{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from ipfml.processing import segmentation, transform\n", "from ipfml import utils\n", "from ipfml import metrics\n", "from PIL import Image\n", "from scipy import signal\n", "from skimage import color\n", "import scipy.stats as stats\n", "import seaborn as sns\n", "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "import math" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# update matplotlip params\n", "plt.rc('xtick', labelsize=14) # fontsize of the tick labels\n", "plt.rc('ytick', labelsize=14) # fontsize of the tick labels" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data_folder = \"../../../thesis-data/fichiersSVD_light/\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SVD analysis on zones of Synthesis Images " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utils functions definition" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def compute_images_path(dict_data):\n", " scene = dict_data['name']\n", " prefix = dict_data['prefix']\n", " indices = dict_data['indices']\n", " \n", " images_path = []\n", " for index in indices:\n", " \n", " index_str = str(index)\n", " \n", " while len(index_str) < 5:\n", " index_str = \"0\" + index_str\n", " \n", " path = os.path.join(data_folder, os.path.join(scene, prefix + index_str + \".png\"))\n", " images_path.append(path)\n", " return images_path" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def get_images_zones(dict_data, images_path):\n", " \n", " zones_indices = dict_data['zones']\n", " zones_img = []\n", " \n", " for indice in zones_indices:\n", " \n", " zones_list = []\n", " \n", " for path in images_path:\n", " img = Image.open(path)\n", " zones = segmentation.divide_in_blocks(img, (200, 200))\n", "\n", " zones_list.append(zones[indice])\n", " \n", " zones_img.append(zones_list)\n", " \n", " return zones_img" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def display_sv_entropy_zones(dict_data, zones_entropy_list, _norm=False):\n", " \n", " scene_name = dict_data['name']\n", " image_indices = dict_data['indices']\n", " zones_indices = dict_data['zones']\n", " zones_thresholds = dict_data['thresholds']\n", " colors = ['C0', 'C1']\n", " \n", " plt.figure(figsize=(25, 20))\n", " \n", " sv_data = []\n", " begin, end = interval\n", " \n", " # before plotting something, need to get min and max y value\n", " min_v = 100000000\n", " max_v = 0\n", " \n", " for id_zone, zone in enumerate(zones_indices):\n", " \n", " data = zones_entropy_list[id_zone]\n", " \n", " if _norm:\n", " data = utils.normalize_arr(data)\n", " \n", " if min_v > min(data):\n", " min_v = min(data)\n", " \n", " if max_v < max(data):\n", " max_v = max(data)\n", " \n", " \n", " for id_zone, zone in enumerate(zones_indices):\n", " \n", " data = zones_entropy_list[id_zone]\n", " \n", " if _norm:\n", " data = utils.normalize_arr(data)\n", " \n", " plt.plot(data, \n", " color=colors[id_zone], \n", " label='Zone ' + str(zones_indices[id_zone]) + ' of ' + scene_name)\n", " \n", " i = 0\n", " while image_indices[i] < zones_thresholds[id_zone]: \n", " i = i + 1\n", " \n", " threshold_found = image_indices[i]\n", " \n", " plt.plot([i, i], [max_v, 0], 'k-', lw=2, color=colors[id_zone])\n", "\n", " x_labels = [str(label) for label in image_indices if int(label) % 50 == 0]\n", " \n", " x = [i for i, v in enumerate(image_indices) if int(v) % 50 == 0 ]\n", " \n", " plt.xticks(x, x_labels, rotation=45)\n", " plt.legend(fontsize=18)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def display_sv_diff_entropy_zones(dict_data, zones_diff_list, _norm=False):\n", " \n", " scene_name = dict_data['name']\n", " # remove first element from image_indices because first element is used for computing first diff value\n", " image_indices = dict_data['indices'][1:]\n", " zones_indices = dict_data['zones']\n", " zones_thresholds = dict_data['thresholds']\n", " colors = ['C0', 'C1']\n", " \n", " plt.figure(figsize=(25, 20))\n", " \n", " sv_data = []\n", " begin, end = interval\n", " \n", " # before plotting something, need to get min and max y value\n", " min_v = 100000000\n", " max_v = 0\n", " \n", " for id_zone, zone in enumerate(zones_indices):\n", " \n", " data = zones_diff_list[id_zone]\n", " \n", " if _norm:\n", " data = utils.normalize_arr(data)\n", " \n", " if min_v > min(data):\n", " min_v = min(data)\n", " \n", " if max_v < max(data):\n", " max_v = max(data)\n", " \n", " for id_zone, zone in enumerate(zones_indices):\n", " \n", " data = zones_diff_list[id_zone]\n", " \n", " if _norm:\n", " data = utils.normalize_arr(data)\n", " \n", " plt.plot(data, \n", " color=colors[id_zone], \n", " label='Zone ' + str(zones_indices[id_zone]) + ' of ' + scene_name)\n", " \n", " i = 0\n", " while image_indices[i] < zones_thresholds[id_zone]: \n", " i = i + 1\n", " \n", " threshold_found = image_indices[i]\n", " \n", " plt.plot([i, i], [max_v, 0], 'k-', lw=2, color=colors[id_zone])\n", "\n", " x_labels = [str(label) for label in image_indices if int(label) % 50 == 0]\n", " \n", " x = [i for i, v in enumerate(image_indices) if int(v) % 50 == 0 ]\n", " \n", " plt.xticks(x, x_labels, rotation=45)\n", " plt.legend(fontsize=18)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def get_zone_entropy(images):\n", " \n", " entropy_list = []\n", " \n", " for img in images:\n", " s_entropy = utils.get_entropy(transform.get_LAB_L_SVD_s(img))\n", " entropy_list.append(s_entropy)\n", " \n", " return entropy_list" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def get_zone_diff_entropy(entropy_list):\n", " \n", " diff_list = []\n", " previous_value = 0\n", " \n", " for index, value in enumerate(entropy_list):\n", " \n", " if index == 0:\n", " previous_value = value\n", " else:\n", " diff = previous_value - value\n", " diff_list.append(diff)\n", " previous_value = value\n", " \n", " return diff_list" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Useful function\n", "\n", "def get_highest_values(arr, n):\n", " return np.array(arr).argsort()[-n:][::-1]\n", "\n", "def get_lowest_values(arr, n):\n", " return np.array(arr).argsort()[::-1][-n:][::-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scenes zones data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# start 00020 - ref 00900 - step 10\n", "dict_appart = {'name': 'Appart1opt02', \n", " 'prefix': 'appartAopt_', \n", " 'indices': np.arange(20, 910, 10),\n", " 'zones': [3, 6],\n", " 'thresholds': [280, 310]\n", " } # use of zone 3 and 6 of flat scene\n", "\n", "# start 00050 - ref 01200 - step 10\n", "dict_cuisine = {'name': 'Cuisine01', \n", " 'prefix': 'cuisine01_', \n", " 'indices': np.arange(50, 1210, 10),\n", " 'zones': [3, 6],\n", " 'thresholds': [390, 350]\n", " }\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_c = {'name': 'SdbCentre', \n", " 'prefix': 'SdB2_', \n", " 'indices': np.arange(20, 960, 10),\n", " 'zones': [3, 6]}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_d = {'name': 'SdbDroite', \n", " 'prefix': 'SdB2_D_', \n", " 'indices': np.arange(20, 960, 10),\n", " 'zones': [2, 3, 10, 13]}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utilisation de la scène appartement pour aperçu des tendances de l'entropy des SV" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_appart\n", "interval = (0, 200)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "images_path = compute_images_path(current_dict)\n", "zones_data = get_images_zones(current_dict, images_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affichage des zones utilisées pour la scène appartement" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "first_image = zones_data[0][0]\n", "first_image = transform.get_LAB_L(first_image)\n", "\n", "first_image = Image.fromarray(first_image).convert('L')\n", "plt.imshow(first_image)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "second_image = zones_data[1][0]\n", "second_image = transform.get_LAB_L(second_image)\n", "\n", "second_image = Image.fromarray(second_image).convert('L')\n", "plt.imshow(second_image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Etude des valeurs d'entropies par zones sur la scène Appartement" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "zones_entropy_list = []\n", "for zone in zones_data:\n", " l = get_zone_entropy(zone)\n", " zones_entropy_list.append(l)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Affichage des valeurs d'entropies sur les SV sur les zones 3 et 6 de la scène Appartement (non normalisées)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les lignes verticales représentent le seuil de la zone en question" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_entropy_zones(current_dict, zones_entropy_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affichage des valeurs d'entropies sur les SV sur les zones 3 et 6 de la scène Appartement (ici normalisées)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_entropy_zones(current_dict, zones_entropy_list, True)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "zones_diff_entropy_list = []\n", "for zone in zones_data:\n", " entropy_list = get_zone_entropy(zone)\n", " diff_list = get_zone_diff_entropy(entropy_list)\n", " zones_diff_entropy_list.append(diff_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 3 et 6 de la scène Appartement (non normalisées)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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EAAAAABgegTdJZpUmp2cX6bpu9aFSkrpVaQIAAAAADJLAmySzpZVXXfLk/Gr9wfFUpQkAAAAAMEgCb5IkJ80oSXosrpyqNAEAAAAABkngTZJZh3eSzT3e4zY5F3gDAAAAAMMj8CbJNwLvzRPek+RMpQkAAAAAMDwCb5LMllYmyaOzy/UH66kJbwAAAABgkATeJEmm41mHd69KEx3eAAAAAMAACbxJ8o0J715LK89VmgAAAAAAwyPwJsltllZOTXgDAAAAAIMk8CbJbZZWtsn54y3cCAAAAADgdgTeJEnaeYf3xqWVY5UmAAAAAMAwCbxJklSjozTV0eZKk3qaXF0kF2fbuRgAAAAAQE8Cb66dNNXmSpNxO3ua8gYAAAAABkbgzbW2qXpMeE9mT4srAQAAAICBEXhzrW2qnG7q8K4XE94CbwAAAABgWATeXGvHo80T3uPp7Hmm0gQAAAAAGBaBN9f6VZrMA28T3gAAAADAwAi8uXarpZU6vAEAAACAgRF4c61tRjl9uqnD24Q3AAAAADBMAm+uzZZW9uzwFngDAAAAAAMj8OZaO551eHddt/pQvag0sbQSAAAAABgWgTfX2qbKVZc8Ob9afaiezJ4mvAEAAACAgRF4c+2kGSXJ+sWVllYCAAAAAAMl8OZa21RJktN1gffRKBk1yblKEwAAAABgWATeXLsOvPssrjThDQAAAAAMjMCba+14MeF9uf5g3erwBgAAAAAGR+DNtXbe4b220iSZT3irNAEAAAAAhkXgzbWTeaXJ2qWVSVJPk/PHW7gRAAAAAEB/Am+u9VpamSRjlSYAAAAAwPAIvLn2jaWVmzq8VZoAAAAAAMMj8OZaO+7Z4V1PTHgDAAAAAIMj8OZaNTpKUx31qzQ5E3gDAAAAAMMi8OYZJ03Vc2mlShMAAAAAYFgE3jyjbaoeE95TE94AAAAAwOAIvHlG21Q9lla2ycXj5OpqO5cCAAAAAOhB4M0z2vGo34R3YnElAAAAADAoAm+e0avSpF4E3o9f/oUAAAAAAHoSePOMXksrx+3saXElAAAAADAgAm+e0TajPNrY4T2f8La4EgAAAAAYEIE3z5iOe0x41zq8AQAAAIDhEXjzjJN5h3fXdasPLZZWnqk0AQAAAACGQ+DNM9qmylWXPDm/Wn3IhDcAAAAAMEACb55x0oySZH2tyWJppQlvAAAAAGBABN48o22qJMmjszWBtwlvAAAAAGCABN48YzqeBd79JrwF3gAAAADAcAi8ecbJfML79Onl6kMmvAEAAACAARJ484x23uF9um7Cu2qSciTwBgAAAAAGReDNMxYT3msrTUpJ6lalCQAAAAAwKAJvntFraWWS1JPk/HQLNwIAAAAA6EfgzTPa66WVazq8k2Q8NeENAAAAAAyKwJtn9OrwTmaVJjq8AQAAAIABEXjzjGp0lKY62hx4j6fJmUoTAAAAAGA4BN7ccNJU65dWJkk9NeENAAAAAAyKwJsb2qbKo7NNHd6tDm8AAAAAYFAE3twwHY9MeAMAAAAAe0fgzQ0nTdWvw1vgDQAAAAAMiMCbG9o+gXet0gQAAAAAGBaBNzf0W1o5Sc5Pt3MhAAAAAIAeBN7cMB2PeiytnCZXF8nF2XYuBQAAAACwgcCbG9peE97t7GnKGwAAAAAYCIE3NyyWVnZdt/rQeDp76vEGAAAAAAZC4M0NbVPlqkuenF+tPnQ94S3wBgAAAACGQeDNDSfNKElyeram1uR6wlulCQAAAAAwDAJvbpiOqyTJ6boe73oeeJ8/3sKNAAAAAAA2E3hzQ9vMAu+1iyvHllYCAAAAAMMi8OaGk2Yx4X25+lA9mT0trQQAAAAABkLgzQ3tosO7V6WJwBsAAAAAGAaBNzdcT3ivXVo5rzSxtBIAAAAAGAiBNzdMm9ssrTThDQAAAAAMg8CbG07Gi6WVazq8rye8Bd4AAAAAwDAIvLmhV4f30SgZNcm5ShMAAAAAYBgE3txQjY7SVEfrA+8kGU9NeAMAAAAAgyHwZqmTplq/tDJJ6jY5f7ydCwEAAAAAbCDwZqlpM8rpug7vZDbhrdIEAAAAABgIgTdLteMqDzdVmtQTlSYAAAAAwGAIvFnqpKk2d3jXbXIu8AYAAAAAhkHgzVJtn8B7PE3OVJoAAAAAAMMg8Gap2dLKDR3e9dSENwAAAAAwGAJvlpqORz0mvFsd3gAAAADAYAi8Wapt+iytnCbnKk0AAAAAgGEQeLPUYmll13WrD42nJrwBAAAAgMEQeLNU21S56pIn51erD9VtcvE4uVpzBgAAAABgSwTeLNU2oyTJ6dmaWpPxdPa8eLyFGwEAAAAArCfwZql2XCXJ+sWV9TzwVmsCAAAAAAyAwJul2mYWeK9dXLkIvC2uBAAAAAAGQODNUifNYsL7cvWhsQlvAAAAAGA4BN4s1avDu25nz3OBNwAAAACwewJvlmqbHh3e1xPeKk0AAAAAgN0TeLNUr8D7usPbhDcAAAAAsHu9A+9Syk+UUr5cSnlSSvliKeV7N5z/vvm5J6WUPyylvHbbd5ZSPlhK+a1Syp+VUrpSyl9a8o7/d/7ZW//7x33/LpY7GS+WVq7r8J5XmpjwBgAAAAAGoFfgXUr54SS/lOTnkrwnye8m+Y1SyrtXnP/OJL8+P/eeJD+f5OOllB+65TunST6f5KMbrvjfJfn2t/z3j/r8Xax23eHda8L78RZuBAAAAACwXtXz3E8l+UzXdZ+ef/2RUsoPJPlQkp9Zcv61JF/puu4j86+/VEr5G0l+Osln+76z67qPJUkp5dUN9/t613Vf7fm30EM1OkpTHa1fWjm2tBIAAAAAGI6NE96llHGS78ps0vqtPp/ku1f82PuWnP9ckldLKfUd37nOT5dS/n0p5X8vpfyD+ft5QW1TbZjwnsyeKk0AAAAAgAHoU2nybUlGSb723Pe/luSVFT/zyorz1fx9d3nnKv9jkh9J8reS/E9J/uskn1h1eN4L/kYp5Y0333zzlr/qsLTNKKfrOryr4yTFhDcAAAAAMAh9K00Gq+u6X3jLl/9HKeVBkl8tpfz9ruv+/ZLzv5zkl5Pk1Vdf7bZ0zb3Ujqs8XDfhXcqs1uRM4A0AAAAA7F6fCe8/SXKZ5F3Pff9dSVb1Zn91xfmL+fvu8s6+/tX8+Zdf8D0H72RTpUkyW1x5rtIEAAAAANi9jYF313VnSb6Y5P3PffT+JL+74se+sOL8G13Xnd/xnX39p/Pnv33B9xy8tqlyeram0iRJxlMT3gAAAADAIPStNPmFJK+XUn4vye8keS3JdyT5ZJKUUn4lSbqu+7H5+U8m+XAp5WNJPpXke5L8eGZd273eOX/vK5l1ev+V+bf+einlW5L8cdd1f1pKeV+Sv5nkt5L8eZL/LMkvJvm1ruv+uOffxgptM8q/+bPH6w/VrQ5vAAAAAGAQegXeXdf9ainlW5P8bJJvT/L7ST7Qdd0fzY+8+7nzXy6lfCCz8PlDSb6S5Ce7rvvsLd6ZzELwf/iWr//5/Pl3k3wmydMkPzw/0yT5oySfTvI/9Pm7WK8d96g0GU+TM5UmAAAAAMDu9V5a2XXdJ5J8YsVn37/ke7+d5L13fef8848m+eiaz/91ZhPevARts2FpZTLv8N4wBQ4AAAAAsAV9llZyoBZLK7uuW33I0koAAAAAYCAE3qzUNlWuuuTpxdXqQ5ZWAgAAAAADIfBmpbYZJcn6WpN6amklAAAAADAIAm9Wasezive1iyvHrQlvAAAAAGAQBN6s1DazwHvzhLcObwAAAABg9wTerHTSLCa8L1cfGk+Tq4vk4mxLtwIAAAAAWE7gzUrTeYf36dm6Ce929jTlDQAAAADsmMCblb4x4b2uw3s6e+rxBgAAAAB2TODNSm2fwPt6wvvxFm4EAAAAALCawJuVTsaLpZVrOrzryeyp0gQAAAAA2DGBNystOrwfqTQBAAAAAPaAwJuV6tFRxtVRHlpaCQAAAADsAYE3a500laWVAAAAAMBeEHizVtuMcrq2w3seeJ8LvAEAAACA3RJ4s1Y7rvJw7YT3vNLkTKUJAAAAALBbAm/WOmmqPFrb4W3CGwAAAAAYBoE3a02bKg/XVZpcT3gLvAEAAACA3RJ4s9ZJM1q/tPJolIwaE94AAAAAwM4JvFmrHVfrA+8kqScCbwAAAABg5wTerNU2G5ZWJrNaE5UmAAAAAMCOCbxZa7a08jJd160+VE+T89PtXQoAAAAAYAmBN2tNm1Eur7o8vbhafWg8NeENAAAAAOycwJu1TpoqSdbXmtStDm8AAAAAYOcE3qzVjmeB99rFleNpcqbSBAAAAADYLYE3a7W9JrynJrwBAAAAgJ0TeLPWotLk0dnl6kPjVoc3AAAAALBzAm/WmjajJCa8AQAAAIDhE3iz1mLCe22Hdz0ReAMAAAAAOyfwZq22T+A9bmeB99XVlm4FAAAAAHCTwJu1TsaLpZVrOrzr6ex58XgLNwIAAAAAWE7gzVqLDu9Hmya8E4srAQAAAICdEnizVj06yrg6ysOzDUsrk+T8dDuXAgAAAABYQuDNRidNtaHDex54m/AGAAAAAHZI4M1GbTPK6doO73mlybnAGwAAAADYHYE3G7XjvhPeKk0AAAAAgN0ReLNR21Q57dXh/Xg7FwIAAAAAWELgzUZtU+Xh2koTSysBAAAAgN0TeLPRSTOytBIAAAAAGDyBNxtt7PC2tBIAAAAAGACBNxu1jaWVAAAAAMDwCbzZqG1GOT27TNd1yw9Ux0mKCW8AAAAAYKcE3mzUNlUur7o8vbhafqCUZNzq8AYAAAAAdkrgzUYnTZUkebi2x3uanKs0AQAAAAB2R+DNRu14Fnhv7PE24Q0AAAAA7JDAm43aZhF4X64+VE91eAMAAAAAOyXwZqO2GSVJTs82VZoIvAEAAACA3RF4s1Hbp8NbpQkAAAAAsGMCbzY6aXp0eNetpZUAAAAAwE4JvNmo7RN4m/AGAAAAAHZM4M1GJ2NLKwEAAACA4RN4s9F0sbRy7YR3a8IbAAAAANgpgTcb1aOjjKujPDxb1+E91eENAAAAAOyUwJteTppqc4f31UVycba9SwEAAAAAvIXAm17aZrS5wzvR4w0AAAAA7IzAm17a8YYJb4E3AAAAALBjAm96aZsqp+s6vMft7GlxJQAAAACwIwJvemmbKg97VZpYXAkAAAAA7IbAm15OmtHmpZWJCW8AAAAAYGcE3vSyucN7XmliwhsAAAAA2BGBN720zYbA24Q3AAAAALBjAm96aZtRTs8u03Xd8gPXHd4CbwAAAABgNwTe9NI2VS6vujy9uFp+YDyvNDlTaQIAAAAA7IbAm15OmipJ8nBVrUk9mT3PH2/pRgAAAAAAzxJ400s7ngXej55eLj9wvbRSpQkAAAAAsBsCb3ppm1GSNRPeoyoZjVWaAAAAAAA7I/Cml3ZeaXJ6tiLwTmaLK014AwAAAAA7IvCml3ZTh3cyW1x5JvAGAAAAAHZD4E0vi6WVp+sC73qanKs0AQAAAAB2Q+BNL4sJ75VLK5NkPDXhDQAAAADsjMCbXtrxhqWVSVK3OrwBAAAAgJ0ReNNL26fSZDxNzlSaAAAAAAC7IfCml3p0lHF1lIdn6ya8J8n54+1dCgAAAADgLQTe9HbSVBuWVraWVgIAAAAAOyPwprfpeGRpJQAAAAAwWAJvejtpqg1LK6eWVgIAAAAAOyPwpre2qXK6rsN73M4C76ur7V0KAAAAAGBO4E1vbVPl4bpKk3o6e15YXAkAAAAAbJ/Am95OmtH6pZXjdvbU4w0AAAAA7IDAm96m4yqPNnV4J8n56XYuBAAAAADwFgJvetu8tHIye5rwBgAAAAB2QOBNb20zyunZZbquW35gUWlyrsMbAAAAANg+gTe9tU2Vy6suTy+