{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Proglearn: Scene Segmentation of ISIC using Scikit-Image\n", "*Neuro Data Design II: Spring 2022*\n", "\n", "\n", "This tutorial provides a walkthrough to applying a Random Forest model to perform scene segmentation on images taken from the International Skin Imaging Collaboration (ISIC) dataset from 2016 using Scikit-Image. \n", "\n", "\n", "**Contributor**: Amy van Ee (avanee1@jhu.edu)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0. Environment Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To start this tutorial, we will first import the necessary packages and functions." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# import packages\n", "\n", "# for handling the dataset\n", "import cv2\n", "import os\n", "\n", "# for processing the dataset and visualization\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from skimage.color import rgb2gray\n", "\n", "# for scene segmentation\n", "from skimage import segmentation, feature, future\n", "from sklearn.ensemble import RandomForestClassifier\n", "from functools import partial\n", "\n", "# original functions for scene segmentation\n", "from functions.scene_segmentation_rf_isic_exp_functions import (\n", " get_dice,\n", " perform_scene_seg,\n", ")\n", "\n", "# for analyzing scene segmentation performance\n", "from skimage.metrics import adapted_rand_error, variation_of_information" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I. Preprocessing of Images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Loading the Dataset**\n", "\n", "Now, we will retrieve images from the ISIC dataset." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total # of images = 1279\n", "Total # of labels = 1279\n" ] } ], "source": [ "# ========================================================#\n", "# retrieve data\n", "\n", "# input location of data\n", "dataloc = \"C:/Users/Amy/Documents/Python/Neuro Data Design/\"\n", "\n", "# extract images\n", "datalbl = dataloc + \"NDD II/ISIC/ISBI2016_ISIC_Part1_Training_GroundTruth/\"\n", "dataimg = dataloc + \"NDD II/ISIC/ISBI2016_ISIC_Part1_Training_Data/\"\n", "\n", "lblpaths = [datalbl + im for im in os.listdir(datalbl)]\n", "imgpaths = [dataimg + im for im in os.listdir(dataimg)]\n", "\n", "# sort and print information\n", "imgpaths.sort()\n", "lblpaths.sort()\n", "print(\"Total # of images =\", len(imgpaths))\n", "print(\"Total # of labels =\", len(lblpaths))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will load all of our images into the workspace. Each image has true annotations where its component pixels are labeled as being part of one of two categories -- normal or cancerous tissue. The labels are converted to greyscale as required by the classifier in the subsequent parts of this tutorial." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Amy\\AppData\\Local\\Temp\\ipykernel_58420\\2779197301.py:4: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " labels_grey = np.array(\n" ] } ], "source": [ "# ========================================================#\n", "# load all images\n", "images = [cv2.imread(img) for img in imgpaths]\n", "labels_grey = np.array(\n", " [(rgb2gray(cv2.imread(lblpath)) * 1000).astype(int) for lblpath in lblpaths]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Visualize an Example Image**\n", "\n", "Having loaded in our dataset, we will now try to familiarize ourself with it. We will choose a sample image from the ISIC dataset to see the original image adjacent to the annotated image." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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PGkUuqZlGRYgzsU/VBD7N1358YRnH0kigu4ZwLZlsx/bUl5DZS0kl7AoUgoaQnMv9nbIga+PI5xcb7xwSE07yy8B9iif0DFuxYsWK28Ad8elS1R8FfvS2D5BRlaomxPKAzz5eUolYnsCyeqVIPc5lU2RR+8WZSuPmD/iGGExMRxybzVpFpU5WszLKb60vTrtPu+9cSVky380nSpia4EZJYyRsMcbJ8a4hruanM6o4EzNg2/aiNC2RzMJBcl+27XHOkcp5X2BympgQS1/P2qtgBK70R1V55Ki/mbSxIVPt1ll/j2TqWP2Zt3m+XTNRlBnxPJaXZNIHE1OzjGO39MuSCjUvVxryVTA1zWqmeTbelxTUpfMaMe43J603I4hOQMTX7VHNZ01KOUyJsCiIM/I4Hc/3Hx73M2zFihUrbgP3zJF+jtZXhebzaHJsCRmjb0hzfFEyyufiE3Zs7pPJcTA1t0z8bZYI1wy3Mq1dtO/knJvf5+a6I3LY/J5SOvJzatUzMMWrPadW7Vqa9CcTr3MTWlEJb1NWS5zac1zyw7rIF6id3MfrLkf7zv+dXKuF7fO+l2qetX+dG/mbc444I7wtaZOsXLa/OWdtLybXI7Nd6bTcpta/bE5M59e4vT7zPlgkt0fnejy+5mXOt9/smsyhWbVsj6/qMplwaeO/l9RIu6bF8lasWLHiqY77gnQJM5MO48TrRGzib3yzVNVWAVbfLDNimTom2awx+uQkbQnGOFGUOqart2bEy3as2+s+HJODi8nXqMTMCdQSwSiq1dIkbGpQnnTdnGRYU4uvVDnOSI+1YUIg8nGJKZFrpZyUUlUrSl/bItFj5/S2P+coyp/I1B/JTHSjktRSh/l1mapKelyXyOR6lXZNx5Zk4Wz8rgskoO2juUo3CYugc0I0KWSyb0Fpz3zML0IYVy/q8ctC2WcuuM0JrLVNZw1cUNuaIaDlQ1NeO97MtD9eSzdaRHNZCY3ToovyvFKuFStWPB1xX5AuYGIOkxz6YVSrFCfmJ+KcgHQgoHm9fyr7q/l4OQ14l1eRpUSiXa011qkKMaY6CS+pI0lHJ+g6uZBXPAKkNFHTSsiE6i/WTO7Tf5cn2zIZ11WMUMMa1H0KyUvanI8gYn5bE58ehJBM4SnGz3bubQmQqmZfNT0619RMzgkzFWn+zSb2QvjGNokIsW2jZBOiSGErSGpMl83/q5Knpd9dbZX1q/lYeT9uL8pkPaf2WpZ2upEIzVWxuVLUnn/ZlqSQ+LEvULV9yjnl/mrrNwJ/rFamssTDCYm84s+NF1ybuqzTm4UjYueR95yoeHP1r5gDqWof2f+s6SLGlbwiztpWLbzjvVEJfSq/l5eh5mKqg+KHhqLJwnkkoPhmrlixYsXTDfcH6ZJRkQAsGBWNIkDZLHkysIPmKkhSxemUwLWYKFcLZr4lk9n8tyIqTFShBbVi3rZRyYE54bpIJdMiXYk5q4/taXyxMLWodmRjXh231UYdqXyxWalmLRtX+xVz2hJS0x9l3/mkXM+0UQ1bgjM3+gI14sPYH8c+cK26FVM8Uu5gSSXL51/7yI3ko/RJ3Wd+2JQIzs2ot2NermOyiYuW8vV1Y0Ng4qgvx/2qbft0okQtqUdzJas953LWE/WqtLf04wUKWj60tjVfaNoBU+J0zceQyLK5csWKFSue6rg/SBfjpOScIzTmsfnD2YjISMjm5jow1aA9djJpXkAU5v/OJ+3Rp2fZ12apLitr2rY2TENb39K55j1qGUUtKcEpl/xtyscx/IVN7q2PkTDrm3ZiltGEOyFI+Xfv/aSv0oyItP1R6itnmGbXtfRP+WzBbY9XbrZ+Ve1CABsD4zkvka+CSgQvIEhFVZwQr2Z8zc2B8/5f8pE7GptHyhf12rSE52Zm6nbMilh/NRVCS6Bn6u3S8NKk9X6xfj6+H+amyvlLwrhvqtfUTJljP+Q9zTx9wdmtWLFixVMd9wXpEqaxtiarGCeTL4UxHDn5VtImAoyr1RZRVZ3J15k1ymUT5mgevPDlvJnY2nKreVBZUHYWmjVrn22bKhhzE1gpdzzXGQHNfVLIyhi3jDpBH6kXSkM0TO1qSc/k2qiSGhI4J7IXme2aDdNVo8rxNYejMqtDeiO0tOc476ukCe98LbQlSUWRaU3I+UcuwuRcm3M8ivVW6s+EcyS8WeWiURNN1DxS0tr+TtHMg5UsyVSpgkalaghqbV9VXItZc3qPTEiVK/fT6KvXBrY9Jl5Tpav6ozGSzPL/W2uDK1asWPHUw31BumA6sRQ/ofwLqEMbX5Z2km4nv1pGjunVzMmTGTA1x2dbRyZGerS/UtQt8yMCqallqrmyOYf8Q/1doaZ+kVxXMSuVbaN5azRDTpSPRDYrlVhRTX1qfljalAdMfbDaGGDY0v5KFBr1rpy4yFSxEqakp6zWK4Ql5XN2zfUocbXmJtq2jSJiIQTGy0BRSeo+WNgFMzsqxQtKcUYIvWuIrbVBBXBjPzRsllxdbrP9jX0O3pWFGIbWv65t+8Qk2fxb0/KkhMuqoAAOwaU8IEv/Jotof1HfLClevgh2uT9aklr9xEr/tddWlYhYD0kzJmZ1H9c5mjznQ2WuetnKREFJiMthLHL/Ouew00+kOCqkK1asWPF0wv1BuhpzIWTn7DrZMXO6HWnOPLaXy8FSyX5N6OgCczOVaWKGmagsU5VgVMjmfjLj5/nKvQmdKQRv4p81q2s6q+X9yjnIOGGXiW7mv2ZxocZzmpqXmvpm7Ypx9I2yNaCAuEyAl01ec7XDfOqsD49Maxz72h2pbE0bixkzxTjJIFD2qQsj8rkU3y4WVK7SZ0kVGtKqmbSkNsiqXhxKIxc1MZf6kS1O2lg/1xeBfKxkrafKrHMz5IxUX4D23I/MlhcQtnal4c3KrX0BR2VddP2K4rfU7lbFHBelrKRrxYoVTz/cH6Qro07KjSN9Nj6O+4igze9LZkhozTkyYVzzyaj9fpQDkKkfUv7hcU0YEx+XjEIaJr5PF5C4pYl3aVIr5SSFkNUgJ0LXENrW9DZvY9luq+fGmFOakkXln6kaE9PVkZnJUFSilgC2x7bmtnlZtZyZvFIUttG0x4S0q2oNudG2o/q01WKPTXDzfm+v0RJuRYoq0bMtlayPPmnCfCjNVavS/ryxtrn0nTZ91R67pC7Ox2DrKzde38ZvT0ZD4GhWnJa7VHZtS8MuS396gDRNJbVixYoVTxfcN6SrVasaW1P5FSjmurw0vU45I+mqeRjJUbrztqOZjeOJ6mYoBKHUf9EbfW1jJVNZeWp8YuZKwZIiMS+nbe8RZm1QzMRVFJAIdIzR+ot6UcxKKYeTaCObTxInX6DktO27KGr5RWRmbhqWpjxVSxdjfmjTOGnHhHG5/9tfFDP1jf9OSU1RBcfzteqSKhojyugjVcpr0fqDzRFzXyVyKpyyKrGck05XilpMtFFlKue8RJhaQteO8NEsWzfk883tz21ajhEmI9HKBVgIkDT+zmwsZrNuNdHSvADJWL8pfi4rg00YjBUrVqx4GuE+IV2mbilUVaWdnCMp+0HZvr7mulPEFX8faR74Uv2jRC9WuuYTZas8XUSISr6/mny7PQux3JFFQagqijueNOcKUEtmqpKxYMppCQsYTYr2gaKodTk/ZZlpA+arVH6XzCyStk7xWifP4nOmTd1tmqGCcg7DMACmkJS/lqjOHcOPrkWrXJWYYmrmMCdS8zPSOp2T44fVLlJSijXO1UhY2xWUU3MrYGNH7bqmFKEkUm8IY8ztaFWlqhKB+W6Va9IQZcHOQSD7YJUbrqhMM1OsK+FQ7GWiEOGjsZgj59MSvkJeJx1cSNOYZmlifm0Ir4jgvH2PFomt6bNjglbHEVBzompC2oj7dpGyIpkV03q9WbFixYqnHe4T0tWoHq3iZT+Y+28zmXnvj0IPeD+qIPPn+dyU0qJVk5bIz3yfeVvLNNeagoZhqIRk7nNTji+Ym3fadl1kDmzPaSx+2TynaiTEgsDK4rGm/yg4i/Svxi5mpjB3VHchhl3X1b6KMRJjnKQemqcBmlwTmCYUz0FCNWWS1xAl4zTZntj2U3ONHBbxvJjynG/aICMZOyLfs25eMlu3itbSdUuNigSmKs33D/VSaT7XQlxGkpg571F7yvlKrkNTGnuiHDQZazIx8QKT8BDlfAo5NrJfyHw7tsrZLymZ45i6iFwXUlj7VfU4H+qKFStWPA1w35CugqOJTshEYFR6Wgf69rj8adHUMy8XjtPlLClP7b7TeloC0ZKkmRpViBfHk1FLSJZIytwMNzc55lIm8+ySf838e6uyqStmKvPf6kUg6YTUwrE5SmR0vu+6bjQNZl+dkoQ7Zkf4trxJGxvSBKNptCgwY4T0Ma7XvA/mJt25GtcSi9KO0vYW1a/tghhxLeYkY05OdX5eZazVGHLYuTR9MQtYUYnm+HkaBkWcmxDWi8bIlGQ3PlZZeRrH2bRu2+Zm/X+sFl9U/mK/UcyhF5jLV6xYseIpjPuOdME4SbRmmuLr5USMoLROyHl7MZe0Xi2WmkSOyl2amGz/Kbkrk4hvlv/bm3sWFzLpmStBdfVdGg1Gpfwl02WZlEeFzEyjqoprwjNQiEM1DY1lLE181VxYd5Q64YsoKs7CPqSIirWhc74qdK1SYyaqQpZGvak9p7lC5L0nhMAwDHRdN+lnoIabqOfQkimY9F/15WuUkzKFj51fLn0JdtrEuGqI9IW5PpvFGTrt3COa0Jocl0h9ew3KX82mcLSnnYWr5zrGypqc5Vyha+6RQqRKmiVtCHltm4zfy/7HrRiFs2qYbe6Z2jcymvQFU0znLz1zElYuz80I7YoVK1Y8VXFfkC6RaYR5RRE3zqtOy4RisZm8G2NOgdY5+Pg5PpKQRZNSu2dDMI4mivmEWvieZPNX/lKsO9aWEvtrGi9sSTmatE8E9Y1JKKmZzJzLElAmn+RE1XN1BKp6IjrGQxrPT9DYqB8+kaSYQb2RsFqSmFk3l53ySkbFgmx22Zcp6TKRLefXdR3ee2KMhBAmKxBjTDX2mIiAL+bOfLwUxTBV4uWcH/u4UQWrmdC5Sk4cU+WxJV7F1FWux4S0N+c99oZ9KmQnZeXNez/6dxWShcVDa+NRqSqS2lWLpjAyG3utmbJG/G9IywQyEjit5zTmDC1m1baP2v+m/m9UX8QyVnIVRy8SpR4zFdqumjJxbHOHTu4561cngvOreXHFihVPP9wXpKtgXEaueWId1Qwn5a9VlOy3udllxMVv3C2WyNicPExW6DX/n6zWyupRW6+bRbafq2vHJsSEKHUiT01cKerEXMW7I3VLm/1iQ0gmEevbY5NNmtVZWrFYUk1djVyCpkSSkczcjMjO+7NMxsW0V0NGZHWp9YOr6lBqVCS1dgKTSX2iUtJeo/E8l8xzwNQ8d9T6Y9V1En6i6es2rEM5Tye3Gn9S+/YiBbQeP2vfZHw22wtJS2glXjTnLpP7ZdqmslhiHjqlmJKPQrTomOu09GUJydESr6r2Sc6fmnRBYVuxYsWKpz5u+bopIv+TiLxdRP5Ds+0ZIvLjIvJr+d+H8nYRkb8tIm8UkX8vIv/lbbWiMYH4zuOcnwY9lfHzrG0XmnXafYAjs9Gis2/bpJlCMZ0UW+f7oxqn7XPHJsz2e+vvNDfPOefo8mrAsl8bKLSarGYxs9oJfk7qKinJ+zmE3jk6ETbe51WO7fkvmNiKhXHWj3OlcNIP+c97X33AjHyNvnlzujFXf+aq3tzvbt7HRbVJczWMKRG7aAwtKZ0TEsxUwWzHFzC5XuW82xyjrf9fSwrbsTp/cZibcifbMHNtSImgWld93uoeWeqLJfLX+gKWc1+6n+Z+ZXU8lv+cu6tK1115hq1YsWLFbeB2nnzfCXzWbNtXAT+hqs8HfiJ/B3gR8Pz89zLg795WK6RJeC2urkQ8noRuq7RFLJkYL2zOwkTYtrX9Us13ef+kqSoMenzAYpugCdKpjb9NJWNpYkYrqh96TNIuIo8jQckmLcxk1WVi13mPn5CyMnlSbbejT5HOznFa33wSX+rfvu/H69HsExuiVNuczbPF8Xti+ismtLwtxZQbb8fUZN+YKXaJqJU2LZHyep7NuEkpTdIsNSc/ktlm3Jo6O71O7d/8+k2JT6NkXkBuWvJtGaMEnBH+luSJWJgQaM3SU6W0PaeLCCrNkWXchxhJSWvfgCmYSySzJf93Cd/JnX6GrVixYsVt4JakS1X/v8Dvzja/GHhN/vwa4CXN9n+ohp8DHhSRZ91uY+bKQp2YvNB15jw/X2l+0Rt8W1ZLRm5GBlrMHePrRJjUfFfyMjvB1TyDUZWoEEQIIgxA5HgyazGJ51X20/HPZxXKC3gUj9I5++4wv62WuEFWINR+Kyl9XN6GRoSIdwnnzHeuTp5iAUnLucWQiEmJSRliImnxS2pjXy2bxlri0J5j66/UdR3qIBCJTsEzMX2qKh7BA504OnF4gc5Z/kunyQKYDgFJtq+kBDHZ+ScjTAElYoFimY0xlTFPZIJKWopPlmbSFZvfbX9IjI70o/9ZNqFJwyXrtiVybCtezbdqJMbl+LbPCnls+2cyZkXwKnQ4OnX47APpvJmUxSmuA1wCsT+r0/5U4xGpa69ni9KWoIlBE6n0saoR59KmuUmy+OvdxdWLd/MZtmLFihU3wxP16fpAVX1r/vw7wAfmz88GfqvZ781521uZQURehr1J8gHPfOb4UM7+RTbpzN7+WTYNzsoFpirSEhm4CHPTyM0wVwKg1ZHG8goxWty/MUWN36d+M8KozpQ+qasJ07Gz/JF5r2nLpF0NKZr3QalLM9mQonTJNMzAvFw4nqAvUhjHcxlje81jPTkZneLbclui2p4POg0F0pp3qf10PA60+X2+/zHKoon5OBnV2JH0qyk+jVK7ZI5rKr1QbSoqZ7ttPm6KY3xuDTT+ec4JTsqKRvs3NX1r6Z+mGQbm17IlgNMukWm8tclPYxnOeUjp2JZ89/FePcPa59eKFStW3C7ea0d6VVURedyPUFV9JfBKgI94/vPr8WWFIhxPOEtv2zdTupYm+3k+vVsRhvm21vx0UeDSI6/nhXIvIo6tmmEb8qq4xoF7TtiW2nwzxeKIcMzKW2qfjIxhEsphiWDV81i4PkeEorm2KaUaaLUqnSYlTdpeSFUIofoIjWWOUdwpRJ0xXIPLhP5m/TVXDi+8zgvnOb/0zhfFy9LpWOT2C4tbLHdpHLekuSpoIrXsSpoa0ulE8CI1KXpmn82Y0pkKtzw2LoKtAM2JwJvciu0LCVl9vZ/wRJ5h7fPriTz/VqxY8fTEEyVdbxORZ6nqW7P0/va8/S3Ac5v9npO33QLZ4fxIJZgqESJjoFSbM5Yn/qUyLlSBlhSbC5SZdj/zjxm9tjRPt6P5p5xOOTdplJMyQefJrplgNZOEManxNMhm678zqmS+fo4xNtuX07fMo/kv9UX7m7VL88o3a1Mln+MBR/2zVHfBUnDSdp/i9SNQVze2bSukrKqC2b9OslJayjF/rFTV05KHcRwfTeXjEGw3TftGp6bVtj2qObJ/U7bk2Ga1XL35is/yrb12ghkAl14vJgoqJbXQSGgpKySzCoimUZGyzmrasPxiMAmmOyHS2YyaO061JajNWC9tUWtja+a9h3iSn2ErVqxYcWs80ZfO1wJfkD9/AfBDzfaXiuEFwKONhH9TSDa/FJ+tCWnyrvreRAF1YjndxNXcexcpYRfhwt9EUMlL7p3l9mv3TGqTRvETCinlz9kNizzXmS3OlBdxJISoMCTbN4mlgGnNO5oJgpJAlBJKsyVZrTmwnHMhWm2fzSPAL6lbF5qKJv1RgmxauyxMWO10kiaiYP1Uz1+P2nORImnk1FHy95V4Vx3gM3G9SN1zziGdQx1Ep0RJNel58Qf0IuYP5gTfrJSsiaRRM8HVuHDTdjrnLPRX/iu02DV/xb/Oz07RicOpw6tH1OHU13OYq4CtYiW5Y4pfntS6Z5dmrhrm5mcuBYzHi10uG3cymorbcbWkpF6kaI49ZaULuc9F8SVnPdTFFirmPxcQDiLEe0+6nvRn2IoVK1bcCrdUukTke4FPBd5fRN4MfC3wcuAficgXAb8J/Km8+48Cnw28ETgDvvB2GiEydTSe1W86QSE/xWwkMiYrhsW4P3O1ZWmiW9oPbcxQjXlrVMKYTFCSRqdsxGJZTWIdzf4tdZaTl9n21sCoOqokS2bR1hur+nldcF5H6tVskp3/Xk62kBHJakm7j4jL5qrsc8TFaPt+jMmVg60W36Tym/NIUdKatrakyTlL/JxEj1TEeb2CXZdWvZHCDBbaWOJs1aCkRyrPrU1uKSV8axZmXE25pATmQo/asnTd23AU7XZpxuZk/1pfQ6SYpS3KvxcT7s3Ou6iMjdQ5ta0Wla1ReFXL6t7Rl+xu4G48w1asWLHidnBL0qWqn3/BTy9c2FeBv/REGtKqM+02rXa65TdjEQvUOVdWcnuO9p9PIEdv8Kr4UnAmdK16s4Sp6cW2zYN3Hvn+ZBWhxFLVYgKCiR9SbuWkrvZz0onx6sL2lXNdmkRLe9v9WzNRqVJ1TFRc0xbl67PU1pZYtO0ukc1Lf6UmIr3LJFtTssjyTV2FDLTnUa5NvfYX9EF7DUqZI+maO6SPbZmT05Erj79NAqbK6HcGkOZm1ObF4mg8LShg7fWZE5+2by8cn7NzgGkdbbkuh5Zvy5VZe+e/zU5gMr7Kateyf9I0tueC0B13AnfrGbZixYoVt8J9E5G+pIZp0RKRVsnQPFc6ceNKuplCMPdDmZfbTprlmNlO40cYFZeU6sw+Ecfq5DIlLaoJvcCPx1L7pOrrIoVAVQFGKt/UeYXlPJrv7SnYrtoKDRcrexmTqPu170o5eZLWok3N+kpLTK+x/DmRK4pkbU/p06yUlTHgJK9wK/XNCFNpa4FrCXujTB71VUsCU8q+YmObLVzGqPCUGgpJSGoR18d+Hvukfq8k0mTSpBaAdhwzc9VU6jkoWPklTVAeF+U+WFKcjlSt2b0Qdbrgw0npc0h5kUY9R6Vei3l/iZSrLpNr3LpuUb6PgnBtdz3H3K9uHvtlxYoVK54GuE9I1ziRLK4US7bsvlj7YtmX4lHC0aR0kQ/RUc1LJhxGkqBMTXgqklPTWKiDXHUmHFrc3qfO72lc7WgT48w8lxTFZUJjYZQUU/BwYrkR68TFcaqVqnWN6VaKmUkYzbZzlaz8u7S9VTjaeTxKcRZnTKSteUWamCP3JGq+2EICdVZILNvLYoI0bYdTC3sQoUZUXyLJZbuvKWimytGSmlQi/FMIodblAajmRRpuSkxLKqVSjs/XrGxLuYS6j47123WlJvGuYzX3QcuSi5rXiVictDyGLFxHMRmLXXvN90NTV72eTE2YIDV3KaqkZuxY/xcX/eP7xU7HfktpDDWBSk5DpbjZYYLL42BUtWp9WpTZ+28F44oVK1bcDdwfpEumq7XmxMvMWkuTgr3Zl1/ayb78fivydZHSpaUcGSfNtq0hhJqPrvg9FaWn7lqIQlPPfGJuNRnziTLjYruPc9lZPlOxNhbTZIWiFqf3Wf/MTETzgKxLqpdMjit0N/dTU5Zr9p+bnkYaMPapprKScDz3YlquJqi07MM1b+eSibQ91/m+bXld1xmBz+Y/zav+lo5bimJfyeqC6a39brGvGnVT7FoWUlKOcM6hQJgoiTIx3U6IZNnGqIK1/Tnu27TlFvfC8nlCMUlOXky0qKitSdGN/dkQ5bYvy2i6vVeiFStWrHhq4b4gXa2JA8a3/nlMrRbVOnO0XY/+nfuk3NSnq4H3nphSNUW1E0khCnMTTDUTVbPoaG60+tOUFKnWiRFs1aRnngamMdeJ0nX95HwmJqCUiUA5rayKOOfqZN8eV86lJDsuZXWdDY15XkhQYmyCtWadZyQZTcwsTClp61OlKoTFpFj7pkl4XdrbXtf5NW2v3dw0ukRUyqRfyldVUjPOlhS/FkuqKLPxMz9uySRYrxXTeGftNXDZ9Ck54fecdBrho5rXLUaWEBtfwvIyUMpvzfC1HbM2tb+VMtrzn5pop6rtqJo1/Ttb/VjukZvFPluxYsWKpyruC9IFhVowsWVp/j6nRUdEq344nihts44KTfGhmk1gU3Pa3GYyN10WH7SiwrnpRDc5oVEtKeZE1VQVDGkIVvk+Xb04qlO0n2W630gCxk6pE2pWOaKWGFNaJ+tWDZsQgoZEdV1HjLFR28YJParWVYYiljxb8uRfCJRkpzRTsrR+nhPkuvigCRuSclytQpRakjC5trPPS2OgdI/zrjEC3xxLBL0lrCMxvhhthPySYkjVEn4PWS2tLxlWASFGUDOftisop2oXZrpt+qOQSilf8tb6spBNqTRjvrRnrj7mphz1MXV/ZtumBK68qIwrU7XWfVEOzBUrVqx4KuO+IF2K5bFDtToSm7P8OFGODIaaVkdFzBzTEBxNefVhU7bFjxpNdo65WeTY/2f+Zj6Z6LE3fHFmDuxycFKbSBQtPjgzcjGpQ6W2r5hvxtNsvqvLf7mtTohoNYe50fKXz61RfzT/Ty3Pnqj1nc/1qGqNQzYnLrejFOZTpG26Ap1z7A4HI2RicbK0Xoipf5bOJuCjyV2EqImUIg6ly/5USytdb/a9NtCNalCJzD4nf3PfsRYqZgItZl+XOZeIWP7BGfFoy3POEVMyxVEV8Z6TnPi7RoKXUTksRDemlPNvzl5AZi8JqmNMrlajspeDZARfzbG/+tQ1xLuQr3Jx29rmfVJUy7YpWvo4f3eNWRJMxc1LGu9qyIgVK1asuF9wX5AuaMwsaZr2ZvQhuomKkZ2Zi3N00umkm5oZqExoF/mdwJx8LU/o9fi2zFzDbegnuZ4yIc7qow07MHXCd94hTkgxZof+kcjM2+io3K7Gncon1KhQbXumilMpswRfnZOTuZmymARdLb+YE5uVhsX5X8YckqWsrusmltHaSZAju19sDr6IJLX9UUjEvIx5dPw5+V4iYaP5WCef29/mY0tVCSEA2adsafzpqL+V1ZyFmF50rdvxMX+RmOyHkazK0xfqn5Pqarqc/bbkd5nl06avpKb0UrVFB06gevOvWLFixdMM9w3pGjFO1NUkIsuT5XyCqRNCo6LMjT/z8uYT7LHatUz4LjJPlpVjZfut1JMyoY5+MrDp/LS8fAbFvDbxXyotbOqcBEh1rioxNlHa5GgxwjLra/xwlsxpbWqhFoU0taTKO0+X/bRCDBc6b5fyJisdG8LRKmFtfa0SdBERuqitVuboY1TijM39jlqTWFu2ZEY4CU/RXFcRqabW+fEpK1ylHaXvWqI0J0ulXO893ntCCKjqNK9h7o95eI4LXyZcNi+We4ApmWrbNjflXnT/TeqYfJ6t7JQcTqNIpCtWrFjxNMN9R7o0/68EaoSiIjU+TOWfrGzVh79S1v4xnwrKWztYscI4YSQ1B+DWdyZ/yAQuTSeTVCYTq7OscmzNMa0K1KbkKb9VSNOePEmVY5xzYxBJqfPkRAkSbU1J5meVigJWzTuAJjSB8z4LEg4Ra3dqS2zJ6oxQTfxzZgoXZGXGO4YQLKRBGv162vMfz3VECZha+jDGaOZbZ6E55n039wmaE/Q5anvd9HslqWUbY8ystj+Oyx5JSzGjgpFcNyNOLVmaE6yiaLaEd/57+XPOEUPATdQ1IzdlDFQT5RJBAkIy/z5p2lf2XXrRmb80jN+t8qP+nn2tLwOMRN8c6Zev04oVK1Y8lXF/kK7GD8ZJzrOoRenJfjPVJkL1SSokS5KOjsNqeREVM8WhSoqJEAJ934/MhTIRmTmyBqHMDaoTZ1aD6lEKXiCmWBWkMJ9AJr4usxVfc3WGMlFmp/rZsZUA1KY1apBi1KWQBkqfjD5fiuVFjCkhJLx6OzfVutJRMKdoS5ydzPdGAecJKdb6ChGcKFtZ1SrtDZoIYbC8h95X+2btg1hS4+TLlU1SYGQ2IjkptdK5fH0ac+TUfDUlskvkqCUUqoqUyLqZLCdGc6uIQ0mWezOvsPSMkenHKPZj+TG7KY2mumYYqJKi/ZW+sKYb0y4i45xwTfqrKcs5R5Tsk5bzSsZ630g1JSNSw5y4tkygQ6wPGMlvKX/eV3MGJVLFvck2K4Acc601J07JLSJ45/EitwxfsWLFihVPRdwfpEvGEAWSJ4yJyW22e51c8uzZRrc2h/lpBHUYCYOIMxNQ2acoRZmAtWa7UVJrTStlApOa1gQas16aEoKWDMwn1DpJNyYvaQjB9Cwb3jmbjG0eH+NJuXJQ3t6qV6JjOM+YV3KWkjsxZ/Ay38psQhaZ5uRrw3oUhBAp6aFFdDrp5prG+GZ2MVMOBmoubMkIoFj4Cwv0KpWA1r6YqZKLPkwzE2SriM7T6sxR/KcWMRVcJ0Svvbal/lbhgjYMB1XxWTIFLvlabTYbhmGoylWrblmbxrrbNEa5pYxsl6yeyqxNTX9Zw2ZtOD7feq7EmtKpNZu3Sp2TnHh8DRmxYsWKpyHuD9JF4wOTH+bFb0VEoIktBaBeMvPSHKE9jcRLzHQ2N38VUtcqZiUcQa2nwTJBKorMNLCoNM7CRRUrBOUiBWasY+azplOiU3ARqbB/p9uGxkxWlI4SAyo2ZK6cf+mSrtQpUiO8t7UuqXUtCTM/IFOxYiohCEafKbumo3lQRBhiAhzOlxWgMadczCsbdUpeS9iL1gw2N1/O29iivZ71mJY4NNdKm7pu5tvUoiUaIQSc86bezoiyFQQxpqMxVgn8bCwsqWEXKUalnJutErxoXNZzVI7GoLjjfp+XWQgXjCqec0a0XDnxFStWrHga4r4gXW2sKiC/TZfVWOYnkzRV05BmM4dmE5kgICmbhzh6pt9skiwJlif58fJv7eQ2rh5jMukrHE9sDbFrPx+ZFsXqdLa43pSPYnYqbZi1t21bUbhaZczCKygxRUTMBFV8szQl1DkUqQ7wdl5kRaZD3Hg9QE2VKH2VzXulETGmqryNjurU9DdizK2SUXOiziphSplc5aTZccxpGaOFuChpkNBsHhWHK4odTFLJlH6ZO8UzI0uWzibnXaxaXqP4SLOYIO9DMzbNRKljWqo5Sc79FmO01ZgcK0ilL1UToXGun1znhhhOfalGxdEvmCVbiHM4LepvM3Zyv7TK3zzfIzB1gofJfVXN12rXuL3xipI5Nz1T1MqLeeCKFStWPKVxX5Cugqo+YBN2Dfwo4HSqUAA5D2IiqZgi0kwr8wmrql5Lb/WaQGV0qM6NWFSmlJqMuRAfnexbbXM4L5CWTY7l+DKp10j2jESlkLJC7KqCUOrN7VGd9p3D/LOc9zYxQyVe4ntC1El0+lKPAN47Om9lhRAqiSmr72ICbfy0aqLylPDOV05m/kzJ8mNKaYMQk2b1ywimK33nso+VVUDXe8trmH37YgimZpbQCPn6FwIn0lKoTNzz5WjVKgvCUYhjNvdNWK4FsK3XMsfWqtukBLHNx7bjA8uVOOTVniIdHTOzMjkwLqUfWhVwJDiTyP65fUsJxJfIXD0u/39McWSBZ8vLjKIjAUrNUYVjzcNCoNV/DYx4lYTaqkoMAU0ph/4YY4/VFxQpNWhb4YoVK1Y8bXDfkK4xzhCLviZLATRt4nUTlaP4Rc3NQReZUWBUN0bflGlgyGk5kGJj6mQ0gZWJZiSHRiqSHPv6zE1hVUyQdpvFNioOyfN4UtV0I37ZfEUma7nt6n0OuDnGiyr7tyv4Sr7Arutqn47/GnGCKSkDUKdH51lOyASRHF1eR58fySbHVFILaSZpbryOlTA1ZLe93q2PFNLsr4rPPHkso41PNlWUSmiMJeUppWQE041R8ts9WlNqjDGvxkx1bIxR2WtvTcbLPPXVkiparkNpj6ZEcqMSeTy+p2OyhB8ZTafZnC3Tfpj/W/pJEaNKpf/zMa1qWsKFlL/jdrUS8IoVK1Y8vXDfkC5oyNEFPrbLPlHZ4qWtM3CaTBxTdYmjSWpOyNqQAReRpUoAoHHsXzA3NWW025fMQsWkVz6nlCxqet63VRDGc3dZ7Zo6rJd6EqYplPJiTJBY3LeNu9WqFG1fte2tKtfsfNty9YJj56gku3N5bd/xAoS2j9vrUc6tpFcq/nu1fqYLM+b1zklOIU2ljJHoxAkZL+dWy0hGZms+SdoxOn2JsPLShJi0fT5v67z947lNx9fEvCojwZ33s32mZYGVcM77ZhwDlKQCI2nL/VXMneOClem9Wsa2o9zjK+lasWLF0w+3XEIkIs8VkX8pIr8sIm8QkS/L258hIj8uIr+W/30obxcR+dsi8kYR+fci8l/eshXF7CA5tYpkH6viLzLDzZSAySR49PY+muuqmlYIATOfl7Eya0/xbdKpWa34tNg+x+qIcjHRaPcbzXepTua+6+i7vgbHFJFJQ5toS41w0JiyirohFmbgMIRJdPk5ASyfS/qZsi3lDkuJnFOxKC1Wr/d+VLCSVsfx4jxdzKPjX8qpdKbX1OqDUYAxU1/5s0TbxfyXqZlqVdxS0uo3VoaH6hi3belKzFXH8rlV8S5SSCc+T5qd4ut/IDqSpTK25/3tZKoKTftiWm/xk6rBURsl0a78GJdtvEemceumZdr4L/uVQVT7q6it9U3FLkw9QxnHLsIRUc+G3NpWI1vH53sncVeeXytWrFhxm7idJ18A/oqqfgzwAuAvicjHAF8F/ISqPh/4ifwd4EXA8/Pfy4C/e1stEcWMaWpxt1RxSs1tBzdXSsrvWicFh+BqnCRU6nYVQZ0j5TyGUSDm2lNjmqz+NQpOFY/UvI9lgvHO0TtPJw6P2D6NslMIyryN47koSSOI4rzkvJOOJI6EfUbF8nSbu5M5sKdRcbDJNlXTGowEyotHoqCD4lRwTJWMVjkribSLX9IQI1HNpKj4rFPk2FvqULVJdDcc2B8Cu31gCIkY1fy3ghKCqWvGS0ZHK6EQuGTKphQfp2hmSAVVR0xCTEJSx/4QGYKieJDO/kUqYS1EMMaUeWiO+Yb9RWOzs+szzQjQEvYYYyVfxTTZjifzl7LrEqOtoO1dh1fBJUFSGwlfKX5hU+XJ4cQj2L9Ht8UFKqFkNTamREiJqGr+cjq+YKhK3Z50DEc7UVop/WNm8CSWI1HLPZHVLVNLoRNHL8LWW7wtJdH1Hf2mx3cuq87mOWcvIhbXzrsx5EchbncJd+f5tWLFihW3gVuSLlV9q6r+Qv78GPArwLOBFwOvybu9BnhJ/vxi4B+q4eeAB0XkWbfTmIsUhVaRWSJe7Vu87TP9XsoYKxp/nygMN2nbnIgVtetohRZaQ0qIjFNLO7lPSJcIXddNUsu0+5RyWoWjJQtFeZsrJaWuGCNhGCbmoCXT4rxOGFWMNtWPzMxHMeeATFkdC0Os5jnnjPQeDpHhEElB0WhkyDmPd5k0RSWGvBK18eGrKy5nfd/+DhyZ6NpzmCugZdu8D9q+u4jc1za1/d/095ESxahOzeOZzWGK4pT8tW2bj/2WGJa/NMuRCe2Yu/n5FfPoRWbYej7NWNNsUuy8p1swLc6V1FmNF9bxZOJuPr9WrFix4lZ4XD5dIvKhwH8B/Dzwgar61vzT7wAfmD8/G/it5rA3521vbbYhIi/D3iT5wA/8wHFiBCNFWt7mtXwtx1Ufnuq3Elvz2oi56UhVJ4Sr/Xc+AU8mv1z53Ny0ROjMFGbEyybS0dm49ZmpZVT1J7cR6mrHJfPSETHShKSmX5r2p5TyasNjAnozh23QMTdgE+xSZFxlWX63YKiYmaqGqvAMw1DjdqWYV9p5U9t615M0EYaQyUA+FxHcxsxwNYCqSScTotMqczEbw+bXrd1vjvl1dM7VVD2SSXC9Hg0pnZuvy7+lre14Oxp35ECoCy8OE4LtRnWsNfG2+81TIJVzKgbCCUFrHA6boZwV0mLCbX23pmO01J1m5DfGiCj02c9QijeAcNRfbX0JyyhxdyjXFHfq+bVixYoVt4vbJl0icgX4n4H/u6q+ZzapqMjji76jqq8EXgnwUR/1UTqaRUZXlfKGrnJ0bN2v3dY2YOK50j74k5opb8HZt9237q+Nj0tT7kSBsC32r+qoWFSmaOcjchxXydqdmsmcyQTYKhRtGp5xUqX6qYWQE1Or1LYbqdPahtqsluQyho3wzuUVdw4nEKJFsC8O0Jr9x4QSTd18tjqnhJTySksIWQHTqGgC30kTYiCx2++MmJYJHlPRZFD6TU/xRTLprxDmcRWj946UMtlw7TUbr2WMo226Xu+s+JX9EspwCIDS+c5q1dHZWzVVAl3KaUlTu6J0VNCmqxvryk+lEshC5pdW5bYKZzm+3TaJpq9mOmyo1eTfQoiY/57fZApJL2St+i9mgghmwkzjQCRlMrjpOjob2NYubKWtgC3+aM9DxpAo05C7dwd38vn1eI9dsWLF0xe3RbpEpMceWN+jqj+QN79NRJ6lqm/N8vvb8/a3AM9tDn9O3nZzKDXtC4UskJWbRqEqpALGt/nYTILlbV9ZNtHYBvPFGcsc1SBbUj/WpaLEXLDmuGGeZoIFxuyEWvPPlQj5eb4hVgLV+t0wtkfJASq1Tl3a9ENpz9xUpljuvxiiqU65b4zgYYSuaAziKK79rfqiag7gxm8E1KHJfIJUXfX7iSHhnOZ4pUZexZyAEHV4UdR5UnECyr5fYL5bSSPiOg4hcggDSMKlMfOApASpIw3mn9V3HWSft6SJqDH7luXUQTKei2biYQswCuEw8gigybaZX55ddBUYouX37LoNCaHPnmvm/WaxpWKeU10hD4UwF8WstCGPHaEQZmt7IbQtWWpNw3OzYemP9nrP1THnnK0WbFRUI9Mu5y2l9gFFfYJ8TZsxWDlaTtOTfbHEbqAaiDiWl6CY0Bg56Xo6V+pJuccolVmqLZmGmNDyYkLpo7uDu/L8WrFixYrbwO2sXhTg1cCvqOormp9eC3xB/vwFwA81218qhhcAjzYy/oWoJpZ07M+EjL+3+y6Ws3wOR6rWXFWoZptcQFnlN/fDKkrU2JZpfrk2JVBrgrI6qarAhRAm9ab2c+NT1KorZuYL1ezTtrX0ytSE1PRXghRL7DE47A9A8V+aqksxRmIwJ/cYNCtayiEkQlJCsvQ/xXk7qhIJBI0MKXLITvYhhKo6lQ5fur4hRmKIRpCTkKLVGwYjmDEkc/JXo1uWx3Hpmo1/Q4wMqgyYMncYBkr2g5QSQZUhJWtvjBxiIqrYHy5HtNcaq4umzaXvyxhYSmQ9GX8yBp1tfefmfdEeU5S2WnYeT3NfMjtsptrOgvS2ZZYQF5lDE8VUwNq2Mv6yKdVMkHMVjaqeLql0VVO72fh/knG3nl8rVqxYcTu4HaXrk4E/B7xeRH4pb/trwMuBfyQiXwT8JvCn8m8/Cnw28EbgDPjCW9YwM6HdDiqhyd/HqOQsPtRbslEmmnJcW2arRLWTdW2fjKapYvLyTUym4qNV25fM3FjqFUa1ZD6hTs6rMfsUv7CxjdPzass6nuhnBPbIVosRGs3hFsQm/r7va/2F2MUYQZzlP5S8MlQxwhXMeewQA+KNBDiRqlIRsilSI10ndJ0nqZoJsCGt7fU48l1SRwyKeIfFUjVFpobqELEVoE2ftJN/WZ1pylshZ6mOndxb9Tra8b4mjo4Jej/tz1JXNSHKGONsDNYrR+NPRGqA2vF6j/W298LcnFmDr2JvTTVyvF7MZ2o/zPql9E15YXBiK3rzgEYawh3CQO+7uvDDe/NfHJW2i8mUncMY8HbJL+0O4c4/v1asWLHiNnFL0qWqPwMXPk1fuLC/An/piTTGJps0IV5lvpn4YDAjQ6MLcf7emBjrMVbYfCLT+leMH1LNRdN25fqkRIGXqjTE4sitTTO0kMjR1DiaoEodo/rlnKtKyQQyVSXaNpVt0/hILoeTGKPiC8W01HZ2JnM6mldTrPHvURX6TZfVmFjbFlKsvRpjZEiYOREhpGjkbYikkvBas/qTnK1ELCY/cYjz9F1zPcqEnM2d2RrbmFiFEC0lj9R+FMvPaGw71yFVSStO/CKYEibZXoawOxzY+M1U9cRWUKpmI6+mbHAEoZCF4wURPifsLj53F0dkn13cmSei87OXjtzWsudEDUyWS7PUn1SRm3GZXEirek7uo5TT/OQ2G2nWHONtsPAPjcJW+stUMq2ZCir9yqfdtjmp5lATy0r1k427+fxasWLFilvhvotIbx/arTqZl4oKNVWisnkJc+ZFkwWiZPT3Kv44rf/XeLwF6yxqyLbvJxNxO4k6EVzjk1UsZKXYpImu88QcMBIRy0GYQwcUcqYC4vL55NnQVu2lCTFsidLcv6eYtIp5SdXS6ehEzRIUi1pfFZ0yMWeVqpJOUTSaI/1wPtDHxMlpBxIzcXHsw8A+xpx6SIjJlCznHFEDEeEQFIaQ/b5MCezECAxi5kxPdtp25gflnc8LEMZVeKnkxBQHKCFEi2nmhQ6hE3OmR5uVrC5VIpCNfFZavkaSRnXU6RjKoZAQj6sJyBOJlKL5sTlfSZc58accCkLq+DS16Ng5vlXD2msrZdjmMeScHB1TvZ8qiUwWz0vHQKOlPLR9zZhiHEtThWu60/QejAIDyhATKo6+6/CZjCFCEs1prmxMF7OqwMSUOaqC1Nv57hkYV6xYseL+wf1BuoRFs2Lrw7JkjjMTjjJdFj9Vg9oJr/199DMZTXAxRna7HZ1zbDabqlzMnZpLDcVcpU19Zbu4Y4JUyijmxlGtGtvexnQyHzOtfjtL5qaiHtSJOlkw0lYd08YPqfYZo99W2/6E+WIhStgPZo5KqZK/Q0rshwGSw9zWLdGQOCGGyNkhEdJIVgULK7DtOjwCSUkMdJ1mR3Cl78w8awqTEIac/iglcB0ijR+VJlxQU7eQ7Jyf+yYVU6WtqRSEzUaBlFU8JSW/rJ42Kmgl2ThwOQVQjJkcTpVF15iTTfFJk+veXvsltKbHYpKc+GzN/LIK2WuPn9bR0pky9sZv9fPsXpqrcnY/WAYDhylpluanKLxghF4ziR+JVW1GQ+LKMfWMLlT/Vqy4t7h27Rq///f/fj7hEz6Bf/2v/zW/8Au/wOFwuNfNWvEUwf1BulrM7IJznyr7d37QeIAdfvxAn/tKTQN+2j6uIVsXmYTaScuOz6SrUQiWwgC07W/Pa7/fs91uJ3GeCgEEajiAlvi1ZRUn51KXKWrTXINz06yIVHNhTLGqh6pKUHMmL871+0Nk03UW8oHEeQjsh2QO92rKl3hH5ztCDJyf73HOZ/8vi+bf+0DoezZdj/d5LaUqThLiAkGd5ZVMpmwNw+hYrkKOtJ7jhBFxLpGcKTHiSuqdfO2D4rxDFLx3xEgNcWAmOOuHeaiHSq7TmFC6jIlx8UJDOpp+bWNdtWazuT/ZnDTPVbZJKIhaRjH/jkpZS9SmhG5681h7muuf7bXz+2fJ7yzGSAoRJ1goDREsbFo7nkFT6X2t6u1Yn85emsaTutjkumLF3cUDDzzAR3/0R/OMZzyDz/7sz+YzP/Mzefjhh+n7nt1ux9d8zdfwile84m76Ia54CuO+IV2VMinmV1Rel6WQqJwDTqEsurSvOtrpKO/2UqeeQsAUM3kUv5hKuPKf5Ta0YAFhOKCbTSVTczWiROUR5zLhKau4ZPQ3Y3TwXiJeZQI+OTmZbLdSzKRmE2aqkcLLcceqST7H4pMjiu989RsrClFR2ZLWHsn7WBDVpEqkrFQTDodICom0hcubS5zvrpNwPLY78Nj1My6fXuFsr9w4PzMfLgTVwGbbVyJx0nVoUDQNhKCIU7rOI4Ss7CVCdPRZHQsxEWKi872trHTKIQTOdzt819Gphb7Yeg9dh6hCAidjMNQhRDMBxkRC8GLmQice5/LKSFW6Jn+m5hhjoiPByp1a+925Y6LQjroaL6uxo5Xx0GYuaK/fPLn6cvn2qSpw3lWfwosUtEkZM6WrJXpTM/2oKBZS2lWH+UI4MxHMBVbfu5F65ftjXMWope6iQOpqXlxx7/DAAw9w9epVfud3fofT01N++Id/mBe84AXTzCAZJycn/PW//tcREX7+53+eGzdu8B//43/kxo0bN61jfm++//u/P9euXeNNb3pTfaFe8fTEfUG6hJxjMfsACVldyNQpObJJrDztsxlILWRAoqw4I/v/FPJGJW/F5aW8cWsTALMGxARzLA85sGcOEFluw3IjHYr5ThyqKeeck6w6kcMYmCO2WzjemnUcLV/ybFaJHDl5tBsnxPmKNxEjV3ZcNvWJItKQNCwHo/M5B1/umxgjzgvDAMPB8iamZIFCve/pUPYoZ/sDZyHw2I0bJITH9nv2CukQObt+zo3HzvGywUnHQSPxsT0nJyd0viN2EdFA52DT28Tde8+m63AKqXMEScQQcM5xFiP7EBCNeNchTtmHwHvOBxIDp50gXU936okazUdLje6Ky7RXo5EmEWKkJg3HCZpXWTolZ+ds+j6lMdlnXsUptOZEiznWqlYlDlWJJ9eJ+c+pFh+n41hbrUpVF2TkcuJMkS3HG5FPlj6pONvr3D8qr55tlK/GteqIbJVtMI04X8aN9y6bU/NLhYC68b4yM24eh/mFw41RV8rtTHW8x8aCw7OGE11xL3B6esoP/uAP8nEf93F813d9F7/39/5e/tAf+kOTLBRLx3zjN34jKSWGYeB1r3sdf/pP/2ne9ra3He17+fJlvviLv5jf9/t+H9/+7d/Oz/3cz/Fpn/ZpvOpVr+Khhx7ipS99KT/yIz9yJ09xxX2O+4J0FRTiVE11hWe1samE6qNUcNEb/5IcPH+7L/VOTHe20SbOo0lwVKnmIQG898Sc/mYp4v28jfPJuGwb97VJu6xsrI7wrVInvpVDcp+50WSYpJIA+32clCXbg7wT+s76NiRPTBFcj3QeUmAYAiEEQhIUIWlHCJFHzm7wnndf57APeD/Q9xtiHDjfnTNcCmw2G25oQjRxuu3Y9p7OO4JLyNbRe28LH5wSFCBxY9gRFM7OD7hug5eOs7MzQgpsT7eAt+CqOSbXSb9hGA4Mh4Gu6+id4L35hqkKm74rruiEECju9daHEXG+8dubxvdqTXlL5sP59Swq6pEyesE4aH2pyrVtFaz2escmPlYdM9ISrqYRubyqMC2M4SXiNR/jhXiNx+QRqfnlqD39Ku6NG9vclADiNJPiaT+uWHG3sNlsePjhh3nmM5/Jl3/5l9/2ceX57r3n0z7t03jpS1/KK17xiiPV6i/+xb/Iy1/+cpxzPO95z+PVr341L3/5y3nWsyx951/+y3+Zt771rfziL/7ibanUK556uK9IV+sDU6CqNZ9bi7l/03yimu/blj//DE18qxxfasnvpHVWnjvBt5Pt3P+q1DdXueaTYXWcbr7PCWF7fjb5je0xpcxnUkrxWK7R4ctEN5qQzLQYQiIGC/2g6ggxchgGNAkhQlKXV2N6hkE53yV2EdJB2e+U/T4S0w7nzug6z+EwEEKi8zsUcz5P8ZS9DyCw3WzYBehEOLmyod90ODU/s0NQArBX4fpjNxjOlU6Ey5d7Nt0GJ8KN8z0hJbrOceIPbLqOs/MdJ9sTTvuO3rnsa6R0ovjWD4uRo8aY8N2YRLz0/c38jSSbDuckqPqD6bifmdZu/mBdIvOtf1d7rX1jDi3nsvTCMXmZmNWxRALL93nORTffT7PGnM35SZfPriWuxUxpQqKpsJZaaZ1wVtxdnJyc8PDDD3P58uX3qhwR4eu+7uv45E/+ZF7zmtfw2te+tpKvhx9+uN5Hf/gP/2E+5VM+ZXK/vfCFL+QnfuIn+JIv+RJ+6qd+ChHhHe94Bw888AC73Y7z8/P3qm0r7n/cF6RLGXPA2XeTZlozBSLNm3MxV3A0qbSFlol0OslI9c2x3+eKRj48JcR1eWIx05Jqqua/SpiaaVWLz01xAk8lt6DUuls1ZSSKTYT5hWnsSAkrDjL5iMn5OSyseDG5lt3JpIrR3JpSCWyq7IdIUHOkP4Ro0d9j5DAkDlE5DIEhRHaHxH5I7EMiDsFidIknhD0hDWy73mT4w2DKiHP0XY8Tx2bTZ0IVefTsOmkYeEa6yoPXruKcMsTA2dnOItf7nrPdwPmNwAOXL5ODTBBiZAiBQ4y4TjhTR997QgicB2XYbrnElg1COgxIr2z7zvI61oUTlluwZj/I242AuSOiVPz+5tekqlONn91EvWwOak2IdlGyH1lDeJTGbEyT+DqYuXS+kvYiwlPKL/VJ+V4J2hiLrB3zxRRYTKl2WKsAj+qvUi33twXVQur0SKleseJOwjnHp3zKp/BN3/RNPO95z+MDPuAD3usyL126xItf/GL+yB/5I/zIj/wIr371q3nooYd48YtfPNlv6QXuwQcf5FWvehWPPfYYAL/2a7/Gww8/zDve8Q6+4Ru+gde+9rXAsqVmxfs+7gvSBVhew0Kq8l+ZiDSHHoCyWm/5SV8nQnyjSo2Thk1aU7Vo7leVkuWWO+z39GI+X2WZvmAhAUr8qaqYtOqatjGisk+X+DyRGoGbHK8W6UDyviVMRFE75iZQstmsKm6pTIbFNwczL5KJbIqW1gVL2ZNSKN437JOtXtzHyGPngV0cSAIx5OjzCPtDYBgS+31gd75nd9DR6T4ERGwVYt916CGx3x+IccihFhLeC+JO2EUHcoJ3HWFQhn3gcL4joKg6Trc9Z/HA7saeYVBUInEf0RSJKXC+UxyKd5EUQ/Wh6renbMVMjWF34NHzwOX9gcsbx7aDqJCcg2GgL0mcY46RJRZxvY4NhRIttrytziP8a+NYrzoNtqvk47OT3ZL/VKXgWU2dm/Ykj6GieioWYLasIBwJ0rFp0PwIs0LlHE5Hu7LmwnWspLLJcq85kUz2xsjx0/vLxlEtYkHRnd9T47G2OMPjS2tWrHjS8MADD/D85z+f3/iN3+D69et8yId8CB/5kR/JZ33WZ/ExH/MxfPiHfzjPe97znvR6L126xOd+7ufyJ/7En1hUkS/C1atXuXr1KgAf/MEfDMDznvc8vvM7v5Nf/MVfJITAj/3Yj/Et3/It1Y93xVMD9w3pgvFR3D7IiwmlTerbTgbt5xp3Kk19c9qbwTkLYLm0UsXUKZtIH3vsMa44YbPZTm8kkaOX+9TmX8Sidpd3FEGO31jaCbMKEmNcLiltyb9rTohdZKuJOXI2caemTMjhFpwjxMR+iMQUEWz13hATMR7Y7QJvf9c5b3/kOieXT+g6xzAM2WSmDENkOETCoOxz7K4QQpPv0T4Pw4DGSAwW00YcqDhIBzTZytB+e4ITZ2TI95ztAu9856M89OADBJeIUfCuY3cYEDybTJL2e4sZ1ZETPTszeUYS+JTzNApBI+dDIFzZcvnE55ASB2TTQ+fo/RgLbZjkERxJ1ZSkLz9Ii99e6XvnLOJ+UYtazIlJMRWWci4q33tPjI0ympXK1qTYmgCzrju2WcfgKTY2yuKUY5NieVEQlklTwYTsze5Dme1TPk9M6+V8b3NyWrHiVthut3zv934vn/7pn85b3vIW3vrWt/KxH/uxPPjgg7dNgt5b3G76ulvh2rVrfOqnfioAf/AP/kF+7dd+jR/6oR96UspecX/g/iJd84d484CvxKUhU/NYVObs6JDs+zJ35LVJ0lLdlLcH54S+s1V1bbnn5+dcunqlmqHmk+PcxNOGdGj9gkTMp6qqcG46ibdm1ZRSzu3YOvmbn1aZEFNdnTimISpJiEuKmlH1sjAIISiHoBxyrsQhRoYwcAjK9fMd168PvO0d7+Gd73oE33uuXbs2mRQVOOwiwxCzqpbY7/cMw2AR4kmEEC2RdRxMblMH0ZlzfgyE4TohHeiGc5Ae6Om6E0TgMERunA2kTjic7YnB/Md8t6VDiPtI6h1ktXE4RAQjPfswoFkRPewCQRV3uiFGx2GvHCQhCXrn8QheqGEjjsmwrX6dKltjap+u67DwGnESxHYcD1OfqeLn0ZoEizmyHUNz1Qqo/lvF/F3H0qICVVbvjiS8EptmLDrx5PWWR8SykEZNYy7KeX7S+fg/xtQXcV5P7mLKqsYVK94bdF3Hs5/9bL7wC7+Qz/iMz2Cz2fBhH/ZhfNiHfdi9btqTgqtXr/Lyl7+cn/qpn+LRRx+9181Z8SThviJd42SUfZCy6SzGlE17o59KMTk652rCX3P+nfpQodgKOexB77zHuan5MaVodeVtISW6vs/7cTT5aGlD/jdm8uedM4ImZFNNCVWhE4WiMSTVdltRplSNmsOo7AmmWtW5tDm2EMxicrNVZBYuQBH2w2B+WIfAkCJDDFy/sWN/CLzzPTvOD8L5PrA7PyOdwcnmEn3fE8KAOuEQAvvdQAwJ7yCEPYf9fkx5Y9EZ6LqOYdihIdL53hQpLFVQHGy/YRhI0tFtLpOk5/LpKV6V833gcB5Iuz0pRoaY8N2O3vf4ztF3Wzt/EikEOm+Ebr870PUdIQwc9sFIctcx7A6cXNqw3x/w256UmnAZSVGxcBwhRjqyn5dylA8cTYx5JC2N0UiIyOOnCWrbXM9FFWvBFNcSlPZFIeZMACO5m63ahaPyx7FEHj9aJLA8qsaXgapsldEoQsykq+u6OrYmLwnNOc3VPkXxknOINiN8Yl5dMOuvWPF48WEf9mF8y7d8C5/4iZ/Ic57znHvdnDuGK1eusNls7nUzVjyJuG9IV2sKTNoqCIBmH6U0TnB9nhSK79Lo05Lw9c2+uLmXWSf78mghbOXh39UI7apKEsflqw+YabFZGdj63ZTJKOYVa+MUZntUZ3/NylQ+UBOFtVUCUA6z8h0x+2x531ViM57jmHDZOYfGmNmkfS6+OCll3yvIUd0ju8Oedz92g/NDYL8LphrtlfPdAJuOzbUHCEPggHJ2fmYmLoGz64/l1XqekJU11QAh4lwH2lFEIy89QWNOIWPkyImtJowHxW+6nL/SVhY6UXBCjEIICtF8xVIaiOmcXXL4ruckntD3Peo3DIcdXiMiiSAdN2Jkv9/TdR2nV05JBHZDYJvg0smWSycbeg+dA6lx3Ox6hdx/opb7UtRWPRaS5URzxoIxEXddAKEp+4aVGGkwevMxUYvKd5ipovW6GxIjyTb/xPH4mBOSL0Wlr3UUH0Yhp3jKhJ+RrbdkqpondYwZNgzDxOza3qMtMZz/LmJm9aTlZWjaPuuz/DqxqJStWHFrfPzHfzz/+B//Yz7iIz7iXjfljuN7vud7eOc733mvm7HiScR9Q7pgfOtvSU5r8oO5yjB92y9+Jq1v2KgicDTRtCleakJq7yuha9s1b2etT8xHaEwVM9uX0fk5t6pp+XQSs/YnRMZzPBwOpDj2iXNSwxxUdWumRhTVgqycpWhkzrsO3IbHznec3diRIqh60mAxrk63W3YRwj4wDAdEHDHuGfY7ihN3co5BB1ttOAy4FOk6JYSDmW6jmW1r/BpNOcBrV32ATEVp4k05h8vX1RJmB4bDHtSUK2LH2eEM7z19t7EwBOUUfUeX/c8sIKu34KvefOs2m00eM1PTX7nmJSirjYVM1Csxoa7YKz5Y5sMWsxl56l/nWgmSqT9TGZvJjdkT6ogo34/M1zmFTlllyWjCLCOpjLuaTH02TlsTZvtrIXbtvVLGVPk+N92P7RrDs0zKnyl2Tnwr6E7PdcWKJ4hnPetZfPiHf/i9bsZdwetf//r1nnmK4cnx/nsSMD7EoZhR2gd713XHhKt5+Jfv5MmlHD/MIrgv+Y21K9Scc7UumE4+xY9n4tuS0qT+i/xelswp87rtzKfKQAmK2vZH+d7+224vfzEvLEjRIs6nqJxut1y7epneCYfdDW489h4kKcNuz+HsnP3uBmdnj3A43CAMN9jvbqDpgKYDMZjC1ElChz0uDoTDGWG4gaYdKe5QUl2kYKqlOblrNu15541Izvzt6jk4QTpP570lydaBeLhBPFzncP4ezq7/Lpr2JKIRtMNACKGODY/gIRMvnxOAmy9aiKH6zFWlcLaSrk0Orjq9Fimlunig+lC1+8yu7zyOF9mk116jdhykfK1rv+jUOb2obEtjqB1jFxEm4ML6l/6WSNzc5Nj6r7Vq8fx+m9576ySy4onjZ37mZ/ju7/7ue92MO46zszPe8IY33OtmrHiScV+RrvwpT3BmohIZVYY5StTtJUKjakrM7vx8GjVYjieuUWlg8mY+n7DKtrpvMfOViagtoioJJUhkGlMZMU7ibdTx4rdTjs1VTCbBmCKH4ZAnOBNNUlJCiBbGIZX8hfl71JyWyHzkRBPbDq5dPeUZD17l0qUN4jSvPjzgnOJcQvXAbv8eQtybuS9YiIfdex5B9jvccIDDnhR27M4fIw47HMl8rlJk02/MDy8mUjTHdxEjhX3XozGSQiDFyOFwYL/fkcKBw7BnCHtUDzgdcGlgOH/UiNewYxjOOD9/jP1hxzAcIAVIKZskE4fdOYfdHqKSghKGSBgSYVBCgPP9flxtiqlhAjXSQ6sepSbnZclHSFYj7ZxGQlEHjkxXPbbEuqhNRSGdK7k1thtUdY6slIoIXefH9mYlc/4i0Y7p+QtGUYHrWM3/lugR7b0wL7MlaKU/SrvnLwbjX2p+b8ub3WgrVjwO3Lhxg1/4hV+41824K3jggQfudRNWPMm4JekSkRMR+d9E5N+JyBtE5Ovz9odF5OdF5I0i8v0issnbt/n7G/PvH3rLVjRqgZnMAjENOA/OtyrY9M28EB4YnY1TnrRGv5uZWrSgCCWNJI1Y4NI0qas2sZ3gpDFXOjMr+WxeaomXpgTJYmJZ7KwxOfDRhSj+MTYrVx+bzs/VEsCZs77mMqO5QjGExBBhiBb0dBcOHFI0xQslSSLEAVWQrsOfnHB67RInV7ZI5y3tj/eI79lst/l8Is4pogmJAQ3nxMMZaQioRoudBUauhoADnCoaI8N+DzEiGomHHWkwQqQROoW036GHgTAc2O1ukPZnSNij6YwQH+UwPMpw9hi7648QhhtAAEns92fE/Rlx9xh6uEHa70j7QDjsSSniyLkkd4HDWSAMkf3BlLFBE0NKFlsNW9WowY4RVfOhUvsTpn1veTSNvXZOckivcgwIFhZjnr7nOMOCDaBJkN2qnpVxk8mXAydm9iy+iGI3SjVTXqSiLipZarHCSk7QGmXenCOPyNVFhA4srdLhcGhCh8QaSsTIlmJrD7IpNvszZs3uqNw7gbvy/FpxVyEifMzHfMy9bsYdx6VLl3jRi150r5ux4knG7Shde+DTVfUTgE8EPktEXgB8I/DNqvrhwLuBL8r7fxHw7rz9m/N+t8R8kigJSFNKmeQcmz/KvnNTSPu27mb7F3WoLafk1CorIedKxbHZplHGOG5baXerYpT95udcto1tmJ5P11vSZ3GaSajgu64SPGZKipHWVkFLKBHEjvde8A42OWZV54XOOTZdR+89ve9wCGF/MMf8cMDFM4azd3E4fwdD2BES4HtUPCl50M6c8ocDYT+QhsBwuI7IGcP+Op1TNA1oGiANplgdzhn2Z+zOrhOHPWnYo+GQ6wuIKik5xJ1w6dIDZvYbAgwBwsDh/DHScAONBxwJhxIOO1K0JOgxJIYhEiUQXSS6yEEPhET9G5IF+xxSZNCENjGr7G/at5LHR9d19H1PSYg9Hx9z892UsDfO9bNxfLO4YEvbWkf21qy39Hspo6jG8zYXLzFVnZjxlxSzQrDKvsUc35rly8tP+VyPPzqLO4678vxacfegqrzmNa95WjiYf/RHf/RNk3GveN/DLUmXGq7nr33+U+DTgX+St78GeEn+/OL8nfz7C2VpxlhAG9eo/OvEVr+NE+FxHKVCUpyzwJnFqdgVR+rJ5GOkqZbBdHIEJrG0Wp+VQrja/VsfGeBIkSvmqrni0fTvxBm6PVdz2BZ8B+KUfuPYbDu6ruTg42gWaydv22Cr74y4Qd87TnrPtnd0HjwKMUKMpGGwhN3DgAZbnZhi9omSwHuuv4sbZzeI6lDx4DocGzwb+m6DkojxjBhvoGmPQ+k6RwoDkgLEwLA/r3+H/TmH/Rkx7PGiaDxA2OHSkFUXj/hTxJ/g8EiKyBDxKdETTXUbdjgim05wmjjsAvvzQw7mmtgdAme7A/tDYH+IltIoJIakhKSmfKmFCQkpLSqqQCXEne/qwgnnTK2qqqsth63kd36dl14YipmxHWtzwtYeP29Xq5ItEb6b+XvN2xfjND5XQTF9tkpWaBYgtG1qiV3SVH29WqW5Pa87jbv5/Fpx9/Dbv/3b7Ha7e92MO44XvvCFfPEXfzHPe97zFl+8Vrzv4bZ8ukTEi8gvAW8Hfhz4deARVS35Cd4MPDt/fjbwWwD590eB91so82Ui8m9E5N888ugjqGoTJX400jnncdnEYtY1zcviC+Mw3xHJ4SDECYjivaPvO/pNh+/c+Dsz9SGV1WGFRDU+W3WMl0nxuG9KK1Lxy8kmTWkm4DIJtxNNewNNJtNCmAphU0XE432Hc6YopdzeMhla86SGBVBGc5h3Yn2X+8wMkubLVMyCh/2O/e6M4WArFfe7M+JwgJRQEZLvcdsrnF57Jv7kCq47IUZHUmdKXPYv6sQDA8NwnWF/ns12QkqBGA4c9teJwzkpnBMPNyDszAfssCfud2gcSMOONAyQHCRPNaipMhzOCeGAqMULOz2xlYmH/Z5hOCcczjm78R4eu/EY18/OuX6+47Hre97z2J5HHrnBYR8JITGEyOEw5PhlwdIkqYUbKSR5XNRh9aekoFKVyBrJndLPbjTTcUxy5ipWMY3rZFyM476OzzLwsjmyHTOT34/vr4nqWjIGzBcwWLgLtYj+iws2pr5bMSWGEOo4LT5hudB6T6EQhjFrQQ17IsLxq8edxZ1+ft3h5q9YwOd8zuc8peNzFVy5coVv//Zv5+d//uf5pE/6pHvdnBVPAm5Lt1TVCHyiiDwI/CDwUe9txar6SuCVAB/1kR+lFu07K1dtnC4EJ8nMY83koqqIz6bCSooKoTJlx4vgdDrZWZym+Zu2kPJbvqYSlynXg5rflpdq5pwGhMxET8fl+THGmvyaTEjmPjKtMtA6a5ufz2jOSnXih2EYUyGlqJVsKaBJcxwnQaX0C3gg5hyIChwQVB3DEEhJ8F2PdI6ggwU5TYqIrfazMAqDkQZ/mdOrD1n7YnbuRojp3K5PUjpNRLV2Hw4HNAV8t80EMSBe6DRCuEEiIu4yYd/hgqf3ShwOOJcgOVL0dN2GzcZxfq7s48Buf4OT7VW8P8F3G1ISOn8Cogz7M5wTggzsDso+Ba4PA1fTJSNuW8fhMODFkzoHMSHS46XDiSmZ2403h/pWUVVAXUPAjGZbSARnJl9x5AuVV0POVgzOxm1VrY5UJYuopc11pZr+jhUu5sSr2M4X0Jq7i/mwvCjM1a/5WC3qrgXcVchm1qRKxzRURm2rc4RM1NqVrCUP6d00M97p55eUB8+Ku4bf/u3fJsZ44SKrpxJEhA/6oA/ixS9+Ma973evudXNWvJd4XKsXVfUR4F8CnwQ8KCKFtD0HeEv+/BbguQD592vAu26j7PpZmJOimzi1M1UR7G/cd8ksueQ/s+RnM/dfmbe1HF9Fg5niUAnYbCIsqsGSr8w0ZIFm9WD8PTWO/lXra0xJpQmjOUoQ8Yg6nHQ471HzzAZvulfnevpuYyrQECYkUANI9Ob8FBO9QCcHnJzhdI8woDpYGIe4hzRAingBUmAYHiHpdYSETx5NgZRsFWIYzgn79xAP14lhT0yhmaQTrleGeG4ETRx9f4JoR+e2eNkg2pHiwKbv2B8GhgTeW6DbGIw47g4DZ+d7xHcMCc6HwCEp1/cD50Os1y6lZMc012QemqOQjzpuZOz/lkwtkaxWQSplz8N8FJWrHq+jolXUxDm0qaeQuHkYkovaUcyF7Vich7loV9i6omhmM37XhFDJLZ84yM9DvOSbYlkyvgu4k8+vFXcXP/qjP8qrXvWqRZeNpyqKD9ulS5eeFmTzqYrbWb34zPyGiIicAn8E+BXs4fUn825fAPxQ/vza/J38+0/qrRw4pPVtoi5rn/unFBRzTXF8lxlRym2dlNGcz9HnlrA5N50Q5jG42kl4SbVq21iOnftzzdvWtr31J1OdmRFLZzV1TM6vLae0NWqOqiAWOiEqCUWdQ7oOcR3g2W4vcbK9hHM+O+hbOTbBgqY9cI7GczReh/QeiGdo3JPCOSnuEA6VeIkGc5qP54ThDE1G0JwMCAPogRjOcHqOxhvs99dJJFKygLDSQUg7fKd4D5vNlt5t6Da2sOAw7Dg7v044nLHf3SAphOToup5Lly6x3W6NtLgO12/ZD4ndIXIeEu++fsYj129wdgjEbHpzIjVmV0tASv+317PAQkg0flKyTLzbNFKt6e7Y5DzlI1qi3Be/qbk/44JKNR9j5XPXBPyd+xiOY398QWmDrdbtkmOgOU/vnOWzbInXwrmX3+3PI3eZb92V59eKu46zszO+8iu/kl/+5V++1025a/jMz/xMvvVbv5Wf/dmf5Vu/9VtX4vU+itsxLz4LeI2IeIyk/SNV/aci8svA94nINwC/CLw67/9q4LtE5I3A7wKfd7uNqW/1qJkTc7LpgkW1Kf/V7DrZ7FX2WXrrL98KuSsmnEnux2qpKe/w49HmQzaqESXgpp1D/p4LciJIWTFW2ticbznnYoIUcZZaiEL4XFW60KJtOYozjeUDzJNpjt1V6jEfGrK50WJ4lTheiOC8x/tE3/dst0pKlgz6sHPE4WDhKOIeSQlHIqW9kbi4Bxlw6lASQ9jjNIeKYMjhGBy+8zi2+TpEUjqj8xs2nbDbnSMx4T103QlJLRm17zam5mniypVLXL9+g8MQ0SGBdCCBG+fnJFVOTk4tyr44nO9IdJzd2HOShO2lnpAC+905vYONE3ZnO9Q7NhvPldMNuxDZDYOt5FQYhmhpisiEx9y46lgqymFSUBW7NtJc2CJWzcZaS87NpKc1rAl52zjChGrO09FMXNVZLcMuO/CPg8kaUNubqim9HFtM+EW5knzcSLhssUDZp/Me1ey7Jo6UIl5cDTWBkEOmuCNFttTbjnPJYTak9NndwV17fq24u3juc5/Lgw8+eK+bcdfwGZ/xGXzGZ3wGAA8//DA//MM/zD/7Z//sHrdqxePFLUmXqv574L9Y2P4bwB9Y2L4DPvfxNqRVfERKrC1Iko4e4i1KvCEnQlDNE+I0RENbNozP+0qWRpsc46RadjaTSSFvis6SIhcTZyaMmhNfNypWJXe5LbFpk4jFTtL6ewLJTtzFH01TdVIu5icRUIl14izJh1NSXJ4QnfcEjSQSIUVinhTHOc/MlUEHIpGoZsbr3IZ+69mnMw5BbeKNgoYdMR0QbLFA4AA5v2WMRpQO8UDSROc3pJgsTlcmwiklUgzoIaJhD94xDDsSypXTB+l8R1BbtdlvPB4QFTTahC6qHA476wfXgetI3dVMKhObzkGAcH5gCAdcJ4jzpP05w/kVvOuQreeK7zkPitw4x3vhgUsn+Ag+JjqvFkaD3Oc5JVOJrXXIvnSm4nR2reqgSpa7saiVii1GaMZfwky7KRPypOaP55zUMd8SF02KujJOZBwDFLNjYWG5jMzCYpwqo63iVscdRp5ak2IxcXspCzryy4s4klqeynJr1MUtueHFgb71eZy8jecXqtz6o3v5TuBuPb9W3F2ICH/lr/yVp4Uz/RKuXr3Kl3zJl/BjP/ZjTysT61MB90cAkKLkcGz+Kw/wY+feeuhRYVoe7AskrSoMTR2To2cmu9bUNpph/MQ0NPcNy5xvZibUSXuLv4ymVGOJlX2rX1qjoFUVDqoSZnXphNQ5wcyHSbO/jqka3nmcSxYAVMbQHCX/ZMi+XLv9gMOx7TpiOiPElIlPyA77hZuar1iIA2gO7aGCaIetOfB4r4jrakDalBKHw4DrlK73dXK/tN0iGtj2yv7sMQugGjri/gYn2y0nlzpiEMIwsAsdKSl+c4L3Peo6YtpD2hGGPSkJru8gOTrtoTtBnDBks+pJ37M52eJ7IaK8+/oNe2hdPmXjhI0qvfeopIYIj+badvykZPHBRrOiOYt7/HT8UOLNGdUYnfSnY37JXD1Rd22nCamp/lZl1W9Z0IGv99V8vBeTH2rST2s2n9fftm+JuE0xmmeXX3gkr6JdfoFaseJ24Zx72uRfvAhvfvObF10LVtzfuD9Il7BoBoTlh/Ox74gjzzBmNmM6ic0J3UU+Xu22liS1E5wpWuN+raNxUTfmE047SebTHSej1tzTlkGmj7Ob6ngyHuMrjT5gWmOeOSfEmI9jjKNkK8tCzVvofQ76udkSh8D1s3OCCohDU8I7T1JLXC0K+8M5OMX5zoKIJgu8Kq43fyENqMRqn3PO0fe9hXgYdqSU2PiO3ndsO09KkSHcwHGgkwMSI8NB8TGy2+85xIjznitXH2C3OwCeMCQYHiVxoIQQUd/nVaMdsKH3G7rNCc73+G6DOseQEl4cnXMElIPC2RCJXtiEQNd7xJkZ2ek0MToiR74UdQwJCONLQrnOc1N4PUYEp9P4dO2YKajO7znRd6uiOpn6U6XY1jRd+VgwWVTSlFfM8Rfh+AWlFYm1vlFcdE+JE1wlrvdNBrIV74OIMfLjP/7j/OE//IfvdVPuGd74xjfSdR3DMNzrpqx4HLhvnnxeXDYVSp0y2kmqnbwmBC2TjJRMhXGzUxr9VZpQETNlaU7Oii9Wifpe/aMY/cDmb/8j6Zk6XLephVKKNThknZZkDKBqBK9tvPnMSNP2CcFrzrH93eqXGtfLZTNRyilwhgRDVPb7gKog6uh8z6bfcPnSZU5PL9F1PSRL/+MkEeOB4XAAtUTa3vV4t8FJj7ge6XqSOPrNZU5Pr7LdnuLFIzk46+mlE/pNh2qyuGkIp6enXLlyDXEd129c57Hr7+Hs7FFS2DEczhAShyESokVkCKrszvcWsDUMpLDHheu4dCAlZcCj/Sn0pwR6+tNrXHngQU5OL+H7HhWIw4Hzs3MOu8h+rwxBuHFuAVR3Q2B/ODCEQNRpWIPa52JkuAzO6eWSGtakrudrVJ7qcpUJlMZIiImkdn4pHa+CbFWoNo5WUUFbglZWvmpTzty5fzpWp478c4d4aW7Akq9y6rhf8lOOdZY+anho9peUaopcNa4V7w26ruMTPuETeO5zn3uvm3JP8fVf//X8xE/8BJ/7uas1/H0J94XSJUzZn8joE1WmvnbimDvUR0x9Epx51DdP9vkkBiXgaOObMmtPMfdVIlTqYiRdS+bQSuiYqgeK+TuBhTTwMuaJVEAL8SqELftyOZcJpZZzGstuTZ1K4zdU/NlwkBwhHBhiYBeU8zhwdkic7wM3rp8z7APxkIhDYhgGYozsd+fsz0uk+Bt4IiHuzGTrIaUITnDS0fkNdBA1gSv+QI4UBxRH5zv2YWcmyJ3m6OSBbuMQ2YA6DkNCRVHfsRv2hN0e5zxdv8X3ns53JFFTSEQp8SxjPAAJ73uIHc53putEI0y+29A58yELuU9SjLjzA2l7QtolVBwPXDuhu7JFxNP3W/bnO043G9R3yGYcGfWaO0VlNBV6RuWzKEXO+WqKNNOrr79LYdZ5rCRcGVWoQO+WFdmCWMZz/u7bsYaNtZZotYpSaxa18eMmJs6JibwQfGfEn6g0Q53iW1aIXS6E6umP5OuV8orYcWHAihVPFB/6oR/Kl37pl/Kyl72MK1eu3Ovm3FNcvXqVT/mUT+FwOPADP/ADVTFfcX/jviBdBRZRfao+2YY0URSOJiOdkR859o9picpRLsSZ30ttj5iTfmq+t4rWoj09T0bzcibBX92UALb1a/4+1gHKxXGX5rGcnPeWQieZBL8PkV1SzkLg+n5gtwuEQ6TzPf5kw9lwTowDw5D/wo6gZ6jscV2EBIr5OKUE3ju8E+JgbffkCLUpr2KDSpSdmIIGgpeOmBTvtpxsLGXQdrshJPO1SlHYbk65duUBwLEfkuVIPOyz4qIMIRDiocaV2p5sUekQ6eg3PUlB4jmODomR/XsiN9jgOzM5brdbTjcWy8x30J9s2PSOjXdsOse2dzjMBIoUc/KYj9Gu96iKturpXJnSrJT5hX3LmEhFiSp+UpSwEnGiYLVjow0/0Zq625eLdty17SvHlTZ6by8p8+NGRVkmLz1RI2W95Nxvy0JKOIzH5T5KywtYci2sWPF48eVf/uV86Zd+6b1uxn2F17/+9Svheh/C/UG69JhIiUgNlFnNbwsTi5GyOL7Ry3j8vLx2wpuYVZqJcv4b2e9qaVKaTzy1jIl2ppPf58fPP0u26YxtLWmRpg7d1c9MNUexb4N4SrMNwhCJISF49rtzzm/scK5H8IhYfsrRB2yLc5G9RmLYo+Lw/UkmiwmN++wH1kOCEMxZ3mX1zjsgOVuhidL3W/p+y+nJKWdnN/BuS79xJAZLkB0hKgxDAPUcKObfDU5A3UCMB5RoJEE8zvVsui3bzSkuk9m+63jk0UfRGLl85QFiBJcEdZ5+s2Wz2dJ5z7Vr1/Abz+Z0g/SW9LvvoHPYZ7+1FFJdh2qohHlpTBXy3i72OBp3zXFzBav4dbX+Ve0LxNyUPCdUdk2OlaylRNdL7YsxVUf6OZbGu0gx/o/b2zLbl4B8KlPftNIf5cuKFY8Tb37zm+91E+4r/Kt/9a/4pm/6pnvdjBWPA/cF6Wqd1YGJugAckZXU2PxKPCXnmsTXXmqIglL+0eTQltd8lplCJjDJeWcTzTHhKhDmpkdzyDZndxDxk/x3guVBTKrZ36tkR+SobPPBGSfg0pbqRdSaZfMM13mHGyzPYu/h0ukpca+cne1I0fyMDvsd+/2OGAKqB1KK5jQvG3OO74QYAiLRgqymRIiDmc2y31i5KEMMlm9RLV9h58y8FhJsT6+gIZMY17FLO7x0dK7DZ2KjGHns+y0xJryzUAkhQgoR77dstyds+kt03ZYg1v6Y9pxse+DESKDr2G4vkcTK3m63XL5ymc3JKX7rkU7pPHQCJ5sNfWerIsnq0TAEOu8Ab9vFFFQnFuAz1UFo+zvngamKWsdcew3LEomshGlKJCy0ggLOm8kv5XFdzMl1fLUvD5OxTF1pexFMeSplgIX7sPFZyijBga1YO8cJaTvSq5q2oBYyo5x3ToPVmkMVS26wLnJf8UTw+te/fuHF++mLt73tbbz97W+/181Y8ThwX5CuogZcqOTMUqUkbd7YRRFJWPQrqRNDcViGkdS1UbZhSromb+dN2+o+dTLF4jIwTqxLcVJGFcCbj5bG0TdsQXVwjL5drdCmaHViBnLuukYZc+ZGo9HcuVKEkNR8f5ziOo/rIsP+wC5EUor0m45u1/HY9XP2h8AQ9vSdIwwHhD0pDcRgPl7iOpxCCoE47NC4R4hAIEZFo4chO2A7y5OZcvJHxdoRUyJqNEKRPBu3ZQgDISVc5xDX0/tTUEjxDE2ReBjopWO/P3A4nOO9p+s3ON/R9xuSOM6HSACGkNh2plqpgnjzLeo2HQc6zg8H/GbDCXBIiktKr0o6O+fK1StGc8VhORbtWoYh4nBEl4mFFNLssoLTBLxNpjY6J+CaCUG1epQXfz/FWUiPZmVqGUNirlNkuWgynoqpczLhiEzCk0j2qZqbM0cFNi80UfLiCskpvksOR63kTYSa9mccqxZwtRI/KYM1hy3R7Ixfzj3fT4gQ1WJ9KRA0ZdK6YsXt4/f8nt/DS17ykpVwNXjBC17AM57xDN7xjnfc66asuE3cF6SroF2p1ZpU7A2+UarS1ERjb+fHJpxKsJpy50vx52aUUlf5jkzf7YtSALOl91KCf6bJ96qHlLf+NAY6nZsznXOEkAg5B2Dr09N1XU3wOhxCDWMAtppnNxyIMRGCrYbTosYkxWuOx5SU4TCw3w0csg9X13W47gQNB1SVw+6A14hPgT4MRA4kEWLYEYZdzrF4IOUwEmqe1sYTiromHR0O1cj+7AaaEicnJ6hIDrY6EGLg9PSEkFdZokXh69GoxBShE3y/5bTb4DtTknBGiFQivuvZePDSm29U5wnhkAmgZwiB7uQE7+1anp+fk0j0dJxstly9dIrTSO8FL4p3o7JDVtw0lXhd05WCE5NfM15bU3AZd66OJ46u+XzMFhJTxrXomEZq7kM1N12KjFa7NGlTk0qouU/a9ZlHZvUGU1P3uH+mYUf7jyRSZuSx+CiuWPH48WVf9mW87GUvu9fNuK/wtre9jUcfffReN2PF48D9QbpkvpR9VJcEM70UE5/qOMHASILaydA5N/qDNWqDHT9Oet77iUrVql0yHjA5FrXgo+3E0pLF1Pi1OOcYYiRlC5OmCGokqK2vfL5o4itllXAQJQSGZvXgMBwYhsF8t2Je4eYcIQZSAlKiQ+gy6SvKnyYlidJvOoYU2Gx6wtAThphT/wRCGIia2J3fgDTg1MJeaEpESYh3dRLtvOegkSiw3Vy2SPrugPMQxTEcDiSJMCibbksICbBwDykrdV3nEZcI4ZwQlK7f0vU9OGyF5XDAu56YEkMMdB58b7G4kgq4aGbAzhMFNAQuX7ZVTl3XkSTRbxxbL7zf1cuEMNC50adLk13XbdfhG4LunMN3rjFrj0qOm+1XdiqjqZAtG8N+YnpsXwaOCD0lmOh0bLRKV4vxJWP60jH6jJktem4iXEIxf7YreVtFulQ/IXYz9VZkXCEslRGulGvFE8Nv/dZv3esm3Hd4+9vfvjrRv4/h/iBdtG/sUKarCWlqHvROzKDhna+TSJuoOuVjXDYnFhJVJ7lGWVpMoVCOac1E+U+BlMh55My8pzHViONlgnTOmVrDqKAZ8dIassJ7c5KvZkfIufzG+GDll5QsubLlNRwXGYg4er/hIKFO4Ich0m22aHJZWcvTdxQcHiHm2EmwH85J4tEYCDEizkxBYdjTiRGYFAOSs1v2nSWSTilkc5QRzxBMvVLvkN4BDmHLyYngfE5iLaDpBruzM+TEk5wiMtD3J3i34cbujN3+QNd5lENWiHpiHNjtD4DFDTOT8wDiSLKhw4Krqng2m40pZpITLOOIMXH58iU22w2bjXDadTjJhHPbE1MkpkiIZqIscc3ESSYw9pfC9BqXkdqSkImClRNmayFO5Rqr9aWRmfIyUZRNi7GmCUr4hVJfMY9P4sDVIVteAJiM7ZEEFSKYFa4ylrPv2MjDGuW2EMKSD1RL6p/m5WROshYU3FYtFmxF52ohWvF4ICI89NBD97oZ9xWuX7/Oq1/96pV0vY/hviFdSknCO5pQJE9+zuSE+hC3gOBm3IDj1VrFj6TsNRofp2hTqExWD85NiuXfMhFpbpMIKZZVguak7JzgvZHAmBQnis9eYlES6orZUc03rU7MZDYn5vtU2udAnOZ6jAEUMhdjJA3FGTqn1lHokmMYzNR4SIHdEHjP2Z4bu8iQA40mlCSJGPYMhwPxMEBIHIZzYthDigwaOQwHVAM5OD1JjfR1fY84IYRMWDIROul6JO45HAKOHpWB4RDQlOidI4bEpe0popZUuzs5wXVbknr86Qm63+MY6Dc9fd8zDHZOG7/h7PwxJCm9FzZdb8QkQYqKI9JvN4i3BNhRHUJP353QuQ1OHH3nOe0dnSpd13EjDjywOckk3VZFdi5lWmKLArwTtptNY9pLo8rK1DQ4WdxQSYeNvpFMj6TJ3g1GhdbUR0aznIJKqoSroKTxUVVURpLn8uAfVV/b0CrBc/O9mw7wuk+7XyoLQfK+k0UCLKi0WeGq911R3cRiz3ldvh9XrLgI2+2WF73oRfe6GfcVfvzHf5wf+qEfutfNWPE4cd+QrumDu3FQLw/5vF+ZEOZEa/JWPzcnMr6VtyaX8rnEfSr1tCaeI5NOXm1Wyi6/VfNfVIrLvEjOSZhzNZZ2TOI76XTibv9ijGjMCbCTQ+N0sUE+WQD6vs994BGvSFBwiRCVw+HAAJyFgRvne1BhF5V9AnD4IOzPd2gcCPFA0kjvLbiqCMQUSfGAFyWIAo4YHV47Eh51Cb8RvJygKbDf7xA6vIsgiZiGPOl6fO/oeo8Xz26/J4Ydg3So9IhTus3WlEw1Uuo7lyOxYyqbGyz3Yr9FdIM6T+ctXleKDtdvcP2Gje9QOjabLSenW7re03U9m9OeTSeIRjbOc7rZkIbB0v3ksVDMin3fI5qqL51dvYRqEyKiWYkKRiomMs6MXbQmQNsw/X3qM6YTYjOuVDz2e2zH4kj+xn+X6jgyZWemNK8LsiO/SF0AUF6QpHENmPimMd57k/pX6+KKJ4CTkxOuXbt2r5tx3+D69eu84hWvIIRwr5uy4nHiviJddaKA+sZePGdaMw4cOwq3Jo8sIVTTYuuXZURIJgmrW7TkbO4Xs0TMWlgS4cYfTQTclJRpGh2lS5lDvnGMmIyqW9/3WITxBOpJgUYlyZNfVt5K25xTut6hDiJKT8el7Zaz88BwviOcD7bK8RA58Vv8pQ073oMfNpZ8W7eEIaBxj2pJ9+OJ0qFxQNWc1MV5hpiIwx7vQTTguhx+QMF1ChJIasTLhJuISCJpIAZlfzgnaeBkq4jf0p/0dJuNOcqbzEOMO1CHE8+mP0XdhqSJ5MCJmeJiGogaSGGgd4ltiaIuknMoWvLv3R6ki+hJz5VOuHrpEp1zRHFsug4PtKvqlpSsJbvYOF6oCa/n/ol1fDUvDYKQmv3m+Uclh3NoCU1bXzuOWgK29G9dJNKM1bk/o1LMn8vm96NwEQ2ha1dXzole+9vCwswVK26J+T3wdMfrXvc6fu7nfu5eN2PFE8B9Q7qKSbD1tZ047DISohJXa/JGPVEXRh8wV0wdeVuZVOZJqJdUhLl6UBWC8pcnJFOxcpoUN9Y9TsQxm1YESa2aZ+V1Xde039UwAMULRzHfn2LesUWJOu5TJj4z0mbvKwVRvCinXcfVkw3DA5d5rDtwfn4gnO/RJAwpcQjBIs6TQCOaDoSwt/yTbmttdR3O59WRZJ8qIt4pThMxBSQ5YlLEO3BCyKEnnBO6zpS4wyEwHM7ouy2+83Ti6DqHcwppIBxsNaPFAjPlSTQRNeGc4noBNcUl5Sj5GlNeRedwAxxQfIp0/Qn7w46kkdOTLV48GiIEYdtfIQ4ROjM7aor4TY/3FpFeJPsExumbpCWYLsPMzM0uXwPLNOAmRGQckscvCDFFI5R5YcRIkKikqqi+0+MxU/OCk/1Umc0rGouZs/HHoiGQtYx0TBJb1XdOusqLkCbLspBSdn4rN2vjmaiYP6IXC/myYsXjwSOPPMIrXvEKvvALv5CP//iPrwGLn4746Z/+ab72a792VbneR3HfjNyo4xu8ozg5YWSFMjHkCcRNJ7U2NQoAjSJVfEmkKE2NvwosEKqZY/1cMQDGEADO4jqpLDgO1wl0XNHonEV/b/3WzFg3RtxPmkDMlFWc7kFywuMIOT6UhYRIxJTT44RAjJFhSAyDkbwYo/2eFCFy9UpPf+J57IbgvXLYJfbne0gdPnXsY85PqIHr1x/l8ukDbE56xDmGFM2XrQNJkRRzbLFuY879zpuHdAw4b6rWECPeiSl2aosB8tVESXn1KNmUOhAPEU3n9P0pvt9aWh8tmQYUJeQgrA6RLX13SlAzP/rSh2bvskj1IrgOttuO05OOB6+e0smeK1cvsd304B0hDZx0HSqJrndmusw+U8UkXD4bGRvHRiU6DZFxbnkV6rFZuAwwM6HX5R7aOMurWl9qSYieib1Mw6SU8TlXmeY+V8VkSfl/JmblZUdnJG5uohSRag6v96q4yQtMStn0X96U2pcdMWXP203EihW3C1Xl277t2/gH/+Af8N/9d/8dX/EVX/G0I14/8zM/wz//5/+c7/qu7+JNb3rTvW7OiieI2x61IuKBfwO8RVX/mIg8DHwf8H7AvwX+nKoeRGQL/EPg9wHvAv4vqvqmm5WtNOY4LdPPQkqVolqVKWpmWllSr4pJaG7qWcprJ5mccUGw08XPMJlM2zYv+Z555+skSj5vmjaEpNkp3VZEjmRqsHqi4jBfMd95y28ogvMd0vVw4lAdzacR5Xw/cHKwPIzbQ6D3no3f8MgjN0hJCWFAfI/vNogKzgsPvd8z8fQ5IbORR+es3iENxBTQFEg4I0fOAozag9DUjpOTk9qXzgk+qyGFVNik7RmGATDFL2pit7+BjwHXbYzAYgsVSqwypKs5Dcu46bou91kkxYE47Om3jt57thtPvwlcvqqcbq4YgZNQlR/nHZ3zhBDoOz9RqnyjatnqwYD3vq4YmqpMUAjykmK0ZCKZjssc0qMQnmasVVKDmepaYtgqak6OyUzblqkgvOzr1ZKu9sXGiZtkbGjH9kQRm90D9d5YPOe7gzv5/Fpx93Djxg2+9mu/ltPTU77sy77sXjfnruLv//2/z3d/93ff62aseC/hbr1LxZcBv9J8/0bgm1X1w4F3A1+Ut38R8O68/ZvzfrdEecAXVahsW/S6WlIMmKpWdbKygoCpw+9FvjBudnzbvrmz8NzEOfcBO1pVqRadPYTA4XBgv9+z3+85Ozvjxo0b3Lhxg/35OWG3hxDoEDbec3m75aEHHuAZ167x0NWrPOOBazzj2jUevHKVyyennG62nG42nPQ9287Td0LnQYiQAl6UTefYeGEjcKnzXD7ZcPmK5S7E97h+i9+cIF1PokN8T8Qhzib3vt8AMISDES4NhDSgaqErur4blZFMHERAo5ovWsDMpjpN/g1UcikidNnRXpwS00BKA4r5hR2GHUMYSJoIw1B94Qr5CMEqSuHAsD9n2J1x/bFHGA7nPHjlQYbzQArKtj9BsNWK2+0J3neT6xNjrAFJQ1YRTY0bw3LMr3segUdjYn79S3vb8Wplx4kSu/QH48rF0m/tmO+8r79fRPLm98r8paX93Pbt0v7tfTP/XpTm9n5BciyvbE69y7ijz68Vdw+Hw4Fv+7Zv461vfeu9bspdxSd/8idfeD+veN/BbT35ROQ5wH8FfEf+LsCnA/8k7/Ia4CX584vzd/LvL5RbjRSdkhbzSTITGnn5fvVwmplMoHEqz5NPaxKhmfgKoXJlQmi2i0jdDtMVXvPJs00wHaMRRZtILIE02QcrpkSIid3hwPXzc26cn3Pj7IzD4VBXTHrv2W63nJ6ecuXKFa5cusTV0xOunJxwebvh0qbnpOs47Tq23nGy6XFOUI0WbJWsQDlBSswATXjvuHR6ghcIhx2ORN85+s7lxNHFHAf9dmvBRXOKoRgGNKit1AwDmgJoJCUjIN7Z8eIcXd/jO4/llLTwDaggKqRguqQRl6GayEqMMedcdbR3DkIMhBDZD3tiCsQ4mPk2JVBTsZxYJHZNkXTYMxzO2O/OOBz2WRUcLJZXGBj2O87PHuWRR97J29/+Tn7rP7+Ld77rPbznsR2PPmYhNM52Bw4xWiiQEAjDQOccrpiAm2s5hEiIZr6N0UJ1lCTQ4iSnGjwm8mUcWT9EwhDz4JbJuK03g1j8t2KqLMqWuGl5LYkrim59cVkgRi1pWnppadWtSX7Qcpwb/8oNVMySSVO9U4u5tJgwpd5L40vQYny8O4Q7/vxacdfx4IMP3gvifk/x8MMPP+3O+amI2zUvfgvwlcDV/P39gEdUtXjyvRl4dv78bOC3AFQ1iMijef93tgWKyMuAlwF84Ad+IHl/ACIJLZOZjMywuKQ4xPxDqqJyTMCO8tRp4+e1YOJxzfHtv7mtQPGrafxhRKq5JcaEaqoT1mjahCSC63qbPEUsTlEzQZaanHOo2ORcKqorv8ppgK3ISzlmlhOTkCSnrNHiVyOZBAqbriOpxQszohM4Pztnt9uZY7MoTsC7jqSBTkMTcM9ZLKw0kJKZJjUlBA/eUgDFEKsatPGOFIIpVTGQCMQUcyBYIxLjarZE0gFV6LwpaeI6uq6sdMsLFAoVTkoSqlKGBhyK73tCCjjXQVQCgW5zQt/1XLp2lQ/64GdyeukS8SA885kPstl2nO33hBSJqeMQE75zbDZ9jcEmwL4xi7kSb0upJELE52TlERHN10InylAZS6U/NQmREoV+6sxu+45xwJwTHI3PVHb7KmOskKfi+C/ZZwpKEF0mKu8cx2ZHrX+lvBBmAVZdOxBLm0e/eZHRHbMtXNq8p7OXobuAb+EOPr9W3F1st1u++Zu/uc4bTwecnZ3xHd/xHWsg1KcAbkm6ROSPAW9X1X8rIp/6ZFWsqq8EXgnwUR/5Udqa5crbtsVGGp1/Z+06+nzR23tbbtnWHr9kBrzo+PpLJk3FLFSIhPfe8hkW0ufyqjCo2gkzlSI15qW5UnesuI0r5JZMWTZZUtt2srXVh4chWoDVFCFHmO+9BXINhz19CuyGPaKWhBqXTb4xk7hido3j0sqklpgailoIQrJgrkRwis+r/Vols/hEmdohWb3ybLotUQXxJXZasjybblQExW8R3+PU4V2Hc9nU50A6JeDpt6f0mxOuPPAQfnsJ70+4fGnDAx9whWdc3nCy3bLb27Xa9huiU1IKDClxsj3JfZsd2Sd+S+OYcM7h87VyjA70bSqcNvju3HRoxBEja40zehvsdD4mVTWHHKHJSDD1J2zDNiS1kCJz9W3+QjG/H9p7pB2TLZbuv7myN6+r5JJkpsTdSdyN55fIBRdtxR3BpUuXePazn33rHZ8iODs74yu+4iv4wR/8wXvdlBVPAm5Hq/xk4HNE5E2Y4+mnA38LeFBECml7DvCW/PktwHMB8u/XMIfUm6KdkCbKko4BFm37SMrmx86xNJG0JpQltD4yrf9M+a31yypvHV3Xsdls2Gw29H1fo4eXZfYe6MX+9RcsEChqxfw8fPbTGUnW8flN2tv49RR/pEIezO/H4R2cbDyXT7dstp6+t1V8iQB9jzu5CpvLpO7UHOxzmW0fKMowBIbDOdve4SWBBpRg4SOc4tx08i3nOV3EIDjf43PSa8GDOrzr6fttJTYiYmZM1yHS0fUn+G6L664i/RXc9jJBPLgO323ot5e4dPUaDzz0IN12w3azpRcj8TFGrp5e4srmhK33pBAZUmTICwBOT0+PhJjS99V/quvqAhBtx1a+7u34GfuvSQR9wTit59pcyzr2ZzxlSY09woK5s5zD3PdrXl67wjdvPWpne78sEbGx73RUdcWI9l3CXXl+rbh7eOSRR/j+7//+e92Mu4af/MmfXFWupxBu+eRT1a9W1eeo6ocCnwf8pKr+GeBfAn8y7/YFwA/lz6/N38m//6QuMaIZWuVmTo6i5gCgxX4xm2BSeaC3StTxeUxI3dIkVRUDVxQmrfNMjKMJzQl47+j7jk1v6Wr6rG6RzWKumGvUlAxUzNcpq1TtZFzUEZ8n82nKFksN45zH+97y4DUr52p7vbNVeN7ROUfnLDiDliX8ChojXoRLJydcOjmhywm/kwg4z/bkMieXH8Rvr9KfXqM7ecDIjbNcihZby0ygruvpt5fZXLoGbkPCTKCRBN5CQiQNjZrlszI1Btw0VXCDiMcy+lj4DZUcF6zr6Pqert/gZINji4WL8DjfoV5gc4nu9Br99ipdf5mTS5dwnTcfOxH8xrHZdGy3J2z6Dc51iPOomuFSRdEU2HhPZ7EuiJrYnpzk0Ac23LwTOmeqaz4S1TiaAzWbHptxVM3lMVYi1XXOfO+y39Z8le5EtZqpmfMXgnxA/RsXMMxIVRPCQcXiuVVD4uwlpK0rxkK6KHsf3bNHf+OJjPuVP8WUt8U79M7gbj2/Vtw9qCqve93r7nUz7hp+/dd/va7wXvG+j/cm0MlfBb5PRL4B+EXg1Xn7q4HvEpE3Ar+LPehuDhnVHliYtLKJqX2Qt8pC2Zrsh+pndRGW/FtGIlaIVp7sZqZAn8mNqvleKViopUyarE2jI7ITjyZHStGar+Y0XsmHKt45nI6r4sqkGWPMphhHzndd1RYYzVdJY53wSdmkpIp3NsvGvM2J0HcdMQ44EcJgwUsF5XS7JfiO/X7PMBzweYbOqZkRLHl2TAn1grgTere1/sb8qWLcARFHYtgPmXB2iHrzT/IORNlsPIfDAScOFQs5EVMkCYg4fLe1lY6ZV3jXQ+zwss0OVz3J9SQXbbWj7xHp2WxOELEkTCcbT++gd7Dteza9p99AL5YDsuvMJBg00nnh0mZD7zwCDA0ptFyT9nbSOweuXJ8cvV5sABeH+pLMejqmiklyVGrNrDg6wS+pVkU1o6iFOU5Xa950mZw5kfriMRvY9f7QYja1Judrt2yeN2Kv1Revxdx0WJVMyq2jkzJLe8mXVBTkwteju4Yn7/m14q7j/Py8Sc/11MS73vUu9vs9P/3TP32vm7LiScTjIl2q+lPAT+XPvwH8gYV9dsDnPt6GtArI/M1/Kc/ixJ8pbxeRC4Ob1t9nE8UxbGKa+slIQ3BGUtcqY6MJbSRGZoqMRoKMb9S4Xm0blkyd1WSDJcSeryYb22d+VsVvLKWEI5sryzEki6kabbL3nYAovnNcurRh0zv2+z0A5+emkg3DQAwQUkeir3Un2eDZ0HWn+O6Uvus4P3sPhID3kOLB/MK0x7kO5zeoNkRXI3FQRMtKT5eD35oaqEno+g0JsslScNKBd4gorj/Bd6eo8ygDopEYDnSbbG6UgKbIA9eu8oz3e5Bua9H4L286Lm09p96N/lfeyOy26zjpN7aoICX2+/24YjBf0PaalQwCbXqb0TF+vIatf1U7XtqQGZNFF4ymyXxALUszq25JjI0P26+OoQX/qgIbw+P4EpEcbHaqcBV/wNa0uaQQ66x9rStAqW8+puf3593EnXx+rbi7+MVf/EV++Zd/mY/7uI+71025I3jTm97Ei170It797nfzjne84143Z8WTiPsipG/rszX36ypKQBsbaT6hTAhJKXO2z5xstZNhS+rMRyeN2/LE1JZXJlubVBcc72Wsp4RzsB+ZxCGbKwwtmaplytJyMOqEmBKgrioY3nU5mGg+B7G0K85B13lCTCDKyemGK1EZDqZ2bXoLe3G63bDbbjk/P+dwOLCTwCA2CW82GyR51PVsT67iuxNSjHS9KX4pnEMC0cjJ9gpCIjmHz4FLY4x4POGwx4mZ8jrfoyLZsV7xvkOTBYENmmx1IIpzSkwHNICoJbbufCINe5zfMAwB11+ic57tqeehhx7i2rXLbDYdl7Ydp73nUt/Re6HzrnZpjILve3rv8SLETP6HYSDGSL/tEaDznSlLOVpqaPJlFhJUlNIl5Wg+Jo+yKMz2sbFgpsBC+pw4lHH/qa9jGXvjfTM31ZeXg2qmzO1dyuww9/mamziX2tzet+1vExMp+UXhngtdK96X8a53vYvP//zP56u+6qv4xE/8RD7qoz7qKRWh/pWvfCW/+qu/eoEwsOJ9GffNKC3KziS69gUTUzEpxpTdWRjDQ4jkqNw6TlxI2a8ku545JOao8MVXqpAkySECSAlpiFIba8omLz9ZfUg2ezoZ42FJIWKWOLKWZYqLSeRzR8lq7pz5/bTKA5h50rtpZPTqyxOjES4vKA4RR1TPFs/lUyVuPMNB2G47YlLOOSCYb9n5+TkpRhCPV6VTZavKIQQSarG0FKQ/YSNwiAFlXyO8q0bEeXy/gTDYZBsi4rY5vELpZSM1Scx/T5z5TKVsWg0x4RFiiAimQomC05waSsD1G062pzgiz3jmQ1y6colu47h00nG66TjpPdvOI1Limpn5Ng4Dm5MTMyFmP75iUgsxsN/tOdlskGIGHQJaDK7eMSc9KUfuX3Iqb0mJvSAIFiidasYWP82s4GTqwzg326FmNjQrZ/ZDZPoiUsdMMv9C36hpJSF4S/ZVxzAU83pbttT6bwkgRXlrjmlDt4iQMxTcO7VrxVMHb3jDG3jpS1/K6ekpX/3VX81XfdVXPSWI15ve9CZe85rXrITrKYr7ZIROV1i1n+coflwxKTHmcAwitQwBS11Yj7XJXe1/pOxAXSYnVSXU8AVlxWFRV8wc4iiJh2yiSdgEY5PJcRTvQiRyBWM7sukyxWbSyeTIe2/+NzP1rRHGZtuLIqh0nW2LMRGjERWc5SRMVSVRNt78o0Q8IpEUErETOi/sh8j5PtBtAZcQ37EfItvtFZyP7A57hmjR3sX5HIMrgdugzjEc9khKbPoOJWSFzuH8xgLIxhzryvfmo2VnAdm5f3TsTkQ9GKFJinjJMbI8m+2WgUDQhNOEix3d9hTtTthsL9NJh/SOzekJ/bbHd4LvYNM7Np2n866umhOFFFON4q6YA325cP2mQ4YcEy7ZGOm6jtIau6JzkqP47Ovlc1yqi5zk89mPxB5BZOpkrmjNZTg3VYKppkJr/rRenJsDyzHedaYSFpLWBDIp7btZ9PnpeC7Dd3p8275WKbOdE75TdF2EteJJgqpydnbG3/gbf4Nf+qVf4tu+7dv4oA/6oHvdrPcK3/Ed3/G0i7b/dMJ9QroMtyJcBcV3KWU/89QcO00EvGAGafyuqjO8juY4TWkSPLUQuepbJqaEVedkTbQC1eLbSS6umNjm5sKU0860ptWxL4zmzc00S5NqJWSMy/29t5yClRAmpcsO5hvfcYiKSkJ9h2w9e3HsGUDh0qUTNv2W3eGAnnvifsdBlRQGUAeDohwIhz2aBguIqg5kW528cT2kEhg04GVUPmxlKtB1pkBKoNOSw7EnDEbeum2PJvP/2vaXyesRcL2j91fQ/hJddwlxG5B9vmbZr40m44DzdH70WQrDQN/39dqAmQ9LjLh+09uKT+eIMTAMkU3X13FhZMgukZkbRzJ/0XiYK2OapdjRnD1PBdTkJWVurstKX6lDoUiyc5WqKE1VscXum6jJ/kVJIdK5Y/VuXs6ROb2M4yZoa/siUseqs9eXu7p8ccXTAofDgR/8wR/kJS95CX/2z/7Ze92c9wpvectbVpXrKYz7inS1jvRLJGPuV1ImnCVfkjnKKpeUneTbulqn5jZytplvxklx7kxczTukSuLmpqRivilxs1THAJe5AVU1mysF48Q6n+xGNaMEGg0h5Aj3EOMsUXFTvgO8CL33yNbhg3Awu4/pNhslqil/mxNTi/Yp4TY9kgJht+cwKBLNvBfiAR32CAkRRX2P77ZWt/c416EaCXshhj0WTmMkEM51IB0IlsC7EEj1OMk+TYB4CxXhnQUvDXEPKCGVQKoDThUfc5BxGYlUWbxQfKC8tyTb7v/f3tvG3LZd5WHPmHOttfd7zr34XgdybcDC+aAm/CAJRcVWo4TWJAVUxZWIUKJKGJeKqkQVaX80Rv2T/oPKIiFSReK4EKf5BArFQhBqDPmTCJqQBjBg6ksSwJa/Qol97z3nffdac47+GGPMOebc6733XONzznvOmePoPXvvtdfH/NprPusZzxzDucP6MZdzxjRFhIlAYFn1uSWc1hPmaZbQHjHAXGUGbnNOTZvbuN5zD3M2PVibtsp6OdjTAXA29uzVR6bX4eTGTgfSSFzeUj8gU8aaueSajB1je6Yx7ADY/ng9Z/TKax31A3cN+5xbzhl/5a/8FfzKr/wKvu7rvg5vetObHnnWa9jjZzcEdDlRO1l8osob8BkAI3XtJBDJcn5zGhbHSQfQbJtMHurqyyzuIpXNGBtCQVcpwhgBPZeG2zI3IXZcf3JdES0XPQ6Fkg+PrRyl6tys6Dp3DQEl4DW1wGyeJs0JuEq0edj+FtIgY9skllQJsKpu08gMjowjRURixMA4bQm8RjBPojfaMraXVoRImGLUOF0bQpRE2jnXut66/XmSmzEDFGeApa5xXiB5GxOYE2IS1m3LGTQFEBZQjMibMGWBAwKxuP2mA05ZGKRlPqorTdp0mg9gZKR8Qt4Yp8sEniYcDgtSZsQwYQqxuBO3nHBKQM4CoE/rJu5Ct/LUAp1mllhsrMDLXMxxXsC6qIDmWXVU1SU3a/qiPtBt/75o94gQRJFYXITmBrexfMY4sbjLRVQPCaWCOl7hxg0DujqxuhE3ZAlxAnkASQbGNVyG12HtPfA0v9prWDz/8NEyX6Ir1JB1w4Z9zu03fuM38F3f9V1417vehW/5lm/B3/pbf+thF+lV2+McBmPYjQFdjiUyRgIAIDkW2TEBDPFWhRARograCYCCCQEodHZuQCcFltV8hFh8LQEBFHUFWiAwqr+QdQYsZSNCTjsrKe1F5sS6YrGANDZkV9yXXpzcu4/qBCYzpMV/slWKwqIB6+mEddsgOaEJMUQwxC0VQgSQVeslmiQpgzSipNDZECghBsYUGUeSAKZhYuSrE+KWcMgTTlsG501AHSfkdIkMQjjMiDSBYwTThMQbAkkC7ECT1D0lRJqwXFwgJClPCAEbGJknUJixzEBaV83tt4IigcMBSw4FDFgUeEv8LG7mBGwW7f6AECIuL08SFBaEWeNZgYHLy0tcHI5Yt1VWSTI0TVEFNinLYo7jvCAQI6/S3qLTApZ5RgoBadtAiAiT6LiYs7gjuRWge+DiGbCcJa+kPGTUBw7oohAPfBqmM3sGSf6z4MAyvlHfgwqzSyTBZyVpZx3dIVqidpJQKDsAyzNVtLN9z9XtXeQ1dySBEbGB0ec/HTbsc2nbtuGll1562MX4rOxrvuZr8P3f//3DxfiY2g0BXfsR4oEKYvzNOztg0j8VlGTIaAFM777rXR+VSaiaE5us+v36H0M7sXZP+wa21AwA+PI113d19ef3k1hbBtY2kKj9mY3ZaM9lE30IEZtGSAeAbUtY11Wci5oDcJ4DVg2bMR8OSJlwyBGXK2O+msBXhJNALsQ4I2oU/ZQybi0AUcTptOF4uMDCGae0AvMB83IbFGesm+arvLoC1hXTdMAcj0gRyHFFzi8hg0HzBQJPoCxtMB0PGghWGTYAS5iQOWBj4Hg84qmnLyCpIxOmIKEg5hBBLLHMxG04nfVb07+oovIAzQ1ZADAhTiTttiUBdZrup8Ry29E2mbC+dxMG1BQ6BrZ8eJS9vIe13MLC+vHSu/uuY6n8+Gt+C66MZ/u47Xvn2dveAFAIe2i/52HD7qfduXOnrih/hOwLv/ALi1xh2ONnNwR0VbNn6kICAUVLYm6Tsm93U7e0OkU75f72NDV7k4UJfisIg64ia3U5L/cU0gA9tCEvgiqv9yZSu4ZN0P3E7ctu55ymWRk7CWuRNfyFXUvItalM5MkFw0wpKSum5eQsq0KZkJK0IYWAeFgwc8Z8yjjkgPW0IqSEOC+I84LlcMA0Tbi6ugQB2NYNyxTx9FOvwYQNcQ64Sht4moDpAF43TEyIcwJe/AyYCRtl4BAwhQXp6gqBgJQJG4uW6+LWhVwnSvm3TdJivOb2bWyJcbluSDnj1sUBT98+IAZgjgHLNGGJEcs0AbMwZfM84/LysrgXi3u7uF9rqJIYpqYPMm+4uDgirLJqCmvEPM8l1c9ekN/rxhlQXYjXjdW9h4ZyPiINUXEOzPbGq5WvLU/rQjz/vbX6wx6oXge49sCeuOoxBF3DHoj93M/9HD70oQ/hy7/8yx92UV6V/cRP/MQAXI+x3RjQ1Qt+mzuzMUb2UbcFqhqpBoyQaHI2XREYy5OORfpGWWov4pIqRqYgsazAXmifkbOxXp2YGDgDhRSoasssCrhpbHawmp+cTfNTJskdwJVcfZd5lijwMWDzKV7k4oAyKdM8K6MlLq2Mqp+jEIDMmKcZ6+WKBMKWkrr6gIAIDowtZ5y2DTQfcftwxFO3n8Z8iGAS1+WdO3dxunuJECYs84L5sCCGCTES4pokgClLvKsQoEmtF1yd7mI9nWSVIkdIFPoAhIgTS5gHihHzvOAwR0xzRMqiVVuOB1yECU+BcffuXbz0wmfw+a95HZ66dcTxGDHPhBgJTIxt3RDihNOWkDU90uxi4IYQQZw0Gj0QwgRiW72aC+u6bpuEkJhnnE4nnDQvWggBi7JeSW+aiRmRxO1b+6NqFj275PvZGLM2V6IcJOmANMArE5jJTq0/lZY97UF7/awhJ1JldxWll9+gP5/97sCti9eDsT0Gyxg8EfJrvYfnZNh9tk984hN4z3veg+/5nu952f3WdcWHP/xhvOlNb3poeqpPfepT+PzP/3yklPDBD37woZRh2IOxGwO6Xta6J+bgQBkDRR8ibp0ETYYIAVMAWZ681vMGY5xiqJMcTKwNYztEI8YmvrdshFQnmJJz0SbPLDOL5WoUgbYI5rOxCVaCHcarcScC8Kv9thLAVa+ZGcu8YF1XCYdANVwEBUKMEwIFSZjKmo8RopOjSXRtDAKvEiqDpglXlytOibEhYksnpMQ4na7AyDgsEZFnXCwzXvN5FzjcOoCCrDxcDhHrrQMu79xV1kjclvPxAlf5EnSZgJQwT4TMG04rAQFYDouwShQR5hkXt57ChAlbmJBCwLZqqImUEI8L5nnGBEkcfThc4HiYMQUG0ku4vExYpoCL44zjEhAnAlPGmnPJ7ZhZtYIKKrKBcyJxTRIjUMJhOSAn0YdYEnQKjHWrLOA0z7g6nXDr1i1M01TCf5iLMQFAjJJ6iVXrx+2Y7lmjArhQ84nqcBXNYZYYo8wAs+gUqz6w6hF796H9RoorFGiC/pJqGiuTVoFhYcFsIwyMtQ9D17lCc5ZUVISMiFAeSoYNu5/2ZV/2ZS/7fUoJ3/3d3413vetd+N7v/V68/e1vL9+93IPE59J+9md/Ft/+7d+ON7/5zSAi/NN/+k/v6/WGPVy7IaCrdWGYS08+t0BEfgitj76dXAwk9foTF8G7AzVePwNUnXHvIinvVaxPRCUJtGcQ9vRfJeQEM1KnM+iPa5gvoKt7myQ5Z0YMEcuyYNu2xs1laYrSlpr28IE79Ywiys+MmCPkYU9ckWnLqm1KeOqpBXkN4IsDQlzx9GsE3BDJyrcJR6zLhNNB8ipOU8S2brjcEkALciCAJ8yHCRSBl164xOkqYp5C0VmdcsbTx9vgNQnoIkI8EOYILHPEtEy4uDjgOEdwXjFNM47HBbcOM1771IKr04ZnX3Mbt5cZFzHKqlZWLZ1GnEfeMAUqKxQLs6TA63g8gGLW4LhVJ2iR7NmFHbHI9quyXfZKQp0J0FbX7qznMSYTqK5n7yK01Y3yQFHHHhEkzEQGUud9IDKgj6JB6zMc2PUqc9UzYC3jfJ1Oa8/8WO3Haz2n468H0zXsAdgP/dAP4Qu+4Avwute9Dsuy4A//4T+MO3fuYJ5n/Oqv/ip+5Ed+BO95z3vw0ksv4a/+1b+KP/SH/hBOpxPe97734fnnnwcAvOMd78A3fuM3/p7KcefOHfzyL/8ybt++jRAC3vOe9+B3f/d38Za3vAU/8AM/gA996EP40Ic+9Lmo8rAbbjcEdLUAJSWfC84HIlUnSwOofKBIvdEzqwvGTyDQCfA8cW9hzbiK3j1w8p8z5+q9szJ3Wpw9DVYBeiGgl3Wa/mYv6rjfx87nQWagNn1QjLEAGIkbpalfFGglFvfiNE1yHBEQJP0MZSDEjHkOWJaAT9+5RJqOSAk4HA7iVtsS5jhjCkfcOi6YZOmehEnggLwcAByRc8bt27dACPjk7/4u4hQw376FLRMyZQkPEQhXl5MEIp1nMGfE9S5iBChMiNMMJsY8BTzzmgvcvrVgZUIE4fYyIfAEICBGwtO3ZszTARQnzIFwDAELCZjM6mKWmGm6mk9DeoRQ9W7ruoKmCYfDAYwNWVeMFkBEwOEwI+eEq6ur0g/TNAnYIkJucH4dKyEIsDydTme6KP++6X/zgOv3kp7IxroK6RXUlbQ9bnCVB4vuvOW69oxi4xSt/tAiTXgA1Y5zKWSVBbT8VT/2C9DsGLJhw+6X/fRP/zR+5md+BqT3vDe84Q144YUXEELA7/zO7+B0OpV9f/EXfxFvfetby73A7OMf/ziee+45vPDCC/jRH/1RvPOd78Qb3/jG3fu9mf+dXF1d4Tu+4zvw3ve+F8uyIISAF154AQDwt//2376PtR92E+3GgC5kybdHaFPdCIBS3QprsMselASIXqa4WNSFxhKHi9WdQxQQQsde6f8yZ6i+Rr8TICQzE7ltpssBIKL7nJsfWSk79pmDfj/TvPRg0GtpisupKx+6SdX/CftQ28JmcUadkGOcBABl+ZuIsUTCYT7g9sWEuycJQJrBuDpdiXCbgIkC5jCBWGJZpS3hcPsCq+ak3LYNab0LooDnnnkKd48zJoq4ShmZJPTFemvD5WUCsmicti1hmhfcOi5Y5gOygouAjNe+9iksS8TVmkGZcTFPOE5H1aUBx8OMeQoahZ4RCQiq5ZpirPo/DbkQdaVmiAExSmaCbdtw6+IIkDB8FCQsh8X6snpVxqtNuZNTQpimujhBmTNA8jjaggxjb02fZX1iDwRcHixC09d+/FBg1SaKqzDljBh3Eknrb8HCRxB1i0oCubGtv5OyzaEyf0quwKwyV/ZLqg9J9qb83jLAIZy52IcNu59mDxIppcJeXWcehJn9wi/8Ar72a7+2BKF+3/veh6/4iq8oD7fPPPMMvuRLvgRf8RVfgaeffho//uM/jt/6rd/CV3/1V+NP/ak/hX/2z/4Z/u7f/btY17UBc8OeTLsxoEtjYLeuRejTfLl5KwDywAQygVfXorofWaYaVh+NycB6gCITjBMKo31Kke3ZuetaNsqAjzfPCvTgy+9zzrih7Nsn+faMRbOqkdt9+mPiFJG2GgW/uhQJRKXVEYgRp4AcSFyWYEyRcJgDrlZJXcTLhI0ztrQhgjCHiClGpG2TyTRnbBtVV2dOJen3s7cOoBCwbZIEmzmLsF+F4KfLFadTAgdGmEU8nzV6/TTFkq7nIgIhAsd5xmGacZgjwBokNxBm0kTUgcERBVwVF6JPDK7jRcJkzLi4uMDxuJSUPjn1ORRZ3YPCLPnl6JYgPJJp/+RfNKF+DAhTxJZTAVyuo7Q8leUFIInWmzFC4CyJxuUcAaBYVttm5pIEXOLXhSIfMwBuLkTTjIlOTBg0cUv6ctk4OQ+94nfxvxu9gLBZzLYWo5YfJPHZhpJ+2CNkV1dX5f0nPvEJvP/97z/bp9xj9N79kz/5kyVjyLBhZvcEuojo3wJ4AUACsDHzVxHRawH8IwBvBPBvAXwTM/8uyQzxvQC+AcAdAN/CzP/yFa6wy/DU13bf7sg6ae1qUOy1jWPk07RU1835tU0035/fH+9p5j0NmN/X9uvjNtn+Z65Jl+YlhIBsep/igqIznZr96LMJ93PbtiUJdghYvfA7JczTLAmomSWNj+Y4tGtsTOBJXHyW6TFMAuCYA07IuDjOYK6utBgCQIR5nhHyXAJ48jJjA2PdEtIc8el//wLW9YTjdMTti4OsJJpEqGT5EkOMmGPEYZ6xTDOigogtr4iUwUxICaAsINK72OSPK0vpgOyqeRit7Qw4lpycrC5qpDN3sAclSZk++94A+7IsAFDcunvuYhkrbuUiV92Y7eNXthrrWsaLG4MhWJ+dPROUMRnKg0q1vd+h/9wDrvZ7lPOxAq5+/73f6P22+3//Gjbs/PcBYACuYWf2apiu/4SZ/537/E4AH2Dm7yKid+rnvwzg6wF8qf59NYDv09d7tmYSy1m1JfuMkEVfJzLgUfPGAbj22DJZagiFPZN9ri/j3rY9NsAmTwAakqLTeTnQ5eMrXeeyNHZFJtZWR9SXQWVJFfhlLsE8VxfqwIAgtow5BoQwSWiKkBH9tXUVaCTJ4QhdDWjlCxwQkRHniGU6IKeMy8u7uHt5iTQvePr208JiFXF5RKSEDYzPf/YpMKgsNJjniBDFlZszgDkihoA5RkQQpiDMTZwiQAEpbwBFCc8Qsui4OlADYnVHy6AJISJnr3cClmVu+tDADsCg0C5IMKAFVEBV2DFUjZ3tszduCisLI4raWG174y4okDUWS5hYAlHNA1pc7M0x5+fzzB8znY35/kGksqytnpGU4arnazVeZUzSQwFfD+z+NWzYsGHX2e/Fvfg2AF+j798L4J9AblpvA/B3WO6qP0dEzxDR65n5Yy93sp4lqk/spEEaLCp2Zb4apolRls7z2TM4JNQD1/M0TBZc0mFIxAeUyaNdlchsTikUMEfgIiK2swYth0yccoxNlH4irfWys3KpnyVk9vUMcKwWoPGqLP3RuUtT6Iaqs5EwElFCa0DcqzlJIAwiIM6xTJYB0HQ5XEIhzMsiuSKZMYUoK/SAAkoiBZxOJ00GTYgxIByPOEwTpnkuITTiDFydVhzCAbeOR2xTRk4ZV1vCpKmIYoyYQxurLKiwPqg+LRXfc8Y8BVCQIR3iVPqh9rewbjmnkqtwnhbknHA8LHW8FbeeME8SBV8CyQauIJUIVdzOjBAmydNIsmDCM44GjJqVo8yFVTS9naAuGxuyuUAXklAXhbWz8BNEpZ62r4y5DFAAcwJIwjRwFldxjJJQ3DOuxS3Kjr21ccrtwwlZedxvVtoV9bO6h/1DRHHkPwTGq7PP6f1r2LBhw+7F7hV0MYD/i2Rm/5vM/G4Az7kb0ccBPKfvvwjAb7tjP6LbXvGm1bM69QldgQ5bmMg2qnsgdf90k4CcVIvPbP6Nso1h8bYERBAgumOW70ywwjpJ5JyLfsbCRFhSa68L8xNWyTcM1KTEcGye1ksAlky4Jvbu28ODLZvEARQ2kMX/1TAbKTlmQVmUaYrI2bFhgcApI7OwRjlrnsAyGTOmecI0T9J+6gILQQKdpmSTq2ix1tMJk4K1eYqYpojT6QQiwqc/8wJO2wnPvvY1ePapp/Hip+/ioJHm715eYp5iKefFcUFgVl2WaM0CpeIezBmYg8QaO15cIEbgMy/eweFwbHVG2s8GHFKW1xijgpCMaa7po8rYI4nLFqNpA+HGhLYnxI1G1hfFbWeArw5FY8ykD2TV5KysX5/+x8ZHLnWQMZsdgAlQ3E86jiHboAtGEmcJrFrGHQnIA8sg4zZ6fgVF9hPhwnJ68Nqwhx6IUSi/g7O2dL+LzFlXMD4weyD3r2HDhg17JbtX0PUnmPmjRPT7AbyfiJqAIszMRK9OGUtE3wbg2wDgdc89t+uWk3PDfIcwXQ06nUp73L4r0b/ulGV3PwM4cJMRbAWhTSYhFF2RP59NoAQq7El/Pf1QQISxDf5zz/752lXg48MMVLYDtemK+RyBEuZBQGdWwDfFCRtvZ6DP4lH5z0SyYs8DQAAa/sFyQordvn0bd+7cwcXxiAs6Yo4TIhFu3Toip4TjxREpnZAywFlA3jIFbKcTQEDSeGQxSJ5JOX9ACDM4J2zrCoZEn59nyS8JtkCjbVk8CFjXFYfDobhffd5EWQSQa7iNXAGfb3sZFhW8WAiHPebWs1y+j1vtWD3O68aSsmg+zte5sEr73MaLH7u27Row79MfkT5I7P1i+t+RZ6UlQr6xt7lxP9q+keKDzod3X+9fw4YNG3avdk+gi5k/qq+fJKIfBfAfAfiE0e5E9HoAn9TdPwrgDe7wL9Zt/TnfDeDdAPBHvuyPsG4r31fdSC5P1AY6ynN/WbrezjztPuf30vNtLjAkAHLi9YLu9JjkgqFaGZhbwOW1OHKOUFkpBSkF2KEVTpurtDevo/GMQyACfJT6jOJetUCeOdWy2LXs+wDCFCOygpJNheD9df31/OpJaYd2Ep/nGVdXV5rbEA2QWeIkzNQ8g4ixpQ13XnwRSCsCZ4Q4gQMwTwGcVxyOpq8CiGqAzcpyEjDJashlWRDnCUTAenmp38+lHvIaSq5EAGVVpNfSGUCTOgtomKYJSFXobsCSc9u2pKDIdHPksEWbeLyuOGyYI7evHyue7doDLAU8FfeihlBxzKjUbz+enJXL9yuZO74bh3sPR3YOwC0KoFDar1zPjeEHZff7/vVqAduwYcOeXHvFx00iuk1ET9t7AH8GwAcBvA/A23W3twP4MX3/PgDfTGJvBvDpV9JDMDOu1hO2nJE6BoAgE33Uv+qyyc3xdX+tmE429mp/lm/Q/5XGUA1VcyxXEVmZTFz0cM6MnHJJM0Q4Z7X6cggrYKslBRRJPYMEu9d69OUtYINUM6ST9lmf6Z+wUMAUJYBo1Jhjpi2yOqWkKWu21EymHkD2ri9AYtqcTpcA1L0IYUuWwwFxkuTSVvYYAm5dHHFxseD27QuknPHii5c4rQnzfMC6JWwpyzmvTrh75w4uLy+LW9I0d4EECC3LhGmiAoIAwulqA2fCtmUQIoiiaK2UkeOcQciYAnDruOC4TBLcFRK/KmrQ+nmOiJEQSECV/UUKmELEFCJyykjr1rSV13D5cdIDDO/+vW4fSx0FfRAwxzpRZb782N+2DZeXl7hzeYmX7t7B3atLnNYTOGWJgcf6B8kDKZo4lPYJBoaYMVEovzUTMDLjDGj5VZWk/U/gbryq25xRGNmIPT76/tiDuH8NGzZs2L3avTBdzwH4Ub3JTwD+PjP/YyL65wB+kIi+FcBvAvgm3f8nIMutn4csuX7HvRRkTQmyohuYgySdtiCUkeSpP6gLrOQLNAYE1LjQCBBBc7dSsNdUidUDK/tUmQvu9jdg56cfZigrIH9NHC03udkTvnfVEUgz0dkiAC4zErtyADYRO9eRXr8JXeCYiWjur0DStFHL00zwtoggICMjoK5A84yId0MdVHSe0iapeSIhbRmbxtmKU8Dx4oBt2zBNC4gZOW2IMeL2Uxe4c/cu7l6dsGUg0ATWFXVxiph2WJDKpiXJ8xgIh8OEbSOc1g2BJMdlygmny02PMVApbsYYZJ8gqBZXV5eY50mjyUvk+MPhgJQSUtqQNilvpFBczBKyQ1yH0p8tQ2bjw8JbAGiYLgPbBahAmCRxmdZ2tn2ZgQSWHJk6fji3YOd0OlV3qK6mtL5atw2nyyvEGHE8HsEalV8CEZ8zTkHZLbIfkz1vKPiyt/63YOPPDjBdIpHEFBOGMtgSEUTIqld6YLDrwdy/hg0bNuxe7BVBFzP/awB/dGf77wB46852BvAXX00hGEBOKEArgRHAyAxQSoioq7/6kApi1W3iXR/m5gGwe7xtR+8CcWbHlQkGwrEV1olb90sP9vx5ej3PTtuVV6+z2TsX0E74/cTf1q+GIEiJkXMqoLDmEswSaxOiyzHXltcq2blTSuLKi1FS9TCwbatcgwQ8x0C4XC9Bh6UEEk0p4e7lhtO6FvYKbtGAB5J9XZZFknoHZCzLLO+DBkHlhBAiphCQVm5ctcG5dokCEhinq5OkhEJAzCfM04Tj8VhyKHq3ngne/cpDDzYYLbtl7sV+PFlfeTckYA8MfG2f7jKZRNi2DVdXVyWwa8O+6jFxOQBZgtBeXl5iniaEZXHnh4rqy5ll1a1zU/ZjzpffjzNfB/ts7kbdUMBYC/rvrz2I+9ewYcOG3avdiIj0nBl371wBIIRIQMyYJmEhjFWy2E5Esmy+uvBsFWLV05gZaNhLLg2/FM195yeUPaDjJxsPFOoxkCj3O5NSAVVwk7CcaLdd+vLoiRq92t4k6Cd3u16pA3Fh1UhZQ0l1oywNC6thQNMLwgtQgiR2vri4QJwCXnzhRRAR4jRJXK0o+x6mgPV0hXA4OgCZEEg0UbQxEnJhVlgZqR58btuGZVkUuJ3AnGrdSDVYQSOqb30ftW11ebkiJcY8L9gYCA4I+zQdBtB9/+2BqRDD2Xix4KdS39bdaOeCG3m96669RrtIhEjcutu2YZ7nmnPRjxugMkshSC5JZlxdXeHq6grH41H6FR2r6PBdP5ZkPLVsXQ/yeuDVlElZWFsBPGzYsGFPot0I0BUCcOti0QTMQKYABms6FiAhAJxgD84UJb2NgQcwFdEwPKOk56+hJkwYbEEl7VNltGR/Rg9iUM7VgpzMXIRxNknafnI8S/mc9eyZB4YVDLVOTCKZ4IXF8Zq3es4i3ien/zFBda0AzA1kbAYB4KD7MkpblXJwnWzNPZc5IyVgXRnbJtwfk1yLCDgej1jmBZ/5zIslzAaIsByO2HKWdDUabsGH1AhaDgZEj5QMEYpbKkEi35MxWLSBkBEAzFPEetLJHZJeyLIXTtOEdduwbhuOFxfWGMiccVpXCaSqoFNAsbgxra99ZPji5aYa/d1cxp4FE40ga6gLcd1ZCAc3+mu/aNsVpi6IjlEyC2QQAk7rhtPphHmescyzDHmQrKzU0+SsmkDNHWnu2YvjAeu64rStOIQW0Nexy+U3ZGOjAFc9v6QikmTpNTyGrqLNbAOnjO3SHpA8meFBOheHDRs27AbZjQBdohOS2FEyi4SiWxJgo6LxlCQY6LYVRmKaJgTSJ345GQCneyICI5Wn9MJwkb7TSbZP1WPl6t/7p3oAjcDd3EHG1tTjHWhDC7pML1SuTdCl9xUk1tc2YKtNzhZ5PYYAJtWucXAToHM5RecqdaEpgqA6/ZyLKygLzShzcZC4VWCLrg9s61ZZwII+BRzknDHNM+5eXha91JQCDstBgEMEAtWI8MF0bUUsLpHm52lG3lLNiZgNqDLmmVRcD40JlpA0Cj8DoBAwTVPRPl0cjprAWiO+xQiwRK8/3rqFq8+86PJUSjw4czfKWMqqW7IE0jVEBABwFtdrcUtyFg0Tkbg0OZcxALQaLgnEWld6SjBTATLEQMoCuIwFDiGAOIMIiHq9rKJ5aLcF782LARQPuLq6wmlbscxzMzYBC2ja5WB0gzc4kRpnRqaW8fUHGuNbGEM2lnXn3MOGDRv2BNiNAF1AXYIPADUEg7jrJEAkwCECHGvCX0DEwrm62aZpKi4Xz0p0l5MX5zKU67ZuQ29+cvTL/L170TRE17kiy7nQhgRo8jh25TBGq/yBEWPNa2j7FwZOAZsGHm/KYMCgFfqjCZ/Aa8LptNa4VkEAjSxiYHCqwFTS2+QSNkHS/WUANd5UCAGXl1dFAybi+ohlEWYzr7lMwj5OlNVnPgQsswRXNUZM2kDcnmsSsBZAuNoYy2HGSRlSggSCtRyKh8NB0/ikKgoPhInkZ7CeVtw6LNi2hBBFK3VaT6UsQaPvW/l8P51OJyzLgsNhqYxjzkg5SbgJPS5E494EtCiELt/Hqa4qFfZQI/7nhNNpK4BOIspLva0MKbmwI25MejczQfRxp9MJSc/hbU9DaOUpiz12vvOrW/uxW44n7b2sqHjYsGHDnjC7EaCLyAEg0NlEkJCbyO4hCTsCAHEOWJlK2AObYAGo+Dlgitc/Xe9NIr31k4kBHXNhktuvpGaxc+fzCcoKYyEq9q51vTYmNCDszPWJoEyZbsvn+wGtS9OOZWYJMupBJcxlyG7ipBJG4nBclP1SdiXOiCEWZolzTR59PEqkeLv2siygwFjXrQA/D56JCE89dcA8z1j/vxMom+hf46CRuAETAMqMEIHXfN4FQIQX716BEWQ8qPCfiDAFY6UE0C/HI6YYcbp7F3lLuLh1IeNF/Z59xHZhIs8juQvoSerpriAqAGd1gwMigA9BakFfdeFBztgQwQg4pQ2IUwFcpc8ceJF+rxHujdHrxxcRFdAbO9a1Z3KbB5OX+Zn48dj/Xtq2Mhfr9ecaNmzYsMfVbgToAixXoYCu5vmfxKURlGEC6z4lNRAjJ4bEA9IQCYUVylhPKxIRpnlWFiogs64/LEDkPNH03mqwPbF6IBP4QOk4lLQ7dp46OaoYmVRbFiwOmGMGpDiAO6XHS8QM5ozJBO7MDZMi14wQXJEl5EADuEQ4L2DQAmiKi1I+J0wTEKOWOSUEU+EQJNeiui3TtgEIOB4kwKiEVACuNLaWuArVbZYyck6IsWrEUkoIFDBPE+YpSl01bAi0LebA4LRiXiZkZCARck6SyieI+9NcaJlzWdV463jE5eUlwhQQNDREnCLACTkncFZX2tUJUH2gRJjPEi9uTZKeSJkyEDDPk3yvTJpiMJi7l9QVaSsdM4ApCIt7eXkJ63xzCYOgmjuUsUkIZRyBNWVOZmxbwnFZEGWPMi49diFdiCJ5L4HEGUHdwmUfB6I8YycAvK5alHGLMsb0oJd9SPDjTATzbsGGDmjS8g8X47Bhw55Eu3GgC9B8hXBogwEDYQZWoBNeZqmEEUqBoSyYAqYwScDMNSFncZuFGMXNU8BOXaXmGaBdBsxNPObOIwVTMODk2S0yxis7P6d3udSk1g2boP6vYIDOna8wfh1TZe6vcg7iMtHV41kE7MGaV96DGCESlkVyEB6Pov3hzJia1ZgEDqQgTUGg0yCt61qYDYnKXnVop/UKt+KxCOtzNtdkddMeDwuuri6FoeKMOy+dMC0L4jQjny5VGK7HQ9pvihEUgCmKeP7y7qX0Q0rgEJA4gzLAm0WPr39p2xAA3Lp1gZSy5CtkGU+XVyfEKWJe5rLar3EFW3cZOInCxJnrM2hS6ZQS5nlGZsamGq2sA7gAoqafnd6LgU2F/iXoqI1bPy7Zj00uYIk1OKlf5GHXmWIsfReCgD1bxWruRGHi6jU8zNtjY3sGVkKROHdnGY0DdQ0bNuzJsxsDujyr9HIuvz7WFhkrhXrD741JxNTMjC0lnNYVQRmJaYplWulXMJbjvU5Gdiz7FyjYuWX8e79KrGcnMkuk856BAHxspzZ2U58HcS9Ap62eExDoyqV4tNf7+FfTXhl4OBwk0Kmwih3YQy3H6XQCA8U95strqYF8/kARoAfEaYKle7o8MbZNwAIoYGMgrxm3bk+4lSec1gSwrNYrGroATLPE7Lq8e7fU1VL8+D7wn2WxZsaWEzYFcSd1r5Z2zTVoqgHyaZoK22Xm26SsRHXtWqP6tyxooOrC9P3gOyvnrK7Y8zANZ9pDl6nBcE2zr8tYY2xcqSsZs2ox7SrL1bsJ9zSPZ78/dbfvubeHDRs27Em0GwO6gDqBBAdQ9r5vJh7HDpXjuzhAmSvAmBVUZJaQFOt6wjxRmaD3xO9NOXZASgixTKp9ef1fVsCRPRhDZaL23JjipqmuQ0DCILSMS7sKrq8DBYtf1ranB5i+vQ3QxRgLwNgDk35BQikfUwF1XvvELDkZc0oIqtcKISBOQVyh4rvE5VXWsBDKmATCjIApEF5z+4hP37kU12Ku145TwDQTtrSBta/PYmLtjB0iQlbG6O7phGxJslED61pQV6uL12cFUhcc2rHqr51SGzQVFEpeRg9o5HNtX2NB07oVd2VQAH5dnUj98U3fwwEkYz2p/naa30oliM9+e9UF2YIuP258wm4BePJAUvWBdcwPGzZs2JNoNwZ0NSwENOr7zlO9TRZnT/rXMGMAEKMt9xfXY4C4aAJFpExgTrjUBM3TNGFyk4tfqWgW0E4wOVlZQnFV9kwSgMK2WZqdrK41i93kRdY1IXK2xtDvRKsG08p4l6S2HdxESBAcFEJ1wfp261k4Xy8P/KxMIZr71tq2jU9lfWHeMlsUQVq/DZqDTy6OnEUrVYGehGXgLK5Cm6hTzgAxDoeIbWPkLG4zZikDMVRRr2Jta8eeNdUQC0Sia9NYsMg5yTEl3ERAynLunKGsXy4xt8DAllMBzPM8C5jZuLBw1vMWUmKZ55IsPQZCyddZQBGV8rD27bptRbOnPS/9WUCNfKPN3jCaPZPpPZg2TgwwV01hZXSZuZTDzm8nycUlz2DNgRXQ6iD768uYT3Z2DBs2bNiTZjcKdDWrnlAnEL+akYiQ+2Pd+z3Gh4Jf5ZX13DK7xgBkiM4rZ0m4nGPEPE0F3HlgUsrl3mcPWDKafHveyioxA1yCmpAyuxVnFWgYm5JzLjOeuJhqW5wxG66tqjsIQBC9m4CU2u2tkHpfx9YyKowYa7BQv1rUdEAeCBdYoO9DCA2QACRvI6mL9XAE8uUmgVIpIkCCooIIp7wh54RpilhPGoE+UM1WAF3VRyZxkquXqPpURfeiwSIktlhros3LXEGlAdXMkscwpSzLJVVkfsbZsMVByyVAKeBWB5Jo+2QhQ9UxeoDLug0hIG1VlK+nVx2bZGWQs6P+AEzrVRgzV1fdm8iO2X+AkTAWdWUul66032LNo1guqmVgcBPHy4+d9vO5e3LYsGHDngS7MaDrOg3XuWblXLvln5s9a2Pn7fVPtp26Sc8m5qttxaXGXZqi5PTrAU2j8+oYuVeqo3d/1Qn+PFVRzxJ49qSUh1vOoC+Ld/d4fZG/ngXy9FaYNnWbGku3rmthBH08rXpchAFB39a+fEQiuJ/nGdD+kdyHshpyWRZsYAVjVK7NOWu+wYjj4QKcz0FP3wPW/+bO64Xgk64oMHdeiMKz1jJzqTcAXT3atqm5DpllMYJP8WTvY4yNa9K3c3FNUzu2U0olCKr81XAqhblyi0AUlsNaoRk3Zey04Rq4qU9QZq9Nf9S7E7X19LNvbZfqxz2o+H43d/oAXcOGDXsS7UaDrt2bPbfhHeQzF3eSBwp+wjOQcZY0GyURCwAg5YyEDSlveOHuHcQQcGs5YJnnEjuqn0gaHQu6Scbt39eR1EUYQuvi8XXpJ73qSqqTnw8q6qOjxxgBjfdk5/daMO8+3CubvcYYJVCoRkO38vSxqpgZGZKuxoMxf27Wcq2a9Powz+X4GCectitM8wyOWUOBELaUsKYVcQqab3DCNM1YTyuIar+ae7Z3neYi2o/wQnJWN2fNIIDCFgUN6RBC21Ye9Pq2MjDqz+0BmV/YYMF7vXauhhZp+yVEP+Z2hPQOZIne63rhutXRfiN7DxKeIbT6XvfbZAaQ/aKKDA4twCr8sv3matqCs3MOGzZs2ONuNwZ0gWrMquJCuQaseN0RoO5HZg0EKsv+QYQwTWWZvXfxWOBLJbbgJ4AQRJjNy4yUJPXM5XrC5Xoq+QSNbbD0LuTKIgzH+WrG3n1aq635ATWSPFNlvwozpSUszBZz2RcutpKZZ5kMjJRUNq4sZJO8u1bo2BvjPAx8MXMJ0FlX5FW2jpmKu3XPJAQG43CYBDQdpI9SNtASNLwHI3NCzsBxWgCaKxsVZqyrxOoCJIG2MUJALuAJplCK1i6psGGVKdS8iCaURxYXpIY5iEG0XMWVbGNNTljGQk1ALe29bZseI47LbZVo8sthRto2rJuUJTGQMmOaJzADOSVsOYtLMydczKwx1wCo27KMqw5cCeAidV1Cw2t4Zk/HvPZlP2ZirGL+4t52msOcyw+mCP9trHsWto7dc5arXq8XCQwbNmzY4283BnQxlIRghQE77omyHzoWiCuBESgUDVC52Tv2K0SN2O7dMECZjEjdOMyMFAK2ELGqi+rqdMJpXXGclxJ3Cboi0TMVXsfU1LFzszWv6voSTY0CAsfmGVAw3RSoBVpA6xK0cxvIIseuFMBhLjDP3Fn5DYxoK23bVs5vISvmeW5W9AFQ8KJl7oCBMEi6XwyIxwXzLKsjtzVh21ZsqWrO5nkqLJBcQ8Tnp9NWz2fANGfM84yUTprf0LnVXM5v3z+lXJCwEJeXlyocFz2XgCgNjqrtmrgJytAwqyCcuxE1t6e0veyTclJXKoERJYCt6vo4SYqiO5eXoCjir0ARFEj1c21ftQCdBGaSauvYiCUDh+fR4oGqeStjS8tu7RQtoDABCO5hSP/1eq762zwf5waGr8Hkw4YNG/ZY280BXQosAtAAit5NQkBhUoqLA21sKNPhGIDwbA1nlsmsuTghhArSDIyFEDATgZLEjcpBJuC7d+/idBLmK5CImotGSp/+vRvozCVE5Mp/zoR595J9592jhHOXYGEmdnLneTfn2bJ+tGAwZ4l2b9snt6DAXETbtjVux1YXROi6rACvoIsAfPm2bSuMorjg5qLhsthYdu5GkG7ndGUTlnJCcFHjff2B6kq2dvKgztgfIkmTY9f2+rXQtTMxq86sskTmwubcaqNyzuANSAmiR1NW1MBw6XdmrNuKJR5KO3jw4tvaXJc2bikAOWXNSiAxzPbGgv9crb1GP4YDWR7U/YcHr9WqfXzOWo+gEcOGDXtS7Zp1dq0R0TNE9MNE9CEi+jUiegsRvZaI3k9EH9bXZ3VfIqK/TkTPE9EvEdFX3ntxlOF6mZuy17zI9aomJsYosaWU7Qqg4i4D7Am8ncTt75p6I1DARIQ5BMwh4DDPOCwLAOCll16S9C575XQuNg9K7Ly23e8vX1bmwetueu1Nc16gME7+Gh6seY2bB2G9LssnC5+mCUHb1OuObH8T5BsjJMeGCki6cgtTJWL4O3fu4O7du7i8vCysmcVK8ysp13WV5MxNWApu8g/aa861nX2Ze7Py2YIAD3psf7tm026hDYlguT5N8G5gv7R/DfvvWiBCllcGINeFHLZClSAuxkABMQRlXkMzVnwbtQCJkZEwTQFxEsarT85tx/TgvIDlnpmCB2odO6vnsT8K7diyRQtn43yHpb2f9uDuX8OGDRv28nZPoAvA9wL4x8z8ZQD+KIBfA/BOAB9g5i8F8AH9DABfD+BL9e/bAHzfPV3BnvJFjqvL40vYJGR16/TgJWoKGATWvHOi2Yq22ksrSZwlVhSACMJEklEwQJwyUwiIQdPuiFesRHK3iSTGiBgk7cxhWXBcFqSc8ekX7+ClyxNOibFmrsm5tQL9pNfWu3pUwRLrKJCUf5kmSXGj7RP0tT9fZpYQAiG0rkIiZE3DEoK2jXMpGSjxk2/OuWiKvNbLT7C2v4ES+87O5/eLGsHdwktcXp2QEhCnBTEuCHEGSJI65yx9l/JWoreLSwzqsiQsU8AcCEskTMTFfSrXa/VsPVC1um0pITGXBQb9ilZAVg4aA2egMIZQQ1io63TT8BclgntmRApljEH7hQOBYsByEJcqqR7PzjeVdFABaWMclyPmMGNyfQSIGzoAmELEYV4a4EggRMj4TDlj2xK2lJGzhL5gFpVbZkiCeDeWculzbn53Vk5Sj3YgIAaJMxaAopmMwTGZgQBzLWoblFAcTOCUCyv4gOz+37+GDRs27B7sFd2LRPQaAH8SwLcAADOfAJyI6G0AvkZ3ey+AfwLgLwN4G4C/wzKL/5w+Zb6emT/2shdiBrso3R48FAzj2I726Z/L5CDftfqVyABYJMEAigZLayjAxATpJO8CuERyb8IM6MTLzBJZPURcbRl3L084rQmH44I5qgtKmZMc6mq/3nUD1d4IcqwaM3NjJXWTGWvSMkcAiEp5yt9Z+AnR3RiH6CdxHxk951w0T5klREOf3/Hs+k0XSk+ZzsjOFxWEHY9HTHlpgI5n5IQtkYCw4sqLooFS5oeIsMwTclqR8oYpBlytslpSynmuUTKmx7OHpsXbrMzMxU1qccd6l6ZpxqwfI4BVUwYZ6CIIKJqmqWizbGEEESFMEcypPBwwS4BeO++6bVg1ccASZ8QgCvpSjswyLtWtWXJeOnZJFpVI0NkSxDawDIFYA8qKEKsuBCjngNe/cePKJxtDjskiVDdvGbzGPtrvSV3uzJobte5y3+2B3b+GDRs27B7sXjRdfwDApwD8ABH9UQC/AOA7ADznbkQfB/Ccvv8iAL/tjv+IbmtuWkT0bZAnSbzuuddJMHGuy/Z1HwDYZSMaFxvymZ7Em3cbeZdbmaj8akhGcdf152iASqkI44iIJYog/OrOXaQ54DjPJWp4mY865kXqQDq5Nm1T9um3e2YJsDmuitbP5jKWibOGVKhtkHOuoM5t85oh+863eQ/EfDlTymVC9cygfCduOC+891q1EAjTMkk6npyRU7tPShlX24qcNlAImOYZtK01HAMYOWVkjQi/q0sKbWqirGXZG2tlHxdixNyv5s41wATUcWOuy3U17Vt18a655m+UtFCxlo1k9aXXaOUkiz/82Cugx/0GeuvH2v5nSStk+/fn8675/pzXXa91JWak5PSXACQSG5AeHNV13+9fw4YNG3avdi/uxQnAVwL4Pmb+4wBeQqXiAQBsFMerMGZ+NzN/FTN/1TPPPoOkbsXNTfo2ASY3Mfp4Rx4cNBNRB3LM9WWuGFeG8r5OnBVYeBbB9u//IhHmEDFTwHGacZxnpLThpZdeKmED+mv5upl7jOicxepdej0QtH2mEDCF0ITHIPfanL9rK18uv//e9XvAClQtmbnhrD8srIS1e9GWqSjcx/syfda2JaynFbYGtHeFLsuMTMBVSuBAWFMqbqwQJYK7Hw993/o6aUcUkGkMVx8Gw/dXr606HA6Y59m1ifxXwnXEgOC0cCnV8ew1iA0gyh50UWH6SuT/bmxLn7bbPEvnWU3verX6C1Zvf2/9uOjHRN+uRFTcsX4srOuG0+lUdHlXpxOu1hWntGHbGcv3ye77/etzVtJhw4Y99nYvTNdHAHyEmX9eP/8w5Kb1CaPdiej1AD6p338UwBvc8V+s26410VkFZE0ObG4N+cDi0lPAoBsbxiKo44zL5FLPvQfMdstQfCqmE4K6GpVH2zm2fpbJP6iWbKEZmRLuXl0hEzAvi6zMLCvcsrIsssqssA0BIAsxgOpaLXVyTFYIbiIFiuBGGK+s7kiXesjV/+UYLA41LIStCDV2yk/ekixcorQbsBJgWNk0kKS98aDZEZkFcJk2zK7HupqUSdiSGLR+lBCJsEwTFmUSGQLgTqcTmNddpk9cc7msMhXGz1xgfX+Km5IoFH0TAVi3DdSJ980laePQhO+bivqYa47CAnZI3MlZXXypuOnEFZkc6JKguU5XGAg+5gWRjnlSl6H4hXcfJvoFBQWYGQCXvetY05bwLLEHY0SkOksuLvhIQbWRPnWVy1GaM6426evD6arvqftl9/3+NWzYsGH3aq/IdDHzxwH8NhG9STe9FcCvAngfgLfrtrcD+DF9/z4A30xibwbw6VfUQzBE15RZJqQsgIQzI4Soeh6DVlVXUlanMSQUhJ2ns54BsKd5Yx3ONEawcBM17MSe+8RYhsQJGQkIEmByniYNhHnA1WnFCy++hG1LhVXQxfUIISqwqiu9Sm5F+7MykXwnwTcd66YMoaqay3FS3OpSK0BLy14mdqIi3I8KbnuAZq8558JaMDOWZSkrF42ZKUybNBYANCsDe9bMu/2IJLAnl9RIEtdL8GMG5w2cEqYQwFtCWjdME4EoA0gwXOHrq40u40X1a70WyvcnUQSFqKDIllnoQo4uhIcHIAVkygaAQhOqpDB9LIseMiBifs7l/Mb+eL2hBWkVoNj/bOrI4e7rps+7B4aGvZVRol1lLkdpNlsN6hmw3vVaAZucLack2ktzg2u7TzFi1pymIQSwczHfT3sg969hw4YNu0e71zhd/x2Av0dEC4B/DeAdkBnpB4noWwH8JoBv0n1/AsA3AHgewB3d92WtsjdVU2SgqnfvASiZRMpE0rNXzvVl++255xqXJFrXic+fV1IXd5OYvfYsQhNTKwRcnU64e/cumBmzMkJl0ubq0uyZNL9fr6OyV89ceberucP26rlXZ2sfmyi9m8kE494d2IdsaNqez+OP+ToQ2jpcB2iFvLNgtvt6vm3bCvgjIsBpygqodACp7yvvwhQ2CQiFBbMFGlX/FagFML4drI7k2s+u6WOA+Tp4vdjm9HVyTtFz1basZfGgySpc2FH3vbfeRbq3j53fj+G+j334DhHQe56stisB7aIOVjZ4CTjMy+6175Pd1/vXsGHDht2r3RPoYuZ/BWBPu/DWnX0ZwF98tQXZAxD9ZFxBVj1ub9ro9Ti9+fP2ky7QBiWVa9TVh/0k2wvbe/aDUgIvi4jsr66QUsLF4eDA5PXl61/9pL7nQnolFyqrD8pAj5XbAwR2E3HWsAMhnKeN8ddrr1ED1vpyF31ezkVX5kGhB9uVAbNViedg1FYjElUNGTOX0AT+XDGEoonq6+HLAQiTmNTNrYim7OfL7tvUg29rE18foB3PqRPvW7+klBDD7EsH5nzWv7VUdayW8XfWSzZWUVIU9YDYW2mLDuD532C5JhGC9lO5OLlj0AI7ChKWJQI4TL6e99cexP1r2LBhw+7FbkREep2WwKypevqA8R3o4i6tSzlPYSi6CapjOc5YHtm4uy+5i5QVcnYV0omMJXYRkepc1OXC0NQwRKBpQiTC5dUVtnXFxcVFZT+umaRKvXYmXStr/11f757xku/UhckuvAaEWakarICAgDnGgj2Y2egUpGzlspQujkVz+QGZJR5WDSnQLoawcoUQisC8AQJErTvQ9idSACQR2EGEaZrBTNh4Q2YWl6kTq1/HAFUWNBd3dZYgbXKMZ9qc1q1n68xVbYs1PDu4B3DEhScuYRHJx6avYgwSoMyAGwXNt2n5PQGwjumsfcsa+oRJ+5OlzSk0/WTXaB4SQG5MsKQDde5Gaw/AMiMQSjwuPbO1UTmvfgYAihKwmMs1hg0bNuzJshsBuhhA2oxdkmXzZ+wWPCA5DzZqoKXf9zr3VXFhhhqnyib0fl0VwbFwXPVXgLpLzP0IkVWlwg7YPkGXyUNCCWwb7ty9i8PhUIKfBqfdqfiErq2Hjy7v3ajnbdV+bgCAacNQWTtAXWaZAASpS3GvAkwKKJ1n11/XdHKe4fEgZA/4+Gt7EJA5I+S2HWpy8wJ9y3VAaPRpxoDZ9+u67iZ69sAUnATsJMEzTDXcAynQ6121ff8Yk2Xgsv++uoGNTCNsWxsTzQMoYyYzZ7BF7wU0wbsD4UBZiGHsmX1hbkgmdZj3gItIUROUPeQi3C/lRPvgQrpwI8MBOKpx9axkxe2pnwh1FeawYcOGPUl2I0CXWZ2YKrjo2QIAAnq4dZH1+3tQsudOKYCFq1i+gIcdVgIwNqIHDHJwZWhaIER6PrvmrKl11nXF3bt3cViWovOS8mVILsh2su5dPGb+u3t1Q/o2slQ2pjsqwGG1toQutxAAwAglYKYXV/fuwd596IHYXr97d21lGampP4AmpAIzF3asF7nbeX1uQnNB+vbw1zWXJeBSMXGNc+bbsInt5raXceLq5uvUA38Brbns4915TARby9q7FUMISJzL78AATwzx2jqS0rbXPoTYQhUi/Y0xODvXKHPzANIzr2cPCG5M2m+H9z3qw4YNG/ZE2M0AXezZjHMG6zp7OVccUMGH//xy59OiNCDAyuUnWSruHRYXTjPRtZNw0lhcpXwhILBELd82iWNkk5OwNdS4cawO/QRp2/YWB3htUQ8M7L0HSp6RkUk5IMag7AsDwTGLjOIK3LYN27ad52akul/vhvMsXQ+M+/4SZqnrS78yEeexxfo+9qCnxstKZ9f0YMqOA6iEfKhsEBcXaV+3Pet1gOd9RTidTrvsX6Nd1N9GW080zBujsmy9EZEuQKkLE872sX8EaLyODtSjlMkzp3vAnkjdwq7eBjIHyTVs2LAn1W4G6FIzl4V4/Pa1J3V71RMxtS6enh3pJ+H+vMUt4iYv/4TerAK0KztgtuUs+figtBBXXRMyl8AcHvwYqyQR3AO2jREiaw4+Rk4yOxEIOamrkkuAAGQN1x6ohhUoIIDV9eRCUXiz4JV7bIVNiRQlR6W5igxg5kTYtk3ACgUcD4uktaFQ2s6Al4ncrc4Wu8na21LWEAjEcg5J1Ufmt5Rcg6QMzBlLxG0f4jxavr36FEx+heE5QKWigwKLu44o6DZ1r7q+78env7YHs56Jq+CTkRJqZHsAkQTcOLzZ1CXYCCTNp4jKugUiCwDWWLNi04B96e3q1i1xyRgtw+X2to8VhJLGS4P2LYqmLIRYxo39OixkxiC7hg0b9iTajQJdAPRJun2qL1+5ic5MJjGdpF7O1YHzydHrUHwcJsBNZL1biBmwIJVQUMQAJ+ceQgTY3G2iUevLbK9TnAAEBX0CwmDzoraFBxgAkLkCJoSW5RHQRf5ipW1Mb+Xdi55FswCnxmqECBhxYsFQA80gRMyzRpmnhCZFMle9VeYMoqkJuUEKtioAiqUdmSUzc5gkkrtsl9WTntXrgaJvG88CWh17d5hnL5u+RamC9GvOpf3NsjE+rhy9i7Fn265nVyVKfQnPQKJ3sjAMu0dxHRsCjvyKSmpYrL2xnuWJQhcMaOhXD2YV8MsDBjVlIAO/dq6UdXw79Zb9GFFwMxSBVzbu+toNGzZs2GNtNwN09U/PaEM2ANe7b/TbepJr9t9jva4tjmNE/Pk8C1YmXLSr9YCq55LJP5cJxyYtEx6LbgggxOKy48wlsjwpGOzdTDHEVjPmyuzbwdxzzLlEj/d6qD2XmgdhArRSiZJ+OBxgEcZBGRnGXFXwduZyo4yca4T7EjSzACNhWIKSNEFX8JX+coDNotdbOb170q5nrk5bSejdwnsA3LsfuaKE4jZt3bhV1O6BlgdffZy5/rp+LEnWBXYxwmylYMvY9sxtaV83Zov7rwPpPZtp7lV5OGDELpqwZwwD1avYWO9Z3ub7nXrW3wEXfWPP4g0bNmzYk2I3A3TBaXZI4iyJC62yCsB5Emqvcymgw27uBrq6iao9Vswm8PNAkC2IMbfZHgCsExs1IEuENFU7xBA3WZmYQwRRKMAE8KLqWoZzIKPCb61rAQF2BJnuKGFdVxARlmUBEZUgnH3wVHs1rZa0OWNZDk2bWf/0fbKXs9DqXoBLzshUw0aAcnGbkurJDJyae5WoXRXZ67h8P/py9GCjX3Dh9y1/uXVF9n2dXZ38dX0wUWuTvcUcvs2yhuaw4wyY7AUk3TMilDFVyrrDDpc6a5taXwhrlZs2snYywN5ouFgA/MtZKbf5E7sCkzHY9/DwM2zYsGGPm90M0FU8d6pHggdKZJpeSJZFgDjLOjq7cTM3r3u3894FZNavSpMPzvnhJp5S1iQTVtBZjKIyYpa+Rlf4kYLG7Jg8sHzPyOAMZIhYXTyFMlNlJmwpI4QZYGGBmtWRsPRHkpuvyX3EToOVK4Dz0f09+5M17EDSVYzirgKmKMnBGeYmcuyJNguFUNophIBMhKR6IAEaGeZ8MpdijhbwkyWnIggZwugFIkQCgmnB2PQ/5wE6DRgYOATcisOOAeuBmgeHno0SlpJBlv4nMzI2ASpgBIrikeOKKDJvZ+cy64OxehdpYdhIwomYXq3RgXHV5LF4ktvfCvnwEPKVTwJOqnmEOQoVyRaQBUYyDRscDmIGpaS5JFvXOjEKaGKvB+PuHM6sDjZUg2MUhw0bNuxJspsBusDNjbtstUknUEmATQAm1ICVtq2Ied2x9l1uJoX9J+z6tG+JiY21aJk074IqOhqLyE0COAzwFD9K8PofCXJpWm1BSeZyUx0NByAz0mYr1PIZOLRrevatb0PWCTxSGw6iYWM4Y1sll2KMEXGaCkAyjY4FIi2rHZ3LKijQCCEgkZQ/26SvRZnU5ZezpLUR4JMQEkAap8y0QhKUQt1YJOWzGnngZxHm9+J79cxS7/7r+93aY9s2ECYJ5smWrNoBBGLEMLnUPQzO5xHzfVmKmzi3uQsLa0c+H6WlFXJ96Bhc4DxZau++9HI+Y7YAtL+X0j4aMsXGkkrpzbFr4UsarZoC0/76Z9foGWLdCgLIVgAMGzZs2BNmNwR0oXHpAK0LL6PTtXhSSl97wFbYHJy7k3pdT3tcFKarsEIoM9l1LkrvmkspaxBxEw639SEiiaDur18Iu7rWkEJATuYy4sZ11rvNehjp25CwH+PLQEZyeivABR89cxPWUBHNaji3T2GNctU0eW1TzhkIFmk9AaR5Hl0b+vNZWA5Pn3gA04MoA2ElJZD7zh9nQMv3oTCCpjfS+kZhHam7fmWvGAwBXdMkzKBpyTwY8mX1r412zUA3Oxdtp9GCAug6Xu7lIWI/LpfVudluXj9jx3ZWgnrrY5X5/fo2s/4ku8jwLg4bNuwJtBsBuhgtGEL32dxbti+As5v23uTit+3pVvz25j05F5U+nfs5pz1nm0ibAoGTTu7hvDwy6XqXVyjuM18XsE5quabGOQNbZYas7WTl8u40D7pMr0VEmOcZE7cuqr029dfuBew9oxSngMCi+wpRGSMFQxTqKtEpRnEzEdXo8h3A8q6064By368ppQbk9Tqvvbp592DtbxsD7eIDuaaLaaarLw3ohRAwz3MT3b8AQL3Wtm0aKZ8Kc2irCYWVbYG1lTenBI59kGA+++30bePreS1Ia45DcV2Sa1uwuHt7H+Je35yNJ8d8Dhs2bNiTajcCdAEAIyNCJp+NM0AlapDoSAAVnev+zkVC2T9Fo2payFb/tW4PdmmGxMWDZrIV3RXAlviYzkEPgDIR9UAgRBOb6+HMJVJ44lzqlXKNyVQmRAaYNeo7BKgkFj6l5BsEKoMHAnJd9QZISqGy6o6lHilnpE3iP8QYJVQF1fRDfrLMad8Vay4xr12yclT3rmrQIormR8IgcGlrTgkU1WXpQlgAgDgTLWTBufQnxlhAIyCrHaUtEwTEuL7BOYPqv/OC9Rp1PaBcmAEKnZtS61PPpe2UXagH167Eyp6GjATgtG1lQQMARDBiIARkZbkcS8bW3xK/Dej1atXt7tvQM5F9lHs7vmQNsE7UyuwD+9IA3QOI/DBDYRHbvmrAMlCi0V8H/IYNGzbscbcbArpYYjaCEZBFMFxSIlYWIsYqJgd0JZkCkuqmI3s8L6v4qlDYvusvz7CVcoB3ywl4MjfX3mRRtGbkQ0Wo3oczLMo3jCng7CZlAwZ+eb+4kMjCMaDM/5XTchOofpRXBJDm1jMwkVJdvRhCkDREZSK0xNGVTSQEbfvzWFPetVhdo8a6oIIut0owq2i+EiQEUGyOaVhK1z3sr4MKjMzNKQWJAAMxTihBOIlKxP/ePPiyc1hoCBsKlfexPqnHRlRNXGVDbYmHtaGrAETfJ25UKVeJjp8ziIFJ2avELcg0UK9nKa+1rXQhBa5ZEHKNFVAnNeyIK9YHk7qvZzUztz8e0pJZHkZvZ+FJ2AHXAbyGDRv2BNoNAV0W3dpu4AHUBcLcS1TcgAL/eo3rSw5Es40q9mnYnsoQoGET/PXLCZmaydC7sq5za9p3vbYnEMnqRwJAjMRAOkvBXV2IZ9fSClmIBXO32TWiCtdrupjeBXUebsGXs2+H2o5UmRNUENquDmxjgnmXVx8moWEOO6BnY0FcdrVLiQghnsem6s/pGaGeuWS21ZVSJvGQuvhjXR83rkfmDhQpgKn0W3E5kyBvRP2qz9fYu8X36mJCdxA1rtQzNnanz0ofu3a1H1HvWt9rQ7lObffeesAu5QWMkx42bNiwJ9FuCOhyTAbQTJjnqUjEmpu6mwzNLXV2hcb9V8+ZMyPS+aRURMbu+HNdFQDHcPiytRogr6kJJcK637eCFoJ5tBga/J5qgM4+Uv5ZHRnYtrUIyud5btqr6KnseDKXaxWthx3Wwru1PMsD8myQ1tu5sPyxvn3s1Yu5PTDtQZ9vY+8eI0SJ4g8ZK9MkAWn3sgt48Ne3YdVd1T6VsVRBIek3yR4IXHiHCh7lWAlAWsNfWNv6seFjkPVj5zqwtWd7oHav7/aE7/W6Wm83VplaFvY64FbeN1+ijKn2AWkArmHDhj25dn6H7oyI3kRE/8r9fYaI/hIRvZaI3k9EH9bXZ3V/IqK/TkTPE9EvEdFX3ktBcs5IzBJuQN2NUwyqt4KL96RvVE9CBMnXF5TlCIRIpIwRVKTNKMIw6tmn3E0KcN+5yQcorzkzLJrAdUvfe4bLVrVlp9mx/RogB0amDA4sef6UFzBNV86ieko5lxx2HlCtV5JAe5lnzI7h6utXrst6bmbR1LlJ0YCIlXc3DY/GTLO+sf4AuORRbCbmHkwQgQOVREIvxxb6MtXtGdMURMAfAL/67wzQOpDkBe7nwKAZCPV8IUibE8BBxhrpACVqGTEDookJWwa2DHWrekB1djGYzk7GtI15AjFrUN0EGXy5eNP7ttlbQUnKgILE3Qtk/U1k957LdUgBPDM0DAqqe7CcT0OEsOaBtH1YI50xyY+GTXNYy7kH/O6HPaj717Bhw4bdi70i6GLmX2fmP8bMfwzAfwjgDoAfBfBOAB9g5i8F8AH9DABfD+BL9e/bAHzfvRaGYTdv0cBMU5QJyApLonkiErYqlEnP61JMsG2ggB3QEaTU3/T9RG7mJxeGzh1on9733Gx2Pv+ZiJw7b99NWd1XQOKExEnS7KAGgY0KoDJzWQVobNG6rkgpYZomHJZFtFshNKDBzJelwbDO3dSX81rQBgM6Wdve3Jxtf/QgtAA51hAT2r8eGFm6mr0JujBL0ZJky8KD7ECXP1cP/Oy7lhkqrXF2Hc9Wlb8Q4B8ArK61fkBKGVvKAIVrGdjyB38uO2WNUk9EBdkYRO/7xwP8nmmVbbKQw/JlMmdkTq7/KkAlfwllABtwar8NfQ8ip4usrSnsZ2UYHyToepD3r2HDhg17JXtF0NXZWwH8BjP/JoC3AXivbn8vgP9C378NwN9hsZ8D8AwRvf5eTl4mLLSApc3F137nb+xhx93jj/f6m3Ljd0/vdpy5nooOCkDIEmE+MEBuYu7ZlJ5ZMVDkJ/mWqcHuuerG1j3kXXY5Z5xOJ6zrihgjlmVpIs/bMX1UdF9Pr4eqHqZ9115fNiJCnKbmfH0QUABNkm0DfHaeqH9TCJhchPue3fLX9Oxdr5Hr92/qyjU3Y9/muicMeJTPdA4UfXvxjmvQ97v1vTFDtrIUOA/aS6BuDFyvTdxl5Xbq7NtDAFneBbN7QMj/XuwYAGfjt/QDEVjZwAwgoR1fN8Du6/1r2LBhw17JXq2m688D+Af6/jlm/pi+/ziA5/T9FwH4bXfMR3Tbx9w2ENG3QZ4k8dzvf65M1EKSdNHD/VxALegBNZ9kdzfJUAhANzGW73Ym9rMncPVMBohLj4L4fXrw4c/pgZVnXQA0gVF7kNW7gwwU+muAK5tyOp0wTRGH5VDPw6m03XWpb3xZPci1/eDbwNid7jgrUyACnFje19eSRNtxvd6oAI2yF5CVMfGg1193Dwza5z2QAVSQ0Mfb6sti7FSLD/bHizuwaNj6egrIm2qoD6WOyvU94HJslAeTBK/56stAZ+7tMyCP7uejZBkrw2jx/guLpoDUP5zY52C+fitNz9iShDcpbF3m9qlOh7N/cHrAdl/uX8OGDRt2r3bPoIuIFgB/FsB39t8xMxO9utCHzPxuAO8GgC/7D97EYJb4TSFoFCsucwqRu1GTiy1VJqF2Im6EyUBhNvbcfoAKox25EciLv9vVdTkzwqSTcK1LmVS1BCJNZ5ayMiFxltSMBESGsGYkG8RFJ+cKgE5cVgFNBYSMnMUdt2q8rWVZMAVCCFy1btyBD1I9EFB0bibUb/JXqkUKSJwQwCqoR+mEoLGiZEKWQksuPZvINc6WBzYdWJqmKEFSfZsTiVYq5zNA6/upZ3w8SG3BQSuQ3wNM/XEWhoJRwTUBCFxjvUmOzU6ATyjaOuj+zABnic1GgcpYtlaXxrNgC+zGmbS/uRRt8WCIQcETAV6zBun3Wj9px1I/qAayAD29riIxP36ZNdbaTnuWuqI9RkKOoKC6QLYkQzYy2vMRVW3m/nKX+2f38/71ao8dNmzYk2uvhun6egD/kpk/oZ8/QUSvZ+aPKf3+Sd3+UQBvcMd9sW673toH6MJ95Gwr2dC5kfSNTvyejeifzo3J6UMSnE8mVM5tq/d6RiTGCEZCzqkcZ+fyT+/kZifS2TOXGFo1ppPik8ZFZUJ5X8Yink8JW8qYaEKcJr0m1wmsY9XYkJABGtdcwmwIOPB0hLFXxn7lJFHSiWtdyPUBK6OWm4nfAdzeRUbVpcvMoFhdcazoc2/C9589g3VdfCofTqMHYXvnBKx/xQVqsbXY6qTMkNGetSyABc/VEyJtqY5dB6pqGWpbsi3wsHJbbxpwtmNceStQJBG52x7KqJW6BUIg+03kMk48NGraoGMBe3dy/9sSGFiDr4JZy2+MYc12UPdvf+sP0O7f/WvYsGHD7tFejabrL6BS8wDwPgBv1/dvB/Bjbvs3k9ibAXza0fjXmtfC+G3+rwSV3AEXPeDydj5ZoHG5edbETxieRTMLO5PQda7JXovmXWY9gCjnyu35bDXauq5gZhyXA47zgpkIESTMyM61fRkb4Xw/kbrr9GxRZfD24175a5S2pe4aZwxTWw471mKJ+Ta1Mnk9UblOV+7+ew+4rtP67QEwz/bAjRVj9/YWUng2LWtstL1Voz3r1rtEuXMBX2fl3FovH9y11COEZqz2v6U99hB8/hvaa6P6194+rD+u399f+4GTQ/f1/jVs2LBh92L3xHQR0W0AfxrAf+M2fxeAHySibwXwmwC+Sbf/BIBvAPA8ZKXQO+61MHuTQeaMkAkZWUXi6G72dgM/n5TLk3YnaPbaGfsr4uCuPFAQVrZp4NaeQWkmUPTAo5bSlw/A2SRlBegBxzRNyqipjspcec48gNwLNroHmmTV2vWginoastI0AkIc8DERv6+/7ePb08pj24wNCyGAw3lcL18HMw/Qav+1rKcH8teBci8Kl/40UXgFYc319RJN+ckxkgq4egbOA8FaBwIoNt/1CdmbvmhYrhq8t6mSA8rFhUnUsFo9E9w86Lh26cc3qXsTXZtcx0w2xxaWlB94DsYHdf8aNmzYsFeyewJdzPwSgN/XbfsdyGqgfl8G8BdfbUFY09cE05zYyic2LYtOpAHFpWGTjnqlAKi7rnw2d56+zwlQXVLQbwNkQgjRgRT1ygmwEeBn2pviNukmGs9YFBgovqcKtoxBC2Xmhgd1BRA6poeICpMhISCAlLfCKtnFrD0CCftFbOmRqvs0kDh/RCNEEl4hd2yLA26l0DBtGlSno18B2DKX9s4pS2w1uAj2BImur8DYUt14QJtJtWXcJtR2Y6p537a/dGnQvpFQGqwsUKv76gF2D4JSSqAQES1qfLD+YQVhLw8shOGyeolmLYa52acFKbHRZFEIqsHy42n3cnZGdddKOYkA0lRIURNxg2Ipv/RBm0y74aoUwXkQ2QBA/b2B2ZSIZ2DW/x4I+nNzx9uxD9LF+CDuX8OGDRt2L3ZDItJXjkJEx8EhKYaKhCSPH7cTEelTfEnVU7b7ycxP4LnsEOwJ3CYMVxZ51eub/saVt5m4QtW1eE0WANVS1ZhWwgRxAYeehWAFDGvaCtjyrjC/1L+wON30lZMEv4yIqklyNeOahibEAE4yCcNd/4z5aFhD03bpykSrrzEmeo6oGi9r16BlyJprkGtxYBO3Z118SAfvAi7lMIAZQkn7U1ySySZ2yOq8DgzY617YBCJSYF7jVHnAtmdnrtnQ9sgeY+Try6guOQG27fVy5muZv8Ia6hgVLSELG8WCRjNTjSqP1j0O7gAscO0Yt8/mfsUO2OoBrpGkjataETrxfnsOGzZs2ONsNwJ0GSuUkUEIkBVa8p2JfpXG0Ij1bjLobvr+fe9iM/MTcH+cTHAOwDHDuzOlLDgDAeX7DkCQsVMpFQBojElxv+U6gflciX1d/Pn99Xyd/IzfMzt+m//z5+mByF4aJj+xhhCx2cICd46+bNVdzGdt5vdt6oJuUQB6ICBQ3eu6IiozaKsRDRj17mVf3z2g6a/Xh7soIE81dz7Ew57119ljhnLiwrLZtj3dYtmGvfHQXLS4SQsr7EErUQGWL9cH7oTl/P04sWNerl/7cw0bNmzYk2Y3AnSZ2ZM/zCVG5ICPTU7V1Qc4hsxAENp0MntP4A3ToJOYZxsYVd9l4R39sWdBLYmKCLpnVJizplHRayEAwU1GbjIlIszzDA51IvZ/MUYNq9DmNfRGbiL1urU9tkjq+/LA1PeNxPAyfY7YNEUgUwEe14G02lbODbsDboorr6ywa+OenQFObs8fyfJ3BkjC8FzYLqvvtm075atg+IyxwTl42AOr0bRgZ615Dmg8S2rg0IMawNx79Zi+zYCOnaLKphJJeh6/n53Tl6Fhopq61QUlpQ52vW7879Wxfm7F9YPfGjZs2JNsNwJ0idyES147Yhb9kd7lKWTVgRCCBVzg8xhThRVq3DMCUq5jMgCcp+gJDqAggLMm/lUhmJ80zeUCnTyBykD05bLyiItFZueUajBMccl4PZX4jBQSSLvECebK27akrF8oAATEyMHAozhFS0xLwtms59mwnrGTMql+LqOI6kMgpJzk7Noe5grNXBNChxA0RpgDKGwauQq8GlYPpk9S/2tQZpFNSybgyI4taYTMHQgL9ppBkcBbC1j8ClgBeBGWokeCb8hZLM8iEAobCQBRg5z5FZW+78gBZqDGyaJAQGZYqAZzv0lKxgikJHVJuZyDYCC0IK96bn0gad2B1sn6GQzOWwVibdcrKKuCfHE/ZsfmSl9nZkheRryiEaA5IjWGmANd8pupD0vDhg0b9qTZjQBdRYldmC0AXANUAk58yygTV3/j9hN40VmF0AQbvQ4M1UkYEoqJFMwAOvlydXV2xxo90bsqgeo6jDG6J/42XIUHcdHFl7J9qwtIAIfpxsrUzNI62a1nNKbQJlPTke0xN9ZuZyspXf8UloUsrIZxMy3Twag6JrtCIBcKwrWN769y7eLaZSfCBsAEzgGmQSOi6rIlceFSqLkQFZ8hxtCwR8bICXPHyNmXX/rXUtrYNl8+zglA28f2XuJ85dL+MURJHK19xdYXpS1lGzSALljF/wZSrgnyWvu+6yYFtY2GrLDC5+O+ddVq29uuurnoD238uev1Dy+yGKLW15g3v2/mLODzurE2bNiwYY+x3QjQdRb7KLun+5c7rnMTeibDjHQi8Pv2LpGzCYhZJnhdsWf7tXn0nCsKFUBwSg0j4UFOH6TTgFgP/vpjmrZBZVa2bYOfT03rxo6SIOc2s3P2r163VNyIru3Ke9jHui2AsLmQHHugMyG1bebaq3f3etcxQMouKhI2Fsu1obWH1ymBXAgQTZDeA0oR62ckV/YYI0J0GQ8YxW1c3M/ULjzw7WagvdaTzwDSWbR8zZQkK1MltyfvtGPpT/fZA1Y2djjU/J7XuUbruYBICuBpf7/mweAV6KnS/nZNbY/mvJmBnAsbOmzYsGFPkt0I0AVUUMPMJRVKBTl1nz1dC7CvLWlenZvmTL/iGCsKATlBRP1Z3SHh+okP/URFnYaKSFxGDTNT3VA2Ofesgwcp9ur/ivsPAdnYv0ASLT30DEZb3j22z7NdPUCyFWsGivxxcIDDi9NtQQBRdc2Zi8v3oQecErKhZ2qsCwi5jIPclNkbWz82dbbjat1jjOIO5pomSsoi6ZbMMpOsgtQ4YKQk2F7/nJm77t4+3iVaXLfdQ4TvJ6/RK5dw55aVk+csqu1XH1CygFFwCTERKCArT9eX09zZ6r3W67kK9tUuv916ngJaCxU7HIzDhg178uzGgK7MdTUV2Xtmcc8UJkfeigxan+xJbuQ1DQ3XCYFkMouGq3IGMcM/Y8uEUyfOnDK2XDUuWrjyfQAh2rVYsizmSog1LqF6EXFliT6NSogFgEv4hBgsjhbAUOYialIYZsRYJ0/7Z3n9TIlEKt7KVDkWJmrq2+fXC4EQFRxqJXXFpW/0yuAwC/GULDEzWgDlwWVKSWVkpNfWE+6ACnb957dxlj6mINdKqWX8QMp/EQogEnxtTFvXF6zsWiaAIxhbSWWkLSR1ZHOcGtiysAtuLIQAv7CDqIchOtao3WZjx8auw/zgAJd6qMbR2gNRUloZc/Zg0bh+O3ZVgJlcx+KuZXWnWmgRcueGjlGL92bawMI0wgL0moDfKuEYL+tH5hLuRVyur8xkDxs2bNjjZjcCdBGAkBnECUQiYM6O1YlMCA58xQiZ+TUAZYZjgUCI5bwqNqYADqIjqVonKteW+cYYpKQTuZ7DsWyATlI2OcFNsnVH/SifU0qFsQsh6srHur+5J6Nuksmr6qt0+lQ3Wbt6stTBsUNWP2M0mLrchFrgqlECOCq2EspM9UeuPtTqjLKuCAwKrJhdapqOjcs6cccQywRs1zf25ox5dMZsq+hED5TShqiLCXqgVsCSlks29sxQbasQAqYYkXKuscEcYBPtXHYA/FyDV2LA6UAq4ncbHzvgMjhE70G/wrfCfJqgfa9dXIOVMdyPC7te3bdus/6fQpBr+t0c+1gZYgVXmgTdwL81moy7OgYNfCFzAWTsNvMAXcOGDXsC7UaALpucggrXM1UdUiBdPaWruoSlkJVRdifPbjJpYy7KxJVAqlOWQJFRJ6WiidFjwRkIVCKq7+qgApDASPUSdnH56ACHT+HT19eft3EZNSDC1vKhEWQTUSPMPw/TcO7O2hNhExEyFASyhZioAVfLSjt/rsLSWEDUynL5+ng9mpkBIavvbqoZ15d9jCpxWU5non+vt5umqXw2RslbCG3cMhA11/Ft5W3PzWsgy4OZ3vZ0VUV/pjHcrNIEFCDD9pBh1N01ZuDYAE1/3XbnCpNyzgVc927MAmi7ejORLEpxDzjGjJU/Mu61AnhAAH1GZVrTGQU5bNiwYY+/3QjQFWPEa7/wdTDNT1D3ioEueYBWIKauL6LgwEN9yg4hIJNwBgZTCG5SZRErw002mep30KlEQhGcRwJvXG968T50hZkXpBd2gaiAvECyspIBTCRuPmNuPNPFFuWcqHG3FqBnwEUnxEw4Y/Wa4y1CubJWJUK8gi5jTwTstalimCRcRAEuDuUWdtCORd1AoAZ02bYSYsHCKRRsR2egi8g5twrbkhuGZ54mpJyRtk3r3QFSdtHRgbKytdddMRuLVcOJACgu8Dr4UI6PbtVjvV5lvfz57dDgmDXW5mTrizJy6zX8e9lfQR9L6IzAFSS19TGhvwOWqIC9gCyf0xIo7lRfPusHMiaunJuEWS1srOXDrCAygIDMuPi8pzFs2LBhT5rR3tP5Ay8E0QsAfv1hl+NzYJ8P4N897EL8Hu1xqAMw6nGT7Lo6fAkzf8GDLszn2ojoUwBewuPbT4+aPQ71eBzqADze9fis7l83BXT9C2b+qoddjt+rPQ71eBzqAIx63CR7HOrwSvY41PFxqAPweNTjcagDMOqxZztL7YYNGzZs2LBhw4Z9rm2ArmHDhg0bNmzYsAdgNwV0vfthF+BzZI9DPR6HOgCjHjfJHoc6vJI9DnV8HOoAPB71eBzqAIx6nNmN0HQNGzZs2LBhw4Y97nZTmK5hw4YNGzZs2LDH2gboGjZs2LBhw4YNewD20EEXEX0dEf06ET1PRO982OW5zojoDUT0s0T0q0T0K0T0Hbr9tUT0fiL6sL4+q9uJiP661uuXiOgrH24NWiOiSET/DxH9uH7+A0T081ref0REi24/6Ofn9fs3PtSCqxHRM0T0w0T0ISL6NSJ6y6PYF0T03+t4+iAR/QMiOj4KfUFE309EnySiD7ptr7r9iejtuv+HiejtD6Muvxd7VO5fwON1D3vU71/A43EPG/evz+L+1aTweMB/kJSDvwHgDwJYAPwigC9/mGV6mbK+HsBX6vunAfy/AL4cwP8C4J26/Z0AvlvffwOAn4TEC38zgJ9/2HXo6vM/APj7AH5cP/8ggD+v7/8GgP9W3387gL+h7/88gH/0sMuuZXkvgP9a3y8AnnnU+gLAFwH4NwAuXB98y6PQFwD+JICvBPBBt+1VtT+A1wL41/r6rL5/9mH3y6tog0fm/qXlfWzuYY/6/UvL80jfw8b967O7fz3sTnsLgJ9yn78TwHc+7MF0j2X/MQB/GhJJ//W67fUAfl3f/00Af8HtX/Z72H8AvhjABwD8pwB+XAfTvwMw9f0C4KcAvEXfT7ofPeTyv0Z/7NRtf6T6Qm9av60/2kn74j97VPoCwBu7m9aran8AfwHA33Tbm/1u+t+jfP/S8j6S97BH/f6lZXnk72Hj/vXZ3b8etnvROs3sI7rtRpvSon8cwM8DeI6ZP6ZffRzAc/r+JtftrwH4HyG5vgHg9wH498y86Wdf1lIP/f7Tuv/DtD8A4FMAfkBdDO8hott4xPqCmT8K4F0AfgvAxyBt+wt4tPrC26tt/xvZL6/CHtnyP+L3sL+GR/v+BTwG97Bx//rs+uRhg65HzojoKQD/B4C/xMyf8d+xwN0bHYODiP5zAJ9k5l942GX5PdgEoYa/j5n/OCTvXaOneUT64lkAb4PcgL8QwG0AX/dQC/U5skeh/Z9Ue5TvYY/J/Qt4DO5h4/712dnDBl0fBfAG9/mLdduNNCKaITerv8fMP6KbP0FEr9fvXw/gk7r9ptbtPwbwZ4no3wL4hxCK/nsBPENEk+7jy1rqod+/BsDvPMgC79hHAHyEmX9eP/8w5Ab2qPXF1wL4N8z8KWZeAfwIpH8epb7w9mrb/6b2y73aI1f+x+Ae9jjcv4DH4x427l+fRZ88bND1zwF8qa52WCDiuvc95DLtGhERgP8NwK8x8/e4r94HwFYtvB2ik7Dt36wrH94M4NOOunxoxszfycxfzMxvhLT3zzDzfwngZwH8Od2tr4fV78/p/g/16YuZPw7gt4noTbrprQB+FY9YX0Bo+TcT0S0dX1aPR6YvOnu17f9TAP4MET2rT81/Rrc9KvbI3L+Ax+Me9jjcv4DH5h427l+fzf3rYYnYnPjsGyCraH4DwP/0sMvzMuX8ExC68ZcA/Cv9+waIT/oDAD4M4KcBvFb3JwD/q9brlwF81cOuw06dvgZ19c8fBPB/A3gewA8BOOj2o35+Xr//gw+73FquPwbgX2h//J+Q1SOPXF8A+J8BfAjABwH87wAOj0JfAPgHEB3HCnlq/9bPpv0B/Fdan+cBvONh98dn0Q6PxP1Ly/pY3cMe5fuXlu2Rv4eN+9erv3+NNEDDhg0bNmzYsGEPwB62e3HYsGHDhg0bNuyJsAG6hg0bNmzYsGHDHoAN0DVs2LBhw4YNG/YAbICuYcOGDRs2bNiwB2ADdA0bNmzYsGHDhj0AG6Br2LBhw4YNGzbsAdgAXcOGDRs2bNiwYQ/A/n/ecIJiKwnUrAAAAABJRU5ErkJggg==", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# Plot the original image alongside the annotated image\n", "\n", "# Prepare plot\n", "fig, ax = plt.subplots(1, 2)\n", "fig.set_size_inches(10, 10)\n", "\n", "# import image 1\n", "image = cv2.imread(imgpaths[1])\n", "# import annotation for image 1 and convert to greyscale\n", "label_grey = (rgb2gray(cv2.imread(lblpaths[1])) * 1000).astype(int)\n", "\n", "# plot data\n", "ax[0].imshow(image)\n", "ax[0].set_title(\"Original Image\")\n", "ax[1].imshow(label_grey, cmap=plt.cm.gray)\n", "ax[1].set_title(\"True Annotations\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II. Scene Segmentation using Scikit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having familiarized ourself with the images after some analysis, we will now proceed to perform scene segmentation using Scikit-Image by first training our classifier." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# Use scikit-image to perform Image Segmentation\n", "\n", "# prepare training labels to train the model, where\n", "# 1 indiciates normal tissue and\n", "# 1000 is cancerous tissue\n", "training_labels = np.zeros(image.shape[:2], dtype=np.uint8)\n", "training_labels = np.add(label_grey, training_labels)\n", "training_labels[training_labels == 0] = 1\n", "\n", "# perform training\n", "sigma_min = 1\n", "sigma_max = 16\n", "features_func = partial(\n", " feature.multiscale_basic_features,\n", " intensity=True,\n", " edges=False,\n", " texture=True,\n", " sigma_min=sigma_min,\n", " sigma_max=sigma_max,\n", " channel_axis=-1,\n", ")\n", "\n", "# obtain features from image\n", "features = features_func(image)\n", "\n", "# define random forest\n", "clf = RandomForestClassifier(n_estimators=50, n_jobs=-1, max_depth=10, max_samples=0.05)\n", "\n", "# fit forest to features from original image and labeled image\n", "clf = future.fit_segmenter(training_labels, features, clf)\n", "\n", "# predict labels after training\n", "# result will be array of 1's (normal) and 1000's (lesion)\n", "result = future.predict_segmenter(features, clf)\n", "\n", "# plot results\n", "fig, ax = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(9, 4))\n", "ax[0].imshow(segmentation.mark_boundaries(image, result, mode=\"thick\"))\n", "ax[0].contour(training_labels)\n", "ax[0].set_title(\"Image, mask and segmentation boundaries\")\n", "ax[1].imshow(result, cmap=plt.cm.gray)\n", "ax[1].set_title(\"Segmentation\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see on the left our original image with the predicted segmentation between the normal and cancerous tissue in green. On the right we can see the segmentation with black indicating normal tissue and white cancerous tissue." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Analyzing Accuracy**\n", "\n", "We will next analyze the performance of scikit-image by computing the accuracy. We will do so by comparing the result from scene segmentation to the true annotated image.\n", "\n", "Our metrics for measuring accuracy are as follows.\n", "\n", "*Precision-Recall Curve*\n", "- Precision: also known as positive predictive value, the number of true positives (TP) divided by the total number of positives (true positive (TP) + false positive (FP)) for a given class, or\n", "$$Precision = \\frac{TP}{TP + FP}$$\n", "\n", "- Recall: the number of true positives (TP) divided by the total number of predicted results (true positive (TP) + false negative (FN)) for a given class\n", "$$Recall = \\frac{TP}{TP + FN}$$\n", "\n", "Precision and recall are often presented together as a Precision-Recall curve, as will be done in this tutorial. It is desirable that both values are close to 1.\n", "\n", "*False Splits and Merges*\n", "- False Splits: the fraction of times the classifier incorrectly segments two regions of the image to be normal and lesion when actually it is just one category\n", "- False Merges: the fraction of times the classifier incorrectly identifies a region of the image to be only normal or cancerous when actually two separate categories occupy this region\n", "\n", "False splits and false merges are often presented together in one graph, as we will do momentarily. It is desirable for these values to be close to 0.\n", "\n", "*Dice Score*\n", "- Sorensen-Dice Coefficient: also known as the dice score, this is a measure of how similar two images are, defined as \n", "$$Dice = \\frac{2|X \\cap Y|}{|X| + |Y|}$$\n", "\n", "where X and Y are the sets of pixels in the true annotated image and the predicted labels. The numerator is finding where they intersect and have the same pixel labels, and the numerator is finding the total number of pixels. It is desirable for this value to be close to 1." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Adapted Rand error: 0.010404807665880922\n", "Adapted Rand precision: 0.9794046750630235\n", "Adapted Rand recall: 1.0\n", "False Splits: 0.014560392566033066\n", "False Merges: 0.014377515154030181\n", "Dice Coefficient: 0.9985329274857949\n" ] } ], "source": [ "# ========================================================#\n", "# Analyze the accuracy by looking at\n", "# precision, recall, false splits, false merges, dice score\n", "\n", "# correction so that the \"normal\" label for the predicted\n", "# array matches that of the true array (both \"0\")\n", "result[result == 1] = 0\n", "\n", "# calculate error, precision, recall, splits, merges, dice\n", "error, precision, recall = adapted_rand_error(label_grey, result)\n", "splits, merges = variation_of_information(label_grey, result)\n", "dice = get_dice(label_grey, result)\n", "\n", "# print results\n", "print(f\"Adapted Rand error: {error}\")\n", "print(f\"Adapted Rand precision: {precision}\")\n", "print(f\"Adapted Rand recall: {recall}\")\n", "print(f\"False Splits: {splits}\")\n", "print(f\"False Merges: {merges}\")\n", "print(f\"Dice Coefficient: {dice}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Evidently, based on these numerical results, it appears that scikit-image did a good job of scene segmentation, and so we next test it on other images in the dataset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Testing the Model**\n", "\n", "We will now use this trained classifier to perform scene segmentation on a few other images, looking at the visual output and our measures of accuracy." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Adapted Rand error: 0.3258922114691747\n", "Adapted Rand precision: 0.5084182429760788\n", "Adapted Rand recall: 1.0\n", "False Splits: 0.5572718746422476\n", "False Merges: 0.6806071556689297\n", "Dice Coefficient: 0.8186149814893721\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# perform scene segmentation on a third image\n", "\n", "perform_scene_seg(images[2], labels_grey[2], clf)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Adapted Rand error: 0.28898841692624044\n", "Adapted Rand precision: 0.5516043230002474\n", "Adapted Rand recall: 1.0\n", "False Splits: 0.307387447327057\n", "False Merges: 0.4652813994844845\n", "Dice Coefficient: 0.8871285436179794\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# perform scene segmentation on a third image\n", "\n", "perform_scene_seg(images[3], labels_grey[3], clf)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Adapted Rand error: 0.2919986605281044\n", "Adapted Rand precision: 0.5479892209659877\n", "Adapted Rand recall: 1.0\n", "False Splits: 0.3219221617565031\n", "False Merges: 0.4501672997003304\n", "Dice Coefficient: 0.9058509403296958\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# perform scene segmentation on a third image\n", "\n", "perform_scene_seg(images[8], labels_grey[8], clf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Testing the Model on 100 Images**\n", "\n", "We will know look at the accuracy of the model after performing scene segmentation on 100 images." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# ========================================================#\n", "# perform scene segmentation on 100 images\n", "\n", "n = 100\n", "\n", "# initialize arrays\n", "error_list = np.zeros(n)\n", "precision_list = np.zeros(n)\n", "recall_list = np.zeros(n)\n", "splits_list = np.zeros(n)\n", "merges_list = np.zeros(n)\n", "dice_list = np.zeros(n)\n", "result_list = np.zeros(n, dtype=object)\n", "\n", "# loop through each image and determine values\n", "for i in np.arange(len(images[1:n])):\n", " # use classifier\n", " features = features_func(images[i])\n", " result = future.predict_segmenter(features, clf)\n", " result[result == 1] = 0 # correction for when compare to true\n", "\n", " # assess\n", " error, precision, recall = adapted_rand_error(labels_grey[i], result)\n", " splits, merges = variation_of_information(labels_grey[i], result)\n", " dice = get_dice(labels_grey[i], result)\n", "\n", " # add to list\n", " error_list[i] = error\n", " precision_list[i] = precision\n", " recall_list[i] = recall\n", " splits_list[i] = splits\n", " merges_list[i] = merges\n", " dice_list[i] = dice\n", " result_list[i] = result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having obtained the predicted scene segmentations on our 100 images, we will now analyze the results in a graphical form." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Histogram of Dice Coefficients')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ========================================================#\n", "# analyze results\n", "\n", "# create figure\n", "fig, axes = plt.subplots(3, 1, figsize=(6, 6), constrained_layout=True)\n", "ax = axes.ravel()\n", "\n", "# plot merges, splits\n", "ax[0].scatter(merges_list, splits_list)\n", "ax[0].set_xlabel(\"False Merges (bits)\")\n", "ax[0].set_ylabel(\"False Splits (bits)\")\n", "ax[0].set_title(\"Split Variation of Information\")\n", "\n", "# plot precision, recall\n", "ax[1].plot(precision_list, recall_list)\n", "ax[1].set_xlabel(\"Precision\")\n", "ax[1].set_ylabel(\"Recall\")\n", "ax[1].set_title(\"Adapted Random precision vs. recall\")\n", "ax[1].set_xlim(0, 1)\n", "ax[1].set_ylim(0, 1)\n", "\n", "# plot dice coefficients\n", "ax[2].hist(dice_list)\n", "ax[2].set_xlabel(\"Dice Coefficient\")\n", "ax[2].set_ylabel(\"Frequency\")\n", "ax[2].set_title(\"Histogram of Dice Coefficients\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the first graph, we can see the fraction of false merges plotted against false splits. For the second graph, we can see precision plotted against recall. For the third graph, we can see a histogram of dice coefficients. We can see that this last graph has a left skew with most images having very high dice scores." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III. Conclusion\n", "\n", "Evidently, we can see that Scikit-Image works well to perform scene-segmentation of images, but it is not perfect, and there is still great room for improvement in applying machine learning to perform scene segmentation." ] } ], "metadata": { "interpreter": { "hash": "07926eab7dbcd9d432cf0ef14e21a50d2baab09d70503659ca28fd34d22c532c" }, "kernelspec": { "display_name": "Python 3.9.7 64-bit", "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": "3.9.7" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }