A1M2DTHlQK75SkGIUO2j/BRWpDRouSIkEbG+KKUS29GlCM/QxhG97XnZkfsJtVZW/abLNV/y/ULmCcUVIQ2EduyxHcBUO4zYYbim+m1jHekSCmCq7dKVruKo60xNtgspCYorQiqY8rT9tqReh2+ooKNDk2u+hsTnE0eBROYCxRUhDYR2ChRjWwiph6ZjQoYDc+2sc81XX5TYRoT0CcUVIR5ch3OKpjhH9b6GSEOErt127NiHoa3FkvcVmSqcLUhmiW/IoipOktTsd5lyZ15Xtj4CdIYEoHTpc6Yi0TS1iRvnyofdtlOeOUvmC8UVIWgvDObWIaQc/nE7WF9Uc04SWIorbMYUk3b7uZ/bpjX19iPzgeKKzIIUVpW5P/jnPISTW8dvi5Gh8yYBn9umGyrQcmsPQlzoc0UmTQon8zmLCptQX6fYNG0LVciQUttztSWX9vct5VOq75KbX/c+jZnIwIkkJEcorsikcNc4I2lp8qNpwteJ+tJIHfJhqqRy2h/yfok5T8iM0jbpEtI3HBYkRZNquI8P5nBSRdquG9rp6sNjn8N37ja/H3MoqqkuQuu1iqGHFX0+dqjYFpoeITlBcUWKoo+HqO27QvLBHSpsm0bp7Rqb/xKseiGzc5uwr4sSykzmBcUVyZ4hrFOld8BD01bwtHHCju1oq4YaY0m1Ll4qxsgDwyQQ0g76XJGsOBT5+U2xY9maVEN1qajLT5WzdJt8jHFNjhkM1RasTU7o7vaqfW7abeBsQZI7FFdkFrQZWmGEb7JgzlHfY4fe3NmfvrSqvvt+E7ufkByguCLEYo6d0MMr7QAABGhJREFU55CkEq1tO9gYy4kvTITPetMXfYuIGCucW1cxqxXEhFUgZCpQXJGiSCl+aJ0qk5gwDX208VC+WH2l7fpR9SniQus+tKz0ASOlQId2Uhxtg1V22U/Kwg1N4G6LcZLv03doDKqG4mLKETsL0xVyvnOVVo+E1EFxRbJiPeof3DHDEWR6NMWd8omeLku0VF1vvujoY193TQIpdT7bpBMislKfk5Ax4LAgyYrFbME2cIhvXtQFofSROjK4fb3lcN2l8GMbaqZundN7W+joTnJClOIlSfJBRO4DcO3Y+eiBPQF8d+xM9MRUy8Zylcf+Sqm9xs4EIRwWJLlxrVLqsLEzkRoRuXqK5QKmWzaWixDSFg4LEkIIIYQkhOKKEEIIISQhFFckN84ZOwM9MdVyAdMtG8tFCGkFHdoJIYQQQhJCyxUhhBBCSEIorkgWiMgaEblWRDaJyBlj5ycWEXmviNwhIl+3tu0uIpeIyHXm/27WvjNNWa8VkePGyXUzIrJCRD4lIhtFZIOInG62F102EdlRRK4Uka+Ycr3VbC+6XAtEZJmIfElELjLfJ1EuQkqB4oqMjogsA/AXAJ4DYDWAF4vI6nFzFc25ANY4284AcKlSahWAS813mLKdBOAg85uzTR3kyEMAXquUehKAIwCcZvJfetkeBHC0UupgAIcAWCMiR6D8ci04HcBG6/tUykVIEVBckRw4HMAmpdQNSqkfAjgPwPEj5ykKpdSnAdzlbD4ewDrzeR2AE6zt5ymlHlRK3QhgE3QdZIdS6jal1BfN5/ugO+z9UHjZlOZ+83U786dQeLkAQESWA3gugL+xNhdfLkJKguKK5MB+AG6xvm8220pnH6XUbYAWKQD2NtuLLK+IrATwVAD/jgmUzQydfRnAHQAuUUpNolwA3gHg9QB+bG2bQrkIKQaKK5IDvmXRpjyNtbjyishOAD4K4LeVUvfWHerZlmXZlFIPK6UOAbAcwOEi8uSaw4sol4g8D8AdSqn1oT/xbMuuXISUBsUVyYHNAFZY35cDuHWkvKTkdhHZFwDM/zvM9qLKKyLbQQurDyqlPmY2T6JsAKCUugfA5dA+R6WX65kAfklEboIeXj9aRD6A8stFSFFQXJEcuArAKhE5QES2h3awvXDkPKXgQgBrzee1AC6wtp8kIjuIyAEAVgG4coT8NSIiAuA9ADYqpf7M2lV02URkLxHZ1Xx+FIBjAXwDhZdLKXWmUmq5Umol9H10mVLqpSi8XISUBhduJqOjlHpIRF4N4F8ALAPwXqXUhpGzFYWIfBjAUQD2FJHNAN4M4O0AzheRUwDcDOBEAFBKbRCR8wFcAz0b7zSl1MOjZLyZZwL4VQBfM/5JAPAGlF+2fQGsMzPjtgFwvlLqIhH5AsouVxWltxchRcEI7YQQQgghCeGwICGEEEJIQiiuCCGEEEISQnFFCCGEEJIQiitCCCGEkIRQXBFCCCGEJITiihBCCCEkIRRXhBBCCCEJobgihBBCCEnI/wetrUdpThK38AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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3w4J9HyUf5P9r7qmic5P9LD8iV36yz8vMDpWv9H81BM3z1Pk8fkg+OM57ofzQo1m35LslnRB+4OwkP2ZQ8mX5o7l6eGfnXHbIRr4e/adwLOuccw+V9HY1+4z/jfxY6PXOuV3ku/Nn2yn7rM577rvh/4Myjz0895r8sbwhPHZwSMOLc2koiy0kH/i/WL6M/6tz7vtFLzK/BNu8z39ZA0yb9U2xCs2FN6h89ppTZlCvpMPlM+1I+Ux8sHz//EPkuxRukv/1+UD5L4Afqrj7dZV8X/NfhG3sKOmo8NwxIU3ZwZfnZrbzDPnm1UPkBz/+lTLdtQVp/u/31v0L279M/tfjbHbXHvIFufHsV/nK56iQZzvKjxf6hnwwM3vNjiFvnPwX7I6Z506Xnwiyes45PankuT+T/3LYTb5V48rMeTlAfgD+o8M5+hX5roJsU3g2r3/cF7EV29+s0P2dz3v5rt5Lcu+/r8q+l8jrY+Rbbg8Ix/xhLZ6N9Ipw7l+ulTP15m5LvtzvKP+l84/h9qxLY0f5VgwL5/8SrRxQe2zYpskPRv6awmD0UPaeJf/Fvp38l9IPJP3ksuVFfvzGISHPd5bvlrlG0naZz62bk783qPz7Y1a+Pyk/uWlHha6Pgte9SNJDw/2TJd0Qbh8h34r9DPnP3xqFLjX5ge1vDds9WL6V6afDc2coN/FE0vvlvy92Cdt6pKSn9li+FuX10+V7B55S8v5G5Su87+GZv+fJB8UPV5goIt+FuF3Im7dI+mTB/v9T0h8XPD6vfC36TL0opNfkf6x/VNJ7M+9/u6T/0pzJapLOUkF3o3xr1NWhzOwjX1lmZ7/+l3wdtKN893R29utBoTz9YsF2HyA/VCD7eb1V0m/nPhdl38Hrw76ys19/Sz7AOSrzuh3ku30vUmYIQnj9jfKByXbh7/GSHhueP1e5Ok+ZSWwhvbcrfD5Ub6LEpZL+Vzjux8iX309k0nWrfJfsDuH+keG535cfL7Y+vPdghfpOvs74TfnPxa/Kxw2FdU547Hz5Hz6rwrn9pCrEFuH5tfI/TG5Uyeesx++DuZ+N0n1USMQNqhjUZRJ9mbbOfvkXhbEE8kHfFdo6+/WfVT779cfkf5HPZrD8deZA/y1k/DeLCqn8h/Ur4TUXSlpblub8exucpIfKf8ndLN9c+hX5wf17LLHNA0MB/244/oslHV6Q9yv+cs/dG9Iz+5vNMto+5P9jSvb9YPkK4U75L7w/lPSVzPOvn+V9OM6PqoegbtG+l/ygzbqV7pL095J2yDz3gVnehfuHys/Mukd+QsehNbZ1RsF5OyM8t2vmnH9dvmJelXnvu0NZ2CL/SzhbQTxWfnLE3eG8XabczOAlysvT5b+Yvyv/Rf8++V/hs/e+RNKnGn5/XFKQrqcVvG57+R9O3w75eplWjov9+ZB3d8vPcj06PL5W/vN/h/znMlthn6Ftg7qHyrc0bJb0HfnvquP7Kl8V8voj8j9ksufpA22Ur1x6n6bcONpQ/r4T/v5Z0l6559eEtG0zc3de+Vr0mZL/zG8O6d4sH6DNKvt9w7a/n9v2izLv31Eh6C9Il8l3O98R/t6klWNJ95Mvo/eE85JdBeLv5btCs/vdFJ57gHx5vSM8/mWFFqtMeS79Dg6vOUi+7N4VtnGJMmU+87qzQx48Pvf4o+XrydkMzw9r5VjmfFD3C/IBw91hv29Vs6DuKfLfT1vkf1T9sVbWCQfJ12ffli+Hp4XHV8nXNdeHNFymUG/L/2C9PpzH/605dU547ED58rRFvlHilaoQW2Se/5D891ajVTHa+j5Y9Nko+5sVMkxEmJVzqnPuhIUv9q9/mXzF9tRuU4YxMr847r845/5j6LQAY1D3Oxj9MrNzJN3inPvDodPSBEEdVjC/RMgj5JcWWS//a++tzrnCZQQAAEhBGEN6pXyL2PXDpqaZQa/9iihtLz/r7275Jvv3yy9j0zszO8b8JYKuM7PThkgDACB9ZvYn8hOH/nysAZ1ESx0iZX6RyC/LrwG1WX6MxQnOuasGTRgAAJGipQ6xOkLSdc65rzrnfiC/NtWxC94DAMBkEdQhVmu0clHJzVq5cCwAAMgoW4APGFrRwpfbjBUws1MknRLuHtZpilowS+DGAfZZ1SxtVdN6WMFrih6L0RDpHEvexKDnvPqmc+5h/e0OaB9j6hClsEr6Gc65o8P90yXJ+Uumlb2ndmGevaGvyyNkE9j1Ppf5ZPd6uYiB9H3uUZ9Tr+dno3Pu8P52B7SP7lfE6jJJ681sfzPbXv7ahm1fh08mArqsPvMDyMuvnExZBOqh+xVRcs7dZ2Yvl/Qf8quNn+Ocm3/Nu4jFHtBNtfKc6nFX0VeZzZdXzgnQHN2vSEaT7tc6lm05iCmwo+KcZktQ1QCq67IaaSBH9ytGj5Y6TN68yj1f+bQxDmvICiySynNwU/wpW3TMQwW2lEOgGwR1mLxK02w72k9XTP22DGK88j9Uin7IWO5+Vhtla4qtpkAXCOqAoE4gN4ZKKPb0taluADulvMnKBvvz8iAf4M37bLTxWZjq+QDaxuxXJGPZRerGXrHE3qWYndXY9X5QrsoM5yrnyVRtWwD6Q1CHZLS9SOnYKqt8l2usushXE0HGIvPypWlX/RjKGzAlBHVITpOKpqhLKuYKq6zVK+aAhoArTkXl3EpuL3ofgGER1CE5TQKHsQQby3ZfUhFvK7U8qXs8ZWW/ShA+ls8NMBUEdUBOrAPtyyrrOpX4lCrhKvmSSkDX9XhFWlmBcWD2K1AgpgoslcCjijavx1o1OB/zJanmdZ3WOaYxHjuAbdFSByAaZWulYau+ZhEXqTLWDsBwaKkDIsJ1W/sXc/4tG7h10QIZc34BU0dQB0SAYG6rsSzN0jdaMQEsQvcrMKAm3WhTGbRO8FJs3mxVadsyRT6WI2+QGlrqgJGYQiA3k9IEhrrpL1t7MDuJpKg1s+tLeQGIH0EdEDkq43FZZvHrqs+3tRbd1JEvSA3dr0BkuOTVuDS9qkeVWayW+7/o8XnbAJA+WuqAhpbpYsu+r4txPbPuNrrdurHo3C86r2XPzVtjru59ANNDUAcsUPXKBG0Ediw/sdWY0y51v/BvKoP82/hxBMAjqANK9FlpEsxNy6LlSabSrVo0VjCF4wKGQlAHtICKaFrKulfnXbZr3nYoPwDawEQJoATXzcQ8i4K1qhNdplx+8nk05bwA2kBLHTAHVzeobtEs0JhapJrOWM1jskI7yDegHQR1wAJlgR0V0VZVuyJjEFO6Ygp0AYwf3a9ABUUVb0zBwdDqrM0Wo6HSlb1yBgAsi5Y6oCJaVMpll2SJPUDJnseulpKpYwx5BmAcaKkD0JpFwUlsgXEsV+3oIrAjUASmh5Y6AJ2LIXCKHWsVAlgWQR2AQlVmiFZpDRpDcBFDN+wYtTXRgwkjQDsI6gCsUBaolV2PdOwzg+mmbI6ADogLQR0wUm1Xhk2DGypkLIPyA7SHiRJIxmFDJ6BHLve/re3Nk2LlOwuMY5kwAQDLIKgDIlB3rTLL/e9SnYBnbF2ZBHIAUkL3K5KxcegENLDMAP2uAxICHgAYF1rqgIHFEDzlL6re1rVQYzS21kQAqIqWOmBAXQVBZYHLvP2NISBbhiu5nZV6HgBIGy11wIRMuZVq2QkRU847AONAUAeMWD7QqDrhIrYApa+L2i/az7znaMUDEDuCOmDknOoFRTEFdPmJIl2mLabjBoAuENQBExLbemx9paVJQEcQCGBsCOqARCwKkPLPxxK0FHUhty3GJWMAoG3MfgVGrGq3ZVGAElPQUnecW5dp51qkAMaKljogIVWDt5iClqK0LLoMWtetjLG0YgJAHQR1QMSqTIAoalka6/VMu0zv2PICAOqi+xWIVNliuUUB3Lz7Y1CWZtP8Y+/aGLpix5BGAP0gqAPmWObarG0aev9tyrc8Fo0LnAVz+cuXLSsfJM5LgzKPDZX/Qwa0fSM4BZZHUAcUyFYwQ1c0bew/huC06ji1fL73keayQDOm/Eo56CkaQ5nqsQJdYkwdemFm55jZ7Wb2xcxju5vZRWZ2bfi/W+a5083sOjO7xsyO7j29uf9DabL/snF4MQUoRcY4BrALdc/f2PKsyjjRsR0TEAuCOvTlXEnH5B47TdLFzrn1ki4O92VmB0g6XtKB4T1nmtmq/pIah2UrtlhaPcoClBiDuBjSNPT++9LXpeGAKSGoQy+ccx+TdEfu4WMlbQi3N0g6LvP4ec65e51z10u6TtIRvSQ0ATEHBbEETWNa5iWGPGtDneVpst2xBH5AdQR1GNLezrlbJSn83ys8vkbSzZnXbQ6PjVLda7O2oc9AoO5YuViY2m0xbPv8phLM5dU5pj6uCQykhIkSiNG89WhXvtDsFEmndJuc5lIe7J5fciWV46oqO/mEoKN9UyxTwLJoqcOQbjOz1ZIU/t8eHt8saV3mdWsl3VK0AefcWc65w51zh3ea0gZSrejrtjqm3OIUy4SaMcgGv01a6wAsRlCHIV0g6cRw+0RJ7888fryZ7WBm+0taL+nSAdK3lGyFH+vEgLpSDVTbQv4AGBLdr+iFmb1b0tMk7WlmmyW9RtIbJZ1vZidLuknSCyTJObfJzM6XdJWk+ySd6py7f5CEL2nsQdwMS1AsFkMepNplmeIxAV0w5/htiTSYGYW5AwR08+UDqaEDq6H3P0+++zWysrUxxmEcQB10vyIZh/W0H5ZZ8FLoTm4L5aEaygvQLbpfkYyNHW573lpaqVdU+eOLuSWoS4uu8pDNl7p5VHaZsiaKrpsbm9jTB4wVLXXAArTCbGtKebKoZTYfnFRtwcxuN7/Y8FQsOtYplTOgDQR1wByRjfmJwhS6XasuGJ0NyurmSX5c2RTyVap/jE2GOxAMYqoI6oASVAzlyBtv2SCs6ftTGNfZZfqnEBwDRRhTB1SUv3IAFUe6Fl0los9zPy8dZeM6Yy+b+YWIxx6gArEgqANK5CubFCZG1OlOnjeYfcx5UFXfgdsU8jQrP46QIA9YHkEdMEdZBTPWAI8KMz5Nx+KlivIJNEdQh8lo2nVaFAilWLGOrQtviqZwTooWJp7CcQNtIKhDshaNRZpqCwljA+M0b3zclLpnp/ADCugKQR2StairsU5FmVrFktrxpG6q54sfIEA9BHWYpJQqh0VXOsA4FE3Mmfp5zJdt8gSYj3XqkLSiBV1TqhTKWiLdgufRnqoLFVcx1StLSNM7XqALtNRhEmIcl1QWBHDppLi1PVazq23MxFTmF6kyO3uZa+wCqaOlDpMRy5f/Mq06dd8XyzGnoo+AetllZ8YY0PFDBWgHQR3Qk6rBXNvdeMCYNLk2LACPoA7JOGzoBLSoaddsCheFLwp+2xy31iYr+Gtru02P1XL/AUwHQR0QsaoVewrB3Ez+WJYN5JzaCwqzAVMf+b1sYDcWdYPYsV7RBegaQR1QQ58tRWUzWPMzJFOu2OZdoq2qtvOnr/xO+bwua8qzhIF5COqAmmLoAkw9mJMWzzKdgtTPcV7V8zqV8w/URVCHZGzsYR/LBFNTq6CBOuq0vvFZAooR1AE9qlMZtT34HkgFLXVAMRYfBhCVRRV2kyA3OxC/zcV9520nlsH8XEYOmA6COqBnRTP98pVsdqZmahVw2bF3Ecx1qSw9tCI1F+OVX4AxofsViFBqldq8JUUWLTUSYxd0nYBuyCBvzAFmUR7nl7oZ8/EBXaClDmjBopa3vCpBSmyBTF1trQnXlmUvvzVPneuVLrOPsZeJZZUFzVPPF2CGljqggWwrQWytM32Z1+q2zPH30TLX5vnp61w3CUqr5mNM5bXJGnQxpR8YEkEdUFN+rFuViifVSseV3G5qTC0uY+n+q9oqPIZjKTOmcgN0ie5XoKaysT5F3UCpTnbIaisYSDmP2rwmLACUoaUOWEI2oCkL9qiI5+szj9rcT9nl2vL7qLPPvlrLxtQqx+cHqI6WOmBJUxyoveyYuSHzrKvALnu/6jIti7bXlbIWZQDjRlAHLGHsY5Hqoqu1ntiOsyw9saUzb97nLPa0A30iqAOWNJVKZdnWOQwnhfyf2g8ooAmCOqDEFCY5VNWkMiXfujHF7v4y5AOwEkEdkENrwEp18oNKtntDj0mMAa12QL7VCA0AABrESURBVDGCOiDgwudbxTrAH1tNJbDLHmedJYOmkj9AFkuaACKgqytbyZJP/SPf21v0mxY/pISWOkxe3eu2pqZpq1xX+cRYRmR1XQ4oZ0gJQR0mb8pf6jGOl2O8FNpAOcIU0f0KTET+WqUxBnRZVMiYabpG3ZR/sGGaaKkDEpQfJN4kmBuyQpxSZUx383LIN2ArgjogUawtF7cuWiKLgvkUzinLuADVENQhKcxibY586kef3cqpntNs6yYtncBWjKlDMg4reXwqY7Octh03t4hpXMtjjPlcLjo3bRxbW+dxLPncdIwokCpa6pC8sQQsTTWtzLrOlza7y1KvsGMpo/kgKZZ0SSu7YMsWIc7fjyn9QB9oqUMvzGydmX3EzK42s01m9orw+O5mdpGZXRv+75Z5z+lmdp2ZXWNmRzfab1sHEKmm4+bGnC9jDfDK8nzIc5Fv3R3rotJjSy/QFXNurF+RGBMzWy1ptXPus2b2EEkbJR0n6SRJdzjn3mhmp0nazTn3P83sAEnvlnSEpH0kfUjSo5xz98/Zh5Pia2Hoyhgu5dVVa90Uzm/XqpSf2PJ5UXlasrxtdM4d3vztwPBoqUMvnHO3Ouc+G27fLelqSWskHStpQ3jZBvlAT+Hx85xz9zrnrpd0nXyAt1BsFVHb6o6bk9LPE9RXZTxlbD/5WZcOmI+gDr0zs/0kHSrpM5L2ds7dKvnAT9Je4WVrJN2cedvm8NhkNQ3mUllvjgq7f2PL89iCUKBvTJRAr8xsZ0nvkfQ7zrm7zEqrjaIntvnONrNTJJ3SXgrjRMvcSlPpYu9L/pJaY8tbgjnAo6UOvTGz7eQDunc5594bHr4tjLebjbu7PTy+WdK6zNvXSrolv03n3FnOucNTHQvTdIkSoK6xLW+TNdZ0A20jqEMvzDfJnS3paufcmzNPXSDpxHD7REnvzzx+vJntYGb7S1ov6dK+0hsDgrltLRN4jKE1p0kXOwDM0P2Kvhwl6SWSvmBmV4bHXi3pjZLON7OTJd0k6QWS5JzbZGbnS7pK0n2STp038zU1iyr2KQRwU1K0zhrnGEBdLGmCZMyWNBmrqolPobInaCFwjxBLmmD06H4FBla1y62PSr6v7r8pByxV83jUv1AADILuV6AnbVzOq8tgKOZLRKWiSuscl7jqHuUbqSKoAzq2TItLX61z+X3NWpOo+NqVXzqk7DUzY15mpA+UUWAlgjqgA8t2nfVVURWlkxa7YVS5SD3nAsA8jKkDFqgboC3bMjdUxV021ouxXe3Kn9+ic86Yu25VaTEFxoiWOmCBKkFW7F2siEuTIA7bmgVnfIYAj5Y6YEnLTIAYujKqsv+h04itirpk0QzlGimipQ5oqI3ZrLEbU1rRzNhbusacdqBttNQBDTQJ6GJomSsyL11O5WPtMIy2W+tiLJN1UT4Bj5Y6oKIptMzNM/YWndRkB/uzth0AiZY6oJKUWubKdD0hpCsxpqmuuuUkG8SNqYx1hTwAPFrqgAXqBg1UMO3KBjBVWgvz52ss52OZZTbGcowAukVLHTAHAV38ZnleNPZvbOuRUX6aG9N5BrpCSx2QUScoSLECzh9vNmBqEiC1MQ6v7rVvixb3HdN4wLqXEoNXtPYf+YSpoaUOkzdvhueUArqZomvAzm5XPe7YBu6PscWuLO9iydMUMLMbqaGlDslaFFg0nfyAxYbIp1ngVtTSOFb5llK0izxFagjqkKSyi9JzOa/ljC24KFrTbUzpnxljmodGnmGK6H5FkorG14z5cl6x6aPbiq6x5vrKN84PEBda6oASUw7kyiZM5LXZ8tXGOLyi9xJ4dCvG1s/YxnQCfSGoQ5JY72t5i2b+NplAUUXb22uj631suijH8/IvtnGMMaQBGALdr0hK0y47uliL9ZknbU5omb0vtmCjC31cnzfVgJgufqSGoA7JOKzh+1Kt7NvSd2BnmdvL7L/ofSmd66KAZJkAZd57i9b+G/MPoXzeEdghFQR1mKwxV0oxWDboqrOPJrLdw0W3x6qrYyjrbh/rZdfKjP38A/Mwpg6TM/ZKKSax5mWdhaTHpMoxtDUmMb+d/NjEoiAw1vIgpXH+gUUI6jAZQ1Q4Mc4M7Epsxzq2q0gs0tax1D1Pi8Y6xnTOZ1I670AddL9iEoaqeGKs8LoUU2VadbZmatpaEqZpUDxkF3cK3evAMmipQ5JSDaZiaw2T4qxEU2ulk1YeU1FXaN3tLDMBJcZWOi77BxDUITEpf0l3tS7cMsYWOMWSb03lr2/b5szgNt5fdnm+riy7HuUUlrzBtBDUIRkbh05Ah2KrfGII5poENrHlYxN9LzGTv3by0FftaKNFLoVyABRhTB0wImOogPqo4Nvo/oshMB1SneNfNq/aeP8yC4vntzP2dfaAMrTUASMQW+Uz9HIWVfa1aFxdbHnat6rH39YYurrdsW1d6i+b9qmfc6SPoA5AK2IcPD9T1mUYY1pjUeV8Vg286kxc6SKYA6aCoA5AshaN/yKwq6YoYJp3GbY6k3qW6Zqdt23OK6aIoA5Aa2KtSNu8ysLMkMfaRzqadHEv6u7On4e2WuUAeEyUANDI2AabtzExYuhjLZos0MZx1d1GG2PjmuxzTOUNGAItdQBaMYbKtuyasLGmvc44tLauJFFVdhbponQuG3iWte7Fet6AoRDUAVhazJVrWUAR81UnYk1XVpNzXvVqFqwrBzRDUAcgCXVaq/pu1UrNorxeJmDmag9AcwR1wABi7vIbqz7WQMtvo8tJCjG31uWPu85adota61iKBGiOoA5A0qqO+aobRLQZdKTQKlXUwlYHwRywPGa/AgOJuSUGi7XV2ld2xYMxBjd1FiMuemyMxwzEhJY6YABUXu2ZtbKNpaWnq8tWxdClX9YqOnS6gKmgpQ4YQNUFW1Fd3y09TZcBafreRemIMXCi9Q3oF0EdMICxd7PFpOqVDxbpI7iuG+RUTXdMZYhFgoHhENQBAAAkgKAOQBKKLqGVVXfB21j00erFEAAgDQR16IWZ7Whml5rZ58xsk5m9Njy+u5ldZGbXhv+7Zd5zupldZ2bXmNnRw6UeY7BM8BNrQJc17/iKrge7KMgFkB6COvTlXklPd849TtIhko4xsydIOk3Sxc659ZIuDvdlZgdIOl7SgZKOkXSmma0aJOVIVjZQiiEAqhKI1blqRh9X2AAQD4I69MJ5W8Ld7cKfk3SspA3h8Q2Sjgu3j5V0nnPuXufc9ZKuk3REj0nGBORbtIYO7JZpbUxhAWMAyyGoQ2/MbJWZXSnpdkkXOec+I2lv59ytkhT+7xVevkbSzZm3bw6P5bd5ipldbmaXd5t6pCCGYMdpue7RoQPPPkzhGIEuENShN865+51zh0haK+kIMztozsuL6t9tvuudc2c55w53zh3eShqLdoKkZFvD+l5+o8+ytWzwOKQYgm9gjAjq0Dvn3J2SLpEfK3ebma2WpPD/9vCyzZLWZd62VtItjfdZ8XWsrzUNsXS3tm2sQRyAdhDUoRdm9jAz2zXc3knSMyV9SdIFkk4MLztR0vvD7QskHW9mO5jZ/pLWS7q031QjRUUzRaV+Avr8otNVFxfOB2v88ABQhGu/oi+rJW0IM1gfIOl859yFZvZpSeeb2cmSbpL0Aklyzm0ys/MlXSXpPkmnOufub7pzKkFU1fUVGhZtu0orW92WOMo/MA3mHA31SIOZLSzMTSpsWkfS09ayIW1q85u4bJkWyvBcG9samwsMhZY6TILL3Z5XuXX5M6ftVqDYrvuZij7yte1ylk8vAR0wPYypw2TMm+lYt8uraYWc3XdblTpt7ePT1jkrK9P5cYJVA7ohy1LbEzyYMIIpoqUOk1Dnup+m8sqgTotfH4beP6pr0o3ftBu1zj6KJo4MucRLDJ8rYKwI6oAC8wI7jF+V8ztEcFG2vyEnbrStaqt40Tki2APmo/sVKFF1uYlltk/gOJyhAraiYDH29RHbKKd1u0PLWvFYcxIoR0sdgOQVtfj0FVBng7h8N3/X+112P222VraZ53TRAsVoqQOQnKqL9fZxmbA+x6dlg6Y2j6vJdooCuCrbqTOpg5ZuYCWCOmBAQy2tkpr8VReKApqms57b1MX+urwiRhcB6bxAumnwyGcF8AjqgBJ9ds8Nte+xKgri8s8X3S7q/pwXFLQ9lqyrIClG+eV7ivK57Hw0QXAHMKYOWCHGKw2g/LzMCwQWPZYNtLoKBppsNzvzM4XyVnXJlFSOFxgSQR0mb+hArqwbauqtDnWWviiyKA+rrE247Llvekm61M99vvV0KscNdI2gDpNUtbIfUhfpyHcDxtY6sui8NG1dK5uBWrTfPvMjn/8xnYu2LOpW7eKat8BUEdQheVVbYLKtBYsqh9iCoaqqTB7oU90KvSiYqxoIzu6Xva4tdcrG0Pnfp6otp02CvCnlIzAPQR2SVbc7rcnlm1BdlXFxVS/RNnvfvPcsCv66OoeUjXJVLntWtxWW/Aa2IqhDUhZ1s3W53773OU/V1qK+WxzntZyVnbdlr9qB+Czq/s/PnJ33PICtWNIESRnqy37Z5Riy2thG15c4m7fNKsuJ1LFoDFx+nbY+FhSeki4nL9RdjJjzCsxHUAdEoo8lNrL7aquCzM9crDLwv+m+yy631dYVD7CtGIIogjmgGoI6IEJ9LaNSN7DJL/qb3Vb2NVX2XWd/Ze9fJp9SCBLaDEwJcoHxI6gDWtJmF2xflu0S7bILt6hbFV7RlTSWPRezFuKhyu+YPjdArJgoAWS0MeGhrbFjQy6bUpYPRbMUlxk3V9QKR/C22KLJBW1vG8A4ENQBLVq2Qoxl/bsqS4u0PZYthuOeuiHPAecfWB5BHZARU8VSZwZrV+muM/lh3vuzFq0vt2g7MZ0jAIgJQR0QkWUDpi60kaamV7Joc5YuAKSOoA4YoaIWtLZb7eoEXk3fu+h1BHMAUB1BHTBSQ17HlXFxABAfgjpghIYInvLj2vpcLBnFGGsIIIugDhi5vmbMlrUMEtDFIZaZ0wCGQ1AHjFgMFfnQ+0/ZvHGSBNMA8riiBDBiBFTTUCWAi3HmNIB+0VIHRKCPFreu17RDu+ZdBmyZcxhD6y6AbtBSB0QghpmriIfL/Zfmr9dXdIm5edsFkCaCOqBHQ1aqlvuPOFUtI/POIzOSgWkiqAMS4jS/MiegGx9X4XaRonPN1TmAtDGmDuhR1xUqFfb45ZeKKVo6hlY4AEVoqQNGalGrHPrTxrnIbyPbquYKHltm/5QbIE0EdcDIUUEPr41uzTYWc67y3qJJGADSQFAHjBQTH9IzCw7ntdotQrBWD/mFlDCmDhiR/BpjBHRpmZ3fsnF1yt1vEpBQZlYiP5ASgjogUkWLzVIBlUthUd1ZK13V8z324wXQLrpfgWDobpj8/k3tjNUau7rjxIY+j8ua+vkG0BwtdUDQV2VaFHQQvJVblC9FLZpFATIApI6gDuhBW9ftRLl5+ZpC1ywALEL3K9ADxsR1I78g7+yPfAYwRbTUAT0h0OhHWQBdNpM0+zznCMCY0VIH9Gjsg/hjUjY2cfZc2cSTutsEgLEgqENvzGyVmV1hZheG+7ub2UVmdm34v1vmtaeb2XVmdo2ZHT1cqttVtLAs2rHsFRmYrAJg7Ajq0KdXSLo6c/80SRc759ZLujjcl5kdIOl4SQdKOkbSmWa2que0do7Arrl5s1v7WAomlnPHDwQAWQR16IWZrZX0HEl/l3n4WEkbwu0Nko7LPH6ec+5e59z1kq6TdERfae0a68+1b4jAZuhgatEYQQDTQ1CHvrxF0qsk/Sjz2N7OuVslKfzfKzy+RtLNmddtDo8BpcFUdvZryrLHSEAHIIugDp0zs+dKut05t7HqWwoeK6yrzewUM7vczC5vnECMSgzLwwzd0jr0/gHEiSVN0IejJP2cmT1b0o6SdjGzd0q6zcxWO+duNbPVkm4Pr98saV3m/Wsl3VK0YefcWZLOkiQzS72RBkFRYFel9WrsLVwsuwJgHlrq0Dnn3OnOubXOuf3kJ0B82Dn3YkkXSDoxvOxESe8Pty+QdLyZ7WBm+0taL+nSnpONkanSekULF4CU0VKHIb1R0vlmdrKkmyS9QJKcc5vM7HxJV0m6T9Kpzrn7h0smMDxa6QAsYs7RY4U00P1aD0HCuHC+OrfROXf40IkAlkH3KwCMAAEdgEUI6oCJml3dAgCQBoI6AACABBDUAQB6Rysx0D5mvwIj1NZ6a4zTGr+xrb3nCm6PJe1A7GipA0aozUqQFpPxygdIsZ/LeZd4A7A8gjpgxKgMkVcluIux3MSYJmBsCOqAkeLqCNuKOTDoqiWtrAzQKgZMD0EdgGTEHOR2EYQXXQM3qyyQHCKfCCaB7hHUARPX9Xp1YxjrlYIqgdpQV6Wocv5jDsiBsSCoA7BCn12EaM8sYCvK69gDa8oH0A6WNAEmzuX+z263VdFSYffDSm67kscBpIeWOgDbtPCkUvm30Trlcn9jE/u5jD19wJgQ1AEdygcEQwUFdZa4SKWSLWqBbLqNRY/Fbha0D5V2E7O1gT7Q/Qq0LJZKf9aFWic9qVa6TYLWefk21ISDZcWQ5lkaxpqHQMxoqQNaFktFtWi5i/zrYglG25A/lqp5UXcffeTZ0K28XYnlcwKkhKAO6ECMFda8oCClrrGyLtM2j69sIkIXughI25RCsJnCMQASQR3Quz4rkGwLT6xBQdeaBqxl7ysKsua1pLVxvoc6d32V1aFbI6f62UB6COqAjsRQUUx9gHobx53Nv/z28vfzQcmYx41VmWjSxfHRagY0R1AHdCjFZULGoqtLci16PMWZxDNdrmXYZ5c2kCqCOqBDXFR9WClOMOjLvGC1qzzNBnecN6A+ljQBekIl1b2ywKPLcYVTOK9Fx9hlK2RqLZxAXwjqgA4NueDrWC3TrZdv5emj1Sf1AGTRuEEA8aD7FRgIleO22sqToskhqQdfy6raGtf1xBu6zIHmaKkDRmLMMynLLJpZObPscaeWb10gj4Dxo6UO6FibMwRTUhbQzTvOoVtwYr12b2pSK+tAXwjqgJ5RYc2XHQ+X7+obOu+G2H92vbhUgzsWyQbaQVAHDCjVShrtSn0R6a4ntPA5w1QQ1AE9YGHVlciDalLNp7LLgrHkDLAcJkoA6BWVbDWpdUcuOu9dHWcq+QdUQUsd0AMCGa9KPtSphLvI15THrsVm6HMNpIagDuhAncCAyqqZrvNt6POS8hi6JsgLYDGCOqADVEDNxHQFDs5hu/KTPchfoH0EdUBH6nYtxRLMdKXqmKqq+dblGCwCjm6Rv0A3COqAFpXN6quCiq4+8mxbsf84mPf5qDNkIfbjBIbA7FegoWUqFYIRdCnmS8qVpatqml3udqzHCQyBoA6oqU5rAuOH0LexlrW6AV3RY1W3kV/seKx5BuQR1AFz0MXTnpgmQUxRHwv9Dq1KkJbicQMzjKkDcpYZF1e0LSyWakUb89ivmNNWpE5aqxxbvhsXSAFBHSbNFfzVwRIN9RTl0RTyLeagYWzBXR1DXcUCGArdr5iULiuvVCvGtk2lIo2pPFRJS+zjy9rsvme8K1JFUIekLVsJ5AdUt719pG+qQUMXM1MXfR7LXl/1cWDs6H5FUrJdSW0FdPnbdd5P5dGeoQLo/NirOq1eY9NmeZ21rHXRvVslnXz2MEUEdUjGYZnbbU5yqFopWe4P7RoiT8t+ICzbUhSjLtLaZRfnmPIW6Avdr5iEfAVQZ625qtvEONTpFpy1NuXHcy16f/b5uuuodWFRt2WX6RrimJdd4BgYK4I6TFKTQddUBmmoex7z3fB1l9Youj90cCc1S0sbAWqbQW6dMXZj7RIH6qD7FcnYqPm/0JugOxUzqc2WXLZcL/OZaluVpYX4HGMKaKnDZFQdF4d09dlSVlTeioYBjKXMlV2iq+kkoi6MJS+BrhDUYfKoCNCHMZezeT+Ihu5SBrAVQR1SskXSNYlWLntK+ubQiehAr8fVY9nY0yoc11jKai6dqZbFfYdOALAsgjqk5Brn3OFDJ6ILZnZ5isfGcY1PyscGjB0TJQAAABJAUAcAAJAAgjqk5KyhE9ChVI+N4xqflI8NGDVzjiUZAQAAxo6WOgAAgAQQ1CEJZnaMmV1jZteZ2WlDp6cOMzvHzG43sy9mHtvdzC4ys2vD/90yz50ejvMaMzt6mFQvZmbrzOwjZna1mW0ys1eEx1M4th3N7FIz+1w4tteGx0d/bJJkZqvM7AozuzDcT+K4gNQR1GH0zGyVpLdJepakAySdYGYHDJuqWs6VdEzusdMkXeycWy/p4nBf4biOl3RgeM+Z4fhjdJ+kVzrnHivpCZJODelP4djulfR059zjJB0i6Rgze4LSODZJeoWkqzP3UzkuIGkEdUjBEZKuc8591Tn3A0nnSTp24DRV5pz7mKQ7cg8fK2lDuL1B0nGZx89zzt3rnLte0nXyxx8d59ytzrnPhtt3ywcJa5TGsTnn3JZwd7vw55TAsZnZWknPkfR3mYdHf1zAFBDUIQVrJN2cub85PDZmezvnbpV8cCRpr/D4KI/VzPaTdKikzyiRYwtdlFdKul3SRc65VI7tLZJeJelHmcdSOC4geQR1SEHR1ZZSndY9umM1s50lvUfS7zjn7pr30oLHoj0259z9zrlDJK2VdISZHTTn5aM4NjN7rqTbnXMbq76l4LHojguYCoI6pGCzpHWZ+2sl3TJQWtpym5mtlqTw//bw+KiO1cy2kw/o3uWce294OIljm3HO3SnpEvkxZWM/tqMk/ZyZ3SA/jOHpZvZOjf+4gEkgqEMKLpO03sz2N7Pt5QduXzBwmpZ1gaQTw+0TJb0/8/jxZraDme0vab2kSwdI30JmZpLOlnS1c+7NmadSOLaHmdmu4fZOkp4p6Usa+bE55053zq11zu0n/zn6sHPuxRr5cQFT8cChEwAsyzl3n5m9XNJ/SFol6Rzn3KaBk1WZmb1b0tMk7WlmmyW9RtIbJZ1vZidLuknSCyTJObfJzM6XdJX87NJTnXP3D5LwxY6S9BJJXwhjzyTp1Urj2FZL2hBmej5A0vnOuQvN7NMa/7EVSeGcAcnjihIAAAAJoPsVAAAgAQR1AAAACSCoAwAASABBHQAAQAII6gAAABJAUAcAAJAAgjoAAIAEENQBAAAk4P8Deax4ewqLQ0AAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.5021 0.5435 0.5775 0.6244 0.6649 0.6828 0.6924 0.6969 0.6964 0.6962\n", + " 0.6938 0.6921 0.6901 0.6879 0.6861 0.6837]\n", + "[[0.0508 0.1522 0. 0.2679 0.3126 0.2989 0.3709]\n", + " [0.1664 0.1568 0. 0.3645 0.3257 0.475 0.3749]\n", + " [0.1494 0.1922 0. 0.3914 0.409 0.4273 0.3939]\n", + " [0.1614 0.3621 0. 0.3869 0.5538 0.3872 0.4203]\n", + " [0.3196 0.474 0. 0.5642 0.5123 0.4166 0.4046]\n", + " [0.4819 0.5219 0. 0.5705 0.4126 0.4538 0.3611]\n", + " [0.5514 0.5855 0. 0.5512 0.468 0.3911 0.3491]]\n" + ] + } + ], + "source": [ + "cmap = colors.ListedColormap(['black', 'red'])\n", + "plt.rcParams[\"figure.figsize\"] = (5,5)\n", + "Y_train_bin=np.where(Y_train==-1,0,Y_train)\n", + "\n", + "i = j = 0\n", + "\n", + "for C in C_linear:\n", + " model = SVC(kernel='linear', C=C)\n", + " model.fit(X_train, Y_train)\n", + " Y_pred = np.sign(model.decision_function(X_test))\n", + " Y_pred=np.where(Y_pred==-1,0,Y_pred)\n", + " f1_scores_linear[i] = f1_score(Y_test, Y_pred)\n", + " accuracy_scores_linear[i] = accuracy_score(Y_test, Y_pred)\n", + " \n", + " classification_map=np.reshape(Y_pred,(500,500))\n", + " plt.title('Prediction - C =' + str(C) + ', F1 score =' + str(f1_scores_linear[i]) + ', Overall accuracy = ' + str(accuracy_scores_linear[i]))\n", + " plt.imshow(classification_map, cmap=cmap)\n", + " plt.clim(0, 1)\n", + " plt.show()\n", + " i += 1\n", + "\n", + "i = 0\n", + "\n", + "for C in C_kernel:\n", + " j = 0\n", + " for gamma in gammas:\n", + " model = SVC(kernel='rbf', gamma=gamma, C=C)\n", + " model.fit(X_train, Y_train)\n", + " Y_pred = np.sign(model.decision_function(X_test))\n", + " Y_pred=np.where(Y_pred==-1,0,Y_pred)\n", + " f1_scores_rbf[i,j] = f1_score(Y_test, Y_pred)\n", + " \n", + " classification_map=np.reshape(Y_pred,(500,500))\n", + " plt.title('Prediction - C =' + str(C) + ', gamma =' + str(gamma) + ', F1 score =' + str(f1_scores_rbf[i,j]) + ', Overall accuracy = ' + str(accuracy_scores_rbf[i,j]))\n", + " plt.imshow(classification_map, cmap=cmap)\n", + " plt.clim(0, 1)\n", + " plt.show()\n", + " \n", + " j +=1\n", + " i += 1\n", + "\n", + "print(f1_scores_linear)\n", + "print(f1_scores_rbf)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} -- GitLab