ulh9QaQIAAAAA7JDAm95OmipJVteajOeBt0oTAAAAAGAHBN70Nh3PAu9HTy+XH6gXlSYmvAEAAACA7RN409tJM0piwhsAAAAAGCaBN72180qT07MVgff1hLfAGwAAAADYPoE3vbW9O7xVmgAAAAAA2yfwprfF0sqVHd7VcZJiwhsAAAAA2AmBN71Nx7MO79NVE96lJPVUhzcAAAAAsBMCb3p7R1MnSb6+KvBOZrUmJrwBAAAAgB0QeNPbyfGs0uTB4/PVh2qBNwAAAACwGwJvehsdlbzjuMqfrwu8x62llQAAAADATgi8uZV7x7UJbwAAAABgkATe3Mr9Sb1hwtvSSgAAAABgNwTe3MrGwLtuk3OVJgAAAADA9gm8uZX7kzoPnpjwBgAAAACGR+DNrWye8NbhDQAAAADshsCbW7k/7RF4m/AGAAAAAHZA4M2t3J/UeXJ+lacXl8sPjE14AwAAAAC7IfDmVu5N6iRZPeVdt8nVeXK5ZgocAAAAAOAlEHhzK/fngfeDVYH3eDp7np1u6UYAAAAAADMCb27l3nGVZN2E9zzwVmsCAAAAAGyZwJtbub+p0mTczp4WVwIAAAAAWybw5lY2Bt7XE94qTQAAAACA7RJ4cyvf6PC+WH7gusPbhDcAAAAAsF0Cb27l3sYJ73mliQlvAAAAAGDLBN7cSj06SjserQm8J7OnCW8AAAAAYMsE3tza/Um9eWnl+ePtXQgAAAAAIAJv7uDeusDb0koAAAAAYEcE3tza+glvSysBAAAAgN0QeHNr9yZ1HmxcWinwBgAAAAC2S+DNra2d8B5VyWicnKk0AQAAAAC2S+DNra0NvJNZj7cJbwAAAABgywTe3Nr9SZ1HZ5c5v7xafmDc6vAGAAAAALZO4M2t3Z/USbKmx3uanKs0AQAAAAC2S+DNrS0C75W1JvXEhDcAAAAAsHUCb25tY+A9bnV4AwAAAABbJ/Dm1u5tnPC2tBIAAAAA2D6BN7e2ecJ7qtIEAAAAANg6gTe3dm9SJVm3tLK1tBIAAAAA2DqBN7dmwhsAAAAAGCKBN7fWVKMc10c6vAEAAACAQRF4cyf3J3UePL5Y/uG4nQXeV1fbvRQAAAAAcNAE3tzJ/Um9ZsJ7MntePN7ehQAAAACAgyfw5k7WB97t7KnHGwAAAADYIoE3d7I28B5PZ0893gAAAADAFgm8uZN7aye8Bd4AAAAAwPYJvLmT2dLKVRPeKk0AAAAAgO0TeHMn947rfP3pRS6vupsfXk94n273UgAAAADAQRN4cyf3J3WSLJ/yXnR4m/AGAAAAALZI4M2dXAfeT5YE3vW80sSENwAAAACwRQJv7mQReC9dXGnCGwAAAADYAYE3d3J/uibwvu7wFngDAAAAANsj8OZO1k54LwLvM5UmAAAAAMD2CLy5k/WB9yRJSc4fb/dSAAAAAMBBE3hzJ2sD71JmU94qTQAAAACALRJ4cyfH9Sjj6mh54J3MFleqNAEAAAAAtkjgzZ3dO67zYFXgbcIbAAAAANgygTd3dn9SrZnwbk14AwAAAABbJfDmzu5P6jx4fLH8QxPeAAAAAMCWCby5s/uTekOHt8AbAAAAANgegTd3tjbwrqfJuUoTAAAAAGB7BN7c2cbA24Q3AAAAALBFAm/u7P6kzoMn57m66m5+OJ4m54+3fykAAAAA4GAJvLmze5M6XZd8/emSxZV1q9IEAAAAANgqgTd3dn9SJ0keLKs1sbQSAAAAANgygTd3dm8eeC/t8a7b5Oo8uVzR8Q0AAAAA8DYTeHNn99cF3uPp7Hmm1gQAAAAA2A6BN3e2ttKkngfe52pNAAAAAIDtEHhzZ+snvNvZU483AAAAALAlAm/ubG3gXU9mz3OVJgAAAADAdgi8ubPpeJTqqKwIvBcd3ia8AQAAAIDtEHhzZ6WU3J/U6ytNdHgDAAAAAFsi8OaFrAy8La0EAAAAALZM4M0LubdpwlulCQAAAACwJQJvXsi9SZ0Haye8La0EAAAAALZD4M0LWd3hbWklAAAAALBdAm9eyP1JlQdPLm5+UFtaCQAAAABsl8CbF7KY8O667tkPRlUyGidnKk0AAAAAgO0QePNC7k/qXF51OT27vPlhh1G6OAAAIABJREFUPTHhDQAAAABsTe/Au5TyE6WUL5dSnpRSvlhK+d4N579vfu5JKeUPSymv3fadpZQPllJ+q5TyZ6WUrpTyl5a84y+UUl4vpfz5/L/XSynf0vfv4sXcn9RJsrzHu251eAMAAAAAW9Mr8C6l/HCSX0ryc0nek+R3k/xGKeXdK85/Z5Jfn597T5KfT/LxUsoP3fKd0ySfT/LRNdf7p0nem+QH5v+9N8nrff4uXtx14P1oxeJKE94AAAAAwJZUPc/9VJLPdF336fnXHyml/ECSDyX5mSXnX0vyla7rPjL/+kullL+R5KeTfLbvO7uu+1iSlFJeXXapUspfyyzk/s+7rvvC/Ht/L8m/LKX81a7r/qDn38cd3Vs74S3wBgAAAAC2Z+OEdyllnOS7Mpu0fqvPJ/nuFT/2viXnP5fk1VJKfcd3rvo9DzObDl/4nSSnq94zr0l5o5TyxptvvnmLX8UyaytNxq2llQAAAADA1vSpNPm2JKMkX3vu+19L8sqKn3llxflq/r67vHPV73mz67pu8Y35v//dqvd0XffLXde92nXdq+985ztv8atY5t7xLPB+YMIbAAAAANix3ksrYZn703UT3lNLKwEAAACArenT4f0nSS6TvOu5778ryVdX/MxXV5y/mL+v3OGdq37PO0spZTHlXUopSf7iLd/DHZ2MqxyV5MGTZRPebXKu0gQAAAAA2I6NE95d150l+WKS9z/30fvzbHf2W31hxfk3uq47v+M7V/2ek8y6vBfel6S95Xu4o6OjknuTesXSyokJbwAAAABga/pMeCfJLyR5vZTye5kthXwtyXck+WSSlFJ+JUm6rvux+flPJvlwKeVjST6V5HuS/HiSH+n7zvl7X8msi/uvzL/110sp35Lkj7uu+9Ou675USvnNJJ8qpXxwfuZTSf5Z13V/0PNv4wXdXxV4j1sd3gAAAADA1vQKvLuu+9VSyrcm+dkk357k95N8oOu6P5ofefdz579cSvlAkl9M8qEkX0nyk13XffYW70xmIfg/fMvX/3z+/LtJPjP/999J8vEkn5t//WtJPtzn7+LtsTLwXiytvLpKjtTFAwAAAAAvV98J73Rd94kkn1jx2fcv+d5vJ3nvXd85//yjST664R3/IcmPrjvDy7V6wns6e148+ca/AQAAAABeEmO3vLDVHd7t7KnWBAAAAADYAoE3L+z+pM6DdRPeZ6fbvRAAAAAAcJAE3rywe8ezCe+u6579oJ4H3ia8AQAAAIAtEHjzwu5P6pxfdnl8fvnsB+N5pcmZwBsAAAAAePkE3ryw+5M6SfLg8cWzH1xPeKs0AQAAAABePoE3L2wReN9YXLkIvE14AwAAAABbIPDmha0MvMcmvAEAAACA7RF488JMeAMAAAAAQyDw5oWtnvCeL608f7zlGwEAAAAAh0jgzQvbOOGt0gQAAAAA2AKBNy/sHcdVSlkWeE+SFJUmAAAAAMBWCLx5YUdHJSdNlQfPB96lzKa8zwXeAAAAAMDLJ/DmbXF/Ut8MvJNkPE3OVJoAAAAAAC+fwJu3xf1JfbPSJDHhDQAAAABsjcCbt8XawNuENwAAAACwBQJv3hYrA++xCW8AAAAAYDsE3rwt1k94C7wBAAAAgJdP4M3bYvWEd2vCGwAAAADYCoE3b4t7kzpPL67y5Pzy2Q8srQQAAAAAtkTgzdvi3qROkjx4fsp7rNIEAAAAANgOgTdvi/vzwPtGrUndJuenO7gRAAAAAHBoBN68LRaB94MnJrwBAAAAgN0QePO2WDvhfXWeXC5ZaAkAAAAA8DYSePO2WB14T2bPM7UmAAAAAMDLJfDmbXEdeD9aUmmSJOdqTQAAAAD+f/buPEzPsr4X+PedmXcyM0lmsk/IQhbWkIQtgQAKAYPU5YBaKS6t1qXHutVux6P1dLU9tfVU627VWkVLW5eq1B1ZBJQ1LFIgYUsgIZB9mWyTzPKeP96wBJIwM3nf2fL5XNdzPfI8930/v5fFP77c/G6gugTeVERzQ12SZNvuzv1fFEeW7/p4AwAAAABVJvCmIupqazJqRN3zW5rY4Q0AAAAA9BOBNxXT0lg8QA9vgTcAAAAA0D8E3lTM6IYD7fB+qqWJQysBAAAAgOoSeFMxLY3FtNnhDQAAAAAMEIE3FdPSWExb+8F2eAu8AQAAAIDqEnhTMQfu4d1YvndoaQIAAAAAVJfAm4o55KGVdngDAAAAAFUm8KZiWhqL2bW3Kx1d3c88fKqliR7eAAAAAECVCbypmJamYpLsv8u7tpjUFJO9WpoAAAAAANUl8KZiWhoPEHgnSX1T0rF7ACoCAAAAAI4kAm8qpvlggXdxpEMrAQAAAICqE3hTMc0Nh9jh7dBKAAAAAKDKBN5UzFMtTdqet8O7yaGVAAAAAEDVCbypmIMG3vUjHVoJAAAAAFSdwJuKOeihlcVGO7wBAAAAgKoTeFMx9XU1aSzWHiDw1sMbAAAAAKg+gTcV1dJYPMChlSOTDi1NAAAAAIDqEnhTUQcMvO3wBgAAAAD6gcCbijr4Du/dA1MQAAAAAHDEEHhTUc2NxWzb3bn/w2JT+dDKUmlgigIAAAAAjggCbyqqubEubc/b4d2UpGSXNwAAAABQVQJvKurAPbxHlu8d+ngDAAAAANUj8KaiWhqL2bGnM51d3c88rG8q3/fuHJiiAAAAAIAjgsCbimppLCZJtrc/q493sbF8t8MbAAAAAKgigTcV9VTgvV9bk6damuwVeAMAAAAA1SPwpqIOGHg/1dKkQ0sTAAAAAKB6BN5UlB3eAAAAAMBAEXhTUYfe4S3wBgAAAACqR+BNRR14h7fAGwAAAACoPoE3FdV8wB3eWpoAAAAAANUn8KaiGoq1qa+rSdsBd3g7tBIAAAAAqB6BNxXX0lhMW/uzA+/G8t0ObwAAAACgigTeVFxLY3H/liaFQnmXtx7eAAAAAEAVCbypuOcF3kk58N6rpQkAAAAAUD0CbyrugIF3vR3eAAAAAEB1CbypuAPv8B5phzcAAAAAUFUCbyqupbGYbbsOtMN798AUBAAAAAAcEQTeVFxzYzHb93Smu7v0zEOHVgIAAAAAVSbwpuKaG+pSKiXb2zufeVivpQkAAAAAUF0CbyqupbGYJGlrf1ZbEzu8AQAAAIAqE3hTcU8F3vsdXFnflOwVeAMAAAAA1SPwpuIOGHgXm5IOLU0AAAAAgOoReFNxLU0HCbzt8AYAAAAAqkjgTcUdcId30/ikuyPZsWGAqgIAAAAAhjuBNxV3wMB75ovL9xXXDUBFAAAAAMCRQOBNxTUWa1OsLewfeB91anmX98NXD1xhAAAAAMCwJvCm4gqFQloai/sH3jU1yTFLkoevSbq7B644AAAAAGDYEnhTFc0Nzwm8k+TYJcmujcnaewamKAAAAABgWBN4UxXNjcW0PTfwPuYl5bu2JgAAAABAFQi8qYqWAwXeoyYlR51SbmsCAAAAAFBhAm+q4nk9vJ9yzJJk9a1J+7b+LwoAAAAAGNYE3lTFQQPvYy9MSl3Jyhv6vygAAAAAYFgTeFMVLY3FtLV3plQq7f9i+plJ/Wh9vAEAAACAihN4UxUtjcV0dZeyY0/n/i9qi8nsxeU+3s8NwwEAAAAADoPAm6poaSwmyUHamixJtq1ONj7Yz1UBAAAAAMOZwJuqaD5U4H3MkvL94Wv6sSIAAAAAYLgTeFMVzY11SQ4SeI+dkUw4Xh9vAAAAAKCiBN5UxVMtTdp2dx54wLEXJo/9MunY3Y9VAQAAAADDmcCbqngm8D7ADu+k3Naksz159Jf9WBUAAAAAMJwJvKmKQx5amSQzX5TUNSSP6OMNAAAAAFSGwJuqGDWiLrU1hYMH3sXGZMaL9PEGAAAAACpG4E1VFAqFNDfUHTzwTsp9vDc+mGxd1X+FAQAAAADDlsCbqmlpLL5A4L2kfH9YWxMAAAAA4PAJvKmaFwy8JxyftEzX1gQAAAAAqAiBN1XT/EKBd6FQ3uW94vqk6xDjAAAAAAB6QOBN1TQ3FtN2qMA7Kffx3rs9WX1b/xQFAAAAAAxbAm+qpqWxmLb2Fwi8Z52XFGqTR/TxBgAAAAAOj8Cbqnmqh3epVDr4oIaWZPoifbwBAAAAgMMm8KZqWhqL6egqZXdH16EHHrskefJXyY71/VMYAAAAADAsCbypmpbGYpIc+uDKpBx4J8kj11a5IgAAAABgOBN4UzU9Drwnn5I0TUge1scbAAAAAOg7gTdV83TgvesFAu+amvIu70euSbq7+6EyAAAAAGA4EnhTNT3e4Z0kx16Y7NqUPHl3lasCAAAAAIYrgTdV06vAe/YF5fsj2poAAAAAAH0j8KZqmht6EXiPmpgcdao+3gAAAABAnwm8qZrRDXUpFJK29s6eTTj2wmT1bcnurdUtDAAAAAAYlgTeVE1NTSGjR9SlrSc7vJNy4F3qSlZeX93CAAAAAIBhSeBNVbU0FXvW0iRJpi1MRjRrawIAAAAA9InAm6pqaexF4F1bTGYvLgfepVJ1CwMAAAAAhh2BN1XVq8A7Kbc1aXs82fBA9YoCAAAAAIYlgTdV1evA+5gl5fvDV1enIAAAAABg2BJ4U1W9DrzHTE8mnJA8oo83AAAAANA7Am+qqrm3gXdSbmvy6C+TvbuqUxQAAAAAMCwJvKmq5oZi9nZ2p72jq+eTjl2SdO1JHvtl9QoDAAAAAIYdgTdV1dJYTJK09WaX94wXJXWNycPamgAAAAAAPSfwpqqeCrx71dak2JDMfJGDKwEAAACAXhF4U1V9CryTch/vTQ8lWx6tfFEAAAAAwLAk8KaqDivwTrQ1AQAAAAB6TOBNVfU58B5/bNJydPLItVWoCgAAAAAYjgTeVFWfA+9CITl2SbLi+qRzbxUqAwAAAACGG4E3VdXc18A7Kbc12bs9efy2ClcFAAAAAAxHAm+qqramkNEj6voWeM86L6mpSx6+uvKFAQAAAADDjsCbqmtuLKZtd2fvJzY0J9MXObgSAAAAAOgRgTdV19xY7NsO76Tcx3vtPcn2dZUtCgAAAAAYdgTeVF1LY13a+hx4X1i+P3Jt5QoCAAAAAIYlgTdV13I4O7xb5ydN45NHf1HZogAAAACAYUfgTdUdVuBdU5McdUqy7r8rWxQAAAAAMOwIvKm6wwq8k6R1brJ+edLVh4MvAQAAAIAjhsCbqmtpLGZ3R1f2dnb3bYHWeUnXnmTzI5UtDAAAAAAYVgTeVF1LYzFJDqOP99zyfd29FaoIAAAAABiOBN5UXfPhBt4Tjk9q6pJ191WwKgAAAABguBF4U3VPBd5t7X0MvOtGJBNOSNba4Q0AAAAAHJzAm6o77JYmSbmtiR3eAAAAAMAhCLypuqcC77bDDbzbHk92b6lQVQAAAADAcCPwpuoqs8N7Xvm+7v4KVAQAAAAADEcCb6ru6cB712Hu8E6Sdfp4AwAAAAAHJvCm6oq1NWmqrz28Hd6jJydN4wXeAAAAAMBBCbzpFy2NxcMLvAsFB1cCAAAAAIck8KZfHHbgnZT7eK9flnR3VaYoAAAAAGBYEXjTL5orEnjPTTp2JVserUhNAAAAAMDwIvCmXzQ3FNPW3nl4izx1cOXa/z78ggAAAACAYUfgTb9oaSym7XB3eE+ckxRq9PEGAAAAAA5I4E2/qEgP72JDMv44gTcAAAAAcEACb/rF+FH12bGnszJ9vNfdW5miAAAAAIBhReBNvzhr9vgkyfUPbji8hVrnJlsfS9rbKlAVAAAAADCcCLzpF6dOH5MJo+pz9f3rDm+hyfPL9/X3H35RAAAAAMCwIvCmX9TWFHLBCZPy8wfWp6Oru+8Ltc4t37U1AQAAAACeQ+BNv7nwpNa0tXfm9kc3932R5qlJQ4uDKwEAAACA5xF402/OPW5C6utqcvX96/u+SKGQtM4TeAMAAAAAzyPwpt801dflRceMzzXL16VUKvV9oda5ybr7k+7DaI0CAAAAAAw7Am/61YUnteaxTbvy8PodfV+kdV6yd3uy9bHKFQYAAAAADHkCb/rVkhNbkyRXLzuMtiat88p3bU0AAAAAgGcReNOvJrc0ZP7Ully9bF3fF5l0YpKCwBsAAAAA2I/Am363ZM6k3LlqSzbt2NO3BepHJuNmJ+vurWxhAAAAAMCQJvCm3104pzWlUnLt8sNpazLXDm8AAAAAYD8Cb/rd3CnNOaql4fDamkyen2xekezdWbnCAAAAAIAhTeBNvysUClkyZ1JufGhj2ju6+rZI69wkpWT9sorWBgAAAAAMXQJvBsSFc1qza29Xbl6xqW8LtM4t3/XxBgAAAAD2EXgzIM6aPT5N9bW5pq9tTVqOTupH6+MNAAAAADxN4M2AaCjW5rzjJubq+9enVCr1foGamqT1JIE3AAAAAPA0gTcDZsmcSVnb1p77nmjr2wKt85K19yZ9CcwBAAAAgGFH4M2AecmJk1IoJFf3ta1J69xkz7Zk2+OVLQwAAAAAGJIE3gyY8aNGZMHRYw8j8J5XvmtrAgAAAACkF4F3oVB4d6FQWFkoFNoLhcIdhULh3BcYv3jfuPZCobCiUCi8s7drFgqFEYVC4dOFQmFjoVDYWSgU/qtQKEx7zpjSAa7nfYvBacmc1ty7pi1Pbtvd+8mtJ5Xv6+6tbFEAAAAAwJDUo8C7UCi8Lsknk/xtktOS3JTkx4VC4eiDjJ+V5Ef7xp2W5CNJPl0oFF7byzU/keS1Sd6Q5NwkzUl+UCgUap/zyf+Z5KhnXZf35Hcx8F560qQkyTXL1vd+8ojRydiZdngDAAAAAEl6vsP7j5J8tVQqfalUKi0rlUq/l+TJJO86yPh3JnmiVCr93r7xX0o5hP5fPV2zUCi0JHl7kveXSqWflUqlO5O8KcnJSS58zve2lkqltc+6+rBdmIFwzMRRmTG+KdccTlsTO7wBAAAAgPQg8C4UCvVJFiS56jmvrkpyzkGmnX2A8T9NsrBQKBR7uOaCJMVnjymVSquTLDvAdz+5r+3J7YVC4Z2FQkFv8iGiUCjkwjmt+eUjm7JzT2fvF2idm2x6OOnw7zgAAAAA4EjXk2B4QpLaJM/dgrsuyeSDzJl8kPF1+9bryZqTk3Ql2fgC3/3zJK9Ledf3fyT5WJIPHezHFAqFdxQKhaWFQmHphg0bDjaMfrRkzqTs7ezOjQ899y91D7TOTUrdyYbllS8MAAAAABhShvxO6FKp9NelUukXpVLp7lKp9LEkf5Xk/YcY/8VSqbSwVCotnDhxYv8VykGdMXNcmhvq+tbWpHVe+a6PNwAAAAAc8XoSeG9Mead163OetyZZe5A5aw8yvnPfej1Zc23Ku8An9OK7SXJrkuZCofDctRmkirU1ueDESbl2+fp0dZd6N3nsrKTYlKzVxxsAAAAAjnQvGHiXSqW9Se5I8tLnvHppkpsOMu3mg4xfWiqVOnq45h1JOp49plAoTEsy5xDfTZJTk7Qn2XqIMQwyS+a0ZtPOvbl7dS//stXUJJNOcnAlAAAAAJC6Ho77eJKvFwqF25L8Msk7k0xJ8k9JUigUvpYkpVLpzfvG/1OS9xYKhU8k+UKSFyV5S5I39HTNUqm0rVAofDnJRwuFwvokm/bNuSfJ1fu+e3HK/bxvTrI7yQVJPpzki6VSaU9v/kQwsBYfPzF1NYVcvWxdFswY27vJrXOTZd9PSqWkUKhOgQAAAADAoNejwLtUKn2jUCiMT/KnSY5Kcm+SV5RKpcf2DTn6OeNXFgqFVyT5xyTvSvJEkveVSqX/7MWaSfIHKbdB+UaSxiTXJHlzqVTq2ve+I8m7Uw7Ca5KsSPkQy8/27OczWLQ0FnPmrHG5Ztm6fOBlJ/Zucuu85M7Lk+1rk+ajqlMgAAAAADDo9XSHd0ql0ueSfO4g784/wLPrk5ze1zX3vd+T5Pf2XQd6/5MkPznUNxg6LpzTmg//4P48tmlnZowf2fOJrXPL93X3CbwBAAAA4AjWk0MroV9cOKd8zujVy9b3buLTgfd/V7giAAAAAGAoEXgzaBw9vinHt47KNcvW9W5i45ikZXp5hzcAAAAAcMQSeDOoXDinNbet3Jxtuzt6N7F1rsAbAAAAAI5wAm8GlSVzWtPZXcr1D27o3cTWucnGB5POPdUpDAAAAAAY9ATeDCqnTh+TCaPqc/X9vWxr0jo36e4sh94AAAAAwBFJ4M2gUltTyAUnTMrPH1ifjq7unk9snV++r723OoUBAAAAAIOewJtB58KTWtPW3pnbH93c80njZid1Dck6gTcAAAAAHKkE3gw65x43IfV1Nbn6/vU9n1Rbl0w80cGVAAAAAHAEE3gz6DTV1+VFx4zPNcvXpVQq9Xxi6zyBNwAAAAAcwQTeDEpL5rTmsU278vD6HT2f1Do32bk+2dGLneEAAAAAwLAh8GZQWjJnUpLk6mW9CK8nzyvf9fEGAAAAgCOSwJtB6aiWxsyf2pKrl63r+aRJc8t3bU0AAAAA4Igk8GbQWjJnUu5ctSWbduzp2YSR45PRRwm8AQAAAOAIJfBm0LpwTmtKpeTa5b1oa9I6V0sTAAAAADhCCbwZtOZOac5RLQ29a2vSOi/Z8EDS1VG9wgAAAACAQUngzaBVKBSyZM6k3PjQxrR3dPVsUuu8pGtvsvGh6hYHAAAAAAw6Am8GtSVzWrNrb1duXrGpZxNaHVwJAAAAAEcqgTeD2tmzx6epvjbX9bSP94TjkpqiPt4AAAAAcAQSeDOoNRRrs3DmuNzS0x3etcVk4ol2eAMAAADAEUjgzaC3aNa4PLhuRzbv3NuzCZPnCbwBAAAA4Agk8GbQO2v2uCTJbSt70cd7+xPJrs1VrAoAAAAAGGwE3gx686eOSUOxJreu7GGA/fTBlfp4AwAAAMCRRODNoFdfV5PTjx6bW1f0NPCeV75rawIAAAAARxSBN0PColnjs2xtW7bt6njhwaMmJSMn2uENAAAAAEcYgTdDwqLZ41IqJbc/2otd3msF3gAAAABwJBF4MyScOn1M6mtrcluPA++5yYblSVdndQsDAAAAAAYNgTdDQkOxNqdOH5NbV2zq2YTWeUlne7J5RXULAwAAAAAGDYE3Q8ai2eNy7xNt2bGnB7u2W+eW7/p4AwAAAMARQ+DNkLFo1vh0dZeytCdtTSaekNTUJevuq35hAAAAAMCgIPBmyDh9xpjU1RRy28oeBN51I5IJx9vhDQAAAABHEIE3Q0ZTfV3mT2vJrT0JvJNyWxM7vAEAAADgiCHwZkhZNGt87nl8a3bv7Xrhwa1zk22rkx0bql8YAAAAADDgBN4MKYtmj0tHVyl3rtrywoOPeUlSU0z+9TXJjvXVLw4AAAAAGFACb4aUhTPGpqaQnrU1OeqU5I3/kWx6JPmXX0u2PFb9AgEAAACAASPwZkgZ3VDM3CktuXXFpp5NOPbC5M1XJrs2l0Pv9cuqWyAAAAAAMGAE3gw5i2aNy12rt6a9owd9vJNk+pnJW3+clErJV16ePL60ugUCAAAAAANC4M2Qs2j2+Ozt7M6vVm/t+aTWk5K3/zRpGJNcfknyyLXVKxAAAAAAGBACb4acM2aOTaGQ3NaTPt7PNnZm8rafJuNmJ1dcltz33arUBwAAAAAMDIE3Q86Ypvqc0Dq6ZwdXPtfo1uQtP0imLUy+9dZk6VcqXyAAAAAAMCAE3gxJZ80enzse25KOru7eT24ck/zWd5LjLkp+8AfJjR8r9/cGAAAAAIY0gTdD0qJZ47K7oyv3PL6tbwvUNyWvvyKZf1lyzYeTq/5U6A0AAAAAQ1zdQBcAfXHGrHFJyn28F8wY27dFaovJa76QNI5Nbv5MsntLcvGnklr/WAAAAADAUGSHN0PShFEjcuykUbl15abDW6imJnn53yfnfyi5+4rkm29OOtorUyQAAAAA0K8E3gxZi2aNy9JHt6SzL328n61QSM7/QPLy/5c88MPkikuT9rbKFAkAAAAA9BuBN0PWotnjs2NPZ+5/skLh9KJ3JL/+z8mqm5PLL052bqzMugAAAABAvxB4M2QtelYf74o5+TeS1/97suGB5Hvvrty6AAAAAEDVCbwZslqbGzJzfFNuWVHBwDtJjr8oWfi2ZOX1+nkDAAAAwBAi8GZIWzRrfG5/dHO6u0uVXXjWeUlne/L47ZVdFwAAAACoGoE3Q9qi2eOybXdHlq/dXtmFZ5yTFGqTlTdUdl0AAAAAoGoE3gxpZz7dx3tTZRduaE6mnl5uawIAAAAADAkCb4a0aWObMnVMY26t5MGVT5l1XrLmjmRPhXePAwAAAABVIfBmyFs0e1xuW7k5pVIV+nh3dyarbqnsugAAAABAVQi8GfLOmjU+m3buzcPrd1R24emLktoRyYqfV3ZdAAAAAKAqBN4MeU/18a54W5NiYzL9TAdXAgAAAMAQIfBmyJsxvimtzSOq1Md7cbL2v5NdVVgbAAAAAKgogTdDXqFQyKJZ43Prik3V6eOdUvLojZVdFwAAAACoOIE3w8Ki2eOyfvuePLppV2UXnnp6Uj9KWxMAAAAAGAIE3gwLi/b18b5t5abKLlxbTGacI/AGAAAAgCFA4M2wcMzEUZkwqj63rqhGH+/zko0PJm1PVH5tAAAAAKBiBN4MC4VCIWfOGle9gyuTZKU+3gAAAAAwmAm8GTYWzRqfNVt3Z/XmCvfxbp2XNI7V1gQAAAAABjmBN8PGmU/38a7wLu+ammTmucnK65NSqbJrAwAAAAAVI/Bm2DihdXTGNBVza6UPrkzKfby3rU62rKz82gAAAABARQi8GTZqago5Y2aV+njPPr9819YEAAAAAAYtgTfDyqJZ4/LYpl1Zu629sguPPzYZfZTAGwAAAAAGMYE3w8qiWeOTpPJtTQqFcluTlTfo4w0AAAAAg5TAm2HlpCnNGT2irjptTWYtTnZuSNYvq/zaAAAAAMBhE3gzrNTWFLJw5tjcuqIaB1eeW75rawIAAAAAg5LAm2Fn0ezxeWTDzmzYvqeyC48ZLDsWAAAgAElEQVQ5Ohk7K1l5fWXXBQAAAAAqQuDNsHPmrHFJktsfrUJbk9mLk0d/kXR1Vn5tAAAAAOCwCLwZduZPbUlTfW2V2pqcl+xpS9b+qvJrAwAAAACHReDNsFOsrcmCGWOrc3DlzH19vFdoawIAAAAAg43Am2Fp0axxWb52e7bs3Nuree0dXbnhwQ35yI+W5Qf3PPH8AaMmJZNOcnAlAAAAAAxCdQNdAFTDmbPGJyn38b5o7uSDjiuVSlm+dntufGhDbnxoY25duTl7O7uTJGObirnopMmpr3vOvxeatTi546tJ556kbkS1fgIAAAAA0EsCb4alU6a3ZERdTW5d+fzAe/329vzioY25cd+1cceeJMnxraPyprNm5MXHTcjuvV159xV35trl6/Oyec8JzGedl9z6+eTx25OZL+6vnwQAAAAAvACBN8PSiLranHb0mNy6clPaO7py+6Obc+NDG3PDgxuyfO32JMn4kfV50bETcu5xE3LucRMzuaXh6fmdXd2ZNHpEvn3H488PvGeckxRqym1NBN4AAAAAMGgIvBm2Fs0an09d+1BO+aursqezO/W1NVk4c2w+8LITc+5xE3LSUc2pqSkccG5dbU1ec/rU/PONK7Nh+55MHP2s1iWNY5Ipp5UD7ws+1E+/BgAAAAB4IQJvhq2LT5mSmx/ZlHlTW3Lu8ROyaNa4NNX3/G/5S0+fli9cvyJX3r0mv3Pu7P1fzjovuenTyd6dSf3IClcOAAAAAPRFzQsPgaHp2Emj8s13np0/v/ikXHDCpF6F3UlyXOvonDJ9TL59x+MplUr7v5x1XtLdmTx2cwUrBgAAAAAOh8AbDuHSBdOyfO323PdE2/4vpp+V1NYnK68fmMIAAAAAgOcReMMhXHLylNTX1uTbdzy+/4v6pmTameU+3gAAAADAoCDwhkNoaSrmpXNbc+Xda7K3s3v/l7POS578VbJr88AUBwAAAADsR+ANL+DSBdOyZVdHrl2+bv8Xs85LUkoe++WA1AUAAAAA7E/gDS/g3GMnZNLoEc9vazJ1QVIcqa0JAAAAAAwSAm94AXW1NXnN6VNz3QMbsmH7nme9qE9mnJ2scHAlAAAAAAwGAm/ogUtPn5au7lKuvHvN/i9mnZdsfCDZvnZgCgMAAAAAnibwhh44rnV0Tpk+Jt9a+nhKpdIzL2YtLt9X3jgwhQEAAAAATxN4Qw9dumBaHli3Pfc90fbMw8nzk4YxycqfD1hdAAAAAECZwBt66JKTp6S+rmb/wytrapOZL3ZwJQAAAAAMAgJv6KGWpmIuOqk137t7TfZ0dj3zYtbiZOuqZMujA1YbAAAAACDwhl65dMG0bN3VkeuWr3/m4ex9fbxXXD8wRQEAAAAASQTe0CvnHjcxrc0j9m9rMuH4ZFTrwLU1aW9LvvbqZPmPBub7AAAAADBICLyhF2prCnnNadNy3QMbsmH7nvLDQiGZdV458C6V+r+oa/4qWXFd8pMPJJ17+//7AAAAADBICLyhly5dMDVd3aVcefeaZx7OWpzsXJ9seKB/i1l1a3L7l5NpZ5b7iP/q3/r3+wAAAAAwiAi8oZeOnTQ6p04fk28tfTylp3Z0zzqvfF/Zj328O/cm339f0jItedN3kqkLkxv+wS5vAAAAAI5YAm/og0sXTMsD67bnvifayg/GzkjGzOjfPt6//ESyYXnyyo8lI0YnF/xJsm11ctfX+68GAAAAABhEBN7QBxefPCX1dTX7H145e3Hy6I1Jd1f1C9jwYHLD/0vm/npy/K+Vnx2zpNza5MaPJZ17ql8DAAAAAAwyAm/og5amYi46qTXfu3tN9nTuC7hnLU7atyVP/qq6H+/uTr7/+0mxKXn53z/zvFBILvhQ0rYmufNr1a0BAAAAAAYhgTf00aULpmXrro5ct3x9+cHMc8v3arc1ufPyZNVNyUV/k4yatP+72ecnR59d3uXd0V7dOgAAAABgkBF4Qx+de9zEtDaPeKatyejWZOKJ1Q28t69NfvYX5XD9tN96/vtCITn/T5LtT5aDcQAAAAA4ggi8oY9qawp5zWnTct0DG7Jh+76e2bMWJ6tuTjr3VuejP/7fSWd7cvEny+H2gcw6L5nx4n27vHdXpw4AAAAAGIQE3nAYLl0wNV3dpVx595ryg1nnJR27kvuvrPzHlv+ovO7i/52MP+bg4wqF5II/SXasS5Z+pfJ1AAAAAMAgJfCGw3DspNE5dfqYfGvp4ymVSskxL0mOOjX57u8md3y1ch9qb0t++MfJpLnJi37/hcfPfHE5fP/FPyZ7d1WuDgAAAAAYxATecJguXTAtD6zbnvueaEvqm5K3/DA55oLk+7+fXPt/k1Lp8D9y7V+X+3Jf8qmkttizOed/KNm5Pln65cP/PgAAAAAMAQJvOEwXnzwl9XU1zxxeOWJU8ob/KB8qecNHkyvfk3R19P0Dq29LbvtScuY7kmkLez5vxtnJ7POTX3wi2buz798HAAAAgCFC4A2HqaWpmItOas337l6TPZ1d5Ye1xeSSzyTn/0ly9xXJv12W7Nne+8U79yb/9b6keWqy5M96P//8DyW7Nia3/3Pv5wIAAADAECPwhgq4dMG0bN3VkeuWr3/mYaGQnP/BcvC94vrkKy9Ptq/t3cK//GSyYVnyyo8lI0b3vrCjFyXHLCmvs2dH7+cDAAAAwBAi8IYKOPe4iWltHvFMW5NnO/1NyRu/mWxakfzzhcmGB3q26MaHyi1R5r4mOeFlfS/ugg8luzYlt32x72sAAAAAwBAg8IYKqK0p5DWnTct1D2zIhu17nj/guAuTt/4o6dyTfPmlyWM3HXrB7u7yoZfFxuRlf394xU1bmBx3UXLTp5L2tsNbCwAAAAAGMYE3VMilC6amq7uUK+9ec+ABU05NfufqZOSk5GuvSu777sEXu+vryWO/TF7618no1sMv7vwPJru3JLd94fDXAgAAAIBBSuANFXLspNE5dfqYfGvp4ymVSgceNHZG8varkimnJ996S3LzZ58/Zvu65Gd/lsx4cXL6mytT3NQFyfEvS276TNK+rTJrAgAAAMAgI/CGCrp0wbQ8sG57vn3HIULvpnHJm69M5lyS/PRDyY8/mHR3PfP+x/876WhPLv5k+eDLSjn/T5L2rcmtdnkDAAAAMDwJvKGCXn3a1JwyfUze/+178vbLl2bN1t0HHlhsSH7j8uSsdye3fr6827tjd/LAj5P7v5csfn8y4djKFjfl1OSEV5Z3ee/eWtm1AQAAAGAQEHhDBY0aUZfvvOuc/Okr5+TmRzbloo9fn6/+cmW6ug+w27umJnnZR5Jf+9tk2feTr706+eEfJ5NOSs75/eoUeP4Hkz3bkls+X531AQAAAGAACbyhwmprCvmdc2fnqj88Lwtnjstffv/+vPbzN+WBtdsPPOHs9yS/8ZXkibuStieSiz+V1NVXp7ijTk7mXJzc8rnyIZYAAAAAMIwIvKFKpo9rylffekY++fpTs2rzrrzyUzfmH376QNo7up4/eO5rkrf9JHndvybTz6huYYs/mOxpO/CBmQAAAAAwhAm8oYoKhUJederUXP1Hi3PJqVPymesezis+eWNuXbHp+YOnnp7M+R/VL2ryvOSkVye3/FOya3P1vwcAAAAA/UTgDf1g3Mj6fPyyU/P1t5+Zju7uvO6Lt+RPvnNPtu3u6POaW3buzbXL1+UffvpAfufypfnhPU/2fPL5H0z27khu/kyfvw8AAAAAg03dQBcAR5Jzj5uYq/5gcT5x9YP50o0rcvWy9fnwJXPzsnmTUygUDjqvu7uUhzfsyB2Pbcmdj23JHau2ZMWGnUnKPcPHjazP1cvWZdXmE/POxbMPuVaSZNKcchuVW7+QnPWeZOT4Sv5MAAAAABgQAm/oZ431tfmTV8zJxadMyQf+856864o789KTWvPXr5qXyS0NSZK29o7cvWpr7ly1JXc8tiV3r96a7e2dSZKxTcUsmDE2rz19Wk4/emxOmd6SmkIh7//2Pfn7nyzP41t25a8umZu62hf4DzjO/2By33eTmz6VvPSvqv2zAQAAAKDqBN4wQOZNbcmV73lR/uWXK/Pxnz2YCz9+fS46qTX3PdGWB9dvT6mUFArJCa2jc/EpU3L60WOzYMbYzBzfdMAd3J983amZOqYx/3T9I3lyW3s+/YbTMnLEIf4Rn3hCMv/S5KZPJ6tuSWadV76mnZEUG6r4ywEAAACgOgTeMIDqamvyjvOOycvmHpU/u/LeXPfA+pw8bUxeMf+oLJhR3r09uqHYo7Vqagr54MtPzNSxjfmLK+/N6794S778loWZNPoQ4fXLP5o0T01W3pDc+A/JDR9N6hqS6YuSWecmsxYnU05LantWAwAAAAAMJIE3DAJHj2/K5W87syJrvemsGZnS0pD3/ttdec1nb8rlbzsjx04afeDBTeOeaWeye2uy6uZy+L3yhuTav0nyN0n9qGTGOeXd3zPPTSbPT2pqK1IrAAAAAFSSwBuGoSVzWvON3z0rb/vq7fn1z92UL715YRbNfoGDKRvHJCe8vHwlyc6NyaO/eCYAf+iq8vOGMcnMF5cD8KPPSiadZAc4AAAAAIOCwBuGqZOnjcl33/2ivOUrt+VNX74t/3DZKbnklCk9X2DkhGTuq8tXkrQ9mTx6Y7Ly+nIAvvwH5ee1I8q7vqeclkw9vXyfcLxd4AAAAAD0O4E3DGPTxzXlP991Tt7xtTvyvn+/K2u27M47F88+4KGXL6j5qOTky8pXkmx5LFmzNFlzZ/LE3cmv/j25/Uvld8WRyVGn7B+Cj52V1NRU7scBAAAAwHMIvGGYG9NUn6+9/cy8/9v35O9/sjxrtu7KX148N3W1hxk+j51Rvua9tvzH3d3JpoeSJ+4qX2vuTJZ+Obnls+X3I1qSKaeWw+8pp5VboYybpR0KAAAAABUj8IYjQEOxNp983amZOqYx/3T9I3lya3s+/cbT0lRfwf8LqKlJJp5Qvk55fflZV2eyYdn+IfjNn026O/bNKSbjj00mnZhMPHHf/BOTccckdfWVqw0AAACAI4LAG44QNTWFfPDlJ2bq2Mb8xZX35nVfuCVffsvCTBrdUL2P1taV+3tPnp+c/ubys849yfplyYbl+64Hkid/ldz3vSSlfcXWlUPvpwLwiSckk+aUw/G6EdWrFwAAAIAhTeANR5g3nTUjU1oa8t5/uyu//rmb8tW3npFjJ43uvwLqRuxrbXLq/s87dicbHyoH4E+F4evvLx+OWeoujynUJCe8Ivn1LyX1Tf1XMwAAAABDgsAbjkBL5rTmG797Vt721aV5xSd/kXlTm3Pa0WNz+tFjc9rRY3JUS0PfDrY8HMXG5KiTy9ezdbQnmx4uB+BP3JXc8rnkX1+bvPEbSUNz/9YIAAAAwKAm8IYj1MnTxuR77zknX7v5sdy1akv+9ZbH8uVfrEyStDaPyGnTy+H3aUePzfypLWmsrx2YQosNyeR55Wv+pcnU05PvvCP5+quT3/x20jRuYOoCAAAAYNAReMMRbNrYpnzoFXOSJB1d3Vn+5PbcuWpL7lq1JXet3pqf3Lc2SVJXU8ico5r3BeBjctr0sZkxvqn/d4EnybzXJnWNybd+O7n84uRN30tGTez/OgAAAAAYdATeQJKkWFuT+dNaMn9aS377nJlJkk079uTu1Vtz16qtuWv1lvznHY/nazc/liQZ21TMK08+Ku+94LhMbqniwZcHcuIryi1N/v2NyVdfkbz5yqR5Sv/WAAAAAMCgI/AGDmr8qBFZMqc1S+a0Jkm6ukt5aP323LVqa25buTnfuH11vrX08bz57Bl51/nHZtzI+v4r7piXJG/6TnLFZclXXp68+b+SsTP67/sAAAAADDo1A10AMHTU1hRy4uTmvOHMo/OPrzs11/7x+fkfJ0/Jl3+xMud99Lr8488ezPb2jv4raMY55d3du7eUQ++ND/fftwEAAAAYdATeQJ9NH9eUj112Sn76B+fl3OMm5JPXPJRzP3pdvnjDI2nv6OqfIqYtSN7yw6RzTzn0Xnd/Zdfv7k4691Z2TQAAAACqQuANHLbjWkfn87+1IN9/74tzyrQx+dsfLc/i/3ddvn7LY9nb2V39AibPT97646SmttzT+4m7Dn/NXZuTX34y+dSpyd9NT7737uTxO5JS6fDXBgAAAKAqBN5Axcyf1pLL33ZmvvGOs3L0uKb82ffuzZKP/zzfufPxdHVXOSieeHw59B4xOrn8kmTVLX1b54m7kyvfk3x8TvKzP09apiXzfyO573vJP78k+cJ5yR1fTfbsqGj5AAAAABw+gTdQcYtmj883f/fsfOWtZ6S5oZg/+uav8rJP3JCf3PtkStXcIT1uVjn0HjUp+fprkhU/79m8zr3JPd9K/vmlyRcXJ/d+JznlDcm7bkre+qPkVZ9J/nh58sqPJd1dyfd/vxyI//B/Vb6FCgAAAAB9Vqhq+DTILVy4sLR06dKBLgOGte7uUn5y39p87KoH8siGnTl5Wkve95LjclzrqLQ0FjO6oZjamkJlP7pjffK1VyWbHkle9/Xk+F878Lhta5I7vlLesb1zQzLumOTM/1kOuxvHHHhOqZSsvi1Z+uXkvu8mXXuTo89OFr49OemSpG5EZX8LR7yZH/xhkuTRv3vlAFfSA3/Zsu++bWDrAAAAYNgpFAp3lEqlhS84TuAt8Ib+0NnVne/etSafuPqhrNm6++nnhUIyakRdWhqLB7yan/PHJ01pzoRRPQiVd20u7/Jed2/y2i8nc19dfl4qJY/+Irnti8nyHyal7uT4lyVn/k4y+yVJTS/+w5edm5K7r0iW/kuyZWXSND457beSBW9Jxs3u3Z8gOAiBNwAAAPQ88K7rj2IA6mpr8hsLp+eSU6fkpoc3ZeOOPWlr78y23R1p292Rbc+6Hlq/4+n//dxDL5sb6vLpN56excdPPPQHm8Ylv/1fyRWXJd9+a9K+tdyO5LYvJRuWJY1jk7Pfk5zx9mTszL79qJHjkxe9Lzn7vcnKnye3fzm56TPlwy6PWZIsfFsydka53/ee7cne7eX7nh3J3n3Pnrr27th/3IjRyas+lxx1ct9qAwAAADgCCbyBfjWirjYXnDipx+PbO7qeDr83bt+TD//g/rz1K7flAy87Me84b3YKhUO0Q2loSd70neTf31Duu50kR52SvOqzybzXJsXGw/w1+9TUJMe8pHy1PZHc+bXkjsuTb/zmoecVRyYjRpXD7fp99zHTy/dHf5F85eXJZZcnx15YmToBAAAAhjmBNzCoNRRr01CsTWtzQ45vHZ3vvPucvP/b9+QjP16ee59oy0dfe3Ia62sPvkD9yOSN30xu/1IyfVEy7YxyH5Ve6O4upaanfcabpyTnfzA593+Vd33v3bUv1G7eF2o/K+CuOUTdbU+Ud6dfcVlyyafKrVIAAAAAOCSBNzCkNNXX5TNvOC3zprTkoz9dnkfW78gX3rQg08c1HXxSsSE55/d6/a37n2jLh39wX25/dEumjGnI9LFNOXpcU6aP2/8+tqn4/J3mtXWHtzO7eUry1h8l33xzcuV7kq2ry0F6L8P6XunqSGqL1VsfAAAAoMoE3sCQUygU8q7zj8mJR43O+/79rlzymV/ks288PeccO6Ei62/ZuTcf/9mDueLWx9LSWMxvnz0zG3fsyarNu3L1snXZuGPvfuNHjajL9HFNmT62MUePa8rR45v2/XFTWhqLaSjWpKFYm2JtLw7ETJKG5uQ3v5V8/w+S6/8u2fZ4cvEnKh9Kb1+X/PRDyb3fTuZckrz0rxy6CQAAAAxJAm9gyLrghEn5r/e+OP/za0vzpn+5Lf/nFXPy1hfNPHRf70Po6i7l325blY9d9UC2t3fmzWfPzB9eeHxamvYPmHfu6czqLbuyevPurNq8K6s378qqzbuycuPOXP/ghux5zkGbT6mtKaShriYjirVpqCuH4COKteVAvK726WB8RF1NJrc05l2Ljyl/+1WfKff2/vlHkrY1yWVfK4fhh6u7K1n6L8k1f5107k7mX5Ys/0Hy4E+SRb9bbsvSOObwvwMAAADQTwTewJA2a8LIfPfd5+SPvvmrfPgH9+feJ7blb18zPw3FQ/THPoBbV2zKX37//ix7si1nzx6fv7jkpJw4+cCh8sgRdTlxcvMB35dKpWzYvufpQHx7e0faO7rT3tGV9s6u7OnoTntn1zPPOrqzp7Mr7R1d2bij8+lxT2x9Mv9195p88g2n5YyZ48rtTFqmlQ/f/Morkt/8ZrntSV89+avkB3+YrLkjmbU4+R//mIw/Jml7Mrnub5KbPpPcdUVywYeSBW/R6gQAAAAYEgqlUmmgaxgwCxcuLC1dunSgywAqoLu7lE9d+1A+cfVDOXlaS/7ptxZkypjGF5z3xNbd+dsfLcsP7nkyU8c05v+8ck5ePm9yn3eJV8qvVm/N+/7jrqzevCu/95Lj8nsvOTZ1tTXJw9eU+3o3jCm3O2k9qXcL79meXPeR5NbPJ03jk1/7SDL/0uf3Bn/ynnKbk0dvTCYcn1z0N8lxF1Wuh3ipVA7dV/w8GTkxaZ2bTDyx3G+92vbuSoqN1e2HXkEzP/jDJMmjf/fKAa6kB/6yZd9928DWAQAAwLBTKBTuKJVKC19wnMBb4A3DyVX3rc0ffuPuNNbX5vO/taC8O/oA2ju68qUbVuSzP384pVLyzsXH5J2Lj0ljfe92hlfTjj2d+fMr78137lyThTPG5hOvPzXTxjaVw+grfiPp2J28/l+TWee98GKlUrldyY8/kLQ9kSx8a7Lkz5PGsUmSx7fsylX3rcsZM8dl3tTmcuBfKpXbm1z1p8mmh5PZ5ycX/d9k8ry+/aCuzmTVzeU6lv8w2bZ6//eFmmT8seXwu3Vu0jqvfG+Z3vtwunNvsuXRct2bHirfNz5cvu9cn0xflFzymWTi8X37Lf1I4A0AAAAC7x4ReMPw9NC67XnH1+/I6s278peXzM1vLjr66R3bpVIpV92/Ln/zw/uzevPuvHze5HzoFXMyfVzTAFd9cFfevSZ/+t17k0Lyt6+Zn4tPmZJsXV0OvTc9nLz6c8nJlx18ga2rkh+9vxxet84vty+ZfkaS5Mltu/OZax/ON5euTkfX/2fvzuMku+r6/78+tW+99+xrZpJMksnCEkCWiASRXRa/CCg/FURUNlFUUEBEEQ0JuBLZviioLF9FQQQBQfYASYCQZAIhmcxMZjJb72vt9fn9cW511yzd1TPMTE2638/H4z7urVu3q2+dvnX61uec8znh/8G2VXmeddUGfvYh67lgMA/1asj1/eU/h9IEPPRF8IQ3Qtea9idfLcLuL4UA992fgeIoxNOw/Vq49Bmh13hpEo7cCUd2RcudML5v/jXSPfjqy6gMXsp07w5G8xdxJLuNIllW2RiDpX30zN5PbmoP8dHdIcA9tg+8Pv8a+VUhmD5wIRRWh/dTmYWfeh085tXndcoWBbxFREREREREFPBeEgW8RZaviWKV3/ro9/jy3UO88JGb+OOf3cn+0Vne8qm7+No9w1y8psCbn7mTx1442OlTXZL9o7O8+qPf43v3j/O8h2/kj392J/nGNHzsRSHtyLVvgmtee2xP6HoVvvku+Mp1gMET/gAe9ZsQT3B0ssSNX97Nh799P47z81dv4pcevZXv3j/GJ297gG/vGcUdrtrYw7MesoFnXLWO1YkifOV6uPm9kEjD414Dj35lSA/SqjgGP/p86Ml97xehOgPpHrj4ySHIvf2JkC4wNFXmrkOTDE+VGS9WmZithHWxSml6nN7pe1kzey8bK/dxQWMvO2w/3Vac/zWeImuVYx7fzzoOxDcwlN7EWGYL04WtlHu2kukapDeXpDeXoi+X5Kq+CoNffSPc9QlYeyU8612w7sqz/Fc8PSsi4D09BLv/F9IF2PKYuZEH8mNwh8N3wD2fh3u/AEN3h3kA+i+AvguOXXdvgNj5M7pFRERERETkZBTwXgIFvEWWt3rDeef/3M27vrSbbYN57h+dJZuK8ztPupgX/cQWkvFYp0/xlFTrDf76C/fwri/fy9aBPH/zgodyxdoMfPKVcMf/C5NLPu0dEE/A/d8Kk1IevQsueQY85S+gdxNDU2Xe/ZXd/PO39lFrOM97+EZe8YQLT+jhfmiiyKe+f5BP3naQXQcniRk8Zvsgz3rIep66fobCV/80BLS7N8JP/3EIUt79mbBv79ehUYPCWrjk6XDpMxgZfAR3HC5yx4EJ7nggLIcmSsf8TjPoziRDYDqbpCeXojfb8jibZD3DrC/vZnD2HlKVcSYyGzma3syh+AYeaPQzXqwzXqwwPltlfDZaF8N2o+XfXfP9/MbqXTzm7rcRK47BY18Dj//9EMw/C3874LSuuXMW8K4W4eBtcODmkDanbytccE1I/3J8o8ZClhrwdofhH4Vr5u7/hv03A80/kMHaK0Kqnq2PC9dWpuc039QKU5oIefHv+Tzc8wWYPhz2r3sIrLsqpDMa2xNGQDSq8z8XS0LflhMD4X0XhP1L/fuLiIiIiIicRQp4L4EC3iIrw6dvP8SbPnknT965ht/9mR0MFM58QPNc+tZ9I/z2x25jeLrM7z15By997FZiX3orfP2dcNGTQ6qR734oBKOfdj1c8jRGZyq85yu7+eA391KpNXjuwzbyqmsvZMtAvu3vu/foFJ+8LQS/7x+dJZWI8cRLVvMrGx7gEXffQOzw9+cPHriQ4van8oPex/PN0hZuf2CSOx+Y5IHx+Z7Z2wbzXLGxhys29LBzfQ/rejL05pJ0ZZLEY2dnIslGw5kq1xifrTA8XeYrdw/xn98/yN6RWQbjM/xV77/yuJnP0xi4mNizb5xL+XK66g3nB4cm+ca9w9z5ox+xev/nWNc4TFcKelJOVxK6kg3yCcjH62TiTjZWJ2l1Yo1q6J1fr0Kjyr1HJrnfV3PtNdfAqkvD5J6rLoZ01+mfoHvIob7/ZjhwSzeaRFIAACAASURBVFgfvmM+CNq1HqaPhLQw8RRsfARsvSYEwDc+YuFGgcUC3vUa7P92FOT+DIzeF/avuwp2PD2MAKjMhBELe78ezqleDrnd114ZfvfWa2DzoyHTffrvvVGH6aMh+Dv5QOhVvuHhD86gunto1GoGuPd/KzQ2pXvgwmvhwifBhT99YvqhRj2899E9IQB+zHovlCePPb6wFno3hXz6c+vN849/nGtRRERERERkiRTwXgIFvEXkwWp8tsLrPn47n9t1hGsuGuQdz7uK1T/6MHz6tYDBo18Oj3894/UU7/vaffzjN/YyW63zrKvW8+onXsS2VYVT/p3uzm37x/nkbQf5r9sPMjxdoTsT4/Ub72Jrcpz/qT+U/znaw4Hx+Z7bWwdyXLGxlys2dHPFhl52buimO3N+5Mt2d3YdnORT3z/Ip75/kIumvs2fJ9/PWhtl34W/xNpnv5VsYWmBVXfnvuEZbrp3mG/cO8IPd9/HY6s38cz4N3lk7IfEcCqxLDVLUPEEFY9TasSpeowKCWrEqZKgSoJYPEUsmSKZTJFMpdk7PM1WO8IlycNYfT6FC90bYdUOWH1pWK+6BAYvhmzviSdYLcGh26IA982w/5b53r+JLGx4WAhkb3okbHwkFFaF3Or3fwv2fhX2fA0O3w7egEQmHLf1J0MQev3DIJEKr3V8wLs8FdLa3P3fcM/nQrqbeCr03t7xVLj4qdCz4eSFWi3CgVvnA+AHboF6JQTA1z0kCoD/JGx+1HzAtV6FqcPzwezJgyduTx06Nr87AAarLwsNHZseFZb+bac+WepCZkdb8tTfCTMjIcCe7Q3rTO/C26n8sedRnoL7vjKfqmTygbB/zRVw0ZPCsvGRYaTH6XAP59saCB/fF+YCGN8PEweO7R0OIQXN8UHwnk0hhUp+FeQH1Ut8OWg0AFf6GxERERHpGAW8l0ABbxF5MHN3PnLzfv7kv3aRSyW44XlXcm3hAKTyTHRt5wNf38MHvr6HqXKNZ1y5jt964kVctObM9MSs1RvctHuET9z2AJ+78zAzlTpbBnJcvqGHKzdEvbc39NCTPT+C2+00Gs739o/xue/ey4W3v4Of989yv6/hPze/jkse/QyuuXiQdOLYIM/B8SI37R7hpnuHuWn3CMXJYZ4cv4X/k76ZhzfuJE6dWv9FJK74Obj8uSEo3cLdmSzVODRR5NB4iYPHrQ9NFDk4UaJSC+lQ8knnSetK/FT/KFelD7Gxdj/JkR+F1CC1lvQwXeuiXuCXhMfNFCXNIGXvlvnA9qZHwJrLlzZpZ3Ec9t0UAtB7vgZH7gj7kznY/BOh9/UX3xL2Pf0dIci956shSJ3tC6MPdjwVLnwi1URIMXTf0Ay7h6a5b2iaPcMzzFbmA9HNGK8RNtJe4pLa3VxRvZ3Lq3dwce1uktSoE+OB+Ca6maanPopx7H2NJ/NY93roXh9yVR+zvS4Edw/cEnqf778FylGwPjcQlVG0rH8YpNpMbluvholkj+wKPeabE7FOHZw/JjcIXWtDg0Jp/MTe1MfxWIJKsptZKzDtKdaV95KgRiWe58jgo5nY+FPUtz2RrtWbGcin6c4m5ibpPSsajdD7f2J/CIJP7I8C4dF6/P6Qt/94yXwo0/xAKIPcQAiEt65zg9F2f+ilHjvDaacqs2Hi3NnR0Pgytz0Ks2Phc7Dt8bD5MZDMnNnf/WBUnoYHvhN9NqLPR70cUg6tewisfyisfwgM7jj9BhYRERERkVOggPcSKOAtIsvBPUemeNVHvscPD0/xK4/ZykA+9OqeLNV4ys61vOZJF3HJ2h8jBUQbpWqdcq3xoAlut1NvOD/45mdY+5XfZ7BygA/XnsDfJX6Zx12+jau39vP9/ePctHuEPcMzdDHLs7O38fzcLVw6+x3iXsP7tmKX/xzsfC6s2flj9RJ2dy74g88A8OLHbuXWvWPsOjhBw0Me8kvWdvOorT1cs7rIQzOH6Zu5L0xOOPTDsHYPQalNj5gP3hZWn5mCmh0NPa+bAfChHxz7fP82ituewr7Bn+R228HukTK7h2a4b2ia+0dnqbUkVR8spNg2WKA7m4jed/T+jyuL1n3JepELKz/g0tJtbCjv4XCjiz3lHu6v93HE+znk/Rz2fqYtx6quDGt7sqzrzrC2J8O6nuY6y7qeDGu6M6QSsRDMHb57Pri3/9swck/4hbFECPQ1y3HtlaF3dbPX9pE7Q5k3e+HHkqHRYc3OluXyk6YX8dIEQ0NH2HfwEEcOH2Zk+AjjY8OUp0Yp+DQ9zNBtM6xOVbjPNvP56pV8vXwhVU4MMibjRl8uRX8+xUAhRX8+zUA+RU82SSYZJ52IkUrEWtZh3zGPkzFS8djcupBJnNDgsyD3EEwevz+Uz8wwzA6HXu2zI9H2cLQ9AtXZBV+qEU9DPA3JDJbMYolMCEQnsiGtTjIbRhy07o8nQy/41sB2M6hdKy34uzxVgFoZa1TD62x9LGy/Nkyyu2rHmevtf6bUa2F9pgLNrWmO9n87jO44cmcY1YGFkSSbHhkaLg7dBoe+D5Xp8LOJbPhsNAPg6x8aRpsstSd4rRJ+99jeMJpgbN+x68pMGD3QtzVaLmjZ3tq+IepUNBqh0asyEz7DiXRY4ukz3wBzptSr4W9Rr4WGzXo1pDaqV+ZSY534XLS/UYNUV9Tg1B/W6a7z73oXERERiSjgvQQKeIvIclGq1rnusz/kH76xF4CfvnQNr/npi7h8w4MwL/H5ojJL/Ut/RuxbNzIRH+AN1Zfw6fJVDKaqvHT1j3iK3cTm0ZuI1cshfcPOZ4cg9/qHntFgwfGTVk6Xa9x2/zg37x3l1r2jfO/+cYrV0DN6U3+WR2zp5+qt/TxiSw+b+rJMVhpMFqtMFGvRuspkqcrEbMt2c3+xxkSxylSpipmRSoSAZ+s6GbdoPR8kTcZj9PkEf3z3swB4Vf+7+dpYP+PF2tz7SMVjbBnIsX1VgW2r8mxbVWB7tD5TjSXNXvOHJ0IP+UMTJQ5NlDgcbR+OHk+Xayf87GAhPRcIX98TBch7MmxMz7J59i76x24j8cAtocfr8UHawtoQ0F57eQhqr9kJAxfNpXqp1RsUq/WwVOocnSrzw8NT3H14krsPT3H34SkmS/PntLY7w8Vru7hkbRc71nSxY20XF64ukEnOBxBL1TqjMxVGZyqMzFQYnSkzMh1tT7fsix5PneQ9n4pcKh5NIpuiN5ekL1o3t3uyrftS9OWS5NMJxmerDE+Xo6XCSLQ9Ml1haLrM9NQk9ekhYsURenyKfibpt0m6rEiGKmkqpKmQtSqFeJVCvEYuViNnVTJWIR0dk2yUSXiFeKNCLVGglOxhNtHDTKybqVgXE3QxToFR72K4nudoLcfhalgOVTLM1BN0xco8p38vT07v4vLSd+iZ2RPefPcG2P6EEADf9oQQGPwxTZaq7D46zeGJEsl4jEwyTiY5v242PGSScTKNIsmhXdjhO0JqocO3w9EfhKBlbiA0YuVXQWFNy/bqaDta5waPDY7Xq+F19t8cgtv7b54fiZDMw8aHw6afCOl9Nl59YqqkRh1GdsPB74UA+MHvhZEkzd79yVxoFGoGwddcHkYzHB/MHtsXpeVpnVU4GdLi9G4Jk6amCtGxe2F0L1Smjj2XwpqFg+HeCI0drQ0fxzSEHNfTvzh+kpRHLefVGgCf205FDS/p+YaYVCEs6cKJ2yfblyqEnz2msSYaeXDS8295H21GiZyyWHI++N0aCM+27hsIqa/6tymHv4iIiJxTZzzgbWYvB34PWAfsAl7j7l9b5PjHA+8EdgIHgbe7+7tP5TXNLA3cALwQyAJfBF7u7gdajtkMvAu4FigCHwZ+191bEp2enALeIrLc3LJ3lGwyrkD3mXTgO/DJV8DQDyiueRiZkR9gtWIIcu58TkhXsuHqs9b77/iA9/Gq9QZ3HZzklr2j3Lp3jFv3jTI83fZfIADZZJyebJLubIKebDJsZ5J0ZUJgrFJvUK41qNadSq1OZW67QbneoFprUKk3ov0Nvll+LgA/v+6zbJ8LaOfZvqrAxr7cWZuU9FRNlaocnihxcKLEkYmQRubwXHA8BMtbA9BNA/kUG7oTPCJ7iEtj9zOaWM3e+AUcbXRRqtaZrdQoVhvz25U6pWooo5PpyiTmAtqXrO3i4mi7N5c64++53oj+btHfsTy3zD+unGRfuVpnulxjbLbK+GyV8dkK48UqY7MVJmarjBer1Bun1nkinYgxWEgz2JVmMOqJPlhIM1BIMxhtx2M21xDTbJxpXcaL1bkGnIlFzsEMCukEhXSCfLR0pRPk03Hy0f7mczPlGnc8MMH3948zWaqxgSGekNrF07N38ZDa98nWp3AM1j8Uu/CJIQC+8RELpgRydw5Plth9dIZ7j06xO0rhc+/RaY5OlU/6M4NMcFlsLzttHztje7nM9rLVjhCz8P7G6OZHdgF7EtuIp3NsSk2zJjZJX2OMfHWURGkYO2mveZsPjidzYWRCLZpMuGdzlLrnUSEn/uqd1C3OA2NF9ozMsHd4hj3DM+wdCWmHujOhzgjrJN2ZaDtjrCnvZ9XUXfSM7yI7fDvxo7tOOB/H8K611Lo2U+7ayGxuI1PZDUykNzCSWsdorJ/pijNbqTNTqdFo+Nzv6skk6I9Ps6p6kN7SQbqKB8hM7ycxEQXEJw4A7a/HRiJLNdVLOdnLbKKLKetmgi5GPc9QPcdYLUPcayS8SooKCa+S9ApJr5KkGtZemdtOMf84Q5k8JXJeJNOYJc4CAfTjrxfshJRMrWrJLqrpXiqpXirJXkrJHsrJXoqJbmrJAolo3odUMk0qnSKdSpNOp0mns6RSKSyeDNdqLBkaP2LJ0Au/PD0/4mJ2JAqmj4SAeuu6OBr1+D9OfjUMbIf+7TCwLaz7t0XB8FOfL+TEgvEQ1J8dDevT7awVi0fvPRlG7BxfFs3HS/lf7h5NLl1ZuAd9c86JVD5q1MiHxpAz0SDeqENpIqTFKk3ML8XxMJIlkQmf81Qu/M7kAutE5uTn4x4adsvTYfRAZfrk2811vRLmnDgmTVWUoirbf/ojUeq1cN3NjRQant8ujof3kO0LDXLZvmgOjJbHqcLSy7taahmBtNCopNHwO1sbFvOrQ+NP1Ljo2X6GZmscGCtyYKzI/tFZDowVmSxV2dIfGv23rw4N/93pRPi7TR8N86pMHw0pw6ZatqePhs/Rqh0hfVRz4vLujefvqBMRkbPsjAa8zez5wD8DLwe+Hq1fDFzm7vef5PgLgDuBDwA3Ao+L1i9w948v9TXN7O+BZwG/DIwQAui9wMPdvW5mceC26LnfAQaADwIfd/dXtXtfCniLiMiS1CrwtXfArn8Puaovfy5sfvQ5mbytXcD7eO7O3pFZbtkzytB0eS4gFQLbyWMC26nEGf6ydPyklQ9i0+XQU7wZAD88UeLQZIlD46G3+NBUmWQ8RjYVJ5OMk0vFySaP3c6moiXal0mG7f5Cih1ruljXkzm7+bbPgUbDma7UGJ+pMl6sRIHxCuOzVabLNXpzyRDcbglq51PxM/q+3Z3pcnN0Qo10IqRhKaQTZJOn/ruan6HbD4zz/f0T3H5gnLsOjrGjdg/XxO7gCck7uJJ7iNOglshT3XwN5fw6xkowWmowUnSGZhscna4zXY9RiyamjSVSDHTnGewpMNhTYE1fF4PpOqnhu0gN7yI3ehfp4tG585jOrme4cAmHcxdzMHsR+1MXMmwDlGphxMDRyTL3Dc8wPD0fPI8ZXNgLV/ZWuLSrxLbsDBuTU6yOTdJVHyM2MxQCLGuvoLHxkRzpvoLd5d65wPbe4Rn2jMywf3SWan3+O0IuFWfrQJ6uTIKpUo3JUmhwmCrXFo0/xqlzRfoIVyQeYMxz7K4OcF+1nzJLa9RJJWLEDErVkzcatR7XnUkymHG2pcbYnhhiI0NUGnC4muNgJcuBUob9pQxjXjjp7y+kE/Tlk/Tn03RnEsRjzRkEwCxsz19KhhnH7LNoX6XWYKpcYyZayqUiXpkiUSuSp0ieEgUrkqNMwcLjPCUyVmbas4zRxbgXGPPC3PY4Beqc/v+beMzIpeIU0om5dT6dIJdKkIgaIufeR+v8CXPbYN4g5zPk6xMU6pMMNkbYYodZ3zjIQPkAXTP7SBaHjivUtVEwfFtLUHx7eMUTequP4rOjVKZGqE4N48VR4qVx0tWJJTcanAlODI8l8HgKYgksnoBGPaQ7ioLZttAogLavbdQTOWqJHJVYjnIsQ8myFMkwQ4YZTzPVSDPVSJGhSo/N0M0MBWbI+wz5+jSZxhTp+sKpoE6NtQTBs+H9NYPYS2g4AqjHUjRiKZK16QXfcyPTSyM7QCOav8Hyg8Tyg8QKqzAzfGaYxswwzAzNBZdjsyNYaeykjUCOUU91Ea8Vw99lIbHE/ETQcwHx3tCwcXx6rcrJzx+Lzwfxs/14dZbG1FFsdiiM8Du+PNwYpYth7wkLPUwn+qknciRLIwwyziobZxUTrIpNkOHEDgoeT2GFNfOjdkqTIVXd7PD8Qck8DF40HwBfdQk+uINSYRNTVWemHEaUpRKxltFDcTKJGIn4Kdz7NRqh8aNaDCN4qsUwH8YJ+6J1rRTKuWtN+Pw312dzXgz3sJgt/3RMtXJU1rPR32EmPJ7bjv42c8fMzP+tEukwIifdHa2jJVU4+b4HWYNKbXac0tF7SHmFVGEwavzqW9o8RfKgc6YD3t8Gbnf3X2vZdw/wb+7+Byc5/jrgue5+Ucu+9wM73f3RS3lNM+sBhoAXu/u/RM9vAvYBT3X3z5nZU4FPA1vcfX90zIuA9wOr3X3RMX4KeIuIyPnuVAPeHbWMAt4irWr1Bj86Mh2C4AcmuHffAQaHv83j7HYeE7uTPpsmQZ0kNZJWJ7bEYBEQAiqrLoF1V4Zc2Guj9fFpRBYwWarO9cK+byism0tr+p5mWqG1PRkOT5TYNzo7NykuQCYZY+tAPiyDeS4YzLF1IM8Fg3lWdaVP2nDQbPCYjFIiNQPhk6VoXynsnypVSSZicwHXfCpBLt0MwCbIp+Lk0gkK6Xj0ODyfjAIzlVpj7rUnotefKFaPSdM02ZKWqfk4nYjTn0/NLX35FAPRuj/Xuj+59Dz1p6lWbzBTrjNdCYHw6XKN6dL89mylTjxmpOIxkgkjEQvpolIJIxmPkYjNb4dlfrvhIcA1U5kPtE+Xw0iT6bngez2sK/Pb01GDhUfXa+v8CcfPm4Afs6JUrTM0VT5mPoYcJbbGDnNldoTLUkNsjx9hQ+Mgq6sPkKuOLlo+FZKMeYFRLzDuXYxRYNwLFBM9eLaPRGGAdKEfO62GZqdeq1GplKlWylSrFarVCrVoadQq0ee3TsKiNTWS1EjQoEZouKoSpxYtVU/MbxOnGjVsNffXLQ7u5CiTs9CoEdZlcpTIW4kcJQpWpitWpmDhuKyXyHiRiqWZjhWYJs8keSYaOcY9y0g9x0QjxyQ5Jj3PBHkmPcdktC6RIk2VrJXJUiFDmaxVyBI9tjJ5K5O3KvlYhZyFJW9lqh5nytNMNNJM1ptB+GhNhhnPMk2GWc+ENRlq0VwScer0Mc2ATdBvUwxE6akGbD5V1fz2FH1MEY9GrjTcGKPAiHczSjcj3sVotD3s3dF2V3jeuxmbawByspTpYYb++AzrUyXWpkqsThZZFZ+lPz5Lr83QzTSFxjS5xhSZ2iRxr1FO9lFM9TKb6GMm0ctUrIeJWA8TNv/7hhpdjNWzzFadYrXObKXOkclSNMG200WRQZtga2aGi/OzbM3MsjEVGhj7fZxCbYx0eSQ0NFZn8Ww/1ewqphIDjFgvB2vd7C138cPpLPsqXRz1Xoa8h3KiiwsGC3Mj5TKpONOlGj4zTH7yPvpm7mOgtJe15b2sr+1ntc8Hwsue4D5fx27fwF4Pc4akqJGmQooaKauSsRo5q5GO1chYjYxVSUfPpVpGrKS8RKr9oPklmYl1MZUcYDo5wGxqFcX0IOXsKirZ1dRya2jk11BP5vHiBF4aJ1aawErjxCuTJCoTJKtTJKuTpGtTZOthyTWmyTemyTM79z+3gYVGFmI0iIURRRatidGwsAajYXHcYlQtRS2WpmppqrE0teOWejwT1s3teIZGPE01UaCY7Kec7qOS6qWc6iMWTxIzIxYzYhYaG2MWlngMYmaYGdVodGQlGilZrjWoVOvEyhPkiw9QKB2ku3SI3kpYBqpHGKwdJuen1thVi2epx7M0Ehli9QqJ2jTx+sLzmbSqJvJU4/mwTuSpJfLU4tmwblnCcznqyQK1eJ56Mkc9maOWKFBJdlGOd+EWp+GOu9Nwom1OeNxc1xoepQEM/xuLlfD5q1SKdBcPMFDaz+rqftZWH2BD4wE2+yFW2/hJ30c5lqOS6qGR6SOW6yNZGCTdNYDlooB4tj9qEOsJKc1qlTBBd71yzHajWqZcLlEqzlIqlaiUi1TKRWqVEpU6lOM5SrE8xViOkuUpxrIUYzlmLccM0dqyFD1D3cPIy4Y72VSC3pYOST3ZJD25Yx/35pKn1YFjOTtjAW8zSwGzwAvd/V9b9r8LuNzdH3+Sn/kqcIe7v6Jl3/MI6UZyhI4Ci76mmV1LSGGy2t2HWo7ZRQiKv9nM/gT4OXff2fL8KuAocK27f2mx96aAt4iInO8U8BY5P5WqdXYdnGTXwQm6MokoP32BQjr0CJ2fNPD4CQSr89sWDxM8noXeb+7O0HSZPUMhHcl9wzPsGZrh8GSJtd0Ztg42g9s5LhjMs6YrQ+w8STskDw6NhjMyU+HIZIkjkyUOT5Y4MlnmyESJI1NhhMzRqTKjMxUKzLLVDrPVjuDYXECbbD/5vlWs6u9jY1+OjX1ZNvRm2diXY0NfNnyezrJ6I4wSmSqFUSJhibbLIa1OIwrMhABNc5sTgjjNY9whFjO6Mwm6Mgm6onRhc+t02M4kY6cUxHB3KvUGxUqdmUoICM2UQzAopNWqU6s71XpIQVZrROt6g1oj7K/VnWqjQbV27POJuM3PH5CIHzOnwPFzDMyv46TiMaqN+QBeM5hXrp+4r5kGrVKtEitP4O7UUz3EEgmSsRjxmJGIhwafRLQdj0WP4xbti4VgQqV2QrqriWKtZV6S9mmvWqXioTd0NhUa3sKorNjcSK1MMs7qrgyb+rNz1+rGvixdmSX0IG3UFxwV6O6MzlS4b3iG3Uen59a7o0m+Gw6JmB2Xhms+LddAoswWP8DG2n7WVvayqrSX3pk95GcPAEY9nqZuSeqxVAjuWpKqJamSpBItZZKUPUHJk5Q8QdmTlGMZqrE0FctSiaWpxrJUYiHgW41lQvAznqEaCwHVajxHI5YiVRknWx4mVxkmXxmmqzpCT32EvvoIfY0xBnyMVYyRsqXPLVIixbQVmLECs/ECpXiBUrybcqKLSrKLhoX/u+4N8AbuDazRmHtMy368EUZpuBPzWkhL5WXSXg69gymT9srcHCJpKuGxLTKaIDLu+ajhJjTajHgXY3PbYf+U51ht42y0oWgZntvusuIxrzdLlqOx1Qwl1jCcWMt4rI8ZTzPtaaYbKabqKSbrKaYaSSZqKcbqKYqeZpY0JVJRcP9YCWrkKdFlRQqEkUfN7UK0nntMkYLNkqdM3ooUKIWRSlaiQGlJZdJwY5IcE55nnMLcOoxeyjPh89vNEU0VEmy2o+xIHOHC+BEusINs8UOs8aPEmW+on4r3MZrZxHhuC1P5LRS7LmC6kaI4MUx1eoTG7Cix0jgFn6SXGXptml6m6bWw3fpap6LmMaokqJCgQhLDKVAks4TyqBOjSJZZy1K0HBXiVBtQb0C92TCDRUssKsMYbkY8HicWixGPx0nEYmx/1SfI589A6rAHoaUGvJdyBzEIxIEjx+0/Avz0Aj+zFvjCSY5PRK9nS3jNtUAdGD7JMWtbjjn+NYajn1vLSZjZy4CXAWzevHmB0xcRERERWVgmGefhW/p4+Ja+E5+MxSEWpQnoEDNjdVeG1V0ZHrVtoGPnIctXLGas6kqzqiu96Nwh5VpIwXN0KgTEs6k4m/qyrO/Nkkud/YB2O/GYzfWkO9+ZRUHpRJzeXKfP5sHB3Zmp1OcC4OVa45g0ZNnUaaT6OFWLjEwwMwailF+P2HrspMiVWoOGO+nEqTWMACEdSSxGgqUFfc4pd2ozo1TGD1GdOEh94hBUZonnekjk+kgV+knke7Go520mkSZDCCR1TKMRUrbUSiFNSGkSnxnCZ0ZoROl48jPD5GdH2DI7jM2OYrP7sOLogmmQPJXHe7dgvZdhvVugd/MxSy7bx1Yzti7xFJsNYmEOljAnS3MbQsaX0OO8mQEm9D43mr3P54+ZW9Mc9RNGA7lDCSg25zKozBCrTmPlGahOYeVprDqLVSaJV6aIl8eJlycYLI2xpjxOrDROrHSEWOlurDyOnWxuiFaJfEiFNfAYGLgwpPKJUmR1ZXvpAra0KZPx2SoPjBc5OF7kjig14cGxGcbGRpmZGKY2M0IXszSIUY8lyWRy5LJZstks+VyOfC5PVz5HVyFPT1ee3nyW/lyKvlwYIVZIJ8Lns1aJ5jeYDJNQH7OEffHyFIVooTwZGsO8gTca1Bt1qrU69XqdWrTU63Xq9fBcvd6g0ajQqNfxaoP0mU5NuQydd3Xf2ebu7wXeC6GHd4dPR0REZFEPip7dTerZLSIix0kn4mzqz7GpXxFaOffMbK5n9PrezjVCno4fa66V8zkHsxmJwgCJwgBsvLzTZ7M0sViYCDaVA/qhJ5rfAE7Sj7pFoxEmmJ0dCXnjy5MhP3vvZizbd0bTVLQ2iHEW06Yfa+HGzrYajVAepXEojs0v1SL0bgkB7q61P1ZudjOjL0pltlDDbLXeYHSmEiY3/3HmmUmkINEPuf72xx5/nnB+Nk49yC2lPJs9ptcct38NcHiBnzm8wPG16PVsCa95mNALfJCQy7v1mK+1HPPY416j2SN9oXMTERERERERSKVE9gAAHuFJREFUERE5e2KxEADN9YfeyTIvFosmle2Fvq0dO41kPMaa7nPWQiDnUNtmP3evAN8BnnTcU08Cblrgx765wPG3unt1ia/5HaDaeoyZbQQubTnmm8Cl0f7W1yhHPy8iIiIiIiIiIiIiK8RSe8y/E/gnM7sZ+AbwG8B64N0AZvYhAHf/pej4dwOvNLO/At5D6IX9K8ALl/qa7j5hZv8XeLuZHQVGop+5nfn84J8HdgEfMrPXAgPA9cD73H1y6cUgIiIiIiIiIiIiIg92Swp4u/vHzGwAeCOwDrgTeJq774sO2Xzc8XvM7GnAXwK/CRwEXu3uHz+F1wR4DSENyseALPBF4JfcQ9Z/d6+b2dOBGwlB8yLwL8DvLb0IRERERERERERERGQ5MPeVO2/j1Vdf7bfeemunT0NEREREREREREREFmFm33H3q9sddx5P3SsiIiIiIiIiIiIisnQKeIuIiIiIiIiIiIjIsqCAt4iIiIiIiIiIiIgsCwp4i4iIiIiIiIiIiMiyoIC3iIiIiIiIiIiIiCwLCniLiIiIiIiIiIiIyLKggLeIiIiIiIiIiIiILAsKeIuIiIiIiIiIiIjIsqCAt4iIiIiIiIiIiIgsCwp4i4iIiIiIiIiIiMiyoIC3iIiIiIiIiIiIiCwLCniLiIiIiIiIiIiIyLKggLeIiIiIiIiIiIiILAsKeIuIiIiIiIiIiIjIsqCAt4iIiIiIiIiIiIgsCwp4i4iIiIiIiIiIiMiyoIC3iIiIiIiIiIiIiCwLCniLiIiIiIiIiIiIyLKggLeIiIiIiIiIiIiILAsKeIuIiIiIiIiIiIjIsqCAt4iIiIiIiIiIiIgsCwp4i4iIiIiIiIiIiMiyoIC3iIiIiIiIiIiIiCwLCniLiIiIiIiIiIiIyLKggLeIiIiIiIiIiIiILAsKeIuIiIiIiIiIiIjIsqCAt4iIiIiIiIiIiIgsCwp4i4iIiIiIiIiIiMiyoIC3iIiIiIiIiIiIiCwLCniLiIiIiIiIiIiIyLKggLeIiIiIiIiIiIiILAsKeIuIiIiIiIiIiIjIsqCAt4iIiIiIiIiIiIgsCwp4i4iIiIiIiIiIiMiyoIC3iIiIiIiIiIiIiCwLCniLiIiIiIiIiIiIyLKggLeIiIiIiIiIiIiILAsKeIuIiIiIiIiIiIjIsqCAt4iIiIiIiIiIiIgsCwp4i4iIiIiIiIiIiMiyoIC3iIiIiIiIiIiIiCwLCniLiIiIiIiIiIiIyLKggLeIiIiIiIiIiIiILAvm7p0+h44xsyFgX6fPYwUZBIY7fRLnOZVReyqj9lRG7amM2lMZtacyWpzKpz2VUXsqo/ZURu2pjNpTGbWnMmpPZdSeymhxKp/2VnoZbXH3Ve0OWtEBbzm3zOxWd7+60+dxPlMZtacyak9l1J7KqD2VUXsqo8WpfNpTGbWnMmpPZdSeyqg9lVF7KqP2VEbtqYwWp/JpT2W0NEppIiIiIiIiIiIiIiLLggLeIiIiIiIiIiIiIrIsKOAt59J7O30CDwIqo/ZURu2pjNpTGbWnMmpPZbQ4lU97KqP2VEbtqYzaUxm1pzJqT2XUnsqoPZXR4lQ+7amMlkA5vEVERERERERERERkWVAPbxERERERERERERFZFhTwFhEREREREREREZFlQQFvEREREREREREREVkWFPAWERERETlPmJl1+hxERERERB7MFPAWOY9ZpNPncb4zM9VlImeR6qKlUV0kZ4JHM8rrM3dyqo+WRvWRyNmnz5mIyPkr0ekTkJXLzKz5pU6OZWYZdy8BSXevdPp8zkdmlgOqQMLdi50+n/ONmV0IvBDIAnuAf3T3amfP6vxiZhcDvw70Ecron919T2fP6vyiuqg91UXtqT5a3EJ1kbu77pXmqT5qT/XR4lQXtad7o/b0OTs1ZhZz90anz+N8o/qoPdVH7ek6WpxaJOWsM7MdZvZOM/uomb3ezB4GoQeTeuicyMx2Av9qZl8GvmhmTzezng6f1nnFzC4H/hu4CdhlZi+PKnth7hq6Ffgp4HHAXwOfMbOf0WcuMLPLgFuAS4Ac8Brgn83s19RbJ1Bd1J7qovZUHy2uXV2ke6VA9VF7qo8Wp7qoPd0btafP2dKYWbeZ9ZlZn4LdJ1J91J7qo/Z0HbVn6jQiZ1NUUd0EfB2YAJ4E3A38h7u/MzpGvZci0Q3TrcBHgcPANkKL3d8C73X3H3bw9M4LZnYB8B3gw9F6B/DLwJeAG9396x08vY4zswzwcWCfu788uiHYCvw7MANc7+6f6OApdpyZpYAPAjPu/tJo3yrgPcAG4CPA36zkG3TVRe2pLmpP9dHiVBctjeqj9lQfLU51UXuqj9rT52xpzOwK4B+BJLAZeDfwSXf/ZifP63yh+qg91Uft6TpaGqU0kbPGzJLA64B/a6motgJvAF5kZjl3f6uG7B7j/wNucfffaO4ws68BbwLSZnaDhvHwbGCXu7+yucPMbgF+D3itmVXc/eaOnV2HuXvJzHoJDU0AMXe/z8yeAvwb8Htmdo+77+rcWXaWu1fMrA8YBzCzuLsPmdlLCS3jzwfuAT7dwdPsNNVF7akuakP10eJUFy2Z6qP2VB8tQnVRe6qPlkSfszbMbDPwRUKjwH8DlxEaBR5pZn/r7v/RyfM7H6g+ak/1UXu6jpZGQwHkrIlyB60jus6ioPZe4M2EHt/PNLNfjI5VsDvIAwkLEgDu/j7Cl7rnA8+DFT9BSgzoM7Oe5lAdd/848FZCq+aLzCy3EofxRNdNhtCj4gIAd6+ZWdLdDwPPJZTRazt3lp1lZsmoMW4G2Ajg7vWojEYJw+UMeHkHT/N8oLqoPdVFi1B9tDjVRadE9VF7qo8WoLqoPdVHS6bPWXs/BewFXuvun3P3vyRcP+PA68zsaR08t45TfdSe6qP2dB0t3Uq+MZSzxMzi0ToNHAAGzCwf7Yu5+0HgHYQUJ8/v2Imen/YBVwMbo0orBeDuHwTeDvyxmW1fycN3gP3AhcAl0eiAZhn9F6HF9zeAS1diI4oHJcK18stm9svR/qqFyb6OAq8EnmZmF66kG3IzWwOhLKLGuLcTyuF3m/vNLOXuI8ArgJ+2aL6BFUp1UXuqixah+ujkVBedFtVH7ak+WoDqooWpPjplB9DnrJ0GIUi5qbnD3b8MXA8MAb9qZptO/qPLn+qjhak+WjpdR0ungLecUVGl8yUzy7t7mZB76enAy6IPZiMKeu8j9Mx5hpk9pJPnfJ55N3Ab8B9mNhgN58lEz70HOAo8umNn1wEWJj19bPOxu/8/wvClj5vZmqiM0tFz/wjsBp7YkZPtADPbbGHyrpea2XoLM8f/B/Be4K02P4qiFP1IidDYNLVSbsjN7CrgNjO7Nnps7v5t4A+B68zsVRCGz7X82F5COa1UqouOo7qoPdVHi1NddNpUHx1H9dHiVBe1p/qoPTOLNTtyAbj7x4DPoc/ZYg4AaeBRMD/yxkP+7ncDP0NIc7JiqD5qT/VRe7qOTo8C3nLGRBXVVwl5FmeiiuorwB8AN5jZywFaeuBMAz8AZjtywh0WfVl5p5l91Mxeb2YPi1oz/yg65ONm1t9SaUEosxVTXlFjyHeBh0WPm62TbwbuB242sy1R40pz8oZpYLgDp3vOmdmVwM2EoZQ3EGayfguwCvgT4PPA35jZa8ysy8y6CDM4l4BqZ8763IrqpW8BH3L3/4VjUih9EHgb8Jdmdp2ZXRL1LngO4f/jVCfO+VxTXdSe6qL2VB8tTnXR0qg+ak/10eJUF7Wn+qg9M7sU+L/AZ83sHWb27Oip3wIOssI/Z01mdoWFnMHAXG/ujwLvNrOro85u8ei5TwN3AU/uyMl2gOqj9lQftafr6Mfg7lq0/NgLcCXhn/zbj9ufidavA+qEYRePJHw4/5zQEr6m0+ffgfK6jJDL7L+AfyH0TvoG8Iro+acDtxKG8T6T0Br+Z8ARYEunz/8cldFVhNxdN5zkOQMeDnwlKsdXAi8C/gIYAbZ3+vzPQfn0RtfI24H+aN9bgG8CnwDWA/2EIEGJ0Ap+e3QNPbTT53+OyugyoAi8ueW62RzVQYloX5owmc4Y8ABwN6F3ysM6ff7nsIxUFy1eRqqL2peR6qPFy0d10dLLSfXR4mWk+mjx8lFd1L6MVB+1L6NLos/Qx4C/IowwuQ24Pnr+UuBrK/Vz1lJOVxG+3/9R9DgWrbuBTxKC/z8JWLQ/DnwZ+J1On/s5Kh/VR+3LSPWRrqOzujQrH5HTZmZrge8Bt7v7k6NW3L8ELgYuAv4B+Awhl9ffE1rjxoEC8Ex3/15HTrxDLEzC8H6g6u4vjfZtBd5AqNz/yd1vMLNLCGlffoZQwZeAX14J5WVmFwF3EL7QvTEqs2cAGwg3k59z99Go9fItwFMJ/yBHCV+MV0IZbSaMqPh1d/9cy/4XAy8l/LN7tbuPRNfSYwit4Ld4mDx2WTOzHkK9s8XdN0b7Pka4sbqIcKP0NuDf3H3SzDYAlwMO3OXuBzpz5ueO6qL2VBctjeqjhakuWhrVR+2pPmpPddHiVB+1F32PvR5Y5+4vjPatAn4NeAnwWXd/ZdSj+8+Bp7DCPmcwN9LkG8C73P33T/L8KuBGQkPl3xGCbxuAFwOPcvcfncPT7QjVR4tTfbQ0uo5+PIlOn4AsG98ELjCz5wAvI1xbNwO7gF8gtAC/BPgJwoyxaUJF9UBHzraDPEwmsI5QiTdzVO01szcDrweeb2b7PeSJ+0Uz2wFMAhUPkzQsa2aWIPSWmCV8sYPQS2A9oZFkM/A/Znadu38V+B0zu4HQ4wl3Xym5vOqEFvFNEMrN3Wvu/g/RTfgrCTeZH3L3HwI/7NypnnvuPmFm/wE83cz+BdgBHCK0ft9FCKK8ifDZ+reoLlpR9ZHqosWpLjoljuqjk4rqok8CT1VdtDDVRwuLUpaoPlqaBqqLFhTVR58gTGSm+ugk3L0eNbZlW/YNmdmNhGvr18zsde5+HfDbZnY9K+xzZmbbCd/z/8Ld/8jC5J0vALYRenV/xd3vAJ5nZq8HngSsJqSCecJKCHZHVB8tQvXRkjlQRtfRaVEPbzkjoi8p1wE/Txji9YLmFxAzey7wPkKr90c7d5adF/UaiBEmWRogNAbMEj6LDTPbQiirsrs/M/oZ8xX2QY16Mf0uIT/lWsKwnN8mpMC5DPhXYJe7/1x0/IorI4AoiLIVeKK7D5tZ3N3r0XMfJ/ROeUwnz7ETWq8HM3s18BuEvKYvcfeDLcd9Hsi6+zWdOdPOir6gvBsYBF6I6qITmNnFwGsJaQLWoLpojpmtJwytvDN6/J/AFlQfAXPls8rdvx89/i3g14H9wItVFwXN68TCxG9/j+6NTtBSRjuA30H3RscwswLQcPfZ6PEngAtQXTQnKqOYu09Gj18F/Ca6N5oTBbm3ufv/mtkfEEZIvNjdd7ccsxr4U0LKk+dEIypiPj8/1YpgZq8F/hh4SzTy5rOEeyQn3AfsAt7v7h+Kju8i5BGOu/tMZ866M8zsU4QGSdVHC2i5P1J9FLH5yV4b0eOPEXq3P17X0anRpJVyRrj7IUIPnHcSWntHWj6o/04YxvS4Dp5iR0U9BXH3uofJlz5IaIl7mQeN6IZpH6El8+kWhoqxEr6swHwZAbj7PYQ8VT8Avg+81t1/FJXfHYSWzOeY2eXR8cu+jMysYGZ9ZtbfsvtXCT27PmpmueY/vsjngFgU1FwRmmUE9DX3ufvfEPIqvgs4HB3XvNZWxLDTVmbWb2aXmdkODzOdvwd4GmGYnOoi5spop5ldGvVC+hNCTxPVRRELw0pvB95mZo+Odr+EkLdzxddHLeXzp83ycfe/JnQM+DtUFwFgZg8DvmRmeQ8Tv+ne6DhRGX3ZzLrc/W50b3SM6L3+G3BNFFSDMMRb90aRljJ6dLOM3P1v0b3RHDPbSRit/Opo1xeBhwKvMLN88zh3P0rI6X0NYfTyXEBqJTCzC8zskYR7x7cBLzOzUaBCaAB4GKGDwAzw4uieHGDa3UvLPdhtZpvM7EXR0gw+vhjoQvURcPIyiu6PVB9FzOwy4B+BL5jZB8zsqYT/71XCxN0r/jo6FQp4yxkTtcb9BaGHN9EXFYv+2Q0D3+nk+XVK1EPwTRZ6LQPg7l8hTOR5g5n9RrSvecM0TfgyM3uuz7VTFiij3cAbCcGB3dFxFj2dAX5EmNBq2Yv+8X0C+BJwt5n9ZvTPbhj4RUK+/M9GQbrmEMyrCUPA7KQvuswsUEZ5gKiHyWebnzF3r0U/tg7YZWaxlmtr2Yq+9H6BMAnTnWb2p+7+bUJj5fVm9puw4uuiZhl9FLjdzP7EwxDKN6G6qNXFQA8hqPRKM3tUVB+9gDCZ1/+s5PqIE8vnJwDc/YPA/6z0ugjAzK4i5KS8xd1nzMyie6M/INwbvRxWfH3ULKOb3X0qKqPdhOHefwfcFx23Iuuj6P/+14A9wB3uPgXQcm90Kbo3OmkZwdy90Yqvj6LP2S2Ez80TzOxCd7+Z0HDyauAPj+tsMkFIK7Ri6iKYaxS4CXiDu08DHwI+Qpgk9488pKAyDzmD3wg8HtgJK6bx7Urg64TA5F8QOgRcFdVHv0BI17HS66OTlVGzEftDhHkoVnp9dAmhjCqECbzXE/7fvwF4OWFyyi+u5OvolPl5MHOmluW9EHrH3QNs7fS5dOC9XwgMEXJ4/XVrGQA5wpeWBqHSfySwijABym5gTafPv9NlFD1vJ/mZ6whBqZ5On/85KJ9Lo/J5B/Bc4K1ADXhcyzGXE3oT3kdoWPoU4R/flZ0+//OljI47PhMdcxTY0enzP0dltJPQ8Hg9Yej7a6PP3GZCbtg3R4/fvoLrooXK6ILo+RVdFx33vgcI+YN/FfguoYFgZ/TcQwg363tWYn20SPlcFT2XaDluxdVF0fu+khDAfvtx+zPR+nWEeSpWcn20UBnlFvmZFVMfEe6hP0OYMK+1zB4FbI8e7ySkVlip90YLldEjT1bfrMT6iNBLeyZ630YYOfH3QDp6/lei+4APAc8m5Ki+jpBHeH2nz/8cl9NsVD4TLZ+xNcBjgWT02KLlMYQGym2dPvdzVD5bCPNP/Hn0OXoCsI+QfqJ5zEqvjxYqo59c4PiVWB+lgX8G/ua4cvheVA99BLiCMBpl70q8jk5nUQ5vOWvM7AXATxHyej/RV8is1U1R79K/BpKEFvF3EoanXO/RjLkW0r78IuFLHYSbiALwzJVQXksso9Z8zJcTehC+ihDMvOMkL7tsRD1KPgLc7e6vbtn/WeCgu7/kuPJ5OWFCiyLwMQ/Dn5e10yijpxFyoF7CyvmcrSIMZ/6uu/92tM+A/yY0SBaBMULDyXsJo7/GWVl10UJl9BnCDXcRGPGQWgEzuwJ4PiukLmoV/d9aBXyDMKz70YReuXcSejbvdvdfspAjdj0rqD6CBcvn9YQvuhcDh93958zsGcBrWEF1EYCZrSV8ebvd3Z9sYW6TvySUzUXAPxA+d5sIgaeVWB8tVEYXEa6XDwCfdvfvRsevqHsjADNLAv9L+AzdRrhm+gi9KB8AbnT3v4uOfSWwgZVXFy1URhcTyujdHlKbsBLro6i36c3AO9z9DdH//HcTUnA+ykMvZszsZwh5u7cSvqfFgf+zEsoI5nrA30Sog95EuJa+AbzGQ2q8k/3M2wgxgGf6Mp9UGMDMXkboxX2tz+dc/hQhNc4ksM/dvxjtX6n3RouV0QRwf0sZrbj6qMnMvgDc5GEy2LS7l83sOkIHwS3AB9z9RjN7BbCRFXYdnY5E+0NETttdwIuAa9x9V6dPpgMahC8so+7+ETM7AvwLgJnd4O57ogr/n8zsa4SellngTg9D6FeCxcroenff2xKo3EroeXkxocV82X+hIzQE9BECcXMTVwH3Eiaswt29ud/db+zcqXbMksqo5fgvEyb8esUKujlw4POEVCZNbwR+hjBUsJ8wDP7XCWVzMaGXwV0rqC5aqIyeTCijAUKqnOaIpeuB7aycuqiVu/sRM/sucIm7/7uZFQk94DKEPMw0AykrULvyeX903P8SesOvpLqo6ZvABWb2HOBlhO8jNxMaBX6B0JvwJcBPEIJMK60+gsXL6IXAFWb2JsKX3RtYefVRM3A7QOhx64RcuasIPQevM7NZd/9AM/C9ArUro78ws3F3/ydCfXQlK6s+ShNGUPxRs2OEmb2V0Iv5t4A/i/Z/3sy+R5jgO08IzK2UtEFXAt8mNAq8MWoU+BYhXUkKqFjLpJ1m9lBCZ4CXExrfln2wO2KE/1UPBb5jZm8gzEeRI8xtss3M/tDd37OC740WK6MuYLuZ/Z67f4AVWB9Fn60s4Xvt9pZg9wbCZ+otwLWExu0b3f1dnTvbBxf18JazysxSC7X+rgQWJmKaaXn8XOCfCAGBt3vId5YgDIu7v1Pn2Ultyug6d98X9ZgbJPxTbKyksjKziz1MnIeZJd29amZ/SBge//yW41a5+1C0PdejeSU4hTJavVK+pBzPwoRnU9H2C4APE26avkDo2f1OQu68N3TuLDtrCWX0DkIu+DdFPZ7GVlJddDwz+wjwA3f/EzN7PyGd0CFCLtT3uvtN0XErqj5qalM+73P3b3T0BDvIzNYRAnA/T8gv/IJmYCS6B3gf4YvuRzt3lp21hDJ6D/BKd/9YFJQaX2n1kZl9GBgh9Hq70d0/G+0fJEyo10VoOCl7NK/QSquLllBG3cBL3H1F5aM+mei7RpowsmQT8HOE3rm+0q6bJjN7BKGHbWujwCZCo8AN7v62lmPXEcpuG/D/t3c/oVZVURzHf7+HWlhgBBHNSppUFlkmFCiSBtUgjArUyhpY1KSiQQpJNIgMgmhQjZtFgwYJIglBGUlURkoIYpiDUouC/toT09Vg7cs76n3vnvuoey5vfz/g5D2U7Y9zzz1n7b3Xfjgi9nUz6tGzfZVywVZvd8695c925QTTVmWh9z5JP9d4Pxoio/sj4seuxtk150Gen2iqbclaSe9ExGNlN9ceZVuqQxFxurbraDZY4Y3/Vc3FbknqFXLLdtQzZaWXlSu9wvbrkp6QdKXtjZJO1HbTGiKjxZLWR8Rkd6MdvUYhdyIiTpUfL1A+HKj87nlJl9neHBEnK7yGhsloS23XkCRF46Aq5UPUsijb4SXttn1MuaqyWi0yOi5paXm4rOZF7lyNh+tPJS2y/Yaku5WH5tygXG16yvZXETFZ2/1oiHz2KgtxVeUjSRFxzPYWZT/PDyPil94qwfIM8JKyrUC1Be+WGa1QbmXe3+1oO/OactfWQuUkiaQ8tLLsGLxOpdhdfl7dZ02DM1oi6WQ3Qxsv5Tr52/a7knZIWh4RuzoeVqci4gvlJG1vR+mE8qyT7ZJW235L2Y6id896VtJkRBztasxdiIjvbG9Qfs9fo3yffb/8+ifbPyhXxf9Z6/2oZUarJP0xzT9RhYjY4zzo/ClJk5Kei6kd3IuVzwTHInczV3cdzQYFb2AEejNw5WXlPduh7MF4p7KVyS3NVc41apHR8hoLlT29B6SGfyTJ2WJhq6SbIqLql5aWGVV7DfVE9qHu9aK2ckXTX5Jq2Qo/0EwZ1f5w2fj/H1L2gT+uXAF2WNLhjEv7av2skU87EXHU9ivKFzr1VrxJukRZUNnb5fjGARnNLCK+tH2XpI8lPW77cEy1ULxYecjpPEnVLr5pkdG3yp7Up7sa47iJiJ22d0p6xvZnEfF712MaF9NNCpT3N5fvuSpFnj11xPYmSbfavrDxPX+58pnSXY1vHLTI6Igqz0jKiSbbG/u8b6yQ9KOyPRVaoqUJMGKNLWG7JN2s7Ln4TdfjGidk1F9vdZftrco+aAeVB+nc1liJWjUyGl6ZEHhE0pqIONT1eMYRGZ3P9kJJmyR9FBH72VZ5NvKZnfJZWy/pjvJyjHOQ0dlsr1QeXv298vDc+ZLuUZ4hxESuyGhYtp+WtE3S0qikh/CwbO9QFifXMSkwxfa1yl2C25SHwy5RnsOwks9aIqPh2L5e0pOSHlRmVO0u09lghTcwehO2X5W0RtKNFHL7IqM+GiuYzyj7Uv6mPBSGQm5BRu3ZfkC5xXKdsnBCIfccZDS9iDhh+022VfZHPsNx9s1fpexZvZpC7vnIqL+I2G37dkkPKQ86Paj83ufZsSCjdhoTk28rJ5VOzfw3qrZLWbC8QtnrHJIi4oDttcoWQqclHVVdBwoPREbt2b5A0tXKQ4hXVNzCbNZY4Q2MWOlV/aikvRHxdcfDGUtkNDPbyyR9LmlJRBzoejzjiIwGcx5+8qKkF8ioPzICRsN58OLLkjY3Wi6ggYwGKz2G+7U4Q0FG7dheGBzmeZ7GLtxFkj6QtKHmVibTsX2pcifFyYj4tevxjCMyaqcUvefV3v52tih4Ax1ga/NgZDQz2xfxxTczMhrM9vyYOugTfZARMBq2F0Tlh50PQkYAxgWTAgDGHQVvAAAAAAAAAMCcMNH1AAAAAAAAAAAA+C9Q8AYAAAAAAAAAzAkUvAEAAAAAAAAAcwIFbwAAAAAAAADAnEDBGwAAAAAAAAAwJ1DwBgAAAAAAAADMCRS8AQAAAAAAAABzwr/9jD79IPFhjgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_diff_entropy_zones(current_dict, zones_diff_entropy_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 3 et 6 de la scène Appartement (ici normalisées)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_diff_entropy_zones(current_dict, zones_diff_entropy_list, True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utilisation de la scène Cuisine pour aperçu des tendances de l'entropy des SV" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_cuisine\n", "interval = (0, 200)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "images_path = compute_images_path(current_dict)\n", "zones_data = get_images_zones(current_dict, images_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affichage des zones utilisées pour la scène cuisine" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "first_image = zones_data[0][0]\n", "first_image = transform.get_LAB_L(first_image)\n", "\n", "first_image = Image.fromarray(first_image).convert('L')\n", "plt.imshow(first_image)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "second_image = zones_data[1][0]\n", "second_image = transform.get_LAB_L(second_image)\n", "\n", "second_image = Image.fromarray(second_image).convert('L')\n", "plt.imshow(second_image)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "zones_entropy_list = []\n", "for zone in zones_data:\n", " l = get_zone_entropy(zone)\n", " zones_entropy_list.append(l)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Etude des valeurs d'entropies par zones sur la scène Cuisine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Affichage des valeurs d'entropies sur les SV sur les zones 3 et 6 de la scène Cuisine (non normalisées)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_entropy_zones(current_dict, zones_entropy_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Affichage des valeurs d'entropies sur les SV sur les zones 3 et 6 de la scène Cuisine (ici normalisées)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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a/fbbb7v3s//+++eRRx7J5MmTc/vtt+eaa65JqVTKkCFDctJJJ201Iu+666454YQT8sADD2TGjBlZsmRJevbsmQMOOCAXXHBBjj/++GbtY+TIkfnNb36TSZMm5eqrr86yZcuyxx575JJLLsnEiRO3+/Nt8Ld/+7eZNWtWpkyZkv/4j//IrbfemjVr1uTtb397Dj300EyZMiWjRo1qXH/ZZZelXC5nxowZue2223LQQQfljjvuyLXXXrvVmD1ixIgcc8wxuf/++zNt2rQ0NDRk0KBBOe+881rks7zRtnx/3bp1y7333psvf/nL+eEPf5gFCxbkHe94R6644oqcccYZm1z7+uuvzy9/+cuNHrvggguSJIcddthOj9nFG/+zhPZk5MiR5YceeqjS2wAAAABgG8yaNatxFAPQ9jXnz3RRFA+Xy+WtDuw2MxsAAAAAgFZPzAYAAAAAoNUTswEAAAAAaPXEbAAAAAAAWj0xGwAAAACAVk/MBgAAAACg1ROzAQAAAABo9cRsAAAAAABaPTEbAAAAAIBWT8wGAAAAAKDVE7MBAAAAAGj1xGwAAAAAAFo9MRsAAAAAaHP+/d//PSNGjEj37t1TFEXuv//+iu1l1KhRGTJkyDa/7v77709RFLnhhhtafE/tkZgNAAAAADtZURTN+qlkoN0ed955Z4488sj06tUrNTU1GTp0aD73uc+1+Ps88cQTGT9+fHr27Jkrr7wyU6dOzV577dWs1332s5/N3/zN36RHjx7p3r17hg4dmlNPPTUPPvhgi++zNXrhhRfyD//wD6mvr0/37t0zcuTI3HLLLZusW7p0aS666KL87//9v7PrrrumKIqMGjVq52/4DbpU9N0BAAAAoAOaOnXqZp97+umnM2nSpPTp0yfDhg3bibvaMRdddFEuvPDCfPCDH8xFF12UmpqaPPvss3n00Udb/L3uv//+rF27NlOmTMmBBx7YrNdcf/31Of3001NdXZ3x48dn//33T5cuXfLEE0/kxz/+cb73ve9l5syZ2Xvvvbd5P/fcc0/K5fI2v+79739/VqxYka5du27za7fHq6++mkMPPTQvv/xyzjrrrOy6666ZPn16xo0bl//7f/9vPvWpTzWufeWVV3LhhRemX79+Oeigg/LSSy/tlD1uiZgNAAAAADvZJz/5ySYfX758eQ455JB07tw5N998cwYMGLCTd7Z97r333lx44YX5yle+kgsuuOAtf7958+YlSerq6pq1/t57782pp56avffeOz/72c/y9re/faPnJ0+enCuuuGK799OtW7ftel2nTp1SXV293e+7rS6++OI888wzuf322/PRj340SXLyySfnkEMOyRe+8IV8/OMfT21tbZJkwIABee6557LrrrsmSePjlWTMCAAAAAC0EhMmTMijjz6aSy65JKNHj97oubVr1+aSSy7J3nvvnerq6vTu3Ttjx47NY489ttG6OXPmpCiKXHjhhfnpT3+ad73rXamurs6AAQNy9tlnZ+3atZu875NPPpkTTjghAwYMSLdu3TJkyJCcffbZWbZsWbP2/fWvfz19+/bNl770pSTrR1SsW7dumz//r371q4wZMyY9e/ZM9+7dc+CBB+b666/faE1RFJk0aVKSZPfdd09RFFudV/3FL34x5XI5N9988yYhO0m6dOmSf/qnf2o8lX3DDTdsdsxLU/Oxm3ps5syZ+fjHP56BAwemqqoq/fv3z+GHH54777yzcU1TM7Pf+Nj3v//97LPPPqmqqsrgwYPzjW98o8nP99BDD2Xs2LHp06dPqqqqMmzYsPzLv/zLJt/19OnT8453vKMxZCdJ586dc+aZZ+bVV1/NXXfd1fh4VVVVY8huLcTsduY3T72SM6b9IUtXbfp/SgC87sKe63/aiCHn3pkh59659YUAAECbdumll+bmm2/Occcdl4kTJ27y/N///d/n3HPPza677ppLL700p512Wu67774ccsgheeSRRzZZf9ddd2XChAn58Ic/nMsuuywjRozIN7/5zU2C6MMPP5yRI0fmV7/6VT7zmc/kqquuykc+8pFcfvnlGTNmTNasWbPFfS9btiy/+tWvcvDBB+f666/PwIEDUyqVUltbm0984hPNHk9xxx13ZPTo0Zk1a1YmTpyYr3/96+natWtOOeWUnH/++Y3rpk6dmrFjxyZJLrvsskydOjVTpkzZ7HWfeeaZ/OEPf8ihhx66XSNEtseCBQsyevTo/OpXv8opp5yS7373uznrrLNSX1+f//qv/2rWNa655pp85Stfyfjx4/Otb30rAwYMyBe/+MVMnz59o3V33nln3vve9+aJJ57IxIkTc/nll+eQQw7JP//zP2f8+PGN61588cU8//zzefe7373Je214rLXPDTdmpJ15acnK3PnYi5n4gaGpra/80X8AAAAAtu7ee+/Nl770pey3336bnEROkp///Of50Y9+lHHjxuWmm25KURRJknHjxuWggw7K5z//+TzwwAMbvWbmzJmZOXNm44nh0047Lfvtt1+uuOKKnHfeeY3rJkyYkAEDBuTBBx9MqVRqfPyII47IMccck2nTpuWkk07a7N6feuqpNDQ05He/+13uueeenHvuuRkxYkQeeOCBfOc738mjjz6ahx56KDU1NZu9RkNDQz73uc+ltrY2v//97xtPT59xxhk5/PDDc/HFF+ekk07KnnvumU9+8pN56qmnMmPGjBx99NFbPZX9+OOPJ0n233//La5rSb/+9a/z8ssv5+abb864ceO26xrPPvtsZs2alZ491x/GmjBhQgYPHpwrrrgixx9/fJJk5cqVOfnkk3PwwQfnP//zP9Oly/rc+5nPfCYjRozIWWedlfvvvz+jRo3KCy+8kCQZOHDgJu+14bHnn39+u/a6s4jZ7Ux97foZO/OXrMoeYjYAAADQXtx9bjLvsa2v25n675d8+OIdvsycOXPyiU98IqVSKTNmzEiPHj02WTNjxowkyfnnn98YspNkxIgR+ehHP5qf/OQnmT9/furr6xufe3PoLYoihx9+eK688sosXbo0tbW1eeyxx/Loo4/moosuyqpVq7Jq1arG9Yceemh69OiRe+65Z4sxe8mSJUmS+fPn53vf+15OOeWUJMnYsWOzyy675KKLLsoPfvCDnH766Zu9xsMPP5xnn302//RP/7TRGJBu3brlnHPOydFHH53bbrstX/jCFzZ7jc1ZvHhxkmSXXXbZ5tdurw0B+u67786HPvSh7XrvT33qU43XSZKampq8+93vzm9/+9vGx37+85/npZdeyuTJk7No0aKNXn/UUUflrLPOyj333JNRo0Zl+fLlSdaPD3mzDXO7N6xprYwZaWfqS+t/M85fumorKwEAAACotOXLl2fs2LFZuHBh4zzjpjzzzDPp1KlT9tprr02e22effRrXvNEee+yxydrevXsnWT8GI0lmzZqVJJk0aVLq6+s3+unbt2+WLVu21TEh3bt3T7L+ZoYnnHDCRs+deOKJSdLk7Ok3f743fpamPt/TTz+9xWtszoaQvCG67wyHHXZY/uEf/iE33HBD+vTpk/e+972ZNGlS/vznPzf7Gpv7/jZ8d8n/fH8TJkzY5Pv7m7/5myRp/P42nIx/419YbLBy5cqN1rRWTma3M40xe4mYDQAAALQjLXACujX69Kc/nT/+8Y/56le/mg9/+MMteu3OnTtv9rlyubzRrxMnTsyHPvShJtf26tVri++z4SaBvXr12uTU74ABA5IkCxcubN6m3wL77rtvkjQ5V3xz3nj6/c2auoFmU37wgx/k7LPPzt13350HHngg3/rWt/Iv//IvmTJlSj73uc9t9fVb+v422PD9XXrppZsdo7LhpPuGX5saJbLhsaZGkLQmYnY787buXdOlUyFmAwAAALRy3/72tzN9+vR87GMf2+gGh03ZY489sm7dusyaNSvDhw/f6LkNp3133333bd7DnnvumWR9OD3yyCO3+fVJ0q9fvwwaNCjPPfdcli9fvtHp3v/+7/9OkvTt23eL19hwCnnmzJmbPLfh8zV1Urk5dt999xxwwAH59a9/nb/85S+NJ5a3pK6uLkny6quvbvLcM888k65duzbrvffdd9/su+++Ofvss7No0aIcfPDBOffcc3PGGWdsMZg314bvr0ePHlv9/gYMGJCBAwfmd7/73SbPbXhs5MiRO7ynt5IxI+1Mp05F+tRWidkAAAAArdh9992Xc845J8OGDcuNN9641bB59NFHJ0kmT57ceBo3WX9zw9tvvz2HHnroRvOym+uAAw7Ivvvum2uuuabJMR5r165tMui+2QknnJByuZx//dd/3ejx7373u0nWz2/ekgMPPDCDBg3K97///cybN6/x8TVr1uTSSy9NURT52Mc+1pyP1KRLLrkkSfKJT3xio+tv0NDQkClTpjSG86FDhyZZf2PON/rhD3/YeCPFLXn11Vezbt26jR5729velt133z3Lly9vHOuxoz74wQ+mb9++ufjii5v8nlasWLHReJXx48fnr3/9a+64447GxxoaGnLFFVfkbW9721a/p0pzMrsdqi9VmZkNAAAA0Eq9+OKLGTduXBoaGnLsscfm9ttv3+za4cOHZ/jw4RkzZkzGjRuXm266KQsXLsxHPvKRzJs3L1dddVWqq6tz+eWXb9deiqLI1KlTM3r06AwfPjwTJkzIPvvsk+XLl+epp57KrbfemsmTJ2/xBpBJcs455+THP/5xvvCFL+SJJ57IiBEj8v/+3//LtGnTMnr06Bx33HFbfH3nzp1z5ZVXZuzYsXnXu96VU089NaVSKTfffHN+97vf5bzzzms8hbw9xowZk2uvvTann356hg0blvHjx2f//fdPly5d8tRTT+XHP/5x/vrXv+bxxx9PkgwbNixHHnlk/vVf/zXlcjn7779//vjHP2bGjBl55zvfmTVr1mzx/W688cZcdtllGTt2bN75znema9eu+eUvf5mf/exnGTduXOOc8R3Vo0eP3HjjjTn66KMzbNiwTJgwIe985zuzaNGi/OUvf8mtt96aGTNmZNSoUUmSc889N7fcckuOP/74nHXWWRk4cGB++MMf5sEHH8x1112XUqm00fWvvPLKxhtLrlmzJnPnzs3Xvva1JP9z89GdScxuh+pLVXlpccv87Q4AAAAALWv27Nl55ZVXkiRf//rXt7h20qRJjWNFpk2blgMPPDA33HBDJk6cmB49euSwww7LV7/61ey3337bvZ/9998/jzzySCZPnpzbb78911xzTUqlUoYMGZKTTjopRxxxxFavscsuu+SBBx7IBRdckNtuuy3XX399dt1115x33nm54IILmjX/+aMf/Wh+8Ytf5Gtf+1ouvfTSrF69OnvttVeuu+66nHzyydv9+TY4+eSTc+ihh2bKlCn5xS9+kRtvvDHr1q3L4MGDM3r06PzoRz/K3nvv3bh+6tSpOfPMMzNt2rRMnTo173vf+3Lffffl9NNPz5w5c7b4XqNGjcojjzySn/70p3nxxRfTuXPn7L777vnmN7/ZrHnZ2+KDH/xgHnzwwVx88cX5t3/7t8yfPz+9evXKO97xjpx11lkbjaXp3bt3fv3rX+fcc8/NVVddlaVLl2bvvffOTTfd1ORfOHzzm9/M3LlzG/95zpw5ueCCC5Ksv7nnzo7ZxRv/s4T2ZOTIkeWHHnqo0tuoiC/++6O5b/bL+f352zfnCKDdu7Dn67++Vtl9NNOQc+9Mksy5+G8rvBMAAHjrzZo1K3vttVeltwG0kOb8mS6K4uFyubzVgd1mZrdD9aWqLFi2Og3r2udfVAAAAAAAHY+Y3Q7Vl6rSsK6chctXV3orAAAAAAAtQsxuh+pLVUmS+UvcBBIAAAAAaB/E7HZIzAYAAAAA2hsxux2qrxWzAQAAAID2RcxuhxpPZi8VswEAAACA9kHMbod6VHVJTbfOTmYDAAAAbVK5XK70FoAW0NJ/lsXsdqq+VCVmAwAAAG1Oly5dsnbt2kpvA2gBa9asSefOnVvsemJ2O1VfK2YDAAAAbU91dXWWLl1a6W0ALWDx4sUplUotdj0xu52qL1WZmQ0AAAC0OfX19Zk/f36WL19u3Ai0QeVyOatXr84rr7yShQsXpq6ursWu3aXFrkSrUl99ix0sAAAgAElEQVSqym/+uqDS2wAAAADYJtXV1enXr1/mzZuXVasc1IO2qHPnzimVShk0aFCqqqpa7LpidjtVX1uV11asyaq1Danq0nJzaQAAAADeaj179kzPnj0rvQ2glTFmpJ2qL63/G49Xlq6u8E4AAAAAAHacmN1O9d1lfcx2E0gAAAAAoD0Qs9up+trqJGI2AAAAANA+iNnt1IYxI2I2AAAAANAeiNntVO/abknEbAAAAACgfRCz26munTulrke3zF+6stJbAQAAAADYYWJ2O1ZfW+VkNgAAAADQLojZ7Vh9ScwGAAAAANoHMbsdqy9VZf5SMRsAAAAAaPvE7HZsw8nscrlc6a0AAAAAAOwQMbsdq6+tyso167J01dpKbwUAAAAAYIeI2e1YfakqSczNBgAAAADaPDG7HROzAQAAAID2QsxuxxpjtptAAgAAAABtnJjdjtXXOpkNAAAAALQPYnY71rN713TtXIjZAAAAAECbJ2a3Y506FelTWyVmAwAAAABtnpjdztWXqszMBgAAAADaPDG7nat3MhsAAAAAaAfE7HauviRmAwAAAABtn5jdztWXqrJg2eo0rCtXeisAAAAAANtNzG7n6ktVaVhXzsLlqyu9FQAAAACA7SZmt3P1tVVJYtQIAAAAANCmidntXH1JzAYAAAAA2j4xu50TswEAAACA9kDMbuf6vD5m5GUxGwAAAABow8Tsdq5HVZf06NbZyWwAAAAAoE0TszuA+lJV5i8VswEAAACAtkvM7gDqS1WZv2RlpbcBAAAAALDdxOwOYH3MdjIbAAAAAGi7xOwOoL5WzAYAAAAA2jYxuwOoL1Vl8cq1WbmmodJbAQAAAADYLmJ2B1BfqkqSvOImkAAAAABAGyVmdwAbYrZRIwAAAABAWyVmdwD1tdVJxGwAAAAAoO0SszuAxpPZxowAAAAAAG2UmN0B9K7tlsTJbAAAAACg7RKzO4CunTulrkc3MRsAAAAAaLPE7A6ivrZKzAYAAAAA2iwxu4OoL1WZmQ0AAAAAtFlidgdRX3IyGwAAAABou8TsDmJDzC6Xy5XeCgAAAADANhOzO4j62qqsWrsuS1atrfRWAAAAAAC2mZjdQdSXqpLEqBEAAAAAoE0SszsIMRsAAAAAaMvE7A5CzAYAAAAA2jIxu4OorxWzAQAAAIC2S8zuIHp275qunYvMXypmAwAAAABtj5jdQXTqVKRPbZWT2QAAAABAmyRmdyD1JTEbAAAAAGibxOwOpN7JbAAAAACgjRKzO5D6UpWZ2QAAAABAmyRmdyD1paosWLoqDevKld4KAAAAAMA2EbM7kPpSVdaVk1eXra70VgAAAAAAtomY3YHU11YlibnZAAAAAECbI2Z3IPWl12O2udkAAAAAQBsjZncgjTHbyWwAAAAAoI0RszuQPsaMAAAAAABtlJjdgfSo6pIe3TqL2QAAAABAmyNmdzD1pSozswEAAACANkfM7mDqS1WZv2RlpbcBAAAAALBNxOwOZn3MdjIbAAAAAGhbxOwOpr5WzAYAAAAA2h4xu4OpL1Vl8cq1WbmmodJbAQAAAABoNjG7g6kvVSVJXnETSAAAAACgDRGzO5gNMduoEQAAAACgLRGzO5j62uokYjYAAAAA0LaI2R1M48lsY0YAAAAAgDZEzO5getd2S+JkNgAAAADQtojZHUzXzp1S16ObmA0AAAAAtClidgdUX1slZgMAAAAAbYqY3QH13aXKzGwAAAAAoE0RszsgJ7MBAAAAgLZGzO6A6kvrY3a5XK70VgAAAAAAmkXM7oDqS1VZtXZdlqxaW+mtAAAAAAA0i5jdAdWXqpLEqBEAAAAAoM0Qszug+tr1MfvlxWI2AAAAANA2iNkdUOPJ7KViNgAAAADQNojZHZAxIwAAAABAWyNmd0A9u3dN186FmA0AAAAAtBlidgdUFEXqa6vEbAAAAACgzRCzO6j6UpWZ2QAAAABAmyFmd1D1JSezAQAAAIC2Q8zuoMRsAAAAAKAtEbM7qPraqry6bFUa1pUrvRUAAAAAgK0Sszuo+lJV1pWTBcuczgYAAAAAWj8xu4OqL1UliVEjAAAAAECbIGZ3UGI2AAAAANCWiNkdVH1tdRIxGwAAAABoG8TsDqpPqVuSZP5SMRsAAAAAaP3E7A6qpluX1FZ1cTIbAAAAAGgTxOwOrL5UJWYDAAAAAG2CmN2B1deK2QAAAABA2yBmd2D1pSozswEAAACANkHM7sCMGQEAAAAA2goxuwOrL1Vlycq1WbmmodJbAQAAAADYIjG7A6uvrUqSvLzY6WwAAAAAoHUTszuwXXt1T5L898LlFd4JAAAAAMCWidkd2G51NUmSZ18VswEAAACA1k3M7sAG9KxOl06FmA0AAAAAtHpidgfWpXOnDOzVPXPFbAAAAACglROzO7hBdTV5TswGAAAAAFo5MbuDG1RXY8wIAAAAANDqidkd3KC6mixaviavrVhT6a0AAAAAAGyWmN3BDe5dkyRGjQAAAAAArZqY3cHtVrc+Zhs1AgAAAAC0ZmJ2BzdIzAYAAAAA2gAxu4MrVXdNXY9umbtAzAYAAAAAWi8xm+xWV2NmNgAAAADQqonZZFBdjTEjAAAAAECrJmaTQXXd8/yiFVnbsK7SWwEAAAAAaJKYTQbX9UjDunJeWLSy0lsBAAAAAGiSmE12q6tJEqNGAAAAAIBWS8wmg3qL2QAAAABA6yZmk/67VKdb506Z++qySm8FAAAAAKBJYjbp3KnIrr265zknswEAAACAVkrMJsn6udnGjAAAAAAArZWYTZJkUF1Nnl0gZgMAAAAArZOYTZJkcO+aLF65NouWr670VgAAAAAANiFmk2T9mJEkRo0AAAAAAK2SmE2S9WNGEjEbAAAAAGidxGyS/E/MnmtuNgAAAADQConZJEl6VHVJn9puec7JbAAAAACgFRKzabRbXY0xIwAAAABAqyRm02hQXY0xIwAAAABAqyRm02hwXU1efG1FVq9dV+mtAAAAAABspNkxuyiKzxZF8UxRFCuLoni4KIr3bWX9Ya+vW1kUxdNFUZz2pue/VBTFg0VRLC6KYn5RFHcURbHvm9YURVFcWBTFC0VRrCiK4v6iKPbZto9Ic+1WV5N15eSFRSsqvRUAAAAAgI00K2YXRXFcku8k+XqSA5L8JsndRVEM2sz63ZPc9fq6A5JMTnJFURTHvmHZqCRXJ3lPktFJ1ia5tyiKujesOSfJxCRnJnlXkpeT/LwoilIzPx/bYFBdTZKYmw0AAAAAtDrNPZl9VpIbyuXy98rl8qxyuXxmkheTnL6Z9acleaFcLp/5+vrvJflBki9sWFAulz9YLpe/Xy6XHy+Xy48lOSFJfZL3JutPZSf5xyQXl8vlH5fL5ceTnJiklOT4bf+obM3g3j2SJHPFbAAAAACgldlqzC6KoluSg5Lc86an7sn6U9VNOaSJ9T9LMrIoiq6beU3p9f0sfP2fd0/S/43XKZfLK5L8agvvyw7oW6pKty6d8pyYDQAAAAC0Ms05md0nSeckL73p8ZeyPjY3pf9m1nd5/XpN+U6SPyb57RuuseF1zX1fdkCnTkV269U9zy4QswEAAACA1qVLpTeQJEVRfDvJoUkOLZfLDTtwnVOTnJokgwY1Oc6brRhUV2PMCAAAAADQ6jTnZPYrSRqS9HvT4/2SzNvMa+ZtZv3a16/XqCiKy5KMTzK6XC4//aZrbHhds963XC5fWy6XR5bL5ZH19fWb2RpbMrh3jzz36vKUy+VKbwUAAAAAoNFWY3a5XF6d5OEkY9701Jgkv9nMy367mfUPlcvlNRseKIriO/mfkP2XN61/Juuj9Zg3rK9O8r4tvC87aLe6mixdtTYLl6/Z+mIAAAAAgJ2kOSezk+TbSU4qiuKUoij2ej1Cvz3JNUlSFMWNRVHc+Ib11yQZWBTFlNfXn5LkpCTf3LCgKIqrknwqyfFJFhZF0f/1n9okKa8/GjwlyReLojimKIp9k9yQZGmS6dv/kdmSQXU1SZJnjRoBAAAAAFqRZs3MLpfLNxdF0TvJl5MMSPJ4kqPK5fLc15cMetP6Z4qiOCrJZUlOT/JCks+Xy+Ufv2HZZ1//9RdveruLklz4+v/+RpLuSa5K0ivJfyX5QLlcXtKcfbPtBvdeH7PnLliW/Xd7W4V3AwAAAACwXrNvAFkul69OcvVmnhvVxGO/THLgFq5XNOM9y1kfti9s5jbZQbv1Wh+zn3MyGwAAAABoRZo7ZoQOonu3zqkvVRkzAgAAAAC0KmI2mxhcV5O5C8RsAAAAAKD1ELPZxKC6GmNGAAAAAIBWRcxmE7vV1eTFxSuzam1DpbcCAAAAAJBEzKYJg+pqUi4nzy9cUemtAAAAAAAkEbNpwuDeNUmSuUaNAAAAAACthJjNJgbVrY/Z5mYDAAAAAK2FmM0m6ktVqe7aKc8uELMBAAAAgNZBzGYTRVFkUF2NMSMAAAAAQKshZtOkQXU1xowAAAAAAK2GmE2TdqurybOvLk+5XK70VgAAAAAAxGyaNqiuJstXN2TBstWV3goAAAAAgJhN0wb3rkmSzHUTSAAAAACgFRCzadKguvUx29xsAAAAAKA1ELNp0q691sfsZ8VsAAAAAKAVELNpUnXXzum/S7UxIwAAAABAqyBms1mD6mqMGQEAAAAAWgUxm83ara7GmBEAAAAAoFUQs9msQXU1mbd4ZVauaaj0VgAAAACADk7MZrMG915/E8j/Xuh0NgAAAABQWWI2m7Vb3fqYbdQIAAAAAFBpYjabNWhDzF4gZgMAAAAAlSVms1l9arulplvnzHUyGwAAAACoMDGbzSqKIoPqavKcmA0AAAAAVJiYzRbtVldjZjYAAAAAUHFiNls06PWYXS6XK70VAAAAAKADE7PZosG9a7JyzbrMX7Kq0lsBAAAAADowMZst2q2uJkmMGgEAAAAAKkrMZosGidkAAAAAQCsgZrNFu/bqnqJI5i4QswEAAACAyhGz2aKqLp0zYJfqPOdkNgAAAABQQWI2W7VbXY0xIwAAAABARYnZbNXg3jWZK2YDAAAAABUkZrNVg+pqMn/JqqxY3VDprQAAAAAAHZSYzVbtVleTJHluodPZAAAAAEBliNls1aDXY/azC8RsAAAAAKAyxGy2anDvHklibjYAAAAAUDFiNlvVq6Zraqu65DkxGwAAAACoEDGbrSqKIrvV1eRZMRsAAAAAqBAxm2YZXFeTuQuWVXobAAAAAEAHJWbTLIN61+S5hSuybl250lsBAAAAADogMZtm2a2uJqvXrstLS1ZWeisAAAAAQAckZtMs7+jTI0ny15eNGgEAAAAAdj4xm2YZ2r+UJHnipSUV3gkAAAAA0BGJ2TRLn9qq9O7RTcwGAAAAACpCzKbZ9uxXm9liNgAAAABQAWI2zTasXylPzFuScrlc6a0AAAAAAB2MmE2zDe1fyrLVDXl+0YpKbwUAAAAA6GDEbJptWD83gQQAAAAAKkPMptn2fD1mz563tMI7AQAAAAA6GjGbZuvZvWsG9Kx2MhsAAAAA2OnEbLbJ0H6lzJ4nZgMAAAAAO5eYzTYZ1r+Up+YvzdqGdZXeCgAAAADQgYjZbJOh/UpZvXZd5r66vNJbAQAAAAA6EDGbbTLs9ZtAPmHUCAAAAACwE4nZbJN39q1NUSSz3QQSAAAAANiJxGy2SfdunTO4riZPiNkAAAAAwE4kZrPNhvYrZbYxIwAAAADATiRms82G9S9lzoLlWbmmodJbAQAAAAA6CDGbbTa0XykN68p5ev6ySm8FAAAAAOggxGy22bD+pSQxNxsAAAAA2GnEbLbZkN490rVzkdliNgAAAACwk4jZbLNuXTpljz61ecJNIAEAAACAnUTMZrsM7V9yMhsAAAAA2GnEbLbLsH61+e+FK7J01dpKbwUAAAAA6ADEbLbL0H7rbwL5pNPZAAAAAMBOIGazXYb1Xx+znxCzAQAAAICdQMxmu+zWqybVXTtl9rylld4KAAAAANABiNlsl06digztV3IyGwAAAADYKcRsttvQfqXMFrMBAAAAgJ1AzGa7DetXyvwlq/LqstWV3goAAAAA0M6J2Wy3oW4CCQAAAADsJGI2221YPzEbAAAAANg5xGy2W79dqrJLdZfMnidmAwAAAABvLTGb7VYURYb1LzmZDQAAAAC85cRsdsjQfqXMnrck5XK50lsBAAAAANoxMZsdMqx/KYtXrs1Li1dVeisAAAAAQDsmZrNDhr5+E8jZRo0AAAAAAG8hMZsdsiFmP+EmkAAAAADAW0jMZofU9eiW+lKVk9kAAAAAwFtKzGaHDetXyhNiNgAAAADwFhKz2WFDX4/Z69aVK70VAAAAAKCdErPZYcP612blmnV5buHySm8FAAAAAGinxGx22IabQM52E0gAAAAA4C0iZrPD9nw9ZpubDQAAAAC8VcRsdlhtVZfs2qt7nnhpaaW3AgAAAAC0U2I2LWLY6zeBBAAAAAB4K4jZtIih/Uv56/ylWdOwrtJbAQAAAADaITGbFjGsXylrGsqZ88qySm8FAAAAAGiHxGxaxNDXbwI526gRAAAAAOAtIGbTIvao75HOnYo8MU/MBgAAAABanphNi6ju2jlDetc4mQ0AAAAAvCXEbFrMsP6lPPHS0kpvAwAAAABoh8RsWszQfqXMWbAsK9c0VHorAAAAAEA7I2bTYob1K6VcTp562elsAAAAAKBlidm0mKH9S0mS2W4CCQAAAAC0MDGbFjO4ribdunTKE24CCQAAAAC0MDGbFtOlc6e8s742s8VsAAAAAKCFidm0qGH9S3nCmBEAAAAAoIWJ2bSoof1KeeG1lVm8ck2ltwIAAAAAtCNiNi1qWP/aJMmTRo0AAAAAAC1IzKZFDe1XSpLMnre0wjsBAAAAANoTMZsWNfBt3dOjW+c84WQ2AAAAANCCxGxaVFEUGdq/lNluAgkAAAAAtCAxmxY3rF/JyWwAAAAAoEWJ2bS4of1KWbBsdV5ZuqrSWwEAAAAA2gkxmxa399t3SZL86blFFd4JAAAAANBeiNm0uP13e1u6de6U/3rm1UpvBQAAAABoJ8RsWlx1184ZsVvP/NfTCyq9FQAAAACgnRCzeUscvHvvPP7C4ixdtbbSW/n/7N1nmF51gffx35mZ9D6TRhopQCCEEhIS6UVARcSO+tiwLhZ2dXVdfVZ3dd11d92VVVkVGwIWHsWCIKgEaQICCTWQQAhJCElIL4T0zJznxYSVZQlMQjJnyudzXfc15T5zz29e5M035/rfAAAAAEAHIGazT0wbW5/GpjJ3P7626ikAAAAAQAcgZrNPTN5/QOpqCkeNAAAAAAB7hZjNPtGza10OG9HPm0ACAAAAAHuFmM0+M21MQx5YvC6btzVWPQUAAAAAaOfEbPaZaWPrs72xzD2LnJsNAAAAALw0Yjb7zJT9B6SmiHOzAQAAAICXTMxmn+nTvUsmDu+XO5ybDQAAAAC8RGI2+9S0MfW574l12bLdudkAAAAAwJ4Ts9mnpo1pyLYdTbnviXVVTwEAAAAA2jExm33q6DH1KYrkzvmOGgEAAAAA9pyYzT7Vr0eXHDK0b+5c4E0gAQAAAIA9J2azz00bW597Fq3Nth1NVU8BAAAAANopMZt9btqY+mzZ3pQHFjs3GwAAAADYM2I2+9zUMQ1JkjsXODcbAAAAANgzYjb7XH2vrjloSO/cMd+52QAAAADAnhGzaRXTxjTk7sfXZkejc7MBAAAAgN0nZtMqpo2tz6ZtjXlw6VNVTwEAAAAA2iExm1YxdUx9kuROR40AAAAAAHtAzKZVDO7TPWMH9fImkAAAAADAHhGzaTXTxjRkxoI1aWwqq54CAAAAALQzYjat5mVj67Nh647MedK52QAAAADA7hGzaTXTxjQkSe5wbjYAAAAAsJvEbFrN0H7ds39DT+dmAwAAAAC7TcymVU0bU58ZC9ekybnZAAAAAMBuELNpVdPGNGTdpu15ZPmGqqcAAAAAAO2ImE2rmja2Pklyp3OzAQAAAIDdIGbTqkYM6Jnh/Xs4NxsAAAAA2C1iNq1u2pj63LVgTcrSudkAAAAAQMuI2bS6aWPrs3rjtsxb8XTVUwAAAACAdkLMptVNG9OQJLnDUSMAAAAAQAuJ2bS6/Rt6ZkjfbrlLzAYAAAAAWkjMptUVRZFpYxpy5/zVzs0GAAAAAFpEzKYS08bWZ8WGrVm4elPVUwAAAACAdkDMphLPnJt95/zVFS8BAAAAANoDMZtKjBvUKwN7d8udzs0GAAAAAFpAzKYSzedm1zs3GwAAAABoETGbykwbW5+l67dk8drNVU8BAAAAANo4MZvKPHNu9h3OzQYAAAAAXoSYTWUOHNw7A3p2cW42AAAAAPCixGwqU1NTZOqY+ty5wJ3ZAAAAAMALE7Op1LQxDXlizeYsXefcbAAAAABg18RsKnXsAc3nZv/x0ZUVLwEAAAAA2jIxm0qNH9In+/XrnpseEbMBAAAAgF0Ts6lUURQ5efyg/PHRVdne2FT1HAAAAACgjRKzqdzJ4wfn6a07MnPh2qqnAAAAAABtlJhN5Y47YGC61Ba56ZEVVU8BAAAAANooMZvK9e5Wl6lj6p2bDQAAAADskphNm3DyQYPzyPINWbJuc9VTAAAAAIA2SMymTTjl4EFJ4qgRAAAAAOB5idm0CeMG9c6IAT1y48OOGgEAAAAA/jcxmzahKIqcMn5wbn9sVbbuaKx6DgAAAADQxojZtBknjx+UTdsaM2PB2qqnAAAAAABtjJhNm3HMuIZ0ravJjc7NBgAAAACeQ8ymzejZtS4vG9sgZgMAAAAA/4uYTZtyyvhBmb9yYxat3lT1FAAAAACgDRGzaVNOHj84SXLTXHdnAwAAAAB/JmbTpowZ2CujG3rmxofFbAAAAADgz8Rs2pyTxw/O7Y+tzpbtjVVPAQAAAADaCDGbNueUgwdn646m3DF/ddVTAAAAAIA2QsymzZk2pj7du9TkpkdWVj0FAAAAAGgjxGzanO5danPsuIG54eEVKcuy6jkAAAAAQBsgZtMmnTJ+UBat2ZQFqzZWPQUAAAAAaAPEbNqkk8cPThJHjQAAAAAAScRs2qiR9T0zblCv3PjIiqqnAAAAAABtgJhNm3XK+MG5c/6abNq2o+opAAAAAEDFxGzarFMOHpxtjU25fd7qqqcAAAAAABUTs2mzpowekF5da3PTXEeNAAAAAEBnJ2bTZnWrq82xBwzMjQ+vTFmWVc8BAAAAACokZtOmnTJ+cJas25x5K56uegoAAAAAUCExmzbt5PGDkiQ3PuKoEQAAAADozMRs2rRh/Xvk4KF9ctMjK6ueAgAAAABUSMymzTtp/KDMWLgmG7Zsr3oKAAAAAFARMZs275Txg7O9scxt81ZXPQUAAAAAqIiYTZs3ef8B6dOtLjc5NxsAAAAAOi0xmzavS21NTjhoYG56ZGXKsqx6DgAAAABQATGbduHkgwZn2VNb8vCyDVVPAQAAAAAqIGbTLpw0flCS5EZHjQAAAABApyRm0y4M6ds9hw7rm5seXln1FAAAAACgAmI27cYp4wfn7kVrs37z9qqnAAAAAACtTMym3Tjl4EFpbCpz81x3ZwMAAABAZyNm024cOXJAGnp1zfWzl1c9BQAAAABoZWI27UZtTZFTDx6cGx9Zke2NTVXPAQAAAABakZhNu3L6hCHZsGVH7lqwpuopAAAAAEArErNpV044cFC61dVkuqNGAAAAAKBTEbNpV3p0rc0JBw7M9NnLU5Zl1XMAAAAAgFYiZtPunD5hSJas25w5T26oegoAAAAA0ErEbNqdUw8ekqJIrp/jqBEAAAAA6CzEbNqdQX26ZdLI/s7NBgAAAIBOpMUxuyiKDxdFsaAoii1FUdxdFMUJL3L9STuv21IUxfyiKM57zvMnFkVxVVEUS4qiKIuiOPd5XuOSnc89+3FHi/86OqzTJgzJrCXr8+T6zVVPAQAAAABaQYtidlEUb0nytSRfSjIpye1JflsUxahdXD8mybU7r5uU5F+SXFgUxRufdVnvJA8m+askL1Qkr0+y37MeZ7ZkMx3bGROGJEmun7Oi4iUAAAAAQGto6Z3Zf53kkrIsv1uW5ZyyLM9P8mSSD+3i+vOSLC3L8vyd1383yaVJPvnMBWVZXluW5f8ty/LnSZpe4HdvLcty2bMea1q4mQ5s3KDeGTOwl6NGAAAAAKCTeNGYXRRF1ySTk1z3nKeuS3LsLn7smOe5/vdJphRF0WU3Nx5fFMWKoijmFkXx3aIoBu/mz9MBFUWR0w4ZnD89tiobtmyveg4AAAAAsI+15M7sgUlqkzz3FtjlSYbu4meG7uL6up2v11K/S/KuJC9P8okkU5PcUBRFt914DTqo0ycMzfbGMrfMXVX1FAAAAABgH2vxG0BWoSzL/1eW5VVlWc4qy/LqJK9KMj7Jq5/v+qIoPlgUxcyiKGauXLmyVbfS+o4a1T8DenbJ9XMcNQIAAAAAHV1LYvaqJI1Jhjzn+0OSLNvFzyzbxfU7dr7eHinLcmmSxUkO3MXz3ynLckpZllMGDRq0p7+GdqKutianHjwkNzy8ItsbX+jYdQAAAACgvXvRmF2W5bYkdyc5/TlPnZ7k9l382J92cf3Msiz3+IDjoigGJhme5jefhJw+YUjWb96eGQu9LygAAAAAdGQtPWbkgiTnFkXx/qIoDimK4mtJhiW5KEmKorisKIrLnnX9RUmGF0Xx1Z3Xvz/JuUn+45kLiqLoXRTFkUVRHLlzx6idX4961vP/URTFMUVRjC6K4uQkVydZkeRXL+mvpsM44cCB6VpXk+tnr6h6CgAAAACwD7UoZpdl+dMkH0vy2ST3JTk+yZllWT6+85JROx/PXL8gyZlJTtx5/d8l+cuyLH/xrJedkuTenY8eSb6w8/N/3Pl8Y5LDkvw6ydwklyZ5JMkxZVlu2N0/lI6pV7e6HH/AwEyfsyxlWRL/6lQAACAASURBVFY9BwAAAADYR+paemFZlt9M8s1dPHfy83zv5iRHvcDr3ZSkeIHnNyd5RUv30Xmddkjzudlzlz+d8UP7VD0HAAAAANgHWnrMCLRZpx0yOEkyffau3o8UAAAAAGjvxGzavcF9u+eIkf0zfY5zswEAAACgoxKz6RDOmDAk9z+xLsuf2lL1FAAAAABgHxCz6RBOnzAkSXL9nOUVLwEAAAAA9gUxmw7hwMG9M6q+Z66fLWYDAAAAQEckZtMhFEWR0ycMyW2Prc7GrTuqngMAAAAA7GViNh3GaYcMybYdTfnjoyurngIAAAAA7GViNh3G0aMHpF+PLrnOUSMAAAAA0OGI2XQYdbU1OfXgwbnx4RXZ0dhU9RwAAAAAYC8Ss+lQTp8wJGs3bc/dj6+tegoAAAAAsBeJ2XQoJx40KF1razLdUSMAAAAA0KGI2XQovbvV5ZhxDZk+Z3nKsqx6DgAAAACwl4jZdDinTxiSx1dvyrwVT1c9BQAAAADYS8RsOpzTDhmSJJk+x1EjAAAAANBRiNl0OEP7dc/hI/o5NxsAAAAAOhAxmw7ptEOG5L4n1mXFhi1VTwEAAAAA9gIxmw7plROHpiyTax54suopAAAAAMBeIGbTIR00pE8OH9EvP53xRMqyrHoOAAAAAPASidl0WG+eMjIPL9uQh5Y+VfUUAAAAAOAlErPpsM4+Yli61dXkiplPVD0FAAAAAHiJxGw6rH49uuSVE4fmyvuWZsv2xqrnAAAAAAAvgZhNh3bOlJFZv3l7ps9eXvUUAAAAAOAlELPp0I4Z25Dh/XvkZ44aAQAAAIB2TcymQ6upKfKmySNy67xVWbJuc9VzAAAAAIA9JGbT4b1p8oiUZfKLuxdXPQUAAAAA2ENiNh3eyPqeOe6Ahlxx9xNpaiqrngMAAAAA7AExm07hnCkj88SazbljweqqpwAAAAAAe0DMplN4xaFD06d7Xa6Y6agRAAAAAGiPxGw6he5davPaI4fl2llP5qkt26ueAwAAAADsJjGbTuOcKSOzdUdTrr5/adVTAAAAAIDdJGbTaRw2vF8OHtonP3PUCAAAAAC0O2I2nUZRFHnzlJG5/4l1eWTZhqrnAAAAAAC7QcymU3ndkcPSpbbIFTOfqHoKAAAAALAbxGw6lYbe3XLaIUPyq3uXZNuOpqrnAAAAAAAtJGbT6ZwzZWRWb9yWGx5eUfUUAAAAAKCFxGw6nRMOHJghfbvl53c7agQAAAAA2gsxm06nrrYmbzxqRG58ZGVWPLWl6jkAAAAAQAuI2XRKb54yMo1NZX5575KqpwAAAAAALSBm0ymNGdgrU0fX52czn0hZllXPAQAAAABehJhNp/XmKSMyf+XG3LNobdVTAAAAAIAXIWbTaZ152H7p1bU2P5uxuOopAAAAAMCLELPptHp1q8tZhw/Lbx5Ymo1bd1Q9BwAAAAB4AWI2ndo5R4/Ixm2NuXbWk1VPAQAAAABegJhNp3bUqAEZO6hXrpjpqBEAAAAAaMvEbDq1oijy5skjc9fCNZm/8umq5wAAAAAAuyBm0+m9cfLwdK2tycW3Lah6CgAAAACwC2I2nd7gPt3zhqOG54qZi7Pq6a1VzwEAAAAAnoeYDUk+cOLYbGtsyqW3L6x6CgAAAADwPMRsSDJuUO+cMWFILvvT49m4dUfVcwAAAACA5xCzYafzThqX9Zu35/K7FlU9BQAAAAB4DjEbdpo0akCmjanP929dkO2NTVXPAQAAAACeRcyGZznv5HF5cv2WXHXf0qqnAAAAAADPImbDs5x80KAcPLRPvn3LY2lqKqueAwAAAADsJGbDsxRFkb84aWzmLn86Nz6youo5AAAAAMBOYjY8x1mHD8vw/j1y0c2PVT0FAAAAANhJzIbn6FJbk/efMCYzFq7N3Y+vqXoOAAAAABAxG57XW44emf49u+Sim+dXPQUAAAAAiJgNz6tn17q865jRmT57eeat2FD1HAAAAADo9MRs2IVzjx2d7l1q8m13ZwMAAABA5cRs2IX6Xl3zlikjc+V9S7Js/Zaq5wAAAABApyZmwwt4/wlj01QmF9+2oOopAAAAANCpidnwAkbW98yrD9svP7lzUdZv3l71HAAAAADotMRseBF/cdLYPL11R350x+NVTwEAAACATkvMhhdx6LB+OfGgQfnBbQuzZXtj1XMAAAAAoFMSs6EFzjtpbFY9vTW/vGdJ1VMAAAAAoFMSs6EFjhnbkMNH9Mt3bnksjU1l1XMAAAAAoNMRs6EFiqLIeSeNy8LVm/L7h5ZVPQcAAAAAOh0xG1roFYcOzZiBvXLRzY+lLN2dDQAAAACtScyGFqqtKfKBE8bmgcXrc/tjq6ueAwAAAACdipgNu+ENRw3P0L7d89Xr57o7GwAAAABakZgNu6F7l9p85NQDMmPh2tw6b1XVcwAAAACg0xCzYTedM2VEhvfvka9c5+5sAAAAAGgtYjbspm51tfnoqQfkvifW5aZHVlY9BwAAAAA6BTEb9sCbJo/IyPoeuWC6u7MBAAAAoDWI2bAHutTW5PxTD8ysJetz/ZwVVc8BAAAAgA5PzIY99IZJwzO6oWcumD43TU3uzgYAAACAfUnMhj1UV1uTvzrtwMx58qlcN3tZ1XMAAAAAoEMTs+ElOPuI4Rk7qFf+c/qj7s4GAAAAgH1IzIaXoLamyMdOOyiPLN+Qa2Y9WfUcAAAAAOiwxGx4iV592H45aEjvfPX6uWl0dzYAAAAA7BNiNrxEz9yd/djKjbn6/qVVzwEAAACADknMhr3glYcOzSH79c3X/vBodjQ2VT0HAAAAADocMRv2gpqaIh8/7cAsWLUxV97n7mwAAAAA2NvEbNhLTp8wJBOH983X//Botrs7GwAAAAD2KjEb9pKiKPLXpx+URWs25Zf3LK56DgAAAAB0KGI27EWnjB+cI0b2z9f/MC/bdrg7GwAAAAD2FjEb9qJn7s5esm5zfjbziarnAAAAAECHIWbDXnbigQMzZf8B+caN87Jle2PVcwAAAACgQxCzYS975u7sJ9dvyU9nuDsbAAAAAPYGMRv2gWPGNWTamHp3ZwMAAADAXiJmwz7wzN3ZKzZszfdvXVD1HAAAAABo98Rs2EemjW3IqyYOzYU3PJon1myqeg4AAAAAtGtiNuxDf/+aCakpinzh6oeqngIAAAAA7ZqYDfvQfv165OOnHZTr56zI9NnLq54DAAAAAO2WmA372LnHjc74IX3y+aseyqZtO6qeAwAAAADtkpgN+1iX2pr80+snZsm6zfmvG+ZVPQcAAAAA2iUxG1rB0aPr86bJI/LdP87PvBUbqp4DAAAAAO2OmA2t5DOvOjg9u9bls1c+mLIsq54DAAAAAO2KmA2tpKF3t3zqleNzx/w1+fV9S6ueAwAAAADtipgNrehtR4/KESP755+umZP1m7dXPQcAAAAA2g0xG1pRTU2Rf37dxKzZuDUXXPdI1XMAAAAAoN0Qs6GVTRzeL+86ZnR+eMfjmbV4fdVzAAAAAKBdELOhAn99xkGp79Utn71yVhqbvBkkAAAAALwYMRsq0Ld7l3zurENy/+L1ufyuRVXPAQAAAIA2T8yGipx9xLAcM7YhX/7dw1n19Naq5wAAAABAmyZmQ0WKosgXX3doNm9vzL9c+3DVcwAAAACgTROzoUIHDO6TD5wwNr+4Z3HunL+66jkAAAAA0GaJ2VCx8089MMP798jnfv1gtjc2VT0HAAAAANokMRsq1qNrbb5w9qGZu/zpfOPGeVXPAQAAAIA2ScyGNuC0CUPy+knD8/U/PJoZC9dUPQcAAAAA2hwxG9qIf3ztoRkxoGc+9v/uy/pN26ueAwAAAABtipgNbUSf7l3y9bdNyvKntuQzv3ogZVlWPQkAAAAA2gwxG9qQI0f2zydfMT7XzlqWn854ouo5AAAAANBmiNnQxnzwhLE5/oCB+fzVD2Xeig1VzwEAAACANkHMhjampqbIBecckZ5d63L+5fdly/bGqicBAAAAQOXEbGiDBvftnv948+GZ8+RT+dffPlz1HAAAAAConJgNbdSpBw/Je44bnUtuX5g/zFle9RwAAAAAqJSYDW3Yp191cA7Zr2/+5ucPZMVTW6qeAwAAAACVEbOhDetWV5sL3zYpm7c15uM/uy9NTWXVkwAAAACgEmI2tHEHDO6dz589IbfNW51v3zK/6jkAAAAAUAkxG9qBc6aMzKsP2y9fue6R3PfEuqrnAAAAAECrE7OhHSiKIl96w2EZ0rd7/vLye7Nhy/aqJwEAAABAqxKzoZ3o16NLvvbWI7N47ab8/a8fqnoOAAAAALQqMRvakSmj6/Ox0w7Kr+5dkitmPlH1HAAAAABoNWI2tDMfOeWAHDuuIZ+98sE8uGR91XMAAAAAoFWI2dDO1NYUufBtk1Lfq2vO+9HdWbtxW9WTAAAAAGCfE7OhHWro3S3fesfkrHhqa/7qp/elsamsehIAAAAA7FNiNrRTR47sn8+ffWhumbsyX7t+btVzAAAAAGCfErOhHXvb1JE5Z8qIfP2Gebl+9vKq5wAAAADAPiNmQztWFEX+8bUTM3F433z8Z/dl4aqNVU8CAAAAgH1CzIZ2rnuX2nzr7ZNTW1PkL354dzZt21H1JAAAAADY68Rs6ABG1vfM1986KXNXbMinfzErZekNIQEAAADoWMRs6CBOPGhQPnnG+Fx1/9JccvvCqucAAAAAwF4lZkMH8qGTxuW0Q4bkn6+ZkxkL11Q9BwAAAAD2GjEbOpCamiIXvOWIjKzvmQ//+J6seGpL1ZMAAAAAYK8Qs6GD6du9Sy56x+Q8vWVHPvzje7JtR1PVkwAAAADgJROzoQMaP7RP/u1Nh2fm42vzpWvnVD0HAAAAAF6yuqoHAPvG2UcMy32L1uXi2xbksOH98sbJI6qeBAAAAAB7zJ3Z0IF95syDc8zYhnzml7O8ISQAAAAA7ZqYDR1Yl9qafOsdR2XEgB754GUz8/jqjVVPAgAAAIA9ImZDB9e/Z9d8/9yj01Qm771kRtZv3l71JAAAAADYbWI2dAJjBvbKRe+YnEVrNuUjP74n2xubqp4EAAAAALtFzIZO4phxDfnn1x+WW+etyj9c9VDKsqx6EgAAAAC0WF3VA4DWc86UkZm/cmMuuvmxjBvUO+87fkzVkwAAAACgRcRs6GQ+9YrxWbDq6fzTNbMzuqFnXn7IkKonAQAAAMCLcswIdDI1NUX+8y1H5tBhfXP+5fdm9tKnqp4EAAAAAC9KzIZOqGfXunz/3Uenb/cuef+lM7LiqS1VTwIAAACAFyRmQyc1pG/3fO/dU7J20/Z84LKZ2bytsepJAAAAALBLYjZ0YhOH98vX3npkHliyPp+44r40NZVVTwIAAACA5yVmQyd3xqFD85lXHZxrZy3LBdPnVj0HAAAAAJ5XXdUDgOp94ISxmb9yY/7rxnkZMaBH3jp1VNWTAAAAAOB/ELOBFEWRL75uYpau35LP/GpWunWpyesnjah6FgAAAAD8N8eMAEmSLrU1+c47J+eYsQ35xM/uz28eWFr1JAAAAAD4b2I28N+6d6nN9949JVP2r89f/b/78rsHl1U9CQAAAACSiNnAc/TsWpeL33N0Dh/RL+dffk/+MGd51ZMAAAAAQMwG/rfe3epyyXum5uChffOhH92TW+aurHoSAAAAAJ2cmA08r349uuSH75uacYN75wOXzcztj62qehIAAAAAnZiYDexS/55d86P3Tc3+DT3zvktmZsbCNVVPAgAAAKCTErOBF9TQu1t+9P5p2a9f97znBzNy76K1VU8CAAAAoBMSs4EXNbhP9/zkAy9LQ++uedfFd2XW4vVVTwIAAACgkxGzgRYZ2q85aPft3iXvvPjOzF76VNWTAAAAAOhExGygxYb375HLP/Cy9OhSm3d8/848unxD1ZMAAAAA6CTEbGC3jGromZ984GWprSly7g9mZMVTW6qeBAAAAEAnIGYDu23MwF75wblHZ+2mbXnPJTOyceuOqicBAAAA0MGJ2cAemTi8X77x9qPy8LIN+chP7smOxqaqJwEAAADQgYnZwB47ZfzgfPG1E3PTIyvzuV8/lLIsq54EAAAAQAdVV/UAoH37P9NGZfHaTfnmTY9lZH2PfPjkA6qeBAAAAEAHJGYDL9knzxifJes258u/eyTD+/fIa48cXvUkAAAAADoYMRt4yWpqinz5TYdn2fot+ZsrHsiQvt3zsrENVc8CAAAAoANxZjawV3Srq8133jkloxp65oOXzcy8FRuqngQAAABAByJmA3tNv55d8oNzj07Xutq8++IZWbFhS9WTAAAAAOggxGxgrxpZ3zM/OPforNm4Le+9ZEY2bt1R9SQAAAAAOgAxG9jrDhvRL994+6TMXvpUzr/83uxobKp6EgAAAADtnJgN7BOnHjwkX3zdxNzw8Ir8w1UPpSzLqicBAAAA0I7VVT0A6LjePm3/LF67Od+66bH06FKbT7/q4NTV+j80AAAAAHafmA3sU39zxvg8vWVHvnfrgsxZ9lS+/tZJaejdrepZAAAAALQzbpEE9qmamiJffN3EfPlNh2fGwrV5zYW35oHF66qeBQAAAEA7I2YDreKcKSPzi/OOTVEUedNFf8pPZyyqehIAAAAA7YiYDbSaw0b0y9XnH5+po+vzt7+Ylc/8cla27misehYAAAAA7YCYDbSq+l5dc+l7p+bDJ4/L5XctyjnfviNL122uehYAAAAAbZyYDbS62poin3rlwbnoHUdl3vINec2Ft+b2x1ZVPQsAAACANkzMBirzyon75dcfPT79e3bJO753Z75zy2Mpy7LqWQAAAAC0QWI2UKkDBvfOrz96fF5x6NB86dqH89Gf3JuNW3dUPQsAAACANkbMBirXu1tdvvn2o/LpVx2c3z74ZN7wzduzaPWmqmcBAAAA0IaI2UCbUBRFzjtpXC5777Qse2pLzv7GrbltnnO0AQAAAGgmZgNtyvEHDsxVHz0ug/t0y7suvivfv3WBc7QBAAAAELOBtmf/hl755YePy8sPHpwv/mZ2PnnFA9myvbHqWQAAAABUSMwG2qTe3epy0Tsm52OnHZhf3LM4b/nOHVn+1JaqZwEAAABQETEbaLNqaop87LSDctE7JufR5RvymgtvzT2L1lY9CwAAAIAKiNlAm/fKiUPzyw8fm+5davPWb9+Rn818oupJAAAAALQyMRtoFw4e2jdXffS4TB1Tn0/9/IF84eqHsqOxqepZAAAAALQSMRtoN/r37JpL3nN03nf8mPzgtoV518V3Zc3GbVXPAgAAAKAViNlAu1JXW5PPnTUh//HmIzLz8bU582t/zO3zVlU9CwAAAIB9TMwG2qU3TR6RX37o2PTsVpu3f//O/Mu1c7Jth2NHAAAAADoqMRtotyYO75drzj8hb5s6Kt++ZX7e8K3bMm/F01XPAgAAAGAfELOBdq1H19p86fWH5TvvnJwlazfnrAv/mB/f+XjKsqx6GgAAAAB7kZgNdAhnHDo0v//YiTl6dH3+7lcP5oM/vNubQwIAAAB0IGI20GEM7ts9l75naj776kNy8yMr84qv3pI/Prqy6lkAAAAA7AViNtCh1NQUef8JY3PlR45L/x5d8s7v35V/+s3sbN3RWPU0AAAAAF6CFsfsoig+XBTFgqIothRFcXdRFCe8yPUn7bxuS1EU84uiOO85z59YFMVVRVEsKYqiLIri3Od5jaIois8XRbG0KIrNRVHcVBTFoS3+64BOa8Kwvrn6/OPz7mP2z/duXZDX/tdteWTZhqpnAQAAALCHWhSzi6J4S5KvJflSkklJbk/y26IoRu3i+jFJrt153aQk/5LkwqIo3visy3oneTDJXyXZvItf/akkn0hyfpKjk6xIMr0oij4t2Q10bt271OYLr52Yi8+dkpUbtuasC/+Yr1z3SLZsd5c2AAAAQHvT0juz/zrJJWVZfrcsyzllWZ6f5MkkH9rF9eclWVqW5fk7r/9ukkuTfPKZC8qyvLYsy/9bluXPkzQ99wWKoiiSfCzJv5Zl+YuyLB9M8u4kfZL8n5b+gQCnHjwk0//6pLzm8GG58IZ5OfNrf8wd81dXPQsAAACA3fCiMbsoiq5JJie57jlPXZfk2F382DHPc/3vk0wpiqJLC7eNSTL02a9TluXmJLe8wO8FeF71vbrmgrccmR++b2p2NJV563fuyN/+/IGs27St6mkAAAAAtEBL7swemKQ2yfLnfH95mmPz8xm6i+vrdr5eSzzz2i3+vUVRfLAoiplFUcxcuXJlC38N0JmccOCg/P5jJ+YvThqbn9+zOKddcHOuvn9pyrKsehoAAAAAL6DFbwDZHpRl+Z2yLKeUZTll0KBBVc8B2qgeXWvzmVcdkqs+elyG9e+R8y+/N++7dGYWr91U9TQAAAAAdqElMXtVksYkQ57z/SFJlu3iZ5bt4vodO1+vJZ557d35vQAtduiwfvnVh4/L586akDvmr84Z/3lLvn/rgjQ2uUsbAAAAoK150ZhdluW2JHcnOf05T52e5PZd/NifdnH9zLIst7dw24I0R+v/fp2iKLonOeEFfi/AbqmtKfK+48fkuo+fmGlj6vPF38zO6795Wx5aur7qaQAAAAA8S0uPGbkgyblFUby/KIpDiqL4WpJhSS5KkqIoLiuK4rJnXX9RkuFFUXx15/XvT3Jukv945oKiKHoXRXFkURRH7twxaufXo5KkbD7A9qtJ/rYoijcURTExySVJnk7yk5fwNwP8LyMG9MzF5x6dC982KUvXbc7Z/3Vb/uW3c7J5W2PV0wAAAABI8xsyvqiyLH9aFEVDks8m2S/Jg0nOLMvy8Z2XjHrO9QuKojgzyX8m+VCSpUn+sizLXzzrsilJbnzW11/Y+bg0zeE7Sb6cpEeSbyQZkOTOJGeUZbmhpX8gQEsVRZHXHDEsJxw4MP9y7cP59s3z89tZy/LPr5+YEw50Dj8AAABAlYrmG6A7nilTppQzZ86segbQjv3psdX5u1/NyvxVG/OGScPzd68+JA29u1U9i73h8/12fmwfx8mM/vQ1SZKF//rqipcAAADA3lcUxd1lWU55setaeswIQKdzzLiGXPtXJ+T8Uw/IVfcvzWkX3Jxf3L04HfU/AQEAAADaMjEb4AV071KbT5wxPtf85QkZM7BXPnHF/Xnn9+/K46s3Vj0NAAAAoFMRswFaYPzQPvn5ecfmi689NPc9sS6v+Ootuejmx7K9sanqaQAAAACdgpgN0EI1NUXeeczoXP/XJ+XEAwflX3/7cM7+r9ty9+Nrq54GAAAA0OGJ2QC7aWi/7vnOu6bkondMzpqNW/PGb92eD142M48u31D1NAAAAIAOS8wG2EOvnDg0N3zi5Hzi9INy+2Or84qv3pJPXnF/lqzbXPU0AAAAgA5HzAZ4CXp1q8v5Lz8wt3zqlLz3uDG56v6lOeXfb8oXfzM7azZuq3oeAAAAQIchZgPsBfW9uuazZ03IjZ88Oa+bNCw/uG1BTvzyjfna9Y9m49YdVc8DAAAAaPfEbIC9aHj/Hvnym47IdR8/Mccd0JD/vH5uTvzyjbnktgXZuqOx6nkAAAAA7ZaYDbAPHDC4T779zin51YePzYFDeufzV8/Oy79yc66Y+US2NzZVPQ8AAACg3RGzAfahSaMG5PIPvCyXvXdq+vfskr/5+QM59Ss35fK7FmXbDlEbAAAAoKXEbIB9rCiKnHjQoFz90ePzvXdNSX3PrvnML2fl5H+/MZf9aWG2bHf8CAAAAMCLEbMBWklRFDltwpBc+ZHjcul7p2ZY/x75+18/lBO/fGO+98f52bxN1AYAAADYFTEboJUVRZGTDhqUK847Jj/5wLSMHdQr/3TNnBz/bzfkWzc9lqe37qh6IgAAAECbU1f1AIDOqiiKHDtuYI4dNzAzFq7J1//waP7tdw/n27c8lvceNybvPnZ0+vXoUvVMAAAAgDbBndkAbcDRo+vzw/dNy5UfOS6TRw3IBdPn5vh/vSH//vuHs/rprVXPAwAAAKicmA3Qhhw5sn++f+7R+c35x+eEgwbmmzc9luP/7cb849Wzs2z9lqrnAQAAAFRGzO5olj+U/OIDycpHql4CvAQTh/fLN98+OdM/fmJeddjQXPqnhTnxyzfmM7+clUWrN1U9DwAAAKDVidkdzfKHkod/k3xjWnLFe5Lls6teBLwEBwzukwvOOTI3ffLkvHnKiPzi7sU55Ss35eM/vS+PLt9Q9TwAAACAViNmdzSHn5N8bFZy/MeTR69LvnVM8tN3JE/eX/Uy4CUYWd8z//z6w/LHvz0l7zl2dH734LKc8dVbct4P786DS9ZXPQ8AAABgnxOzO6JeA5PT/qE5ap/0t8n8W5Jvn5j85K3JkrurXge8BEP6ds9nz5qQ2z59aj5y8gG57bFVOevCW/PO79+ZGx5enqamsuqJAAAAAPuEmN2R9axPTvm/ycceSE75bLLoT8l3T01+9MZk0Z1VrwNegvpeXfPJV4zPbZ8+NX/zivGZu3xD3nvJzJz6lZvyg9sWZMOW7VVPBAAAANirxOzOoEf/5KS/ST7+YHLa55Ol9yYXn5Fcenay4I9J6U5OaK/6du+Sj5xyQG7921Pz9bdNSn2vrvnC1bPzsi/9IZ+/6qEsWLWx6okAAAAAe0Vd1QNoRd36NJ+lPfWDycyLk9u+nlx6VtJwYHLk/0mOeGvSd1jVK4E90KW2JmcfMSxnHzEs9z+xLpfevjA/vvPxXHL7wpwyflDOPW5MTjhgYGpqiqqnAgAAAOyRouygd+VOmTKlnDlzZtUz2rbtm5NZP0/u+0my6PakqEnGnZoc+fZk/JlJl+5VLwReghUbtuQndy7Kj+5YlFVPb824Qb1y7rGj8/qjRqR3t07+f5mf77fzY/t488zRn74mSbLwX19d8RIAAADY+4qiuLssyykvep2YTZJk9WPNUfv+y5OnliTd+yeHvak5bA+bb1qq1wAAIABJREFUlBTu5oT2atuOplw768n84LYFuX/x+nTvUpOTDxqcMw/fLy8/eHB6dcawLWYDAABAm9HSmN0JCwbPq2Fc8vLPNb9h5IKbk3t/nNz7o2TG95LBE5qPITn8LUnvwVUvBXZT17qavG7S8Lxu0vDcu2htrrx3SX774LL87qFl6VZXk5PHD8qZh+2Xlx8yxB3bAAAAQJulWvA/1dQ2HzUy7tRk87rkoV82h+3rPptc97lk8CHJiKOTkdOSkVOThgPctQ3tyKRRAzJp1ID8/WsOzd2Pr801DyzNbx9clt8/tDzd6mpy0kGD8urDhW0AAACg7VEq2LUe/ZMp721+rHwkmf3r5Ik7k9lXJvdcuvOa+uao/UzgHn5U0rVXtbuBF1VbU2TqmPpMHVOff3jNoZn5+NpcO+vJXDvryVw3e3m67gzbZx2+X86YMDQ9utZWPRkAAADo5MRsWmbQ+OSkTzV/3tSUrJrbHLYX35U8cVcy93fNzxW1ydCJyYipyfDJzXG74cCkpqa67cALqnlW2P77sybk7kVrc80DT+a3Dz6Z6bOXp2fX2rzy0KF53aThOXZcQ+pq/XsGAAAAWp+Yze6rqUkGH9z8mPzu5u9tWpMsnvnnwH3fT5IZ321+rmufZNiRzW8kOfyoZNhRSf9RjieBNqimpsjRo+tz9OjmsH3XwjW58t4luWbWk/nlvUsysHe3vOaI/fL6ScNz2PB+Kfw7BgAAAFqJmM3e0bM+OeiM5keSNDU237295J5k6T3NH++8KGnctvP6huao/Uzc3u+IpM9QgRvakJqaIi8b25CXjW3I588+NDc9siK/undJfnzHovzgtoUZO7BX8xtLHjk8oxp6Vj0XAAAA6ODEbPaNmtrmN4scfEgy6e3N39uxNVn+0M64fW/zx8f+kJRNzc/3GpQMPbw5bO93ePPnA8Y4ogTagO5davPKifvllRP3y/pN23Ptg0/mynuX5ILpc3PB9Lk5alT/vOaIYTl9wpCMGCBsAwAAAHufmE3rqevWfCf28KOSo3d+b+vTybIHkicf+PPH27+eNO1ofr5rnz+H7f0OT4YeltSPS7qKZVCVfj275G1TR+VtU0dlybrNueq+pbny3iX5wtWz84WrZ2fCfn1z+oQhOX3CkBw6rK+jSAAAAIC9QsymWt16J/sf2/x4xo6tyYrZ/zNw33Npsn3Tn6/pPSQZMPr5H72HupsbWsnw/j3yoZPH5UMnj8v8lU9n+uzlmT57eb5+w6P52h8ezbB+3XPazrA9bUxDutb5twkAAADsGTGbtqeuW/ObRQ6b9OfvNTUmq+clyx9M1ixI1i5sfjz+p2TWFX8+qiRJarslA/ZP+u+f9BuR9Bue9B3xrM+HN/8OYK8aO6h3/uKk3vmLk8Zl1dNbc8OcFZk+Z3l+NvOJXPanx9One11OHj84p08YklPGD0qf7l2qngwAAAC0I2I27UNNbTJofPPjuXZsS9Y/8efA/ezH0nuSTav/98/0GtQct/sO//PHPvslfYY03/Xde0jSvZ83pIQ9NLB3t5xz9Micc/TIbN7WmFvnrcr02cvyhzkrcvX9S9OtriZnHrZf3jxlRF42piE1Nf6tAQAAAC9MzKb9q+uaNIxrfjyfbZuSp5YmTy1O1i9JnlrSHL/XL2m+23v+Tcm2p5/ndbs3R+0+Q//nx95Dkt6Dk54Dk14Dm8O4M7xhl3p0rf3vM7Qbm8rcu2htrrxvSX5939L86t4lGVXfM+dMGZE3Th6R/fr1qHouAAAA0EaJ2XR8XXsmAw9ofjyfsky2rE+eXt782LA8eXpZsmHZzq+XJSsfTubfnGxd//yv0aVnc9juuTNu9xqU9Gpo/rrHgKRH/6R7/50f+zV/3q2PO7/pdGprikwZXZ8po+vzd2dOyO8eejI/m7E4/3Hd3FwwfW5OPGhQ3jJlZF5+yBDnawMAAAD/g5gNRdEcmXv0f/5jTJ5t++bmuL1pdbJxZbJxVfPHZ3+94clk2axk06qkcdsL/N7anWG7359jd/e+zZG7W7+dH5/16N436fb/2bv3GL3S+z7s3/Pe5z4kh+SS3Av3Iq12V7YkS4qcKLItx3brGEhiGLAbFymKIGjtoGnQIECDokDTFkgaJE6TBgjcpEXiFAmS2qmbxFdJduXYkWNn15ItaXcl7Wq12iW5y+twOPf31j/ey7wznOFlxV0ecj8f6OB5znMu7znvkBD3e575nfmd9alDgxBdIM49aqpRzQ9/6MH88IcezKuX1vKzz76en3vu9fzkP/29HJ5p5Ic/dCo/9tGH8t7jc3f7UgEAAIASEGbD7ahPJYcfHSw30+8nWyvJxnKyuTxsr07092lXzg6O2bq2f+mTvarNQag9fTiZOjwIxcf9ifFxSD4RhtdagnBK45EjM/nL/9GT+W++/735t1+7kJ999rX8k9/+Rv7P33ol33ZqIT/w9PH8wDMP5L3HZ1P4cwsAAADvSsJseLsUxc7M6zxy+8f3uoNAe+vazrK5Mgy7hyH5xuVk/XKycWXQXno5ef0/DPq99o3PX6lPzPye3z0DfHTd+y7DUinN+UG9criDqpUin3zyWD755LFcWt3Kz3/+TH7hD87lpz791fzUp7+ahw9P5weG9bc/cvpwql4cCQAAAO8awmwoq8pEGZLb1e8PgvBRyD0ZiI9mfl+3rAxqhV/86nAG+dWk373x51SbwxB8NmmM2tmJdn6nP64bfmj3Up8yQ5x9HZlt5s994rH8uU88lvMrm/nMC+fzqeffyD/57Vfzf/zWKzk808j3vu9Yvv/p4/mu9xzNVKN6ty8ZAAAAeBsJs+F+VBQ7M60XH35r5+j3k+21nWD7umV5pxzK1upOf+1CcuWVwdj26s3LpYxKpYxelDl1KGnMDELu2lRSbw1qg9dag7Fd41NJfWYYmM8MAvXRsQLy+8qx+VZ+/GMP58c/9nBWtzr5ja9cyKeffyO/+uU38nPPvZ5WvZI/+sTR/MDTx/O9Tx3L0mzzbl8yAAAAcIcJs4H9FcUgJG7OJgun3vp5er2kPQzFN67ssyzvXl9+bRCAdzYHL9xsbyTdrdu89spgNnhjGHI3J/r1qUE4PgrG69MTy+RYaxCgV5tJrTno1xrDdrhebQjN74LZZi0/9O0n8kPffiLtbi+/+8rlfOrLb+TTz7+Zz7zwZooi+Y6HD+X7njqe73/6WB4/qs42AAAA3A+E2cDbq1LZmSW+8OBbO0evtxNudzaS9mbSXh+G3WuDGeSTM8EPWr92bicgb68n2+uD830rqs1h8L13Fvn0zuzxyW2jsHw803z6gHZqGJxPhOiVmvB8j3q1ko8/sZSPP7GUv/onnsnz51bymefP59MvvJG/8Ssv5m/8yot5dGkm3/fUsXzfU8fz4UcOpVat3O3LBgAAAN4CYTZQfpVK0pgeLHfaZFDeXh+G3GtJZ2swI7yzNdje2R62m9dva2/uDtlHY+uXd88wH+1zuzPNR4rK/jPFq81Bv9pMqvXB9mpjYtkzNjp+PAN96oBAfmrn+Eo9qdaGbb2UwXpRFHnm5EKeObmQv/h978m5qxv5zAvn85nn38zPfO7V/MPffCWL0/V875PH8rfv9sUCAAAAt02YDby77QrKj7wzn9nr7p4hvqudCNV3heijAH1irDu5bXsYrm8NXubZbe+Mj5bO9uAc3e07cx9FdXfQXW3sDtZrzZ0QfbIdlWjZte0G++8K6xsHB/ej/jBkP7EwlT/znY/kz3znI1nd6uQ3v3ohn37+zfz6V86Pb+FHf/q38/EnlvJH33Mk3/7gYupmbQMAAEBpCbMB3mmV6k498rthNBt9XLplsl3fPdO8uzUIxnudYdtOup1hOxwfbRuH5lvXz17fvDoRvg9D9XG7laR/5+6vMgzWR7PIq43MVmv5wWojP1htpH+snrwx2PW/u/Tf5sqZ5NJv1PJrlXoWZ2dyZGE2xxZnMz8znaLWHJ9jp53sN/cfH9dWb+4J8IfjJZvVDgAAAPcCYTbAu83bWbblrej3h2H4noB7V/i9vROsT84472xNHLs1EbhvD8eH/V5nfEzR7SRv/H6S5IMnptNpb2V9fT0bmxtpr28lq+1snelkpeikWemmnk6qvfadvefqnqB7tNQn+uNyMK38T7U3s5V68plnrw/Wa419QvbGMNSvH9yvjPYdlo8ZjQvaAQAAKClhNgB3V1EM6383kuY79Jl/dWHQ/tlfSS3J/HBJktcur+fXX7qY33rpYj738qVcXttO0s+3n5jJ9713Md/1+GK+7YGpQcA9Ds0n263d5WE6mwfUX9/a007UZF+/NBzfSDpb+aHqSlrZTn77M3euTMxBJsvHVPaUkhmF3pXacP0Gy3WlZybLwexTJmZ8bHVPv7r7vEV193hRvX7f8Vhlos57fbAOAADAPavo9+/gr3aXyEc+8pH+s88+e7cvA4AyGoXZf/XqDXfr9fp54Y2V/MZXL+T/e/F8nnv1Snr95PBMI9/93qP5nieP5rvfezSL04239XJP/5VfTJJ843/5oYmZ7Nt7lvbu2eqjUjCT/evGOjsz168rIdPdc9xwW6+7U15mXGZmcn24z97SM5Mz6O9kWZnbUVQmZqHXdgfd1f0C831C9VFQXlQGD2KKyk2WYk/QP3pAsF94Pzp/Zfc1jPpFZdhOHlO5/vy7Av3azvlG15ti9/XvWt97veV72SsAAHD/KYriuX6//5Gb7WdmNgAcoFIp8szJhTxzciF//nueyNX1dn7jaxfy2RfP57NfvZCf//yZVIrkw48cyvc8eSzf+75jed8DcynezvBvcib7vajf3yn7MlkyptcZBuWTYfmw3987tnd8v7HeMFgf1XufqPs+Ctsna7932/ufb7TebQ9qy4/G+kn6vRss/WG791wTS793t38at6Y4IDAfh92TIftEu9/YeN/K7rHJc+w6X2X/c1z3mfs8SDho/KCHEHtD/uvOM7qe0cOBPduKSlLk1h5w7Lr/vefa7/v0WwUAAJAIswHgli1M1/MnPnAyf+IDJ9Pt9fP7ry/nsy+ez69/5Xz+5q9+JX/zV7+S4/PNfOdjR/Kdjx3Jxx49nEeXZt7ecPteUxTD+t31pDFzt6/m7ur1dgf13fYg4O51d0LwcRi+d2wU2I+C8ckgfm/w394J19PfHbanP+z3J4L4fR4o7A32JwP50fj4+np7Hi5MjPW399xjb3foP+73rv8O9t2/e+88FPhW7f2tgetm6k/Mvr9ZkJ7i1mbqJzd5MHArn1Hs83kHXeet/LbDjR5aTHzWLbV7jtk7fsPvanLfg37TYb/vYb99J++j2HnAsd93n+z8bMb3MuyPt+3zHV937QAA9yZhNgC8BdVKke94+FC+4+FD+Us/8GTOr2zms1+5kH/7tQv53MuX8q++cDZJcmyumY8Ng+3vfOxwHj86K9xmoFJJUhkE+3xrentnxnd3r4/C8etC/b2z6Sdm1Pf7e0L20bm6uz+jN3HeA889PH+vO9i+N/yfDPivC/v3/ubBaJ/JhwidPQ8kbvDbAqNr6PcnrnWfhxvj/fY513Xf9+T33t99nsnP2PfzJn+T4YCFO2zvQ4MDwv39HkjcbnvDhxQT4zcsfzQR4k8+ILjRg4nJoH+0Ptk/6IHAbfdzi9c0eb8HPAjZdZ7b/XmOzrl3/UbtjfYdbd7nuxv39xx/3fd70AOWvX8e9j4sO+C7O+ih2Pi+s//13cq139I97N223zlu47z7fc8Htbv2u8l9XvcQDeD+I8wGgDvg2HwrP/rRh/KjH30o/X4/r1xcy7//+uX8ziuX8jtfv5x/8/uDcHtptpGPPXokH3vscD56+nCeODabelUJAfiWjB4McH+6YXi+Xxg+EajfrN3V7+3T3xu+5+b77X0wcOD2Ax427L2/3p4HMcnOecf9TNxb9vmMvb+BsfeBwT7fx37fyw3b7Fnf78HFnvvdb2zXsXvu4bqHI/td597r2Pv9HPQd3qyf68dveE2TY9nnZ7/Pnwe40/Z7ODQaS/YJ4Uf97PR36d9wdeeQmzyI2C+sHx9/UAi/374H7HrbDxoOOOHebbf62zz7Xth+X9Z+13yjfnLThxp7x27rIczeSzrguzno53ngw72993izB0R77+8G/fHDppv9htbtuMHDpWLP9rfDM38qOfzY23Pu+4QwGwDusKIo8tjR2Tx2dDY//rGH0+/38+ql9XGw/e+/fim/+MVzSZJGrZInj8/lqRNzefrEfJ4+uZD3nZjLfMtsXYAkHlbw7tG/Wdi13/63+ODmoDC/f8D6jfo33P+A43aF/Ht/02XvA469v+Wx94FKb+KhRW/Pd3eDhzwHPow46Hr3u68DznFb573R/vsdf8B9XXedE9/JjR7K9brZ5aYPc24U8GbP9j3Xv+/PbuIhz3UO+Duw79+NG+17o5/DPn8m9v2MPeu38wB0v+8tOThU3fcB5cR4b/Sw62Z/DvaO3cqf2z33etPv5qCf535/Pw/67Bts33sN1/0Z33sNN7qWiXPeqrdyzJ12/P3C7JsQZgPA26woipxemsnppZn82EcH4fbrVzby3KtX8sK5lTx/biWfeeF8/u9nXx8f8/Dh6WHAvXAXrxwAeMfc7uxBZSQA3j57H2Ac+LDpDlOC8KaE2QDwDiuKIg8dns5Dh6fzpz50KknS7/dz/tpWnj87CLdH7aeef3N83Pf+1GfzXe85mk+8Zynf+diRzDT93zgAAMAdp/Z8afmvYAAogaIocny+lePzrXzyfcfG42tbnTzzP/xqkuShQ9P55//hm/nHn/tG6tUiH3r4UL7rPUv5xHuO5v2nFlKt+McWAAAA9y9hNgCU2OTs65/5s38om+1unnv1Sn7zaxfzm1+7kL/1qa/mb33qq1mcrufjjy/lE+9Zyh9+/EgeOjSdinAbAACA+4gwGwDuIa16NR9/Yikff2Ipf+UH35eLq1v5dy9dHIfboxdLtuqVnD4yk8ePzebxpZnhCykH7azyJAAAANyD/NcsANzDlmab+ZMfPJU/+cFT6ff7+dr51Tz7jSv5+oXVvHxhNV86czW//MVz6U28o+T4fDOPLc3m8WMzefzobJ4+MZ+nTs5nvuVlIwAAAJSXMBsA7hNFUeS9x+fy3uNzu8a3Ot28eml9GHCv5eULq/n6hbX86y+czcpmZ7zfQ4en8syJhTx9cj5Pn5jPM6fm88B8K4UXnwAAAFACwmwAuM81a9V9Q+5+v5/z17by/LmVPH92Zdz+ypffGO9zaLqep0/O55mTC3n6xHw+8NBiTh+ZFnADAADwjhNmA8C7VFEUOT7fyvH5Vj755LHx+OpWJ195YyVfPrsTcv/jz30j251ekmRxup4PPLiYDz60mA8+vJgPPriYQzONu3UbAAAAvEsIswGAXWabtXz4kcP58COHx2Odbi9fO7+aL7y2nC98czlfeG05/9vXvpb+sBb36SPTg3D7ocV88OFDeerEXJq16l26AwAAAO5HwmwA4KZq1UqeOjGfp07M50//oYeTDGZw/8Hry+OA+3MvX8r/+4Wzg/0rRR45Mp3Hjs7m8aOzeezoTB4/Onjh5OK0WdwAAADcPmE2APCWzDZr+SOPL+WPPL6UZFCD+9zVzfz+a8v54pmreXn4wsnPfuV82t3++LjDM408fnQmjy2NQu7ZvO/EXE4tTqnFDQAAwIGE2QDAHVEURU4uTuXk4lR+8NtOjMc73V5ev7KRly+s5usX1sbtr734Zv7Fs9vj/eZatTz1wHyeOjGXp07M530n5vPk8blMNZQrAQAAQJgNALzNatVKTi/N5PTSTP7YU7u3XV1v56UL1/LCuWt54dxKXnzjWn7uudeztt1NkhRF8uiRmWGJk7m874H5vP/UQo7PN83iBgAAeJcRZgMAd83CdP26l032ev28dmV9IuBeyRfPXM0vfvHceJ+l2UaeObmQ95+az7edWsgzJxfy4CFlSgAAAO5nwmwAoFQqlSKPHJnJI0dm8h+//4Hx+OpWJy+eW8mXz67kS2eu5otnrua3XrqYbm9Qj3thqp73n5rP+08u5JlTC3n/yfmcPjKTSkXADQAAcD8QZgMA94TZZi0fOX04Hzm9M4t7s93NV964li+dvZovnVnJl89ezT/6d9/IdreXJJlpVIczuHdmcT92dDZVATcAAMA9R5gNANyzWvVqPvDQYj7w0OJ4rN3t5WtvruZLZ64OQ+6r+We/+2o224OAe6pezVMn5gblSU4t5P0nF/Ke47OpVyt36zYAAAC4BcJsAOC+Uq9W8vTJ+Tx9cj4/moeSJJ1uL1+/uJYvvj4IuL98ZiU/99zr+ZnffjVJ0qhWcnppOo8uzeSxo7N5dGkmjx+dyaNLszk807ibtwMAAMCQMBsAuO/VqpW89/hc3nt8Lj/y4QeTDF40+cqltXzpzNV8+exKvn5hLS+dX82vv3g+7W5/fOzidD2PLs0MA+7ZcXt6aTrNWvVu3RIAAMC7jjAbAHhXqlSKPH50No8fnc2f/OCp8Xin28vrVzbyysW1vHxhNa9cXMsrF9fyuZcu5f/5vTM7xxfJw4en8/jR2TxxbHCex4/N5omjs1mYrt+NWwIAALivCbMBACbUqpWcXprJ6aWZfPJ9x3ZtW9vqjEPuly+s5eXzq3n5wmp+86WL2e70xvstzTbz+NGZPHFsNt/+4EI+9PChPHF0NhUvngQAAHjLhNkAALdoplnL+08t5P2nFnaNd3v9vH5lPS8Nw+2Xz6/lpQur+Te/fzb/9He+mSSZa9bygYcW86GHB8sHHzqkHjcAAMBtEGYDAHyLqpUijxyZySNHZvLHnjo+Hu/3+3nl4lo+/83lfP61K/n8N5fz9z/7crq9QU3u00em86GHDw3D7cU8eGg6h6brKQozuAEAAPYSZgMAvE2KoshjR2fz2NHZ8Ysn17c7+eLrV/P515bze69eyW+9dDE///mdWtz1apGl2WaOzjVzbG7QHh2uH51rjcePz7fSqFXu1q0BAAC844TZAADvoOlGLR977Eg+9tiRJIPZ22eWN/LF16/mjZXNXLi2lfPXtnLh2lbOLm/mC69dzaW1rfT7u89TFMnxuVYePDSVU4emcmpxKg8ems6pQ1ODscWptOrVu3CHAAAAbw9hNgDAXVQURR48NJ0HD00fuE+n28vl9e2cX9nKhdWtnF/ZzJnlzZy5spEzy+t57tUr+YU/ODcuXzKyNNvIqUPTee+x2Txzcj5Pn1zIUyfmMteqv923BQAAcMcJswEASq5WreTYXCvH5loH7tPp9vLmta1xwP365Y2cWd7INy+v59dePJ+ffe718b6PHJnO0yfmhwH3fJ4+sZDj8021ugEAgFITZgMA3Adq1UpOLQ7KiySHd23r9/s5f20rz59dyZfPXs3z51by/NmV/PKX3hjvc2SmkadOzOf00mCW+KnFqXHJkqOzgm4AAODuE2YDANzniqLI8flWjs+38sn3HRuPr2518sIw2H7+7EpeeGMlv/AH57K83t51fKNWyYMT4faoPvdDh6dz+sh0Ds80hN0AAMDbTpgNAPAuNdus5aOnD+ejp3fP5F7d6uyUK7mykTNXNvL6lY28vryRTz9/PhdXt3btP9eq5fSRmTxyZHrcPro0k0eOzGRpVtANAADcGcJsAAB2mW3W8uQDc3nygbl9t2+2u3n9yka+eXkt37i4nlcvreWVS+v54pmr+eUvvbHrRZQzjWoeOTIzmNE9ntU9lVOL0zm52DKrGwAAuGXCbAAAbkurXs0Tx2bzxLHZ67a1u72cubKRVy6t5dWLa/nGpfV849JaXrm4lt966WLWt7u79p+qV3NysZVTozrdi4NyKEfnmjk2N2gPzzRSrQi8AQDg3U6YDQDAHVOvVnJ6aSanl2aSJ3dv6/f7WV5v58zyxmC5stOevbqRL5+5mktr29eds1opcmSmMQy4mzk6XI7NtfLw4ek8cWw2pxanUhF4AwDAfU2YDQDAO6IoihyaaeTQTCPvP7Ww7z4b291cuLaV89c2c+HaVi6sbuX8ytZO/9pmnj+3kour27vKmUzVq3n82Ezec2xuPGv8Pcdm8/Dh6dSqlXfqFgEAgLeRMBsAgNKYalTz8JHpPHxk+ob79Xr9XFrbzjcureWl86v52pur+dr5a/mdr1/Kz3/+zHi/RrWSR5dm8sSx2Rybb2auVc98q5bZZi1zrXrmWrXhstOfqlfV8QYAgBISZgMAcM+pVIpxuZGPnj68a9u1zXZevjAMuc9fy8vnV/Ols1dz6avbWd3q3PTctUqRI7ONnFiYysnFVk4uTOXE4lROLrTG7dJsU1kTAAB4hwmzAQC4r8y16vngQ4v54EOL123r9fpZ3e7k2mYn1zbbubbZyepmJyvD/mj8/LWtnLu6kRfPXcuvv3g+m+3ervPUq0UeWGjlxMJUHphv5dhcM8fmB3W8R/2jc63Mt2pmeQMAwB0izAYA4F2jUiky36pnvlVPMnVLx4xeXHn26kbOLm/m3ER7bnkzX3htOeevbV4XeCdJq17ZFXCfWJjKw4en89DhQfvgoem06tU7fJcAAHB/EmYDAMANTL648pmT+7+4st/v59pWJ+dXdl5eOeq/OWxffGP/Wd7H5pp56PD0IOQ+NJUHh/0Tw3ImM03/ZAcAgESYDQAA37Ki2Jnx/cSx2QP36/f7ubC6ldcub+S1y+t57fJ6vnl5Pa9dWc/vvnI5/+oLG+n1dx8z3ahmabaZpdnGoJ1rZmm2maPD9aNzg/ImxxeaadbM8gYA4P4lzAYAgHdIURTDsiOtfPiRQ9dt3+70cu7qRr55eT1vXN3MxdXtXFzdGi+vXlrPs69eyZX17fT715//yEwjx+dbObHQygMLrTww39qp7b3QzAMLU5k10xsAgHuUf8kCAEBJNGqVPHJkJo8cmbnhfp1uL5fXtnNhdSsXV7fz5spm3ry6mXMrm3nj6mbOXt2yMgePAAAgAElEQVTM519bzuW17euObdUrOTTdGCwz9SxON3Joup5D0409/XqWZps5Pt9Ko1Z5u24ZAABumTAbAADuMbVqJcfmWzk237rhfpvtbt4cBtxvrGzm7PJmLq1u5cp6O8vr27myvp1zyyu5sr6dqxvt60qcjCzNNoYzvQczvE8sTOWB4Qzw4wuDdrrhPy0AAHh7+RcnAADcp1r16i3N9E6SXq+flc12rqy3c2V9O8vr27l4bTvnhkH4G1c38vqV9Tz76uUsr7evO36+VcvJxamcWpzKicVWTi5O5eTC1KBdbOX4fCv1qhneAAC8dcJsAAAglUqRxWGpkUdz4/B7Y3sw43sQdG/k3NXNnFvezLmrGzmzvJnnvnnlusC7KJLjc62cWGzl6Gwzc6165lq1zLdq4/6onZ0YX5yue7ElAABJhNkAAMBtmmpUc3ppJqeXDg6917c7Obu8mbPLG+OQ+9zyRs4OX3B5bbOTlc12Vrc6+77MctLSbDOnRrO9R8vCzvrSbCNFUdzhuwQAoGyE2QAAwB033ajliWOzeeLY7A336/X6Wdvu5NrmaGmPg+5rm51cWt0ehuEb+eqb1/LZr1zIRru76xyNWiUnF1o5Orcz43u2OZrhXc9sszYeG21fmKrnyGxDrW8AgHuIf7kBAAB3TaVSDAPm+i3t3+/3s7zeztmrG+OZ32eXB2H3hWtbOX9tMy9f6GR1GI5vd3s3PF+rXsmRmWaWZhs5MtvM4ZlGjsw2sjTTzJHZRg7PDJbZ5k5APlWvmgkOAHAXCLMBAIB7RlEUOTTTyKGZRp45uXDT/bc63XGwvbo1LG2y2cnyRjuX17ZzaXUrl1a3c2ltO+evbeaFcyu5tLp9wxC8UiQzzVrmhuH2bLM2WG/VMtcc1PlemK5ncaqRxenB+mRfGA4A8NYIswEAgPtWs1ZNc7aaI7PNWz6m3+9ndaszDLm3cmWtPS6Fsro1mPW9urW7v7LZybmrm1nZaGd5vX3DMLxRrWRhup6FqXpmmrXMNquZboxC8epgrFEbbhu2rVoOTzdyaKaewzMNgTgA8K4kzAYAAJhQFDulT270ksuD9Pv9bLZ7Wd7YzvL6INy+urGdK8P+8sZ2rq63c3Vj8ALMta1OLl7bztr2oL+21b1peZRmrZJD04MZ6odn6jk0PSiHcmh6MAN8ZhiGTzermWnUMt0YhOQzw/WpejWVijAcALi3CLMBAADuoKIoMtWoZqoxlRMLU2/pHNudXtaGs79Hs8KvrG3nyvogFL+ytp3Lw/XLa9s5t7ySy+uD8PxWTTcGM8JnmtVM1Qdh92BsGIAPZ4yP1meatV3B+eGZRhanG6kKxQGAd4gwGwAAoGQatUoatcHM69vR6fZybXMQgK9vd8czvQfrw/5WJ2vb3axvTe7XzUZ7EJq/ubKZ9e3u+PitzsGzxIsiWZiq5/BoZvhMY1gOZWfG+GgG+aHpQYmU+VbdrHAA4C0RZgMAANwnatXK+AWZd0q318/6aHb4+naurLVzeX07l1e3cnk0S3x9O5dXt/Pa5fX8/mvLubK+nXa3v+/5KkWyOCyHcnjYzg7rgo9erDnT3N2ffNHmdL2aqUY1zVpF3XAAeJcRZgMAAHCgamWnhvjJxVsrmzJ6iebyentcDmUUhO/tn1neHJdUWd3qZPsGM8EnVYpkulHL1LA0ytQw5B70B+VTRjPDD8/Ux7PGF8ezyOtp1qrfylcDALzDhNkAAADcUZMv0Xzo8PRtHTtZL3z0gszJ/qgEysaobXezMSyXstEejF1e28jaVifL69tZ2ewc+FkzjeqwBEoj81O1zLfqmW/VM9eqZX6qnvlhO9ea7Ncy1xrMJlcvHADeWcJsAAAASuOt1gs/SLvby/J6e/yyzOX17Vxe21kflUm5ttnJ+ZXVrGy2s7LRyUa7e9NzTzeq4xIpcxPlUGabg9B7tllLs1YZ3lMlzVp13G9UK2nWK2lWd7ZNDc833Ry8dFNYDgC7CbMBAAC4b9WrlRyda+boXPO2jmsPX6a5stEeB9zXNgf9a5vD2eLD9tpE/9Lq+s72rU66vf1rh9+KVr0yCLcbtXFwPt2sZXYYds80a5kb1hqfbe7UFR/1B3XIByVYWvVq6tXKW74WACgDYTYAAADsUa9WcnhmUF/7W9Hp9rLd7WWrPWi3O71sdbrZ6oz6g3azPSiTsrbVzfr2IAhf3+4O2q1OVofjV9e3c+bKcNtmJ6vbnfRvMS+vVoq0apW0huF2q767P1WvZq5Vz8JUPYvTO+3iVCPzE2MLU3XBOAB3hTAbAAAA3ia1aiW1aiXTd6ZqynX6/X422t3xzPC1rW6ubbWzttXN2nDW+Fa7Ow7LN9uD4Hyz3ctmp5utifEra+1c27qW5fXB7PMbmWlU06xXU60UqVeKwX1WitSqRWqVyrAd9Ou1ItON2vX1yFv1zE/VhjXJd7ZNN6pp1iopCmVWANhNmA0AAAD3qKIohmVIajl2B8/b7fWzstHO8kY7VzfaWV7fztVh/+r6YHy700un10un20+n10+720u310+7258Y72Wz3RuXX1nZaOfa1o2D8iSpFMlUvZqpYYmVQb+a6eHSqu+0zYma5Pv3K2nWd46daQzqks82a5mqV4XmAPcQYTYAAACwS7VS5NDMnXsR56Rurz+oNb6rFvlovZ217cFM8vXtwbKxPXgh56DfzfJ6e7je2VWm5a2UJy+KZLpeHdYir43D7katkmplMLu8OpxxXq1UdtYn2qIoUhRJkSKVYnDOybFBm1SKwXlGAfyovEuztn/bqE68MHT40tB6tRC+A+9qwmwAAADgHVOtFOPa2zl05847WZ98pyb5oD75VmcQho9qkq9tD8qwrG8N+oM65d1hffJBeN7p9dMdzjDv9gZLZ9zuzELv9fvJ4H/p9fsZrA7biX6v339LgftejerugLtRq2S6Uc1ca1CyZdBO9nfKusy1BrP4m8N66aNQvVmrqIMO3BOE2QAAAMA97+2uT34ndHv9QcA+rlk+0bYHwftmu5vNYRg/WLrjl4dud3rZGvbbE2Nr291c22znzZXNvHR+MMv92mYnndtIz6uVYle43apX06gO6p/Xh7PCBzXQK8M66aPxwYz1Ru36gPzAdlg6plUflpCpV9NqDMJ5M8+BGxFmAwAAALwDqpVRjfO3/7P6/X42271xGZeVYcC9MSzPMhme7xuuD4P0Trefdq+f9rBG+sZGN+1ubzg+CNXbnUHN9NE5bydEn7RTK30n6G7UBg8pJgP0QZmXYcA+sa1ZG9VGH5SMmW7uWW/slJJp1ispslMSplIMy8SkSFHZKQ1TFIOfm6AdykGYDQAAAHCfKYoiU41BMHxs/p397E63d31gPtFutLvZanez0e5mY3swvtEe1Erf2B71R/t3xy8VbXf7WdvqDF842k+n2xu/fLTT7Y/LyWx1enf8nkZBe2u8VAbf766xaqbqlUw3auMwfrpRHc9En57Yf/QC03q1mKiJPpj5rj46HEyYDQAAAMAdMyr5MtO8O7FTp9sbvzR0fVgffaM9bLe7WdsehOTDcufp9/vp9frDuueD9VG9815/cL5RuD4ZtI/W17Y6ubi6vSuM32h3s/0thur14Uz0Udg9Cs+nGjvB+FSjtitA3wnMK2lOlHJpDeukt2oT/Xo1zfqw9nq1kkpFeE75CbMBAAAAuG/UqpXMVSuZa9Xv6nV0e/3h7PNB8L0+Crq3u9lod7LZnqh93u2l3RnMPt/eUxe9PZzpPgroR+e6stYen299exDYt7tv/S2j9eqgnEp94uWiky8abdYqaQ7D8GZtUP+8eUBd9GZ9MNN8POO8WkzMOq/sCuqbtUpmm4OXlTZqXkTKjQmzAQAAAOAOq1aKzDZrmX0HZ6i3h7PSx7XQRzPJO91xf2f7YH17IlDf+3LRyReObrV7Wd/u5Mr67jIyWxMvLf1WteqVzLfqmWvVMj9Vz1yrnvnWIOien6pltlFLtVqkWhSpVopURm1lNJbxWLVSDMu71Maz2qeHpXemGtVM16upVYXn9xphNgAAAADcB+rDmc/zd2FWeq83mFW+1e5lq9MdzDbv9nfNMB+vT8xE32x3c234gtKVPe3V9e28fnk9K5vtrGx0st29s/XQ69ViXMe8cos1yosiO7PQ69W0apWdOuoT9dObwxns1fFLRndeOFpk+MLRYvSi0SJFku9/+ngeOjx9R+/xfiPMBgAAAAC+JZVKkVZlEOQmb0+Yvt3ppdfvp9vrpzusdb7Tz66xTm9Q63x9WIZlb6mXyf5me1BD/Vb0+v3xzPTNTi+b291cWd/emQU/nPn+VmarP7o0I8y+CWE2AAAAAFB691pN7dHLRHv90QtGhy8XnXjBaL+/0043RLU34xsCAAAAALjDRmVFKrm1Eibc3L31OAMAAAAAgHclYTYAAAAAAKUnzAYAAAAAoPSE2QAAAAAAlJ4wGwAAAACA0hNmAwAAAABQesJsAAAAAABKT5gNAAAAAEDpCbMBAAAAACg9YTYAAAAAAKUnzAYAAAAAoPSE2QAAAAAAlJ4wGwAAAACA0hNmAwAAAABQesJsAAAAAABKT5gNAAAAAEDpCbMBAAAAACg9YTYAAAAAAKUnzAYAAAAAoPSE2QAAAAAAlJ4wGwAAAACA0hNmAwAAAABQesJsAAAAAABKT5gNAAAAAEDpCbMBAAAAACg9YTYAAAAAAKUnzAYAAAAAoPSE2QAAAAAAlJ4wGwAAAACA0hNmAwAAAABQesJsAAAAAABKT5gNAAAAAEDpCbMBAAAAACg9YTYAAAAAAKUnzAYAAAAAoPSE2QAAAAAAlJ4wGwAAAACA0hNmAwAAAABQesJsAAAAAABKT5gNAAAAAEDpCbMBAAAAACg9YTYAAAAAAKUnzAYAAAAAoPSE2QAAAAAAlJ4wGwAAAACA0hNmAwAAAABQesJsAAAAAABKT5gNAAAAAEDpCbMBAAAAACg9YTYAAAAAAKUnzAYAAAAAoPSE2QAAAAAAlJ4wGwAAAACA0hNmAwAAAABQesJsAAAAAABKT5gNAAAAAEDpCbMBAAAAACg9YTYAAAAAAKUnzAYAAAAAoPSE2QAAAAAAlJ4wGwAAAACA0hNmAwAAAABQesJsAAAAAABKT5gNAAAAAEDpCbMBAAAAACg9YTYAAAAAAKUnzAYAAAAAoPRuOcwuiuLPF0XxSlEUm0VRPFcUxSdusv93D/fbLIri60VR/MTtnrMois8WRdHfs/zzW789AAAAAADuB7cUZhdF8WNJ/m6Sv5bkQ0k+l+SXi6J4+ID9H03yS8P9PpTkryf5e0VR/MhbOOc/SnJiYvkvb/XmAAAAAAC4P9zqzOy/lOQf9/v9f9jv91/o9/t/Icm5JD95wP4/keRsv9//C8P9/2GSn0nyl9/COdf7/f4bE8vVW747AAAAAADuCzcNs4uiaCT5cJJP7dn0qSR/5IDD/vA++/9qko8URVG/zXP+J0VRXCyK4stFUfytoijmbnbNAAAAAADcX25lZvZSkmqSN/eMv5nkgQOOeeCA/WvD893qOf9Zkv80ySeT/M9JfiTJvzzoQoui+C+Koni2KIpnL1y4cNBuAAAAAADcY2p3+wJupN/v/4OJ1S8WRfH1JL9TFMV39Pv93ztg/3+QJB/5yEf679BlAgAAAADwNruVmdkXk3STHN8zfjzJGwcc88YB+3eG53sr50ySZ4fHveemVw0AAAAAwH3jpmF2v9/fTvJcku/fs+n7k3zugMN++4D9n+33++23eM4k+bYMypOcu9l1AwAAAABw/7jVMiN/O8n/VRTF7yb5d0l+IsnJJD+dJEVR/JMk6ff7/9lw/59O8l8VRfF3kvzvST6e5D9P8qdv45yPZ1Av+5cymMn9dJKfSvL54f4AAAAAALxL3FKY3e/3/0VRFEeS/PdJTiT5UpI/3u/3Xx3u8vCe/V8piuKPJ/lfk/xkkrNJ/ut+v/8vb+Oc20n+WJK/mGQ2yWtJfjHJ/9jv97tv5WYBAAAAALg33fILIPv9/t9P8vcP2PY9+4z9RpLv+BbO+VqS777V6wMAAAAA4P51Ky+ABAAAAACAu0qYDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJSeMBsAAAAAgNITZgMAAAAAUHrCbAAAAAAASk+YDQAAAABA6QmzAQAAAAAoPWE2AAAAAAClJ8wGAAAAAKD0hNkAAAAAAJTeLYfZRVH8+aIoXimKYrMoiueKovjETfb/7uF+m0VRfL0oip+43XMWRdEsiuLvFUVxsSiKtaIo/nVRFA/e+u0BAAAAAHA/uKUwuyiKH0vyd5P8tSQfSvK5JL9cFMXDB+z/aJJfGu73oSR/PcnfK4riR27znH8nyY8k+dNJPpFkPskvFEVRvY17BAAAAAD4/9u773BLqiph4+9qaKKKCIiAAiKSBYEWzDmN4TN8YwQxoSIDfo6OomJOo4igDComRMYAKpgliQEcHKExMGAOoJIEHVFEEOj1/bH2pY/Xvt23Y4V+f89zHvrUqdPs1VXrVNWqXXtr4GbbM/slwHGZ+cHM/FFmHgxcDrxwhvUPAC7LzIPb+h8EPgr822z/zojYAHgu8LLMPCMzvws8A9gVeOhSxilJkiRJkiRJGrAlFrMjYi1gT+D0aR+dDtx7hq/daxHrnwbMi4i5s/w79wTmTq6Tmb8BfrSY/68kSZIkSZIkaYRm0zN7Y2AN4Mppy68E7jDDd+4ww/prtr9vNn/nHYCbgatn+/+NiOdHxPyImH/VVVfN0DRJkiRJkiRJ0tCs2XUDVqTM/ADwAYB58+Zlx82RJPXV66/pugVL5eK3PbrrJkiSJEmS1LnZ9My+muohvem05ZsCV8zwnStmWP+m9vfN5u+8guq9vfFS/H8lSZIkSZIkSSO0xGJ2Zv4NOB942LSPHgacM8PXvj3D+vMz88ZZ/p3nAzdOrhMRdwR2XMz/V5IkSZIkSZI0QrMdZuQI4D8j4lzgv4ADgM2BYwAi4niAzNyvrX8McFBEvAt4P3Af4FnA02b7d2bmNRHxYeCwiPgd8Pv2nQuAry5LsJIkSZIkSZKkYZpVMTszT4yIjYBXA5sBFwKPysxL2ipbTlv/VxHxKOBI4IXAZcCLMvOkpfg7AV5MDU1yIrAucCawX2bevNSRSpIkSZIkSZIGKzLHOU/ivHnzcv78+V03Q5IkSZIkSZK0GBFxfmbOW9J6s5kAUpIkSZIkSZKkTlnMliRJkiRJkiT1nsVsSZIkSZIkSVLvWcyWJEmSJEmSJPWexWxJkiRJkiRJUu9ZzJYkSZIkSZIk9Z7FbEmSJEmSJElS71nMliRJkiRJkiT1nsVsSZIkSZIkSVLvWcyWJEmSJEmSJPWexWxJkiRJkiRJUu9ZzJYkSZIkSZIk9Z7FbEmSJEmSJElS71nMliRJkiRJkiT1nsVsSZIkSZIkSVLvWcyWJEmSJEmSJPWexWxJkiRJkiRJUu9ZzJYkSZIkSZIk9Z7FbEmSJEmSJElS71nMliRJkiRJkiT1nsVsSZIkSZIkSVLvWcyWJEmSJEmSJPWexWxJkiRJkiRJUu9ZzJYkSZIkSZIk9Z7FbEmSJEmSJElS71nMliRJkiRJkiT1nsVsSZIkSZIkSVLvWcyWJEmSJEmSJPWexWxJkiRJkiRJUu9ZzJYkSZIkSZIk9Z7FbEmSJEmSJElS71nMliRJkiRJkiT1nsVsSZIkSZIkSVLvWcyWJEmSJEmSJPWexWxJkiRJkiRJUu9ZzJYkSZIkSZIk9Z7FbEmSJEmSJElS71nMliRJkiRJkiT1nsVsSZIkSZIkSVLvWcyWJEmSJEmSJPWexWxJkiRJkiRJUu9ZzJYkSZIkSZIk9Z7FbEmSJEmSJElS70Vmdt2GlSIirgIu6bodHdkYuLrrRqwkY44Nxh2fsQ2TsQ2TsQ3XmOMztmEytmEytuEac3zGNkzGNkzGNlxjj29xtsrMTZa00miL2auziJifmfO6bsfKMObYYNzxGdswGdswGdtwjTk+YxsmYxsmYxuuMcdnbMNkbMNkbMM19vhWBIcZkSRJkiRJkiT1nsVsSZIkSZIkSVLvWcwepw903YCVaMyxwbjjM7ZhMrZhMrbhGnN8xjZMxjZMxjZcY47P2IbJ2IbJ2IZr7PEtN8fMliRJkiRJkiT1nj2zJUmSJEmSJEm9ZzFbkiRJkiRJktR7FrMlSdLgRUR03QZJkiRJ0splMVuDF03X7VhZIsI8VW+Yb+qrbJOAjGn/NN+kVc/9UpIkqd/W7LoBWvkiInKEM31GxDqZeT0wNzP/1nV7VqSIWA+4EVgzM//adXtWlIjYFngasC7wK+C4zLyx21atGBGxHfACYEMqto9l5q+6bdWKY74Nz5jzDWbOuczMoR/3zLdhGnPOrQbHuNHul5MiYk5mLui6HSuKOTdMbrdxGvq51+IY2zAZ27jZ82BEImL7iDgiIk6IiFdExB5QvdXG1rMrInYGPh0R3wDOjIhHR8QGHTdrhYiIXYBTgHOAiyLiwHbSN2htm80HHgjcF3g38JWIePjQ98+I2Ak4D9gBWA94MfCxiHjeGHp4mW/DM+Z8gyXn3JCPe+bbMI0551aDY9xo90uAiLhNRGwYERuOrJBtzg2Q2208ImKDiNgiIu4A46o5RMTGEXHXtk0ZU9Fw5LFtGhF7RMT9p64Hum7TijLm7baswn+DcWg79TnAt4BrgIcBPwE+m5lHtHVGcfemXWDMB04ArgC2oe7u/wfwgcz8cYfNWy4RcWfgfOAT7b/bA88Evg68NzO/1WHzlllErAOcBFySmQe2E7qtgZOBvwCVgm4AAB+eSURBVADvyMzPddjEZRYRawEfBf6Smfu3ZZsA7we2AD4JHDXUC0jzbXjGnG8w7pwz34ZpzDk35nyDce+XABFxN+A4YC6wJXAM8PnM/HaX7Vpe5twwc87tNszttijtt+VDwO2Ba4EfAc/PzD922rAVICJ2pY4Jt6I6f14MHAj8ODNv6rBpy201iO1kIIANqPPoVwBnZ+Y1XbZteY15uy2P0d0hXB1FxFzgEOAzmfmYzNwH2Av4MbBvRLwaRnW39BnAeZl5QGa+PjP3o5L5n4GD24XJUD0euCgzD8rMj2TmK4CDqILGSyNir26bt2za4/K3BS5ti+Zk5i+BRwIJvKz11BicNgTAhtTjyUTEGpl5FbA/8FPgKcA/ddfC5Wa+DcyY8w1Gn3Pm2wCNOedGnm8w4v0yIrYEzgTOBl4GvIHaJ98SEU/osm3Ly5wbZs653Ya53aaLiK2AM4BvAgcD7wV2Br4TEXt22bblFRFbAF8Gvgg8HXg+NTTv6cDjImLtDpu3XEYe26ZUIfsE4DHA/YBfAO8D9o+IjTps3nIZ83ZbXhazR6CNMbYZbXu2HtgXA6+jemo/NiL2aesOvmc2sD6wZpQ1ATLzg8BrqBOFJ8FgJ/CZA2zYHtsKgMw8CXgz1XNh34hYb0g3Jdp2WofqFXRngMy8KSLmZuYVwBOp2F7aXSuXTUTMbTeT/gLcESAzb26x/YF6vDCoYtRQmW/mW2+sBjlnvg0o32DcObca5BuMdL9sHkj13nppZp6WmUdS2+yPwCER8agO27bMzLlh5pzbbZjbbQa7A5cDb83ML2Xm+4AHUz1hPx0R28Ngz1XuSvU0f09mnpOZp2bmvYH/pp5seTAMdrLxMce2OZVjn8jMH7XX44DPUXn35KinJ4ZozNtt+WSmr4G+gDXaf9cGjgU+T10IB3WnG2Ar6q7NF7pu7wqM+2Dgz8Cd2vu1Jj57OXAdcJeu27mMsT0ZuB7YexGxPQv4G7Bn1+1cxtj+meqt8MyJZeu0/z6BOgHaljb8UZ9fwKbT3u8N3Az828Sytdp/9wRuAPbout3LGKv51oO2LkNso8m31ubVIufMt2HmW4thNDm3uuRba/9TxrpfAvsClwFbT1t+L6qH10lTvzVDfJlzg805t1sP2r6ccb8Q+MPE+zXbf28NfBuY33UblyO2JwF/Am7V3q8z8dkXgV9OLhvSq+XeWGN7IPAHYMf2fr2Jzz5E3XzZpr3v/W/L6rLdlvc1xLtlAqImd/x6RKyfmTdQY3Q9mhqrKjNzQdSg95dQPboeExF377LNK9AxwPeBz0bExpn5t3anH2pcst9RJ+q9FzVp532m3mfmp6jHSE6KiE1bbGu3z46jHpd5SCeNXQoRsWXUpGX7R8TmEbEe8FngA8CbJ54UuL595XpqrPc/Z/tl7quI2A34fkTcchc0M78DvAp4e0QcDLc8bjjlYiq+ITLfem7M+QarXc6ZbwMw5pwbe75FxJyIWGPqfWaeCJzGCPbLRfgt1eFlb1jYSzJrvOxjgIcDO3XWuqVgzg0z59xuw9xuM5no+fll4IZYOJTpTVHDqvwZeAGwUUTs31U7l9a0Hq2nUE+vHA61b8bCYRz2ARYAr1y1LVxhTqX2v1HENq3n/zep4YveDpCZ100cy/enbpId2t73+rdlEUa13VYki9kD1A6eZ1Hjav6lHTy/Se3Eh0fEgQC5cIKJqUkZruukwcuhXQwfEREnRMQrImKPrGFVXttWOSkibjdxEgQVb+9jbTcXvgvs0d5PHUhfB/waODcitmo3K6YmTbkWuLqD5s5a1AQF51KP6B5Ozer9BmAT4I3UkwJHRcSLI+LWEXFrajbz62njzPVVy73/Bo7PzK/B3x0QPwq8FTgyIt4eETtEjd/1BOq39s9dtHlpmG/mW9+MOefMt+HlG4w758acbwARsSPwYeDUiHhnRDy+ffT/qB7Mg90voSZki4hHTr3PzG9Q44ceExHzWkeXNdpnXwZ+CDyik8YuBXNumDnndhvmdluUWHhTfW777/9Svy2PiohnQA2r0j77BdWL9E6rtJHLKCJ2oOYkmdvOVf5K7a/3iYhXAmTmDe238zrg58DGnTV4KUQNkTU3ItYFyMxrgcOA+40gtp2BwyJinagOnEnVwu4eEe+BW2KbGlrkfGryxN4b83Zb4VZlN3Bfy/8CdqVOrA+btnzq8axDqMebDqMmgdwE+HfqwLLpqm7vcsa6E3Vn9EvAx6keaf8F/Ev7/NHAfOAS4LFUD5O3AFcCW3Xd/iXEths1rtrhi/gsqEfRvtniP4h6VPRtwO/p8SPm1KQu89v+d7u27A3UI2efo8azuh1VrLme6qFwQdtmu3fd/lnsj38FXjexnbZseTb1eN3awDOpk7xLgZ9QPaN6/0ih+Wa+9e015pwz34aXb639o825Medba/sObZ87EXgX9QTE94F3tM93pCZKHNx+2dq/G3X+/9r2fmq4wdtQwxBeDdyf9ng1sAbwDeAlXbd9CXGZcwPMObfbMLfbDPHuTA1l8A3aXFwt5jtS5zDfAp437TtfBg6d+vfpOobFxLYb1av1pdOWbw4c3Y4Rb5j22UnAEe3foM+x7UKda51HDUNxUIvrVsB/tHwbamy7UTe8Dp22/LbUmPu/AD487bOPA8dRx74+xzba7bZS/r26boCvpdhYcAdqvJ/T2vs1gKOoRw9+Abya6gX1OKqHyRXAj9vBs9cnBouIdS51Z/tDE8u2Bj4I/IA2Fhl1cfJx4CpqpugL+h4rNYj/9cCbJ2J9QvuxehoLT/pu3X6YftS24zkDiG1L6oT0EdOWP5sq1Hwc2Ghi2z2HGpts667bvoS4Nmjt/+3EshOB/2nb8uctltu0z7agejs9HLhj1+2fRXzmm/nWq9eYc858G2a+tXaPMufGnG+tvWu0/e2TE8s2oYYD+DlwdFu2DnDkAPfLu1M3kA6b4fNNgE9TPbgOoy72j6AKbdt13f4lxGbO5SBzzu02wO22iHi3pW7wHQO8HjieKiK+i+oJumWL/4dUT+3nUEOi/WkAvy27Lup3k4Vzkm1NDVlxMfA16sbLR6hOhTt23f4lxHZnavzoo1vOvY2qC50A3K3tx2+jOkwMLbYlbbfbUWO6X06dU38Y+ESLbeeu27+6breV9m/WdQN8LcXGqmL2ycD3qIvDU4AzqN5a72wHkk9TF4lbUj0wHgZs0XXblzHe04Fj25+nepJsThXwzwOeMrHu9sBmtBOjvr6ANYF3tx+qp7RlX6Hu/P6cmmjoy8D9J76zefvx2qDr9s8ivi2oi8D9p+Kd+OyFwEXAfl23cxlj+zfg69QJ+Hyql8IT2r53PPAr4J+7budyxGe+5eDy7U5jzbcWw8vHmnNjyzeqN8jcMedba+8dx5pzwMvGmm8tvpOBU6Ytuy3wr9T58yETywezXwJ3abn1xvZ+LWA/qvB0EHC3iXVfAZxJFd5OA+7edftnEZ8514O2LkNsd6J6I49xu72c6jk5uu22iFjfAJwxbdnzgN9QBe4NgNsDz6WGcTiv/cbs1nXblxDXdlTB/QPt/Zz2e/luqhi/e1u+ATVnwqktrs9O/qb29dWOa2dPW/Z/ge9QT+rsQD098OAhxcbCYu8nJrbboVQHka8Aj2HhU0nbAMdStbGP0PNC9pi320r9N+u6Ab6WcoPVBe3x1N3fM5i4uAWeSD0O+dSu27mcMa5BXRQf2xJ3fepCeerHaSuqEPDFie8M5pEKqufa+9sB/zfUxf12Le67Ub2BThpibK29n6fuhG48tT0nPjsJOKfrNi5lPDHx5xdRF72nAptPW+/06Qegobyoi99jgS+MMN+2a/k2fwz5RhVZdpl4/4WR5dvmTFwEUWPZ/pAqvAw651jYa2TtsR3fJmLbfmzHN+rRzvUm3n9uLDnXYrvNxPuDx3SMo3rWPbj9+ZXUfDN3mbbO7ds++00WPjkwp+u2L0WML6XG4J16ouNUqtPLd6lrgrOYKBpSHV7WAdbvuu1LEeMXx5Jzi4ht6hg3+JyjCktzJt6fSBWtB7/dWmxzJ94/jyrWD367LSHuw6kbLsHf35B4Zvt9eeW09demDX3a5xc1jNQC6sbENtQQKt9ox4FvATcB+y7ie3NXdVuXMb6XAhdSxfjJ69jHUB0MjgbWGlpsrf2/ae2fR/VO/hrwGeqG9QKquD132vcGcUwf63Zbqf9mXTfA1zJstLrYfyvwkPZ+8sThh7THJYf2mjxItvcPaAeTf51YNnXBv3f7wep9r5IZYrsLdVPiS8AO0z57aIttl1XVvuWI61bAhrQLwLZsY2rYm68yUQBonz2fmjBlrVXZzhUVW1u+HzVe3NS+ODU+3tuHdPJKPYa1E7B9e793y7eXTKwz1Hy7HTXG347t/RYjybctqHFPvwDcqy3bmOoFNOh8mym+tvyZQ885agiws2gFpJEd3/agxhq+dXs/iuNba+8uVLHiERPxjeUY9w+xteVjOcbtTD1m/Ln2fi+q6HsE0wq51HjZC4AHdd3upYjvzi2mW1GF+p9SPda+QBuqgSrmn0IVozZsy3p9A4nq0btve927LduYGjt06Dn3D7G15YPPOep88niqsHQs8E/U8DbfpwqEQ95uk7F9GHhcW/54qiPZYLfbLGI/uP1u3qm9X2vis5dTY4dv23U7lzG2F1Hjmf+a6lywxVR81BPv1wJ3nvadXv9+TrTzyVTHx70Xsd2eRQ0VM2+gsT2VegrgCqrDxKYTufdS4AamDQ82oNhGu91W1msOGpzMvIwaL+fs9n5BlA2pQsD5XbZvWUTEdsBrIuKuU8sy85vUhJaHR8QBbdmC9vG11GOH163qti6tGWKbGuP8aOqimDaDMlSPmZ9SE4L1VkTsRPVQ+zrwk4h4YUSsl5lXA/tQvfFOjYidp2bjpe6i/om6w99bM8S2PkBmHg+cOrUvZuZN7WubARdFxJyJbdlLEbELdVF4InBhRLwpM79DPYL8joh4IQw236ZiOwG4ICLemJmXAq9hwPnWbEfdrb8VcFBE7N3y7alUMeaMIebbhOnx3RMgMz9KPeY6yJyLiN2oQvZ5mfmXiIh2fHsldXw7EAabb1OxnZuZf26x/YIax+9oqgA1yHxrx4GzqZtF/5OZfwaYOMbtyLCPcf8QG9xyjBtsvsEt++V51H72oIjYNjPPBfanChiviojbTXzlGmrojd7nHEBE7EyN531oZl5LFdo+SRUNX5uZF7dcvJg613wAVdwn29VvH0XErlSvyIOo65y3RsRuLeeeTj35MdScW1Rsd4dbcu60oeZcROxAxfY36ibm1OR5hwIHUh0Mzhzodpse2xbAkRFxeGZ+LjNPHup2m6VjqBsSn42IjTPzbxGxTvvs/dSEnffsrHXLITOPouYQuAx4U2Zempl/ax8fRRVF7zntO739/YSF51qZ+Smq0HtSRGzattva7bPjqKHfHjz53QHEtgZAZp4AvIMaeuNNmXnlRO4dRc0F8cDJ7/Y9tiltu32FEW23la7rarqvFfcC3gj8jJ5PnrGIdm9LTXC1gBqrauuJz9ajLooXUCd/e1F3+v+dKkpt2nX7lzW29vk/3E2j7uh/lR6P1UhdxF9F3bl+IvBmqpfhfSfW2YWasOyX1A2WL1Inrrt23f7ljW3a+uu0dX5H6+Xc5xd1QXs1dSKwE3UXewE1zv6awOva+8MGmG8zxXbn9vkg822irRtRvUeeSz1CfgJtDDhqArBvUcWpweTbLOLbrX02+XjrYHKOmqjmWv5xopp12n8PAW4eaL7NFNt6i/nOIPKNOvf4CvCeafHuTRumov3eXDTAY9xMse21qHwaUr619u5GTQ71ZqpQ9gPgfcDa7fNntePC8VTPym3afnkp04YL6OOrxXddi+uaif1xU+A+tEeOW+wB3Ju6ObZN121fQlxbURPW/3vb5x5ETXL1gIl1hppzM8V2/xnWH0zOUcNKfAw4alr7v9fy7JPUEFPfpibSG9J2mym277bYPj7U7TZDvNtTT66cQHVu2aMtfxA1VN8tQzG15RtQQyI8seu2L0Ns95j4bE9g3fbnqTlMdmqx3XtVt3UZYtsU2HLi/dSTAlM3PS8Btpr4fB3qZu9zum77MsQ2OVTRjkwb0oZ6Gul7wCO7bvssYrsz9XTDe6nJHqeO3bsMfbut0n/HrhvgawVsxOqVdwz1eGHvZ12f1vb1gQ9RA/e/gLoAeQ9/X9CeAzyDelz0cmrMzd/2PdZZxjY5HtIu7SToGno8kD/Vw+K0yZO7tvxUpk1o1v58IHUC/9q+n9wtQ2yPogozvd8fW3s3oU5Gj5xYFi2+ewO7txOBx1A9Fa4YUL7NFNsp1AX+HtNOCu42hHybaO+cdlL3c6rXzxPbSc1HgP8Cjm/rHTyUfJtFfOdOxHdSW+8xQ8k5atLmy6ked1DjRh/V8m3q6Zw9gMcNMN9miu0U6obKa2gXwu3zQRzfJto7l+q5vGeL7bS2P15DDed20MS6Bw0p5xYT2x+pQuHBE+sOJt9ae3elHtF9S3sfVO/Bi4BbTaz3cKpX15XUkwK/GEh8iyrUv5fFDNVADUt4Dj2eQLa18/nUmLWTQyd+EXgx8Bza0Ipt+aCOc0uI7dnTYhtUzrU2f5WFE5BO3TR6OzUu9nzgwLbsX4a03ZYQ22eowvzUWPWDuh5YRJw7tWPAl6iJLX9HnXv9S/v80W1bXkINifNw4C3tN3Srrtu/DLGdDbxsMd95a9u+t++6/UuIbUdqqJevAHdcxOfzqKeM/0idq+xLdQ78PdPmj+jba6bYWMz41+3YeAE9vzFNXYP+ljr/+jrVae5N7bMA7jHU7bbK/y27boCvFbAR6+T9SwxgltZFtH3ddnLztPb+8Sws+k4fp2pr4P7U+I5bdN325Yxt60XEdgp1QdXrcVKpgtO5tB4lLJz462jgMxPrrbGq27aqYptYfz2qIDWUk/KNqcc+t51Y9hqqh8kPqEk1zqSeKLhDy7eHDSTfFhfb91tsX20xbUYVFH/W93ybiGWqt8inaOO6UmNSXkWNZ/j8rtu4kuN7dls2mJxrOXQy1UvkCe03/gzqAvCdVFH009SEbFsOLN8WF9vhLbZPUb2hthxgvt2eukh/eIvnVKqX0wOBN1DH8kH2jpllbM9o664HvGoI+dbaew8WFp6mflPuRHX2OHTa8k2oi+V59Lxg0dq7xEI9f18s3Z26+O19D9jW3hdQPXf3bO8PpY7fZ1I3bn8PvKDrdq6E2M5tsT2nfTaYnGv74HpUR4KPs7DYu0WL99nAfwJndd3WlRjb14a23RYR61yq49WHJpZtDXyQujaYKtjv0P4trqJuAl5Azwv3S4jtu8Crp61/HxYOVdHr8xXqmvVb1DF8avzoRRW0b0cd639EdZg4ZwDbbVaxTaz/CKq+MoTttmXLn7ezsBf9k6nzlF0m1hvcduvk37PrBvhaQRtyABNoLKbt0yfieSJ1MfVeFk5isyYTj5kM5bWE2LZqy+ZQF5dbDyVGYLuJP089FvMq4MRp620y8edBTFCwFLH1/uJ3hvgmJ/p6KnVB9eR20Lw/1fPiLV23cyXFdh4L73zvNpR8mxbjJ6kxUaGe/PgDVcw4jr+fUGoQ+baU8d2n6/YtQzybUcMZXE8Vezea+OyJVBHjqV23cyXFdhXwlPZ+16HlG/AJ4D+oCfUeObF8Y+ADbV9dl4UXI4PJuVnEdgKLGS5mKK92frVu+/04E7htWzaYbTURy+IK9a+atu5m1LwfF9CGaur7i3rk+hxqCJGT2vH7cVRR8fZUgens9udB5dxSxNbroaUWE9+9qeGyvkUNy3Et8MH22S7UDZUdWNhBZBDbbZax/Zk22fiQX8DpTHsClRr7/Cjq3PkpE+tu335jev20xyxj+w6wT1u2BXWj6XyGcQPwke1YvjvV+/xKFlP0bfFtQM+HeVva2Kh5dl5MDWXU6yf/2vnHIVQHkNu2ZQHclXrq4R/2uyFtty5ea6JRyIUTFgxOZv4FbhnYf0FmntwmMDgeyIh4F3AAsHVE7Adcly27+24pYtuG6sF9fXetnb3M/ClARMzJzBvb4rWonk60zw4FNomIQzLzhgFts6WJ7RVD2WZTcmKiL+rAPy8zv9venxURl1OF3sGZRWxXALu3ibF+sOpbuOxam5N67HODiDiaeqx1HlUoPBy4MSK+m5nXDyXfpixFfOcDQ/o9uTwiXkE9TnhmZv6+/bZMHQ/eDNyXKh4Oyixjux91I/CCblu7TI6ghgZYj+rFBdQEkBFxJdWb+YZcOPnXIPbJZkmx7UJNfjVobdv8NSJOpC6E98rM0ztu1jLJzPOoohKZmRExh5oj4gvAQyLivdQwOFO5+RLg+qxJ43svM38VEU+nfvN3pM6ZP98+/l1EXEpNZHnt0HJulrE9kCqMDk5mntMmbH4RdXPz5Zn53vbxNtQx4vLMvLmtP4jtBrOK7TfUMGGD1K5P51DbaKM22f117Vh+WUS8kzpG7EtNGg/w0yFsw6WI7SlUj/PLqE4Ux2Tm77tq91KYT/3Gfw8gIh4CfA14f0QckJm/acvXzMybMvPSDtu6tGYbW2TmtRHxbuCjmfm/3TV5yTJzQUR8mypk/7EtS+BnEXETdZPogmnfGdJ2W+UsZqs3MvPmKHMy86SISOBY6u7cltRkDX/ptpXLZhax7TW0oijccqE46SaAiHgjbTzYzBzkBfEsYxvcNpuUmZdQd4KnZsBem3py4H+6bNeKsLjYhnASPt1Em39G3dG/AnhsZv4S+GWbwPwHQ90nxxxfu2h6G3UhPHUyG1Qv0aupXkCDNPLY5kfEP1GPmT8/In6ZmRe1j29FDQu2JjC4zgSziO3n1HjaN3fVxhUpM0+JiFOAF0fEf2fmn7pu0/KaqVDfzjWj/XYOSmZeDFwcEfsD94qIdSZ+8zeljunRVfuWxyxiu5iBxgZ1syUi9lvE+dX9qF6VgzvvmjLG2CYKnDcDN0fER6mnV56fmUdSHa7mZOYlEfEa4NsRcffM/H7fz6GXMbY9WueXK7ts+5JMxQZ185m6KT21/MKIeBA11vIxEfECanzw50bEzzPzjK7aPRsrILbeFrKnxXYWcFZbHhP5lNSwOFPfeTzwi8wc/DX5ymQxW73SEjpbcp8cEQdQkxTtnpkXdty85TLW2KZ64lHF3l9HxMuo2XnnZeb3u23d8hlzbNO1nl6vAu5FjTU9GiOL7WzqcbpvZOYFUydCmfm5rhu2gowyvunFs7ZP/ivVC+Pr3bRqxRh5bGdHxAOpIUWOjYgLqYuN/wPcL4f9VNxoY5vB6dTkc5tRwx6MwhgL9dSQHO+kYrqUelLg2dR8JoPs1DJhtLFNFjkj4m7AC4F9qNgGvV+OKbaI2A7YJyI+lpk/A8jMb0bEIcDhEfHXzDxmolPPtdS4vdd11ORZW47Yru2oybO2qNgmzpFvan++qB3XvwG8jzrWPYl6IqS3ljO2nbpq92wsIbaMiDWpc68F1ISPRMRbqOFI7tJVu4fCYrb6ak5EvAN4KDWQ/2CLvYswqtgmTggWUDPOXwPcNxcO7zBYY45tUkQ8iXp896nAw6YOtmMwttgy87qIeE8O8HHd2Rh7fAAR8VTqkfInAw9pPfZGYYyxZeZZEfFg6jHrewI/oY4Dgz52w7hjmzLR8+k44GnAjYv/xiCNqlCfmT9svdI+SD0dcBnwgDH0UBtzbFMiYm1qIvENqRtjQxxmapGGHltEbEsN57YRcNuIOHLiOP0+YH3gvRGxNTXJ86+o48M6tGGM+mp1jG3yHLkVRqP9xjyMmqD7f4F7ZuYvumn5kq2A2H7eTcuXbDaxUTWGBdSQODe2pwX+HxXbJau80QMTOb7rRI1A1DhXzwLOH1sP2LHGFhHzqFnZd8nMH3bdnhVpzLEBRMQuwOupifdGFd+YY9MwRcSuwFuBQ3Lh0A6jMObYoJ7WgUUOQzV4Y45tSkSsl5m97104W1OF+ojYADgNeHoOcHiRmUTE7ageazdkG190LMYcG9xS9F1z6L3NF2WosUWNGf1uar87h5o74TjgHVNF33Yc2Ac4rH3tGmroqcdmG7+4j1b32Katvzb19Mczgb37fO1jbH+3/nepovbdqAnv56+yxg6YxWz11rRxhEZlrLFFxPpDO7mbrTHHBhARc3PhhJejMubYNEwRsVaObxgHYNyxSX01tkK9pBUrItalnjL9Q2Z+sj0h8HGqwHZ4Zv5qYt2tqTmd1gUuzJ5PQrcax/YPhdGIuAfwEeDZWRMH95ax3dLJcQPgl9TNld3H9KTOymYxW5IkSZIkaaSmd8yJiCcC/wl8FDgsMy9uY/hunpm/7qqdy2I1ju3tWZNZzgG2yMzfRMSGmdnbCREnGVusQQ1btCfw2zE+1bgyOWa2JEmSJEnSSE0V1loBbUFmnhwRARwPZES8CzgA2Doi9gOuG8qTxMbGAcA2EfH0oRR7wdioyWS3Bvb16aqlZ89sSZIkSZKk1UArqkVmLmg9Ro8Ffk8NwXGPIc/rtBrHtlefx/9ektU4tkHvk12ymC1JkiRJkrQamZhI9nRqqIMHZOaFXbdrRTC2YTI2zZbDjEiSJEmSJK1e5kTEO4CHAncfWWHN2IbJ2DQrc7pugCRJkiRJkla5i4A9MvOCrhuyEhjbMBmblshhRiRJkiRJklYzU0MfdN2OlcHYhsnYNBsWsyVJkiRJkiRJvecwI5IkSZIkSZKk3rOYLUmSJEmSJEnqPYvZkiRJkiRJkqTes5gtSZIkSZIkSeo9i9mSJEmSJEmSpN6zmC1JkiRJkiRJ6j2L2ZIkSZIkSZKk3vv/+ZGlMiBb2/kAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_entropy_zones(current_dict, zones_entropy_list, True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Etude des valeurs d'entropies par zones sur la scène Cuisine" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "zones_diff_entropy_list = []\n", "for zone in zones_data:\n", " entropy_list = get_zone_entropy(zone)\n", " diff_list = get_zone_diff_entropy(entropy_list)\n", " zones_diff_entropy_list.append(diff_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 3 et 6 de la scène Cuisine (non normalisées)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_diff_entropy_zones(current_dict, zones_diff_entropy_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 3 et 6 de la scène Cuisine (ici normalisées)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_diff_entropy_zones(current_dict, zones_diff_entropy_list, True)" ] } ], "metadata": { "kernelspec": { "display_name": "thesis-venv", "language": "python", "name": "thesis-venv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }