{ "cells": [ { "cell_type": "code", "execution_count": 52, "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": 53, "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": 54, "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": 55, "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": 56, "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": 57, "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', 'C2', 'C3']\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": 58, "metadata": {}, "outputs": [], "source": [ "def display_sv_gradient_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', 'C2', 'C3']\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, min_v], '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": 59, "metadata": {}, "outputs": [], "source": [ "def display_images(dict_data, rec_images, noise_index):\n", " \n", " indices = dict_data['zones']\n", " scene = dict_data['name']\n", " \n", " fig=plt.figure(figsize=(15, 8))\n", " columns = len(indices)\n", " rows = 1\n", " \n", " for i in range(1, columns*rows +1):\n", " index = i - 1\n", " \n", " noisy_img = rec_images[index][noise_index]\n", " image = transform.get_LAB_L(noisy_img)\n", " image = Image.fromarray(image).convert('L')\n", " \n", " ax = fig.add_subplot(rows, columns, i)\n", " ax.set_title(scene + ' zone ' + str(indices[index]))\n", " plt.imshow(image)\n", " plt.axis('off')\n", " \n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 60, "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": 61, "metadata": {}, "outputs": [], "source": [ "def get_zone_gradient_entropy(entropy_list):\n", " \n", " dh_list = []\n", " previous_value = 0\n", " \n", " for index, value in enumerate(entropy_list):\n", " \n", " if index > 0:\n", " dh = 1 - (previous_value - float(value))\n", " dh_list.append(dh)\n", " \n", " previous_value = float(value)\n", " \n", " return dh_list" ] }, { "cell_type": "code", "execution_count": 62, "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": 63, "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': [7, 11, 15],\n", " 'thresholds': [330, 260, 220]\n", " }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utilisation de la scène appartement pour aperçu des tendances de l'entropy des SV" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_appart\n", "interval = (0, 200)" ] }, { "cell_type": "code", "execution_count": 65, "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": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_images(current_dict, zones_data, 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Etude des valeurs d'entropies par zones sur la scène Appartement" ] }, { "cell_type": "code", "execution_count": 67, "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": 68, "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": 69, "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": 70, "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_gradient_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": 71, "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_gradient_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": 72, "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_gradient_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": 73, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_cuisine\n", "interval = (0, 200)" ] }, { "cell_type": "code", "execution_count": 74, "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": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_images(current_dict, zones_data, 0)" ] }, { "cell_type": "code", "execution_count": 76, "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": 77, "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": 78, "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": 79, "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_gradient_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": 80, "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_gradient_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": 81, "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_gradient_entropy_zones(current_dict, zones_diff_entropy_list, True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utilisation de la scène Salles de bain droite pour aperçu des tendances de l'entropy des SV" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_sdb_d\n", "interval = (0, 200)" ] }, { "cell_type": "code", "execution_count": 83, "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 (7, 11 et 15) pour la scène Salle de bain droite" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_images(current_dict, zones_data, 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Etude des valeurs d'entropies par zones sur la scène Salle de bain droite" ] }, { "cell_type": "code", "execution_count": 85, "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 7, 11 et 15 de la scène Salle de bain droite (non normalisées)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les lignes verticales représentent le seuil de la zone en question" ] }, { "cell_type": "code", "execution_count": 86, "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 7, 11 et 15 de la scène Salle de bain droite (ici normalisées)" ] }, { "cell_type": "code", "execution_count": 87, "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": 88, "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_gradient_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 7, 11 et 15 de la scène Salle de bain droite (non normalisées)" ] }, { "cell_type": "code", "execution_count": 89, "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_gradient_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 7, 11 et 15 de la scène Salle de bain droite (ici normalisées)" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "image/png": 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jhU/fdFGfs55PEorPEAnFxaXkq48f5J8fP8Cf3LSAP7lp4YXenIvCrt4ov9jWy692DtAbSeOwaVw9v4bbVzRy89L6aZ0E3buxm7/5xW7esLqJf3rL6ll7weFsQnHLsjg6lqI64H5ZWl1blkXnUEIFFmUB+HA8W1qnocLDksYgSxoruNF8nss3/xmaqQ5c8/NvwdH5KLrDz47GN/Ow/y52RTwcHk1O+h0AtUE386r9rGgJccOiOl41r+qiCAyf3DfEx368FafDxtffvob1HdUz9rs7h+J87Mfb2NMf4+1XzuEzty8564PPZDbPA9t6+cHGI+wbiJeW31LoqVEXdFNXoYLv2sJ0td99bp+//h3w1Bdh/8NT/9zpI+2u5mDST2++guqGVlYvWYirsqkQntepE3Hf9MPyjG7QOZRgTrWPitO1uI70wOGn4fDv1BDvB6cfmlZD8xpovlwNoVZ1ln0a2bzB7w6M8NCOPn6zZ5BUzqAm4Ob2FQ3csaqJNXPCJy3PYVkW23oiPLC1lwd39DOWzBH2OXndyibuvKyZNXMqL5mWT+mcwYHB+JQ19XvH02Tzx5cWcpUC5aZKL3XHhd61QTchr/OCPv+8YRJNq8A8nTNoCHmo9rvOaps6h+L85f/uZPORca5dUMM/3LWC1irfjG+zZVns7I3yy219PLSjn4FYBq/Tzk1L63n9qiY2LKyZVkA0GMvws5d6uX9LD4eGk3iddm5d0cDdl7dy5byqk5ecGTkI+x5SQfixF9Wy8DxY8jpY/DpouUJdgIoPkt7/OMm9v8V37Hf4ssMAdFsNPGMs51lzBZtty2mqb2BpYwVLGoM0VnpLYbfHacfjtOFx2CemnXZcRhpbagjig5AYgMQwWAZodiybnbylkTM1sqZG1tDIGJAzbKQNyBqQzmukDUhbbhLVK/D5A6UAJOiZCD0Cbsc59XSxhvdjbv4+tu0/RsuMT/rZqL2OfbSxJdvCbrONPVYbQ7Z62usqVEheFpg3V56i1Wp6HEYPwVgXjHbCaJeajvRA5RxoXKX2e42roW4pOCaO1Yr71AODKpzbPxineyRJrBB+l98f42S8TjsBj4NkVl2QAFjaWMFVHdVcNb+aV82rPr/HLJYFZh7yGchnjxuXT+fU2CqUYyqet1tW2bxF3jDpj6Q4Opbi2FiSY+NJehPQ5ZjPmKeVgMdFwG2fFJ6p+cL7phCi+d0OKjwOwj4XYd+5l3Aql8jmGYqV9foq9PTyOu1UBVxU+11Uee3UMUa1PoA/048t2gORoxDtUe+N6DEwisdiGoTnQv0yjJolDPvnc9jWxp5sDYfHMhwZTXF4RAWqU11vcjlsqveF007ImWeZ7QhLrMMsMLto1w/SmDuCHWNaz81weDHdISx3CDyV4A1h81aSMp1EMgZjaZOxtMlIymA8bZCzbBjYsLAT9HmoCnqpCvqprfASDvpI6DCUyDOYNOlP5OmL5xlKGuiWAx07ecuO3+ejLhygsTJAY1WQoM9L12iGPYNJ9g+miGUtDDTsDgfz60Isag6ztCnM0uYwCxtDuJ0nvr+jKZ19AzH2DagAfG9/nAOD8dJnRNNgbrWfRfVBdMNkd1+MgVim9P+bK70sa6ooheXLmitoqPCc8nspoxscHklyaDjJoeEEh0YK4+Ek8eyJF38rPA466gJ01Kphfl2Ajlo/c2b44txIIstznSM8W2gN3h9Vz3NOlY9rFtRw7fwa1ndUnzRgNk2LzuEELx0ZZ+vRCC8dHefgUAJQr+Oi+iCXzQmzqrmCnK4zGIkzEokzEk0wGk8SjSfRTB0neZzkcZHHZzepD9io99kIezR0wyz0VjBKPRjSukHeOPFCfpEDkwaPztygSbPfpNGTp9qlE7bncBopyMYhl4RcArIJNc4lwOmDqnlQ1QFV7VBdGFe1q4vJ53I8lM+qC9WJQXXcmxiCbJxcOkEqGSObSqBnEuQzScxsEvQktnwah5HGaWbwWBm8ZHFgMk6AmC1E1hXG9FbjCNbiCzdQWdOIP1yP5q8pXACvAV812MuOy/M5yEQLQwQjFWF8bJjR0SHi46Ok4qPkEhGsdASnHseugd0bwOevIBisoCocJhSqxObyQ/ng9E1MO7yQHlP7slgvRHshdgwr2kt+vAdHegSNyTuspC1I3leLy8zgzEVx5JMnfSktzVbYB4XRvGHwhuHu70/rAuIrkYTiM0RCcXGpsCyL6//fUxwbT2NaFt97zxVcv6juQm/WzEmNwQvfhld96LSB1Ggiyy+29XH/lmPs7Y/htGtcu6CWW5c38JqlDWfVkuEbT3Xy5Uf387ZXzeEf7lp+yYRBM2m6ofhgLKMOJDtHeL5zlIFYBpfDxoYFtdy2ooGbltafPhw8A4Zpsbl7jEd2DfDY7oHSgavLbmN+XYAlhdBChRcVExdCXvoBPPgxaL0SjqpWynw2CgO74Jl/hN0/B4cb1twDV3+MpKeB7tEk3SOpwli10NnRGyWXN/G77Fw9v4YbF9dxw+I66itmvsTIqViWxTef7uIrj+1nSUMF33735bSEZz7YyuYN/unXqk75vBo/X33rZaxomX4d7s6hBPdtOsL/bjlGPJtnaWMF717fxl/+TL2viuVTZtTgHnjqC7D3l+AOwfqPwGXvUAf/iUF1AF48IE8MYcT6GR08his9RKU2xcFnqBXql0PDiomhso2MYbG3P8au3ig7e6Ps7I1xcDBO3rTwuezcdVkz714/d+KmpYlh6P6daql6+Hcwflgt99XAvA0qpIscgd4tKtAvhgH+2omAvHkNNK0p7Rd1w+T5rlEe3N7HY7sHiGfyVPqc3Lq8kTtWNnLlcS1wp0M3TJ45OMzPt/bx690DZPMmc6p83HlZM3eubpq5MhYzoHgiuu1ohG3HImw7GmH/YHxSK9xKn3NSDf2WsLc03xKefmmhS5aehrFD6j1vGmAZmEae3+0f4MGtPWiY3LGinms7wtgs9XO1nqnGWKDZUM3dbYVm8NoUy2xYaPRGM+zojbPjyAjxZBKfTWdRjZtl9R7mVzlxWro6KTay6qS0fGzo6qQuUAf+OgjUFsZ1WP4ato65uX/7MA9u7yeRzdNa5eXNa1p57fJ67FhofVvxH36U0JFf44t1ATAWWsbRuhs4VH09A+65ZPJWqazJQDTD3oEYR0ZThRfL4nLfEHcGD7COHcxLvITDSGNpNrSmNdBxg2pJ7qsqO6kfUPuUxMBEAB4fhFz8JH+Qs+D0w4KbVJi/4Gb1Gp2LfBb2PgibvwdHngWbAxbfDpe/V4XSg7vUMLATBnZijRxAs1TwkrH7OeJoZ2e+lRcyzewx2zhoteCyWVweGGOld4SFziHa6Kc+30tl+iiubHnYrkFlqwpbQi0w3q1682RjAJiak2FfBwftHbyYbeXpeDN7zVayuHDZbXTUBWiv9RP2OdXFgUKwq8LeQmt5j4OKYhjscZRa9+mGyY5jEZ7vHOX5rlG2HB0nlzex2zRWtYS4qqOGq+ZXs2ZOePoXGvSMeg5jhdB/7BDWaBfW2GG0bAyt+F63Th5czaSkLchh92L22xeyU1vIVrOd3qyPZKHF9KnYbVqhTJOTqkIL07DPSdjvIux10GwboyHfS222B7JxElmdZEYnmc2TzOqksjqpXJ5UVi8EdRYaFhpgw8ShWdQwTos2QrM2QgNjOLTJr8uoFmbMUU/M3UDK10Qu0ILlCaONdxGIHKA+00Wr2YddU/v4jOXkkNZCn7uDeMVCjNoleFtW0tjSRnOlF7+WwTu6F/vAdujfpt5rw/sm/h6+mokLMsWLM74a9X5MR0qBGZnocfORE3+ez6mLH2a+sP/MY5l5MA00a3qB+/liYMPSbORtHiJaiAGjgr58kGErxIgVIuWqwlPZSLiumfqmObTNmcf85poTGkKMJrLs7osVhih7+mIcHk2Wrt9U+V0sbaxgWVMFixuDJDJ5uoaTdBWC775omvI4qinkoaPGx8pwhiW+OO2uCLValLG8i560h66ki31RJ7vG7HQmHJNaxbZV+5lfG6Cjzk9HbYCmSi95Q+3fS+Wr8oXyVbqBmUlgz4xhz4zhzI7hzEVw58ZJxOP0x3Xy2HE6nbTVVjCvLsT8+kqqg161f7TZC+Oywciq48psvBAqx1WwnI1DLo6ejpOOj6OnYli5BC4jic/KnPCefzllLSdJ3CQtL1m7Cm9t7iBuXxBfsJJgKIzDE1DPY+yQ2p9Fjk56/+oOPzFvK6PuVgbsjfRojRwy6zmg12DldarMUarNMaqtMcLmONXmKNXWGFXWODXmGCGm/m40LY0UbtK4SVsuUnjIaG4MuwfTUdhWlx+nx4fTG8TucJCNjmAkh7Gnx/Dq44SJESaBTZs68zTdIXC4sTIx7EZmynVKz9Oyk7QFyDmCmO4ghqVhZJPY9RQeMvjJ4NFO7OV6KnmHjxFbLYf1So7oYfqtamyVLTS3zWfxoiUsXrgYhzd43H/KFfY349Mb3v842KWl+CnXk1D81CQUF5eKzd1jvPnfN/K5O5fzw01HGIhlePhj19Jc+Qq4WZppwo/eomp+rno73PXNE1bRDZOn9w9z/5Yentg3hG5YrGwJcfflLdyxqmlGuop96dF9fPOpLj60oZ2/unXxrAvGTxaKxzM6vz80xrOdIzzXOVJqCRH2Oblqfg3r5lVxaCTJIzsHGIhlZuQihW6YbOwa5ZFdA/xmzwAjiRwuh43rFtZy89J6VraE6Kg9RZfRjd+Ax/4KOl4Nb70P/qFRLf9sdGKdkU549p9hx08ADVb9AVzzCdU6okwql+f5zlGe2D/Ek/uGSqH8sqYKblikAvLVrZXntYdBOmfwZz/dzkM7+nndyka+8uZV5z3Ye75zhE/+z3ZGElk+9ZpFfGhD+0mfY94weXzvIPduPMLzXaO47DZuW9HAu9bPLbU4Pr6m+IwY3q9ahu/+ObgCsP6PYN0fgbdyWv99c/cYn/7pFuIjffzBEhfvX+3FH++GwV2Y/TvQRg+WgqEkPvaYraXWk8dcHXial7O4pZZFDUGe6xzht9s6uczczRsru7jGsZuK2EH1QO4KmHuNCsLnbVAh1PH7l3wOhnargLz3JTUe3k/xZo7pYBv77Qv5TbSFbdkGfE47r5oTZN3cIEtqPTisvCoRYeRU0GjkTpx2h2DOldC8FlxTX1CJZ3Qe2z3IA1t7ea5rBMtSN4e0aWCzadg0DZumyoHYy6ZtNrAVlmmaCltqAm4aQ16aKz00VXrLBs+0eyAMxTMqAO9Rw45jURKF1mVBj4PVrZWsbfKwpjJJbUsHzbVVF0+NdENX4dnIATWMHQZ3EIKNEGxQ44pGCDSc9O9x8t+dh+hR1QJ3tLNs6FKtLi8Wmh0cHtUS2O4uGxcGza5O6pJDKmSaiiuIGahjjBBdKR/7E16c5LnRvpV6LYJu2dlkLuHX5loeNy6nnxN7zxRbeBcDnKVNxYupIeoryrrr53PQuxm6noRDT6rP4VThptMPwfpCD5N69fc8fuyvUyeqZuGig5mfuABhll2MOH55egwOPAb7H1GBu80BbVergHzxbSpYnq7RLtjyPdj2o4mSFJffA6vfqbb/ZPQ0DO0phOSFsHxwlwqCABMbNia/LgNWFYfNBg5baui2Ghh0tmCE2qgNV9BU6aUm4KZ3PM2BgQiZoUMsNA+xwnaY5bZDrLQdoYLC79cc6FULcbauwda0GmoXqdcmnwE9pbZv0pCa+mdY6jPnrgBPCN0ZoCflYP847Bi22DUKEdNLxu6no6WJlfNbWbewiQYfpAYOog93wWgX9mg33ng3FakegrlBbGUt/SIE6Dbr6bbqiVgBDJsbm9ON5vRgd3lxuLw43V5cHg9utx+P14fP58Pr8+P3+3G4PHSPptk3kGDfQIKDQwkSOQMLDY/TzoL6ChY3VrC4McTihgoaKz1omk3Vyu97SfWKOLZFlQUqvler2qHlCoymNaRrLyNauZiEbiOR1Qv1qXXGCyWb0rER3NFDBBPdVKaPUJc7RrPZSxsDeLXplw4qso67cIa/Fj3QQsrXRMzdyJizngGtjl6rhu58FUNpGEvmGE3mGEvmSvdKCLgdpXJ2C8J2lrsGabeO0JDuxDO+H21oj7pIVeSrUd/9o10UvzcJ1KsJsaBVAAAgAElEQVTwu6kQgDeuhoqmc2v1Ou0Xwpr0+c5kc3QPR+kZiVPj1ZgTdlHl0VRPRkMvfH8Xv8d19f9Kywvz5fsNy1DnT4Xfb5kGkWSGwWiS4Wia0ViSkXgap5GmzZOk2RmnmijB/DjOXGTqbXYFJy5M+qrBE5pySNsDHIrb2TeusXNU46VBnX2DaXKFCyONrgxrw0lWBBLM90RotY9TawwTzA1ij/dCrE9t9+leQs2G4QqRdoSIaUFGTD8DOR89WS9jZoA0Liq1JGHiVGnxiXFh2q2d/jHOiWZXLXTdFeoY1B1U8y61zHL5iZoeHG4PPo8Pm8OlWi7bXYXBWTZ/3HKbo3Ah+qQPPvVim73w+AFMh5/eeL7U4+bgYJz9gwm6hhKFv5X6KLRV+Qh6nIyncownc2RzWVq0YeZqg7Rpg8zVBpirDdCmDdJqG8Z5ih4WBjZijmqijmoi9hpijiqijhpizhpidrU84azCFwxTFaqgrsJDXdBDXYWb+qCHCq9j2uffpmnRH8vQORClt6+XocFexof7yUQGcWbHqCJOlRbDjU4MHzHLT8Lmxx2owh+qJhyuoba2job6BloaG6ipDKFNcZ8Rw7ToGk6wvSfCzp4xDvQM0jM4gsNM4yNLg9dgabWdRVU22io0upMunhhw8lS/i6jlo9LnYsOCWq5fVMuGhbXUTFHOVZwdCcVniITi4lLxVz/byQNbe9n8mZsYjGV4/deeo6MuwP/84bpp16u7aD39ZXjy8+pgtX8bvPdRaFsPwIHBOPdv7uHnW/sYSWSpCbi4c3Uzd69tnWiNOUMsy+JvfrGbH2w6wqduXsgfv3rBjP7+M6UbJluOjGNalroplt1euHHWiTfKctlt59wFthiKb3nHdrYeHee5rlGeK7vBjMdp44q5VVwzX9XWW9pYMekxTdNi27EIj+zsP6GczW0rVEB+qnI2Gd3g2YMjPLJrgMf3DhJN6/hcdm5YXMetyxu4YVHd6WumWRY8/SXVanjJ6+FN31HBy2cLLZ0/O0XoEjkKz/0rvHSvOvlY9ka49lNQv3SKX2+xfzDOE/uGeGrfMFuOjmOYFmGfk+sW1nLD4jquW1g7o/X8esZS/OEPtrB3IMafv3YxH76u/dwu2CRHVIvBPb9QIVTrlTBnHcxZf0JIEknl+D8/38mvdg5w5bwq/vmtq2kquxA3FMvwkxd7+NHvjzIQy9Bc6eXtV87hrVe0nnDQN6Oh+Ein+jvvvF91W1z3YVj/0TMqe1KU0Q3+7YmD/PvThwj7XGxYWMOevhgHhxI4zCyLtB6u8Bxjvb+PJdoR6tOdOPKFVqaaHWoWQt0SiBzB6tuKZplkcfGCsZCdrlVULb+ZG2+8mbrQmbW2tiyL7V09bH/hKeKdv6dD389q2yEatdEzfo7YHOpEqxgS2ZzQdJnaz865SgXlU7REHYxleGhHf6F7uoVlqZMD07IwLbWNal5Nm5aFYYFm5ghmBzmUCdAdtRiMZU7o3h72OUsheXMhKG+q9BLyOtnXHy+F4L2RNAAOm8bixiCrWytZ3RLiVb4+WkY3YTv0hKofX2xlH2hQXYDDc8uGwnyg7vyEIZmoek8Ww++RA6qUx9ghtU8p8lVDLgX59Im/wxOaHJaXj91BtZ8qht6jnSpgL//d7hDUzIfq4tABFc3qb22zqfeqzV4q5fH4/hH+5beHiGVN3rm+nfdc047b6SrceFKjVLrBssAyyRsGW4+O8fS+QZ4+MMRoPIPTDmvbKrlhQQ1Xza+iKuA7LgB3n1m9fD0DyWEVkCeK4yG1rGxsJIYw8zmG665htPVm4q034PBXlcqYlEqcOOylG0ye9fdjOgJHnlOfnWCDen8F69Xf5HwzTRV6FkvCjBxQyxtXqYB80W1Qv2zqC2z7HlJh+OHfqb/94ttUq/D2G057c9FTbs/44UJAvhucHtX6u3o+VM3DdPgYSWTpjaTpi2Toi6QL02n6omrZWDJHXdDNooYgi+qDLGwIsrghqG5U6LSrnjP926Fvmzoe7NumLhKcjs2pvgucXrVdxWmYaNmZiYF+8m7pRVnLiZP8pJaHY1aAI1YDPVojQ85mxtwtxP2tZIJzcQWqCRdulpszzEn3CoiW3ScgktJLQdRUnHaNxQ0VrGoNsbKlktWtlXTUBqZ/wT0bh76tcGyzuphz7MWJ0NjuVu+blrXqe3L00MSFtPLX1+aA8Fys6g7ylR0kAm1EvG0MuZrBW61KTVV4Cbidx/Ue0WZs35o3TJI5gwrPNMKx5Ih6Lw7tUeP0uOrZVQzCgw0zsk2XquJ39AllR/K5U+xrC73rSq3io5A9yQXL8sdyB8k7AtizEWzHf8fZnOoCcKhVfS+FmgvjVjUdqFcX3FLj6uJdekz1IJ5yPI6VGkUrPIaFhuGuxPRWYXqrwFeN5qvGFqjB7q/B5q9W372+avXe91Wr/YNlTLTyN6eaLl9WGOyuQvBdGByel+cCywzLGybdo6lCSD5RQqfKr8oqTYydqtRSYb7S51SBeLSn0Kr8sHpNyo9ZfNVn/x0zgyKpHF3DCTqHEiSzBvNq/bTX+E9d9usM5PIm+wfibD8WYccx1WDjwGAc01JviZUtlVy/sJbrFtWyquX8NpyazSQUnyESiotLQUY3uOLzj3Pzknr+6a2rAXh0Vz8fvu8l3r2+jf/7huUz/piWZfHdZw+jGxb3XNV2/m5q0flbuO9NsOJuuONf4GuvwnCH+PFlP+D+l/rZfiyKw6Zx4+I67l7byvWLas/rzTBN0+JP79/Oz7b28rd3LOW9V887b491MpZl8eT+IT7/8F66hk9/AldUvOFGMTR32stC88K8067hcthx2bWJdew2nA4bD8beDoDR9RVSOQNb4Uu9GIKvmVOBO5+YoktpTLW8abqsFEqW3/j0Vzv76RlLT3nj02Q2z1P7h3lkVz9P7hsimTMIehzcvKSeW5Y3sGFh7fS7NFsWPPZp2PR1WP0OuONfJ7qTnSoUL4oPwsavweb/VAfni26HDZ9SJSxOIprSefrgME/tG+KpA8OMJXPYNFgzJ1wKyI+/eHAmNnaN8pEfvYRumPzr2y7jhrMtmVQKwh+Aw8+ok4Gqdgg2qZPn4glMVbsKx+esU2FpdQcW8NMtx/jsL3djt2l8/q4V1AXd/GDTER7dNUDetNiwsJZ3rWvjxsV1Jz3wm5FQfLQLfvcV2PHf6mTkVR+Eqz4O/nOvq76rN8pnHtjFsfEUy5pC6kZWzSFWtIRoCpXVzCwPhorD0B71GZh3HczbgNF8BU91Rbl34xGePjCM065xy/JG7lnfxuVt4ZOe6FuWxe6+GA/u6OOh7f30RtK4HDZuWFTLHauauHFxHb7MsAoyikH3yVoZFeeLoSioz23PCyrkO7pRtUg3dUBTrdfbrpoIyisaT/2C5ZLqhGj88MTJ0dghNR89plosajaoWYTZuIpYeBl9vsV02eZyNGGjL6JuclkMzo6/sWRL2KsC8NZKLptTybJgGs/R30HXE6oFb1LVgaZumSpxUb9M1W8c74axbjWO9UJ57Uan77iwfK46gbPMidIhlqk+H6V5a4plhmrpNnIAhg+o1rxFNocKCmsWqAsmpWG+Cr4tS+074wOqtmZ8AOJ9x80Xpo9vSWd3q7C7uqMs/C4MvuozPjkfTWT53EN7eGBbHwvqAnzxTSu5vG3i4kgub/Jc1wiP7hzgN3sHCzf+Uj12bl3eyA2L6wh5L5JW+bPByEEVjpdqpluq5XexBXmwUV3c3fZD9fkIzYHL3w2XveuiCQd1wzyzYzjLUvuT0c5C74KywLs4OLzT7zpu5FWZjGxMHbtk42XTMVLxMfoHh0hZLsxwO7aaDjz1CwiFawn5nOfUCMWyLNK6UQrII+kc0ZROMmfQUetnSWPFOdWKn+IB1WvXu1kF5cc2qwsN+Yx6rxy/D6meD+G2yTV4hQD1vZeNl9VjPsmQjal6x8eH3v66mQ9Ki71BPKEZuVm5EOcqnTPYPxinNeylWlqDvywkFJ8hEoqLS8FDO/r46I+2ct/7r+SaBTWl5Z9/eA//8cxhvvoHq3nD6uYZezzTtPjsg7u5d+MRQN1w8OOvXsBbr2id2UA60gPf2gCBesz3P86zR9Psf/KHfLD/b/k7/V1srH0Ld69t5c7VTS/rl0veMPnIj17isd2DfPnNK3nL2taX7bH3D8T5+4f38MzBEebV+PnEzQupDbjJGSa5fGEwDHJ5k2xhPltaXrZO3kQ3JpbpholuWJPWU8tMcrpBrTHAoTlfAuD7sZW0eHJUO9I4smW1EzMx4DTfKVUdk28Y2LACy+Fhd1+MX+1UAXn3aAqbBsubQ+wfiJPNm1T7XbxmWT23LG9kfXv1md/Q0jTgwY/D1h/AlR+G135h8gH4dELxotQY/P5b8Pt/V8+9bunk2tL1K6YMYQ3TYsexCE/uG+KJ/UPs6lX1UmsCqtvcdYtquXZBLVXF1vLZhGrZNLBDtYwb2KHCvKp5WI2r2JRu4cs7PGTCi/j6PVefeV3nkwXhS++EZXep56Jpqltu/w44+rxqcXt0o2qpA6o78px10HYV/aHVfPSJPFuOqe7tFR4Hb1nbyjvWtTGvxn/i45umCtsLXdtv/NJjZC0nz/3N61XXTscZtKYf71Zh+LYfqxP2Kz4AV39ctfy9yB0eSXLfpiP8z+Ye4pk8SxoruGd9G29Y3VwqgXNwMM6DO/p5aHsfh0aSOGwa1y6o4XUrm7h52czW6J9ET6ug5OhGOPK8CsyLLSnDc1XJhjnrVfBUHnqPHZrcbR3AW1W4SVO7apld2aoCmWKLz9L6mgqJizVdm1ZDw0pilpv+SIbRZJYFdUFq3YZ6T3Y9qYah3eq/+2tVa9eOG6H9+lOH93pGtWga7y4E+N1q+8e71aCnTv5/T8cdgtpi4L0Aahap6ZkKlUxTfQ7j/Wr/G24rtPye+ZP/J/cN8emf76Q/luGe9XNZ117Fo7sG+O3eIeLZPAG3g1cvqeOWZQ1ct6j2/F0kF9MXH4QDj6iA/NBTqjwSqAtRC2+Fte9VnxEJi0S5Yjkt1xTf2UIIIcQlRELxGSKhuLgUvO/7L7K3P8azf3HjpFaYumHy9v/YxK7eGL/46NUsrD/37rx5w+Qvf7aTn245xoc2tPOapfV86dF9vNg9zrwaP3/6mkXctqLh3Ott57PwvVuxhvfz87X38W87NA6PJKn0Org/8I+0Z/Zg++MX0U7XWvE8yeYNPvBfm3muc4R/e9sabl95frdjJJHln35zgJ+8cJSA28HHb1rIu9a1nXk4PF2JYTj8tDqZPvQ0RI+yYt4cAHaO6IW6gZWqPmNx2hMqzB837Q7AeOFmgcV6yPE+9Tg2h2rBWQjJraY17NUbeWTPEM93jbK8qYJbljdyxdzw2Xdny+fg5x9SdaU3/Dnc8H9ObDF5JqF4UTYOW76vup8P7FThVFGwqRCSL58IyqvaJwXxw/Eszxwc5ukDw+zc30lztpNltm6u9vWxzNZNONMzcQdybxU0roSqDszRTtJHt+I3VKhuaXa02sWFepiFoWH51N33TxaEL7tLheHFIPxULEu1yjtSFpIXbhBpOX0MBJeje6po9oM9X1a7tSwAV/OnvqENdlep7iGuwORpd7BwJ/eAClN3/LcqAbD2fXDNn1w0rR7PRCqX5xfb+viv57vZNxCnwuPgluUN7DgWZd9AHJsG69qruWNVE7csO3WpofPGyMPAdjiycSIoL+9aH2ycCL2r5k0OwU9Xxz3WP1EOoTgutbDWVLDcuFqF8cdeUNtgZFXr6Lb1hRD8BnUD1JlocWZZqot4JlooK6Kp95hmK8zbyuZthfmyZQ73Jdlt+mQS2TxffnQfP9h0BMtS5W1uXqp67Fw9v+bSL9P2SpaNq153sV61r69outBbJIQQQghxXkkoPkMkFBcXu+F4lnVf+C0f2tDOX9yy+ISfD8Yy3P6vz1LhdfDLj15D4HQ1l08hlzf5xH9v4+Gd/XzipoV87NXz0TQNy7J4Yt8QX3p0HwcGE6xqCfEXtyzmqvk1p/+lJxH7349TsfP7/In1SR7IruWyOZW856q53LK8AXe0G76xTp3cvfHbZ/0Y5yqVy/Pu777A9mMRvv3utWdfuuIUsnmD7z3Xzdef6CStG7xzXRsff/WCmQ/EsgkVcBWD8MFdark7BPOuhfbrWbH3X4ETb7R5VmJ9EzcL7HsJerdO1CR0BVT41bxGtfRsu1rVAD0behr+591w8Ndw8+fg6o9Nvd7ZhOLHS45M3GysWDZjeL8KnkHdeK1+mQqs65aqMLd/RyFQ7yv9miFbHVv1Oew259Lt7CA4bw2rli7lukV1aMAf3reFrUfH+fRVAd4/P4at2JK8b5uq+wiApkooFENyp0/VkC0F4R2w7M7pB+GnE+uHnk2FkHyTKp3h9JZ1Y/cV6rgev6zQtd3p5WM/3Ytb0/nKHe3q/ZgrDMXpbFz93tKyuBrbHLDm3XDtJ18RYY9lWbzYPc69G7v59e5BVraEuGNVE7euaKAueJafg/PFNGH0oOqJEZ575jeDPJ34wIn1g+N96vPTcaMqizLnqpl/XHFSe/piRNP6uV2oFEIIIYQQ4jySUHyGSCguLnbfeeYQf//wXh7/5Abm103dEnxj1yjv+M4mbl3RyNfedtlZteLO6Ab/331beHL/MJ+5fQkfuLb9hHUM0+LnW3v5p1/vpy+aYcPCWv78tYtY3hya1mNYlsXzXaPsfuw7fGj4C3zXuI0dy/6c9149j9Wtx7UyfOLvVbmE9zwMc6854+czU6Jpnbf/xyY6hxLc+75XcWX7udcuBvVaPLJrgC88speesTSvXlzH/7l9CR1nWiLjZAxdBdLFluDHXijcJMatbqrXfr0aGleXulcXb7Q5I6H48UwTxrrKWpNvUWGxkVPh6bwNMP8mWHCzCt+mIxODH79N1Ud+3T+r7uInMxOh+FT0DAzvKwvKC+NsdOImjI0roWGlGtcvB18V0ZTOs50jPLV/iKcPDDMUVzcJ9DrtaBr8492ruHXFFL0TiiFi+RDtUT+b6SB8hp1VTfFiPedXaAkAy7LOvdfNK42eOfuLZEIIIYQQQohXPAnFZ4iE4uJid9tXn8Fp1/jFR08dDH/zqS6+9Oi+s7o5ZCKb54P/tZlNh0f5/J0rePuVc065fkY3uG/TEb72ZCeRlM4bVjfxqZsXMad66tZ86ZzBz7f28v3nD2MN7eOX7r9mNLgY5/sepj58kpIvuRR8/UpVQuHDz1zQG/+MJrK85VsbGYxl+dEHr2Rly2nKBJzGzmNRPvfQHl7oHmNxQ5DP3L50Uq34klgfbPuRajmbz6lSAvmsCpLz2UJtyOOXFcaJQfX/0FTN3nnXqRB8zjrVencK5zUUn0ouBd3Pqlbenb9RNX4BqhfAgtfAgptUK3LHFPXkU2Nw3xtVAH3Xt2DFm0/9WOcrFJ+KZam/na/qpK/15NUt9g3EefrAMAcG43xoQzuLGyqm/3jJUUiPq5bjF3HAOiM32hRCCCGEEEIIMatNNxSXO+EIcQnb2x9jT3+Mv3v9stOu++Hr2tlyZJzPP7yXlS0hLm+rmtZjRFM67/n+C+w4FuWf37KaOy87/Q07PU47H7i2nbvXtvLt33Xx3WcP86ud/bzjyjY+euN8ago3xeyLpLl34xF+8uJRIimdyxscfK/qm3gI0fLB/4aKU9RAd/ng1i/BT96mbnp41Uen9XzOh+qAmx9+YB1v/vfnefd/vsBf376UmqCbkNdJhcehxl7naW9COhDN8OXH9vGzl3qpCbj4h7tW8NYrWifViQdU2P37b8FTX1DBts2pgmG7qzB2qhbf5cscHlXnuzjvq1Yt7Odeq8LZi5HLBwtfowbLgtGuiYD8xe/Apq9PtCJfcDPMv1ndbC7WDz+4U904760/hEW3XOhnMpmmQWj6N77VNI0ljRUsaTyDILycv3rKG38KIYQQQgghhBCzlYTiQlzCfvbSMZx2jTtWnb6OrqZp/ONbVnHHvz3LR364lYc+dk0pnD6ZkUSWd333BbqGEnz97Wu4ZfmZ3bwu5HXyZ69dzLvXz+Wrvz3IDzYd4f7NPdxz1Vy6R5M8tnsQy7J47bIG3nvVXK7Y/Em0vUfhnl/CdG6guehWWPBaFQ4vf9P0/s950hDy8MMPXMlbv7WJT92/fcp1/C57KSAPlQ0VXieGafHfL/ZgmBYfvq6Dj9zQQdAzRev3Ixvh4U/B0G7VWvrWL6kb2b3SaRrUzFfD+j9StaWLrcgP/hoOPKrWq1mo6oinx+GdP1WBuRBCCCEuaoZpkNATBJwB7K/Qklji4mNZFjkzR1pPk86rIZVPTZoG8Dl8eB3e0tjr8OJzqmmnzSmlzsQrTs7IMZAcoD/ZT9bI4nP48Dl9+J3+0rTX4cWmyf1FZkLezKt9jp4ilS8MuhrS+TS6qWNYBoZpYFgGeTOPaZml6eLP8lZ+0jqfXPtJnLYL16P+UiChuBCXqLxh8sC2Pm5YVEfVNG+6GPI6+cY71vDGbz7Px3+ylXvfd+WJrZALBqIZ3vGdTfRG0nznnrVsWFh71ttaX+HhH+5awfuvmcf/e2w/33iqiwqPgw9cM493rW+jJeyDjd+APQ/ATX83/Rrhmga3fhG+vg5+/Wl483+e9TbOhLZqP0/+6fX0RlJE0/rEkNKJpvOTlsUyOkfHJtZL6wa3LW/kL29dTGvVFGVmEsPw+N/Cth9CRQu89T5Y/LqLuhzGeeXyw8LXqsGyYOSgakF+8DeqNMzd/wUtl1/orRSXoJyRI5aLEcvFiOfixLJqHM/FieViZI0sFhbF8nMWhbFlUfxX+MGk9YKuILW+Wmq8NaWhylOFwyaHYq8UKT3FaHqUkcwILruLOm8dVZ6q8xbwmZZJJBthLD1GXI+X3qfxXJyEnii9hxO5hFpeWKc4nzNzuO1u3HY3LrsLj90zeexQ4+I65es6bA4cNgdOmxOHVjZdWF4+FJeblknezJM38+imPq2xaZn4nX5C7hAVrgpC7hAhV4gKdwUhV4igK/iyBaiWZZExMiT15AmDZVm4Her1OdXr+HKEB5ZllU6GS0PhJNlus+PQHNhtduyafWKs2c9LqJc1soylxxjNjDKWGWM0PcpoZpTRdGG+bHkkG8G0TByag3p/Pc2BZhr9jTQFmtTgb6Ix0EiDv+GSO8G3LIt0Pk1ST5bC1mL4MVUIm86nJ4W05X/D4nTezJcCkOLfuRSOmAYWFj6nD59DhVjlQVZx3u/0n7COy+7CsixMy8S0zNL3mElhvvCz0nLLxMQsPVet+E9TY6D03iouL18vb+XJGTk1mDl0Uydn5NANfdJ8zlDTuqmjGyocKt+u0vYW3v8m5qTnUdz/THr9C6+1aZkn/tHOgF2zT4TlzongPOAKEHQFqXBVlMbl00FXkAq3GgecgRP2D5ZlkTfzpe3M5DOlbS9Op/IpMkaGnJEr7Wdcdhdu28T+urSPd3hOWAaQzCVJ6AmSepJ4Lk5SP/08gNfhxePwlC4SnG7wODwYpkHGyJDJZ04cn2Q6Z+ZwaA6cdicum6s0dtldOG1OXHY1Xb6suM7x+zm7zY5Ns+GwOdS4sD8sTts0G4alLtAVX5eEniCRS5RehxPmc2qZ0+Yk5A5R6a5U31VTTFe6Kwm5QoQ8IYLOYOnzkMlniGQjRLNRNeTUOJKNEMvGiOaiRDKR0vJ0Pk2Fq4JqbzVVniqqPYVxYb58cE5RYtSyLCLZCH3JPgYSKvguDsUgfCQ9Mq33f/FiUXFfUj62abbS56v8M2oxse+wrIl9TPFnds0+5XHGlIOm1rHb7BPH4mXH5CcsKz9eLxyyF98Ddm3y+6M4X3z/2GwT06ZllvZJxeMW3dAn9lNTzOeMHJl8hlQ+Vfo+KIbgWSN7Vvuf4xW312FzYNfs/PFlf3zJfWe+3ORMTIhL1LOdIwzHs7xxTcsZ/b/lzSE+94Zl/MX/7uRfHj/Ap16z6IR1jo6meMd3NzGe1Ln3fVfyqnkzU16jozbAN995Ob2RNGGfE5+rsAs6ugl+89cq5L3642f2S6va4ZpPwNNfhDX3QPt1M7KtgLr5o+3MTmC9LvtJb3h66oeysE11gcI0YMv34Lf/V9XYvuYTsOHPVCgsFE2D2oVqWP+RC70150VST7JndA9dkS4q3ZU0+Bto9DdS46256FrU6aaOhnZewl7TMknoicnhXy4x+QC0cBBaOkCd4uA0b+bJGJlJoXcxQMwYmdNuR/kJf/GkH21yGFC+HkA6n57y94Q9YWq9k8PyWl8t1d5qar21pZOaClfFK6Il2kh6hL2jezkwfoCknlThRaGli2mZpdYtk5aVtYwBSifHTptz0slvcVn5dPnPjz9xdtvdOO1OFQ4c9/Pi56p44jicHmYkPcJIeoThVNl0epjR9CjD6eFSUFDOptmo9lRT66ulzltHra920nSdr45aby1hT7gUiKT0VOn3lw+jmdHS4xfDxeJrMhWXzUXQFSwNAWeAel89Fa4KAs4ALruLnJEja2SnHBJ6gmz6xOU5I0fezE9cADoPNDScNic2zXbaz2TQqYKl8uA84Ayc8vNS+tweJ2/mSegJUnqqFAKVD6d6vafDaXOWwvLykPxkoeGkbS7scyysiXC0EJDqhq7Ghf3b2Tj+RLoYJE21TeX7vdL2HReAlodnx/M5fKXwpjXQyqraVVR7/n/27jw8rrru///zZN/TZmtL972FshQqArKjN4vgAsgm3nh/ceFW8VbBFW8XbhTFHXdQb71lUwTFn6zKKotAgbKmdKWlbdJkkjTrZJ3z+2OSaZImbdqc0IXn47rOdSbnnPmck2SSTF7znvenlKKsIho6GtjUsolNLZt4ouoJattqBzzW0oI0ynPLB4TlZblldCW6UkFhX5jWFx4O+Lhn6/aesGdrUJyxNSDuCzb7hzv99ydIpIKwbcKzQR/33d6Zn9kuD5sAACAASURBVJestKxUFWZORs7WF5x6g6H0tHRyM3JT29LTtn7f+oIiSP4u6Xvs1rTVpG73hax7i1Tw2e93e19YFQQBaaSRlpaWXPdu63uhp29bWpBGdkY243LGbVPxPbjye/ASEAwI0ftezNjmBY1B22vbalm9ZXXq+cr2HgMBAQVZBRRkFgwI70f7OycK6UE6+Zn5FGQWUJBVQH5mPgEBNW01A15k6KtmHY20II3s9OzkYz89h+yM5N/nnrAn9cJI6gWU3hdORvuixs7Iy8ijILOA/Kzer0dmARV5FeRl5NGV6EqG1u2NrG9ez5aOLTR3Ng87VnqQTkFWAe3d7dsNRDPTMgeE69MKp5GbmUtTRxP17fWs2rKK+ng9nYnOIe9flFWUei6ZlZ5FdWs11a3V2/xtzUnPYWL+RPYr2I954+el/teYlD+JnIyc1At7fRXMqY+HqGxu6myiurWaBAkCggE/q31/y/p+Lvv+xvTdBugMO7d5Ybf/C+aD9+3oMZC6huST9W2er/c9z4zieU3fc9S+QL//c9HMtMzU75+y3LIBf2f6/93p//cmLzOPnPQcMtMzh/wbPfhjK/d3nqG4tJe67dmNjMvL5IQFO1/Bfe5bpvHMugZ+/MAqFk8bx4kLJqT2rapp5v2/epKO7gQ3fuitHDx1dJNGDmXyuH6TC7bUwK0fhHHT4D0/27XK56M/BS/cAnd9Fi55FDJGVjk/rMYNcPtHYf3jkFsCBRWQXwb5FZBfDgXlyfXgj0cwaeJwhgzENz4Ld34GNj2X7P39zu9B+bYvYuiNE4Yhde11rGhYwcqGlazasoq0II1ZxbOYWTyTmcUz2S9/v1EF1d2JblZvWc2LsRd5MfYiL9S+wJrGNUM+4csIMqjIq0g+cS2YxMS83iewBZOYkDeBSQWTBlSiDKWvemqbSs2eLuI9cZo6+lVND1FB3betb3vfP9p9T/y2WTIH/jOak55DbmYuWaWvQdDFt556cUBInapy7a1+3ZUnrH0BW/+gNCs9K1W1VT6ufJtqrsGVXH23s9O333ZqOJ09nUMGqbF4jFhbcvuqLauoi9fRHW4bamUEGYzPGU9JTklq3X/p21aaU0pBVsGAf15au1qJd8Vp7W5N/QPTV6HSPyTJCDKYUjiFaUXTmFY4jamFU5lUMGmXKkzCMKS6tZrK+srkUpdcauI1qWMGVN/0VeSkbbut/xP9gGDAP8epqsLe21Hp+6dmuJAxLyMv+eJFTinzS+ZzdO7RqRcyynLL6OjpoLatlpp4DbF4jJq2Gqpaq3gh9gL17fVDnm98znhaulqGDKvSg3RKc0opzS2lLLeMhaULKc1J3i7JLUk9lvtCi9E8VkdqcJXq4N8h/ZeuRBdpQVoq3Ov7ORxcTZ6ZnpkK+fp0JbpSv4caOxqHXfdV11W3VtPS1TLsdfe9e2Mo6WnpycCjt2q2LLcsFQb1r64dvI2AVAVYZ09nqnIztR5me1/Fbd919X+nSXK19R0p/a87PS19QFDa93Ubrko/I8ggLS2NRCIx4K3VI3krdl8V8OCvW//fxUO9c6Ywq3BA5WJpTiklucnfV7kZI3++1NXTRXVrNZtak0F5at2yiWU1y7in9Z4BwWFGWkby70t6MlDuW3LTcynMK0x+nJ6Tett/KsjpXW9u25y63fe7cUdyM3K3hoa9gVlpbumAEDE/Mz8VdAwVwvb9XczJyHlD3kHUk+jZ+jeguzUVZnUmOlPB1eDAasDH/QLovm1DVWBuU5nJwMfLUC9e9g/BM9Iy9okXhBNhgtau1tRzm77nUf2fP/U9zxn8/Kl/NXbf7byMvAHbs9Ky6Ex0pl647L/uu933e6f/vjAMU4/RwszCVNibn5lPYVYh+Zn55KTnjPh70Bfo969qT1W0d7eTkZZBTvrWn8vBt3elFU13onu7gflQv+9Sv9/CRCpU7fublh6kp352+/9M52fk7/Tz++5EN82dzQOqwLd0bEl93NTZRF5GXuqF3VQlefbWZSRf/zAMae1q3foOnH7v0Ol7N059ez1tXW3MHT+XY6ccm/p/oS/4Hpc9bq/9Wev7/hEwIHjf2c8n9U6T3v+NhirQ6HvMpAfp2wTefRXm2rsE23tiKFiyZEm4dOnS3X0Z0gBN7V285ap/cM6SqfzPexbt0hjtXT2c+bPH2bglzt8uPZqpJXm8vKmRD/z6KdKCgBs/9FbmT9z5iued0tOdnBBxw1L40D9g4q59LgCsuBduOgfeceXOV5sPHufPH01OZnnYB5O9q1trk0tLDbTGYLhX/bMKk+F5ySzY7xCYdHByGTd958L+eAPc/z+w9DfJQP7fvgEHnj2mrVLCMKSjpyP1xLX/W3r7bn/hn18A4Pen/p5pRdMYnz0+sidPTZ1NrGxYyYqGFallbeNauhPdQ1YRDP7HLAi23s5Mz6Qir4JJ+ZNSVQ79qx3yModoT/O14t51Y2pTW1cbK7esZGVD79J7e0vHltQxZbllJMLEgJArOz2b6UXTU0F533p60XRyMnK2+bpvbtvMC7Uv8FLsJV6IvcArda+kQrHi7GIOLDswtcwbP4+mzqbU2xv73uLY9/Hm1s3bBKr5mfmU5JTQk+gZskXBrlQh9VVmDvW24IKsAoBtqodSS9e22/pXqxRmFg6sbs0qSJ2jMKtw2/29Fa8DKjL6Vwn3vqVyb5EIEzR2NKbC84b2htQ/NQ3tDal/cvq2D1eJuSNpQdqACpX8zHw6E51saN4wIJRND9LZr2A/phZOTS3TCqcxrWgakwsmk5ORQyJMsKF5A6/Uv5IKvyvrK1M/K30vHC0sWcjC0oUsLFnI/JL5FGZF+zem763mg4Pywf8k9wUC/d+y33e7o6cjdWxHTweZaZkD2t70hd5D/h4Zoa6ermRQHq9JBudtNakXSgqyCra+ayCnLBm055UzLnuc/2hJQ+hOdNPY0Zhs75ORHfnbxBNhIvV2974XFwOCVGCYn5lvGyxJkvYwQRA8E4bhkh0eZyi+fYbi2hP94en1fP62F/nLx9/GIaOo5F5X18rpP36UGaX5fOm0hXz090spyM7gxg8fwcyyN6A9xz++Bo/+AN7zczjkgtGPd/P5sOZh+MTTUDx55+7b0wX3fx0e/zFMOJA1p15FfU4Bh004bNvgtyveLyjvXbf2BuYtm6F2BdRWQl91YU7x1oB80iHJpWTWtq1ZwhCevxnu+2+I18PhH4UTvpi8/wgkwkSqGmFLxxa2tG8ZUI3Q/3ZzZ/M24ffOvv2wILOAqYVTmV40PRmU9VaXTiuaRmlO6ZCBeXeim/VN6weE3ysaVlDVWpU6piiriPkl85lVPIuc9JwBPeb6+tH1fb7b9KkjGe5vbt1MdVs1NW0123xeRVlFqaA8FZbf82UCYOVJX0yF3xtbNqbuk5uRy9xxc5k7vnfpvT0+ZzwAW9q3sLZpLWsb17JmyxrWNK5hbeNaNrZsTFVGBQRMLpicCsg3tmzkpdhL1MZrgWRl9cKShRxYfiCLyhZxUNlBTC2culMvPPQkeqhrr9smNG9obxhYjdmvSnNwhUP/dXZ69oAq6b5K1KhD5kSYYNaX7oAwg9e+dUakY+/rOno6tobl8WR43tLVsk3g3fd2zNzM3O1WfoVhSCweY33zel5vfp31Tcl13+3mroEvClbkVaRaTUCySnPuuLmp8Hth6ULmjZ+3U5WhkiRJkrSrDMUjYiiuPdE5v3yCWEsH93/muFFX6t73cjUf+f0zAMwozeOGD701OfHlSKz/F9RUwripyWro4ikjbyGy/C645fxkNfYZP9q1ix+sYR389HCYdwqc87uR32/LevjT/4MNT7Pl0Av5SVkFt666PRnUFc/i/Qvfzxmzz9i5UKerHWpegarnoWpZcr35Zejp7feWVQATD9oalhdOhIevSbZsmXJ4slXKpIOGHLq6tZplNct4ruY5KusraWhvSE7E0tk0bLCdHqQPmOilKKtoaw+zfm/h7T+b+ODbZ/wlGVb+9KSfsq5pXSosW9+8nk0tmwZUHOdm5KYC8ikFU2joaODV+ldZvWV1quddepDOzOKZzB0/l3nj56WWCXkTIqtA7050U9tWO2DimP63q1uraepsGvB1mlE0Y0D4PWf8HCYXTN6lKs327nbWNa1LhuW9QfmaxjWsb1rPhPwJA6rA55fMT0169GY04wt3AvDat965m69EwwnDkMaOxtTP/frm9Wxo3kBuRi77l+7PwpKFzBk3Z8hJnSRJkiTpjWAoHhFDce1pXq9v45hrHuSzJ8/n4yfMiWTMnzywkkdWxPjJBYupKMrZ8R0AmjfDjw/btpVIfjkUT032CB83FYr71r3bcoqgfg388ngomQn/717IHOE5R+Lh78CDV8EH/gyzT9zx8cvvhL98jK5ED3884gJ+tvkxWrtaOXf+uexfuj83Vt5IZX0lxdnFnD33bM5bcB4T8yfu2rX1dEHt8t6gvHepfhG6evtV5pYk278c8v5UFXl3opsVDStYVrMsGYTXPkd1a3Xy8IxcFpYsTL21vv/M5v2X4pziIWe131kH/u5AAF686MVt9nUluqhqqUoGZf3C8vVN69nQsoHirOKtwXdJcj2reNYeEQK3drVSfc00ugmY+YVNe8Q1vRkZikuSJEmSRmukobgN0KS9zO3PbiQI4D2Ld7I9yHZ84sS5fOLEuTt3p/uvhO52+I+7k20/Gl+HLa9D4/rkevNL8OrdMHg27ZxiCNKS/bHP+b9oA3GAoy6F529KTrr5n49DxjATjXV3wt+/Ak/+nMcn7881JeNZ/frdHDHpCD7/ls8zZ3zyBYd3zX4Xz9Y8yw2v3MD/vvy//O7l3/GOGe/gAws/wIHlB+7ctaVnwsQDk8viC5PbEj1QtwpiK2D622jJyOKFqn/xXO1zPFfzHC/Wvpia5Kkir4LFFYu5aP+LWFyxmHkl8yLvnbmrMtMyk+1TiqbBoIdmIkzs0b1w8zPzmd3V2+rGQFySJEmSpH2eobi0FwnDkNuf28CRs0qZPG439mfd+AwsuyEZQE8/avjjEolkv+3G15MtSvqC89aaZL/s8dOjv7bMHDj1O3DjWfDET+CYy7Y9puE1uPU/WF/zAt+Zv4SHOmuYGozn2hOu5fipxw9o3REEAYdNOIzDJhzGhuYN3Lz8Zm5feTt3r72bg8sP5sL9L+Tt096+05MshWFIXXsdq7esZvWW1azasornV/6WlQ0rCQlJC9KYN34e75r9Lg6pOITFFYuZlD9pr5wVfE8OxCVJkiRJ0puPobi0F3lmXQPr6tq4dGeruqOUSMDdn4f8CtYcci7xupfZv2T/ocPatDQonJBcpuzwnSvRmft2WHhGspXKgeck27f0eeWvtPz1E1xXkMPvp00lK9HCpw79FB/Y/wM7bJsxpXAKn33LZ/nYIR/jL6v+wo2VN/LZhz/LxPyJXLDgAs6ceybF2QMnxQzDkM1tm1Ph95rGNal1/17WhZmFLCpbxNsPfjsHVxzMQWUHUZBVEOmXRZIkSZIkSYbi0l7ltmc3kpuZzqmLdrGndRRe/COdG57m54efw2/uuZBEmGBywWROnnEyp8w4hQUlC/aMauaTr4aV/4B7vwjn3gBd7STu+zJ3VN7EjyaWUReEvHvW6fzXof9FeV75Tg2dn5nP+xe+n/Pmn8cjGx7hhsob+P4z3+fnz/+cd81+F5MLJg8IwPvanwCU5JQws3gmp8w4hVnjZjF73GxmF8+mLLdsz/i6SZIkSZIk7eMMxaW9RHtXD397YROnLppIfvZu+tHtaKbywa9xxfSZrKz9F++d814WVyzm3nX38n8v/x+/eek3TCucxskzTubkGSczb/y8UQW9YRiyrmkdy2qTk0yubFhJYVYh5XnllOeWU5FXQXleORW5yXVpbunWHtvjpsJxn032Pn/qepYt+w3foo6Xy0s5qGwRP3nrl1hUtmhUX470tHROmHYCJ0w7geX1y7nhlRu4feXtdCW6KM8tZ9a4WbxnznuYPW42s4pnMWvcLEpySkZ1TkmSJEmSJI2Oobi0l/hH5Waa27s589Apu+X8XYkufnXnh7huXAbjswv46THf5NgpxwLw3rnvZUv7Fu5ffz/3vHYPv37p11z/4vXMLJ6ZqiCfPW72Ds/R3t3OS7GXWFa7jOdrnuf52udp6GgAoDCrkIUlC2nsaGTllpXUxevoCXsG3D8goCSnJBWWl+eUUrHfTF57+mruLsinIrOcq4/4Iu+c+c7Iq7IXlCzgqqOv4nOHf44wDLdpoyJJkiRJkqQ9g6G4tJe4/dmNTCzK4cjZpW/4uVc1rOKKhy/nlebVvDOznC+e+ZdtQt9xOeM4a95ZnDXvLOridamA/JfP/5JfPP8L5oybk6ogn1k8E4DNrZtTVeDP1z5PZV0l3WE3ADOKZnDc1OM4pDw5yeSM4hkDJmzsSfTQ0NFATVsNtW211MR712011MZrqW2r5eXYy9RnJ8jMLuDD887hQ0s+Q15m3ph+rYqyisZ0fEmSJEmSJI2Oobi0F6ht7uDhFbV85NhZpKe9cX2nexI9/O6V3/GT535CYSLBD2LNvP3D98EOqqBLc0s5Z/45nDP/HGLxGPe9dh/3vnYvP1v2M3667KfMGTeH1q5WqlqrAMhJz2FR2SI+uOiDHFJ+CAeVH8T4nPHbPUd6WjpluWWU5ZbBdl4n6Ep00ZPoIScjZ6c/f0mSJEmSJO17DMWlvcAdyzbSkwg5c/HkN+ycrzW+xpcf+zLP1z7PO0oP5opn76T0hP+Gokk7NU5ZbhkXLLyACxZewObWzfx93d956PWHmDNuDhcdcBGHlB/CvJJ5W3uBRywzLXPMxpYkSZIkSdLex1Bc2gvc/uxGDppSzNwJhWN+rkSY4KbKm/jRsz8iKz2Lb7/tm5x6z5UExdPhyI+PauwJ+RO4cP8LuXD/CyO6WkmSJEmSJGnnpO34EEm7U2VVE69UNXHWGzDB5obmDVx878V8++lvc/ikw/nzu//MabENBLEVcPI3ICN7zK9BkiRJkiRJGktWikt7uD8/t5GMtIAzDt5vzM4RhiG3rriV7y79LmlBGlcedSXvmfMegrY6ePBqmHUCzD9tzM4vSZIkSZIkvVEMxaU9WHdPgj8/t5ETFlRQkp+1w+MTYYItHVto7GiksaORps6m1Lqpo4nGzsbUevD+7kQ3R0w6giuPupJJBb19wx/4H+hsgVO+BcEbN8GnJEmSJEmSNFYMxaUxEIYhlVXN3PNyNQ8ur2FCUTbvOmQyb19YQV7WyH/sHl0Vo7a5g7MOnUJrVyub2zZT21ZLTVvNgNs1bTXUxGuItcXoDruHHa8gs4Di7GKKsoooyi6iIq+C4uxiirOKmTd+HqfOPJWgL/yueh6e+R289RKoWDDaL4kkSZIkSZK0RzAUlyKSSIQ89/oW7n25mnteqmZ9fRtpARw6bTwvbWziH5U15GWl82/7T+Ddh0zm6LllZKZvbevf3NnM+qb1rGtax7rmdWxo3sAja1ZROKeWrz7fStszbducszCzkPK8ciryKji8+HAq8iooyy1jXPY4irKKUgF4cXYxhVmFZKSN8Ec+DOHuL0BeCRz/hai+RJIkSZIkSdJuZygujUJ3T4Kn1tZzz8vV3PtyNZubOshMD3jbnDI+dvxs3r7/BMoKskkkQp5cW8/ty1Zx74rn+Nvqu8kvaGByeSvZuQ3UdWykoaNhwNgVuROob8thSuEsTpw7NxV+T8ibQHlu8nZeZt7YfGIv3w7rH4fTfwi548bmHJIkSZIkSdJuYCgu7aSO7h4eWxXjnpeq+fsrm2lo6yInM43j51VwyqKJnLCgguLcTAC6erq49tlreWbzM6xrWkddex3sB7lAAlgfL6ZnSym5wQIWV8zmpDn7c9S0BUwtnModz9Xw+Wdf5NsffxuHTH0Dg+nONrjvKzDxIDj039+480qSJEmSJElvAENxaYRe2tjIdY+s4YHlNbR0dFOYncFJC5NB+LHzyrfpFd7Y0cinHvwUSzcvZXHFYo6dcizTiqYxvWg60wqnMbVwKolEFn9/pZo7lm3in8/EeOTpkPkTqnjXIQH3vbKZWeX5HDyleGQX2FwNz/wW1v8L5r4DFp0NhRN2/hN97IfQtAHOuh7S0nf+/pIkSZIkSdIezFBcGoGungQf/f0ztHR0c/pBkzh50USOml1KdsbQofG6pnV8/P6Ps6llE1cfczWnzzp92LHfu3gK7108hbqWDu56sYo7lm3iO/e+CsBnT56/deLLoYQhvP4UPPVLeOUOSHRDySy490tw33/D7BPh4PNgwTshM3fHn+iW9fDYj2DRWTD9qB0fL0mSJEmSJO1lDMWlEbjzhSo2bonz64uWcNLC7VdfP139NJ9+6NOkkcavT/41iysWj+gcpQXZfODIGXzgyBm8Xt/GE6vrOP3gSUMf3BWHF/8ET10H1S9AdjEc/lF4y8VQOhtqV8ALt8Dzf4DbLoasQjjg3XDw+TDtKEhLG3rc+74MBPCOK0d0zZIkSZIkSdLexlBc2oEwDPnFw6uZW1HACfMrtnvsHavu4GtPfI2phVP56Yk/ZWrR1F0659SSPKaWDDGJZsNr8PSv4bnfQ7wBKvaH038AB54D2QVbjyufByd9BU74Mqx7DJ6/BV7+Czx3AxRPg4POSVaQl83dep+1jySrzU+4Aoqn7NJ1S5IkSZIkSXs6Q3FpBx5eUcvy6ma++76DSUsbupVJIkzwk+d+wvUvXs9bJ76V7x3/PYqzR9gLfEcSCVjzIDx1Pay4B4I0WHg6HP4RmP422F57lbQ0mHlMcjntO7D8zmQF+aPfh39+FyYflqwe3//dcM8Xk4H5UZdGc92SJEmSJEnSHshQXNqBXzy8mknFObzr4P2G3N/e3c4Vj17Bfevu46y5Z3HFEVeQmZY5+hO3N8Gym+Dp66FuFeSXw7GXw2H/AcWTd368rDw46H3JpbkaXrw1WUF+1+Vw12eBEN73u5H1HpckSZIkSZL2Uobi0nYse30L/1pTz5ffuZCsjG37cMfiMf7rgf/ixdiLXHbYZVx0wEXbnxhzpNb+E255P3Q0wuQl8N7r4ID3QEb26McGKJyYrAg/6lKofjEZjkOyYlySJEmSJEnahxmKS9vxy4dXU5STwXmHT9tm38qGlXzi/k9Q317PD47/ASdNPymak676RzIQHz8D3vPnZIuTsTTxwOQiSZIkSZIkvQkYikvDWBtr5Z6Xq/nY8bMpyB74o/Loxke5/OHLycvI47en/pYDSg+I5qSv3g1//Hcomw///hfIL4tmXEmSJEmSJEkAbNsPQhIA1z2yhsz0ND541MwB229Zfgsfv//jTCmYwk3vvCm6QPyVO+APF8KERXDRXw3EJUmSJEmSpDFgpbg0hJrmdm57dgNnHzaF8sJkH++eRA/fXfpdbqi8gWOnHMs1x15DfmZ+NCd84Vb480dhyhJ4/62QUxzNuJIkSZIkSZIGMBSX+gnDkFg8xncefJww/yWKJ67mq4//iY3NG3mt6TU2t23mwoUXcvmSy0lPS4/mpM/+Hv56Kcw4Gs6/BbILohlXkiRJkiRJ0jYMxfWmkwgTvFr/KhtaNrCxeWNy3bKRjS0b2dSyiY6eDgBy9oMbVkBpTimTCyZzaMWhHDPlGM6YfUZ0F/P0r+DOy2D2iXDujZCVF93YkiRJkiRJkrZhKK43lTAM+dKjX+LONXemthVmFjK5cDKzimdxzORjWLc5h7uXdfLjs0/khDkLyM3IHZuLeeKncO+XYN6p8L7fQmbO2JxHkiRJkiRJUoqhuN5UfvXir7hzzZ38xwH/wSkzT2FywWSKs7f27+7sTnDsNQ9yeEU+py1YPHYX8s/vwf1XwsJ3wVm/hoyssTuXJEmSJEmSpBRDcb1p3L/+fq597lpOm3kanz7s0wRBsM0xdyzbSHVTO98668CxuYgwhIeuhoe/DQe+D97zC0j3x1CSJEmSJEl6o5jG6U3h1fpX+eI/v8ii0kV8/aivDxmIJxIh1z2yhgUTCzluXnn0FxGG8I+vwmM/gsUXwhnXQlSTdUqSJEmSJEkakbTdfQHSWKtvr+eTD3ySwsxCfnTij8jJGLp39wPLa1hZ08Ilx80eMjQflTCEe76QDMSXXAxn/NhAXJIkSZIkSdoNrBTXPq2rp4tPP/hp6trr+O0pv6Uir2LYY3/x8Gomj8vlnQdNivYiEgm48zPwzP/CER+Hk78BUYfukiRJkiRJkkZkxJXiQRB8LAiCtUEQtAdB8EwQBMfs4Pjjeo9rD4JgTRAElwzaf2wQBH8NgmBjEARhEAQfHGKMIAiCrwVBsCkIgngQBA8FQXBAv/3H9953qOV9/Y57bYj93xrp5669UxiGXPXkVTxb8yxXHnUli8oWDXvs0tfqWbqugQ8dM5PM9AjfQBGG8P99MhmIH/0ZA3FJkiRJkiRpNxtR+hcEwbnAj4BvAouBx4G7gyCYNszxM4G7eo9bDFwN/DgIgrP6HVYAvAT8FxAf5tSfAy4DLgXeAtQAfw+CoLB3/+PApEHL1UALcPegsa4cdNxVI/jUtRe7sfJGbl95Ox8+8MOcNuu07R77i4fXMC4vk3PfMjXai3juBnju93DM5XDSVwzEJUmSJEmSpN1spO1TPgP8NgzD63s/vjQIglOA/wS+OMTxlwCbwjC8tPfjyiAI3gpcDtwGEIbhXSSDc4Ig+O3gAYJkU+dPAd8Kw/C23m0XkQzGLwB+GYZhJ1A96H5nAzeHYdgyaMjmMAyr0ZvC4xsf5ztLv8OJU0/kE4s/sd1jV9U084/KzXzypLnkZUXYUahuNdz9eZh5LJxwhYG4JEmSJEmStAfYYaV4EARZwGHAfYN23QccNczdjhzi+HuBJUEQZI7w2mYCE/uPE4ZhHHhkuPMGQXA8MBe4bojdlwdBUBcEwbIgCK7o/by0D1rbuJbLH76cOePmcPUxV5MWbP9hAfhupgAAIABJREFU/suH15CTmcZFR06P7iJ6uuC2D0F6JrznF5DmnLaSJEmSJEnSnmAkSV0ZkA5sHrR9M8nQeigThzk+o3e8kegbe2fO+xFgWRiGSwdtvxY4HzgB+AnwaeBnw504CIKPBEGwNAiCpbW1tSO8XO0JGjsa+eQDnyQjLYNrT7yWvMy87R5f3djOX5Zt5JwlUyktyI7uQh76Fmx6Fs74IRRPjm5cSZIkSZIkSaMSYa+I3SsIglLgTJKtXgYIw/D7/T58IQiCJuAPQRB8PgzDuiGOv47eavMlS5aEY3TJilh3opvPPfI5NrRs4Ff/9ismF+w4jP7NY2vpSYR8+JhZ0V3Iusfh0e/DIRfCAe+NblxJkiRJkiRJozaSSvEY0ANMGLR9AoP6efdTPczx3b3jjUTf2CM977/3XueNIxj7yd71nBFei/YC31v6PR7f9Dj/fcR/c9iEw3Z4fGO8i5ueXM87D9qPqSXbrygfsfgWuP0jMG46nPqtaMaUJEmSJEmSFJkdhuK9k1k+A7xj0K53AI8Pc7cnhjl+aRiGXSO8trUkw+/UOEEQ5ADHDHPeDwG3hmHYOIKxD+ldV43wWrSHu23FbdxQeQMXLryQM+eeOaL73PjkOlo6uvnosRFWid91OTRtgrN+BdmF0Y0rSZIkSZIkKRIjbZ/yfeD3QRA8BTwGXALsB/wCIAiC/wMIw/Dfe4//BfCJIAh+CPwSeBvwQZJ9vem9TwFbK7XTgGlBEBwC1IdhuD4Mw7D3/l8KgmA5sAL4MtAC3NT/4oIgOBrYn2RPcQbtOxI4AngQaATeAvwA+GsYhutH+PlrD/bM5me46smreNt+b+OyJZeN6D7tXT3872OvcczcMhZNLo7mQl74I7x4K5xwBUxZEs2YkiRJkiRJkiI1olA8DMM/9Pbs/jIwCXgJOC0Mw3W9h0wbdPzaIAhOIxk+/yewCfhkGIa39TtsCcmgus/Xe5ffkQzQAa4BcoGfAuNJtj35tzAMmwdd4oeByjAMHxvi8juAc4GvAtnAOuD63rG1l9vYspFPP/hpphRM4ZrjriEjbWSv8/z5uY3UNnfww3MP2fHBI9GwDu68DKYeAUdv09ZekiRJkiRJ0h5ixBNthmH4M+Bnw+w7fohtDwOHbme8h4BgB+cMga/1Lts77qLt7HuWZKW49jFtXW1c+sCldIfd/PjEH1OUVTSi+/UkQq5/ZA2LJhdx1OzS0V9IT3eyjzjAmddB+j4zf60kSZIkSZK0zxnJRJvSHum7S7/LqoZVfPfY7zKjeMaI7/ePys2sibVyyXGzCYLtvi4zMo/+AF7/F5z2XRg/ffTjSZIkSZIkSRozhuLaKz2+8XFuXXErFx1wEUdNPmqn7vvQq7UU5WRwygETR38hG56Bh66GRWfDQeeMfjxJkiRJkiRJY8pQXHudps4mvvL4V5hVPItPLP7ETt9/eXUTCycVkZE+yod/RwvcdjEU7Qfv/B5EUXUuSZIkSZIkaUwZimuvc81T1xCLx/jG0d8gOz17p+6bSIS8Wt3Mwkkj6z++Xfd8HrasS/YRzx03+vEkSZIkSZIkjTlDce1VHlz/IHesvoOLD7yYRWWLdvr+6+vbaOvsYeGkwtFdyCt3wHM3wNGfgek7175FkiRJkiRJ0u5jKK69xpb2LXz9ia8zf/x8Ljnokl0aY3l1EwALJo6iUrxxI/z1k7DfoXD8F3Z9HEmSJEmSJElvuIzdfQHSSH3zyW/S2NnIL9/xSzLTM3dpjFeqmkkLYN6EXawUTyTgL5dATyec9SvYxeuQJEmSJEmStHtYKa69wr2v3cvdr93NJQddwvyS+bs8zvKqJmaU5ZOblb5rAzzxE1j7CJz6bSidvcvXIUmSJEmSJGn3MBTXHi8Wj3HVv65iUekiLj7w4lGNVVndtOuTbFY9D/dfCQvPgMUfGNV1SJIkSZIkSdo9DMW1RwvDkP954n9o62rjG0d/g4y0Xe/409zexev1cRZO3MnWKd0d8OgP4X/fCfllcMa1EAS7fB2SJEmSJEmSdh97imuP9rc1f+OB1x/gssMuY9a4WaMaa8XmZmAnJtkMQ3j1Lrj3CmhYC/NOhVO+CXklo7oOSZIkSZIkSbuPobj2WJtbN3P1U1ezuGIxH9h/9O1KXqlKhuIL9xtBKL75Fbj3i7DmISibDxfeBnPePuprkCRJkiRJkrR7GYprjxSGIV994qt0J7q56m1XkZ62ixNj9rO8qominAz2K84Z/qC2enjwm7D0N5BdAKdeA0v+H6Rnjvr8kiRJkiRJknY/Q3HtkW5feTuPbXyMLx7+RaYVTYtkzMqqJhZMKiIYqh94T3cyCH/wG9DRBEsuhhO+ZKsUSZIkSZIkaR9jKK49zqaWTXxn6Xc4fOLhnLfgvEjGTCRCXq1u5uzDpmy7c/UDcM+XoLYSZh4Hp1wNEw6I5LySJEmSJEmS9iyG4tqjJMIEX3nsKwBc+bYrSQvSIhl3Q0Oc1s4eFk7q10+8bjXc9+XkZJrjZ8B5N8H802CoSnJJkiRJkiRJ+wRDce1Rbll+C09WP8nXjvwakwsmRzbuK1VNACyYVAQdLfDwt+FfP4eMbHj71+GI/0zeliRJkiRJkrRPMxTXHmN903p++OwPOXry0Zw598xIx15e3UQQwLz8FvjNebD5JTjk/XDSV6BwQqTnkiRJkiRJkrTnMhTXHqEn0cOXH/syGWkZfO3Irw09GeYoVFY1cez4BvJ+dyrE6+HCP8Gct0d6DkmSJEmSJEl7PkNx7RFuqLyB52qe45tHf5MJ+dFXbqdvfJqfdn4Tghz44J2w3yGRn0OSJEmSJEnSni+aWQylUahtq+XaZ6/lxKkncvqs0yMfv/3FO/h+/L/pyh4HF99nIC5JkiRJkiS9iRmKa7f744o/0pXo4rIll0XeNoWnf0X27R+kMpzO8//2RyiZGe34kiRJkiRJkvYqhuLarbp6urj11Vs5ZsoxTCuaFt3AYQj3Xwl3XsbG8mM4v/MKZk+fHt34kiRJkiRJkvZK9hTXbnXvunupa6/jggUXRDdoTxf89ZPw/E1w6EVc1/MfZG6uYcr43OjOIUmSJEmSJGmvZKW4dqubK29mRtEMjtzvyGgG7GiGm85NBuInXAFn/IhXquMsmFQYfWsWSZIkSZIkSXsdQ3HtNi/FXuKF2Auct+A80oIIHootNfDb02HNQ/CuH8NxnyMEllc3s3BS0ejHlyRJkiRJkrTXs32KdpubKm8iLyOPd89+9+gHi62CG86E1lo4/2aYdzIAGxritHR0s2CiobgkSZIkSZIkQ3HtJnXxOu557R7Onnc2BVkFoxtsw1K46Zzk7Yv+BlMOS+2qrGoCYOGkwtGdQ5IkSZIkSdI+wfYp2i3+tOJPdCW6OH/B+aMb6NV7ki1Tsgvh4r8PCMQBKquaCQKYN8FQXJIkSZIkSZKV4toNuhJd/PHVP3LUfkcxs3jmrg9U/RLccj5MOhgu+CMUVGxzyPLqJqaX5JGf7UNdkiRJkiRJkpXi2g3uX38/NfEaLlhwwegGWv8EhAk45/dDBuLgJJuSJEmSJEmSBjIU1xvu5sqbmVIwhaMnHz26gepWQVYBFE8ZcndbZzev1bU6yaYkSZIkSZKkFENxvaGW1y/n2ZpnOW/BeaSnpY9usNgKKJ0DQTDk7lermwlDJ9mUJEmSJEmStJWhuN5QN1XeRG5GLu+d+97RDxZbCWXzht1dWdUMYPsUSZIkSZIkSSmG4nrDbGnfwl1r7+L0WadTlDXKoLqzFRpf324ovry6iYLsDCaPyx3duSRJkiRJkiTtMwzF9Ya5beVtdPR0cP6C80c/WN3q5LpszrCHVFY1sWBiIWlpQ7dXkSRJkiRJkvTmYyiuN0R3ops/vPoHDp94OHPHzx39gLEVyfUwleJhGLK8qpkF9hOXJEmSJEmS1I+huN4QD7/+MFWtVVyw4IJoBoytBAIomT3k7o1b4jR3dNtPXJIkSZIkSdIAhuJ6Q9y0/CYm5U/iuKnHRTNg3UoYNw0yc4bc3TfJ5oKJhuKSJEmSJEmStjIU15hb2bCSp6qf4tz555KRlhHNoLEV259ks6oJgPkTbZ8iSZIkSZIkaStDcY25m5ffTHZ6NmfNPSuaARMJiK3abiheWd3E9NI8CrIjCuElSZIkSZIk7RMMxTWmGjsa+duav3HazNMYlzMumkGbNkB3HMqGn7BzeVUzC6wSlyRJkiRJkjSIobjG1F9W/YV4d5wLFkY0wSb0TrLJsKF4vLOHtXWtTrIpSZIkSZIkaRuG4hozPYkebll+C4dWHMqCkgXRDZwKxYdun/Lq5mbC0Ek2JUmSJEmSJG3LUFxj5tGNj7KhZQPnLzw/2oFjKyCnGPLLh9zdN8nm/laKS5IkSZIkSRrEUFxj5qblN1GRV8FJ006KduDYimSVeBAMubuyqon8rHSmjM+N9rySJEmSJEmS9nqG4hoTaxvX8vimxzln3jlkpmVGO3jdKigdfpLNyupm5k8sJC1t6NBckiRJkiRJ0puXobjGxM3LbyYzLZOz550d7cDtTdBcNewkm2EYsryqyUk2JUmSJEmSJA3JUFyRa+ls4Y5Vd3DKjFMozS2NdvC67U+yuamxnab2bhYYikuSJEmSJEkagqG4InfH6jto627jgoUXRD94rC8UH7pSfOskm4XRn1uSJEmSJEnSXs9QXJFKhAluWX4LB5UdxKKyRdGfILYSgnQYP3PI3ZW9ofi8CYbikiRJkiRJkrZlKK5IPbHpCV5reo3zF54/NieIrYCSmZCRNeTuyupmppbkUpgT8eSekiRJkiRJkvYJhuKK1C3Lb6E0p5STp588NieIrRy2nzgk26csnGg/cUmSJEmSJElDMxRXpF6MvchxU48jM30MKrUTPVC/GkrnDLm7vauHtbFWJ9mUJEmSJEmSNCxDcUWmO9FNfXs9FXkVY3OCLeugp3PYSvEVm5tJhE6yKUmSJEmSJGl4huKKTEN7AyEhZTllY3OC2MrkephQvG+SzQW2T5EkSZIkSZI0DENxRaY2XgtAWd5YheIrkuuyuUPurqxqJi8rnWkleWNzfkmSJEmSJEl7PUNxRSYWjwFQnls+RidYCXmlkFcy5O7l1U3Mn1hIWlowNueXJEmSJEmStNczFFdk+kLxstwxbJ8yTOuUMAyprGq2dYokSZIkSZKk7TIUV2Rq23rbp4xZKL5i2NYp1U3tNMa7nGRTkiRJkiRJ0nYZiisysXiMoqwistKzoh+8rR7aYlA6XD/x3kk2J1kpLkmSJEmSJGl4huKKTCweG7t+4nWrkuth2qdUVjUDMH+ileKSJEmSJEmShmcorsjE4rGxbZ0Cw7ZPWV7dzJTxuRTlZI7N+SVJkiRJkiTtEwzFFZnaeC1leWMYiqdnwbjpQ+6urGpykk1JkiRJkiRJO2QorkiEYZisFM8Zq1B8FZTMgvSMbXa1d/WwprbFSTYlSZIkSZIk7ZChuCLR0tVCR08H5Xlj1FM8tmLY1ikrN7eQCJ1kU5IkSZIkSdKOGYorErXxWoCx6Sne0wUNa4efZLO6CYCFhuKSJEmSJEmSdsBQXJGoi9cBYxSK16+FRPewofjyqmZyM9OZVpIX/bklSZIkSZIk7VMMxRWJ2rZkpXh57hi0T6lbmVyXDt0+pbKqifkTC0lPC6I/tyRJkiRJkqR9iqG4IhGLxwAozS0dg8FXJNdlc7bZFYYhy6ubWOgkm5IkSZIkSZJGwFBckYjFY2SlZVGUNQZ9vWMroWAi5BRvs2tzUwcNbV0smGg/cUmSJEmSJEk7ZiiuSMTiMcpyywiCMWhhElsBZcO0TnGSTUmSJEmSJEk7wVBckaiN11KWNwaTbIZhslJ8mFB8eVUzAPMn2j5FkiRJkiRJ0o4ZiisSsXiMspwxCMVbY9C+BcrmDbm7sqqJyeNyKc7NjP7ckiRJkiRJkvY5huKKRCweozyvfAwG7ptkc5hKcSfZlCRJkiRJkrQTDMU1al09XWzp2EJZ7hhUiveF4qXbhuLtXT2srm11kk1JkiRJkiRJI2YorlGra68DGJtQvG4VZORA8dRtdq2qaaEnETrJpiRJkiRJkqQRMxTXqNW21QJQnjtG7VNK50Latg/V+17ZTBDA4mnjoj+vJEmSJEmSpH2SobhGLRaPAWNUKR5bMWQ/8e6eBH98+nWOnVvOfuNyoz+vJEmSJEmSpH2SobhGrTaerBSPPBTvaoct64cMxR98tZbqpnYueOu0aM8pSZIkSZIkaZ9mKK5Ri8VjBASU5JZEO3D9GggTUDZvm103P7WeisJsTlxQEe05JUmSJEmSJO3TDMU1arF4jPE548lMy4x44BXJ9aBK8Y1b4jz0ag3nvmUqmek+hCVJkiRJkiSNnImiRq02Xktpbmn0A8dWJtelcwZs/sPTrxMC5yyZGv05JUmSJEmSJO3TDMU1anXxOspzy8dg4JVQNAWy8lObunsS/OHp9Rw7t5ypJXnRn1OSJEmSJEnSPs1QXKNWG6+NfpJNSLZPGdQ65cFXa9nc1OEEm5IkSZIkSZJ2iaG4RiUMQ2LxWPSheBgm26cMmmTTCTYlSZIkSZIkjYahuEalsaOR7kR39O1Tmqugs2VApbgTbEqSJEmSJEkaLZNFjUosHgOIvlK8b5LNfqG4E2xKkiRJkiRJGi1DcY1KbbwWGItQfEVy3ds+xQk2JUmSJEmSJEXBUFyjMqaV4lkFUDgJcIJNSZIkSZIkSdEwFNeo9IXi5XkR9xSvWwmlcyAIALjpyXVOsClJkiRJkiRp1AzFNSq18VpyM3LJy4i4pUlsZap1ysYtcR5aUesEm5IkSZIkSZJGzYRRoxKLxyjLLSPoreiORGcrNL6eCsX/8PTrgBNsSpIkSZIkSRo9Q3GNSiweozw36tYpq5LrsjlOsClJkiRJkiQpUobiGpVYPEZpbmnEg65MrsvmOcGmJEmSJEmSpEgZimtUYm1jUCkeWwkEUDLbCTYlSZIkSZIkRcpQXLusvbud5q5mynLLoh04tgLGT2dja+gEm5IkSZIkSZIiZdKoXRaLxwDGIBRfCaVz+cNT6wE49y1OsClJkiRJkiQpGobi2mVjEoonElC3ikTpXP6w9HWOm1fOlPFOsClJkiRJkiQpGobi2mV9oXh5XoQ9xZs2QHecyu6JbG7q4PzDnWBTkiRJkiRJUnQMxbXLauO1QMSV4rEVAPx1Q74TbEqSJEmSJEmKnKG4dlksHiMtSGN89vgIB10JwO3r85xgU5IkSZIkSVLkTBy1y2LxGKU5paSnpUc46Era0wuJUeQEm5IkSZIkSZIiZyiuXRaLx6JtnQIkYitYmZjEcfMqnGBTkiRJkiRJUuQMxbXLattqIw/FO6uX82r3RCfYlCRJkiRJkjQmDMW1yyKvFG9vIqe9lurMqU6wKUmSJEmSJGlMGIprl/Qkeqhvr480FN+89iUAps492Ak2JUmSJEmSJI0Jk0ftkoaOBnrCnkhD8WefeRKAtx5+RGRjSpIkSZIkSVJ/huLaJXXxOgDK88ojGa+7J0H1mhfoIY2J0xdGMqYkSZIkSZIkDWYorl1SG68FiKxS/IHlNUzo2kB7wTTIyIpkTEmSJEmSJEkazFBcuyQWjwHRheI3P7We+elV5O5nlbgkSZIkSZKksWMorl0SZSje1N7FP1dUMz2oJq183qjHkyRJkiRJkqThGIprl9S21VKQWUBuRu7ox2ruYDK1ZIRdUDo3gquTJEmSJEmSpKEZimuXxOKxyFqn1Ld2MiuoSn5QZqW4JEmSJEmSpLFjKK5dEmUoXtfSyexgU/KDMivFJUmSJEmSJI0dQ3Htklg8RnlueSRjNbQlQ/Ge3BLIK4lkTEmSJEmSJEkaiqG4dkltvJbS3NJIxqpv7WRWWhWBrVMkSZIkSZIkjTFDce20tq424t1xyvOiqRSva+lkTrCJtHJDcUmSJEmSJEljy1BcO602XgsQWU/x9uY6SoMmKLWfuCRJkiRJkqSxZSiunRaLx4DoQvG0pteTN8ZPj2Q8SZIkSZIkSRqOobh2Wl+leFQTbWa3bkzeKJ4SyXiSJEmSJEmSNBxDce20WFu0leIF8erkjeJpkYwnSZIkSZIkScMxFNdOi8VjZKRlUJxdHMl4xZ1VdAVZkB9NyC5JkiRJkiRJwzEU106rjddSmlNKWjD6h09bZzcVYYyWnEkQBBFcnSRJkiRJkiQNz1BcO60uXhdZP/H61k6mBDE68idFMp4kSZIkSZIkbY+huHZabbw2sn7i9a2d7BfU0VPoJJuSJEmSJEmSxp6huHZaLB6jLC+aULyhqZmKYAvBuKmRjCdJkiRJkiRJ2zPiUDwIgo8FQbA2CIL2IAieCYLgmB0cf1zvce1BEKwJguCSQfuPDYLgr0EQbAyCIAyC4INDjBEEQfC1IAg2BUEQD4LgoSAIDui3//je+w61vG+I8XKCIHi+d/+SkX7u2qo70U1De0NkleLtsfUAZJZMj2Q8SZIkSZIkSdqeEYXiQRCcC/wI+CawGHgcuDsIgmnDHD8TuKv3uMXA1cCPgyA4q99hBcBLwH8B8WFO/TngMuBS4C1ADfD3IAgKe/c/DkwatFwNtAB3DzHed4ENO/6MNZy6eB0hYWQ9xXsakqF4brmhuCRJkiRJkqSxN9JK8c8Avw3D8PowDCvDMLwUqAL+c5jjLwE2hWF4ae/x1wO/Ay7vOyAMw7vCMPxSGIZ/AhKDBwiCIAA+BXwrDMPbwjB8CbgIKAQu6B2jMwzD6v4LcDZwcxiGLYPGezdwQv9r0M6LtccAIqsUpzH5GkV+xcxoxpMkSZIkSZKk7dhhKB4EQRZwGHDfoF33AUcNc7cjhzj+XmBJEASZI7y2mcDE/uOEYRgHHhnuvEEQHA/MBa4btH0K8HOSYfpwVen9j/9IEARLgyBYWltbO8LLfXOItUUbime1bCRBQFA0OZLxJEmSJEmSJGl7RlIpXgakA5sHbd9MMrQeysRhjs/oHW8k+sbemfN+BFgWhuHSvg1BEKQDNwLfC8Pw+ZGcOAzD68IwXBKG4ZLy8mjahOwrYvFkKB5V+5Sctirqg/GQkRXJeJIkSZIkSZK0PSOeaHNPFwRBKXAmcP2gXV8COoHvv+EXtQ+qjScr50tzSyMZr6izivqMCZGMJUmSJEmSJEk7MpJQPAb0AIOTywlA9TD3qR7m+O7e8Uaib+yRnvffe6/zxkHbTwJOBLqCIOgGVvVu/1cQBIOP1Q7E4jGKs4vJSo+msrukq4amnOEK/yVJkiRJkiQpWjsMxcMw7ASeAd4xaNc7gMeHudsTwxy/NAzDrhFe21qS4XdqnP+fvbuLkSy/6//++XVX9XTP7Hp2nry7ZneJE1AikP6xYRHiwbC5MEJWrngIMn/FdiSw1ggDAkQEsSKTv4IJkcAIYflBkQz8ASHkROHCBiMFQ2Ij0FriwpKJpbD2zuza6+6Znd6dme7pOlW/XFR1T29t98zprtrtU/brJbXK3XX612dQXb33y/eUUlaTvOWQv/szSf6y1ro59fP/Lsl/meRNk6+3TX7+75P89y3vhYmNrY1cXJ3TQzZHo7y+rmd77eH5nAcAAAAAcA+9ltf9bpI/KaX8c5LPJnkyyRuSfDhJSil/nCS11ndMrv9wkp8vpXwwyUeS/ECSdyV5++6BpZT7knzb5NulJI+VUt6U5Fqt9Zlaa538/m+UUv41yZeSvC/JjSR/tv/mSik/mOQ7Mt4p/jK11qenrr0x+Z//X631Sst/PxMbWxu5eHo+UXzw0vNZSZOd+zxkEwAAAAB4bbSK4rXWv5js7H5fkoeTfCHJ22qtX5lc8tjU9U+XUt6W5PeSvCfJc0l+odb6iX2XPZ7k7/Z9/5uTrz/KOKAnye8kWUvyh0nOJfmnJD9Sa31p6hZ/NskXa62fbfPv4fg2tjbypte/aS5n3Xj+6ZxLkrOPzOU8AAAAAIB7aTspnlrrh5J86JD3njjgZ3+f5Lvuct5nkpR7/M2a5P2Tr7td9867vT917Zfv9Xc5WK0167fWc2nt0lzOu7X+lZxLsnz+W+dyHgAAAADAvbR50CYkSV4avJSd0U4urs1pfcrVLydJVi+I4gAAAADAa0MUp7WNWxtJMrcoXjev5MW6lrPn5/TgTgAAAACAexDFaW1jaxzF57U+pffilTxXL+b8mZW5nAcAAAAAcC+iOK2tb60nmd+k+Klbz+XZejHnToviAAAAAMBrQxSntd1J8Yun5xPF79v+ajaWL6W/7GMIAAAAALw21Eha29jayMrSSu7v3z/7YbdfyunhS7m+8tDsZwEAAAAAtCSK09r61nounb6UUsrsh21eSZLcXBXFAQAAAIDXjihOaxtbG7mwdmE+h02i+O0zj8znPAAAAACAFkRxWtu4tZFLa5fmc9j1Z5Ik9XXfMp/zAAAAAABaEMVpbWN7IxfX5vOQzbp5JYO6nOWzD8/lPAAAAACANnonfQMshp3hTjZvb84tig+ufSXP1/M5f9/aXM4DAAAAAGjDpDitXN26miRzW58yeuFyns3FnD+zMpfzAAAAAADaEMVpZX1rPUnmNim+9OKVPFsviOIAAAAAwGtKFKeVja2NJMnF03OI4sMm/Vtfy7PVpDgAAAAA8NoSxWllL4qvziGKv/RcSh3lOVEcAAAAAHiNieK0sr61npKS82vnZz9s80qSmBQHAAAAAF5zojitbGxt5NzqufSX+rMfdv3y+MylSzm9sjz7eQAAAAAALYnitLJxa2NuD9nM5jiKb59+Q0op8zkTAAAAAKAFUZxWNrY2cmnt0nwO27ycl5bO5vR998/nPAAAAACAlkRxWlnfWs+FtQvzOWzzSp5fumSfOAAAAADwmhPFuadRHeXq9tX5TYpfv5xn64VcEMUBAAAAgNeYKM49bd7eTDNq5rNTvNZk80q+0lzIOVEcAAAAAHiNieLc0/rWepLk4uk5RPEMzaWVAAAgAElEQVStF5LBzXylOW9SHAAAAAB4zYni3NPG1kaS5OLqHKL45uUkyZV6MefPnJr9PAAAAACAIxDFuafdKH7p9Bx2il8fR/Hn6sWcP9Of/TwAAAAAgCMQxbmnvUnxeewU37ySJHnWpDgAAAAAcAJEce5p/dZ61nprOdM/M/thm5fTLK/mWu7PeTvFAQAAAIDXmCjOPV3dujqfKfEk2bycG6ceSlJEcQAAAADgNSeKc0/rW+u5tDaHfeJJcv1yrvcfzFJJHlizUxwAAAAAeG2J4tzTxtbGHCfFr2R9+fU5d3olS0tlPmcCAAAAALQkinNPc4vig+3k5tfz1Xox56xOAQAAAABOgCjOXW01W7kxuJFLp+ewPuXFZ5Mkz4wu2CcOAAAAAJwIUZy72tjaSJJcWL0w+2HXn0mSPD04lwuiOAAAAABwAkRx7mo3is9lUnzzSpLk/91+wPoUAAAAAOBEiOLc1W4Un8tO8c3LqSn50tb9JsUBAAAAgBMhinNX67fWk8wril9Jve+h7NSeneIAAAAAwIkQxbmrja2NLJWlnDt1bvbDrj+T22fekCSiOAAAAABwIkRx7mpjayMXVi9keWl59sM2r+Tm2sNJRHEAAAAA4GSI4tzV+tb6fFanjEbJi8/mxZWHkojiAAAAAMDJEMW5q6tbV+cTxW9+PRnuZKP3+iTJhTOnZj8TAAAAAOCIRHHuan1rPZdOX5r9oOuXkyTPZ3zWuTP92c8EAAAAADgiUZxDDUfDXNu+lgurF2Y/bHMcxa/kYu471cup3hx2lAMAAAAAHFHvpG+A7nrh9gsZ1dF8JsUnUfzLg3M5f6aZ/TwAAAAAgGMQxTnUxtZGksxnp/jmleTU2Ty3vZJzZ/w/KAAAAAAAJ0Od5FDrt9aTJJfW5rRT/OwjuXZzJxfOrMx+HgAAAADAMYjiHGp3UvzC2jx2il9JHng0127u5LwoDgAAAACcEFGcQ+1G8blMim8+k/q6R3JVFAcAAAAATpAozqHWt9Zzf//+rPZWZzto+8VkezOD+78lO81IFAcAAAAATowozqE2tjbmtzolyYunHkoSURwAAAAAODGiOIfa2NrIpdPzWJ0yjuLXeg8mSc6fFsUBAAAAgJMhinOoja2NXFy9OPtBm88kSdaXxoH9/H2iOAAAAABwMkRxDlRrHUfx0/OI4leSpX6+OnogSXLB+hQAAAAA4ISI4hzoVnMrW81WLq7NIYpfv5y87g25dmuQJDknigMAAAAAJ0QU50Drt9aTJJfW5rRT/IHHcu3mIP3lkvtP9WY/EwAAAADgGERxDrS+NY7iF9YuzH7Y5uXk7CO5dvN2zp9ZSSll9jMBAAAAAI5BFOdAV7euJpnDpPhwkLz01eTso7l2cyfnTludAgAAAACcHFGcA+1Ois8cxV98LqmjyaT4Ti7cJ4oDAAAAACdHFOdAG1sb6S31cvbU2dkO2rwyfn1gPCl+/syp2W8OAAAAAOCYRHEOtLG1kYtrF2ff/715efx69tFcvbmT86f7s98cAAAAAMAx9U76Buimt37rW/PvLv672Q+aRPHBfW/IS9tfMikOAAAAAJwoUZwDPfHoE/M56Prl5PTFvLCznCQ5b6c4AAAAAHCCrE/h1bV5JXlgvDolSc6fFsUBAAAAgJMjivPq2rycnH0kL+xG8TOiOAAAAABwckRxXj21jifFzz62Nyl+wfoUAAAAAOAEieK8em5dSwa3krOP5Nokip+zPgUAAAAAOEGiOK+ezcvj1wce3RfF+yd4QwAAAADANztRnFfPbhSfTIo/cLqf3rKPHAAAAABwchRKXj2bV8avZx/LtZs7OW91CgAAAABwwkRxXj3XLye9teT0+XEUPyOKAwAAAAAnSxTn1bN5OXng0aQUURwAAAAA6ARRnFfP5uXk7CNJkquiOAAAAADQAaI4r57NK8nZR1NrzQu3RHEAAAAA4OSJ4rw6BlvJzfXk7KN5cavJcFRFcQAAAADgxInivDo2nx2/PvBort68nSSiOAAAAABw4kRxXh2bz4xfzz6SF27tJBHFAQAAAICTJ4rz6ti8Mn49+2iu3hhH8QtnTp3gDQEAAAAAiOK8Wq5fTspS8ro35NrNcRQ/d6Z/wjcFAAAAAHyzE8V5dWxeSe5/OFnu59otk+IAAAAAQDeI4rw6Ni8nZx9Jkly7sZO1/nLWVpZP+KYAAAAAgG92ojivjs3LydlHkyTXbu54yCYAAAAA0AmiOPM3GiWbzyYPTKL4LVEcAAAAAOgGUZz5u/F8MhrcWZ9iUhwAAAAA6AhRnPnbvDx+PftYkuTqDVEcAAAAAOgGUZz524vi40nxF6xPAQAAAAA6QhRn/q7fieLbg2Fu7QxFcQAAAACgE0Rx5m/zSrJ6Nll9Xa7e3EkSURwAAAAA6ARRnPnbvLy3T/wFURwAAAAA6BBRnPnbvLK3T3x3UvyCKA4AAAAAdIAozvxdv5w88GiS5NrN20mSc6I4AAAAANABojjztb2Z3N7cmxS/dnOQxKQ4AAAAANANojjztXll/Hr2zqT48lLJ61b7J3hTAAAAAABjojjz9YoovpNzp/tZWioneFMAAAAAAGOiOPN1/Znx6wN3ovh5q1MAAAAAgI4QxZmvzSvJ8kpy5vVJRHEAAAAAoFtEceZr80ryum9JlsYfrauiOAAAAADQIaI487V5OTn7yN63L4jiAAAAAECHiOLM143nk/sfTpIMRzXXtwY5f+bUCd8UAAAAAMCYKM58DbaT/lqS5IVbO6k1OX+6f8I3BQAAAAAwJoozX81W0ltNMl6dkiTn7zMpDgAAAAB0gyjOfDW3k/44il+dRPELdooDAAAAAB0hijM/tSbN9t6k+LVJFD93WhQHAAAAALpBFGd+mtvj16kofuE+URwAAAAA6AZRnPlptsavJsUBAAAAgI4SxZmf3Unx/p0ofv+pXlZ6PmYAAAAAQDeolczPYHdSfC3JOIqftzoFAAAAAOgQUZz52dspfirJJIqfEcUBAAAAgO4QxZmf3Z3i/fGk+NWbOzlvnzgAAAAA0CGiOPMzNSn+gklxAAAAAKBjRHHmZ99O8VqrneIAAAAAQOeI4szPvknxG7eb7AxH1qcAAAAAAJ0iijM/+3aKv3BzkCTWpwAAAAAAnSKKMz+D7fFr71Su3hxPjV+wPgUAAAAA6BBRnPlpdqP4Wq7d3EmSnLM+BQAAAADoEFGc+WnuTIrvRvELZ06d4A0BAAAAALycKM787Ebx/p1J8fPWpwAAAAAAHSKKMz+7O8WXx5PiK72lnFlZPtl7AgAAAADYRxRnfprtZPlUsrSUazd3cv70SkopJ31XAAAAAAB7RHHmp9lOeqtJMo7iZ6xOAQAAAAC6RRRnfprtpD+O4ldv7uSCfeIAAAAAQMeI4szPYDvpnUqSvHBrJ+dOi+IAAAAAQLeI4sxPs5301pIk125YnwIAAAAAdI8ozvw040nx280wL91uckEUBwAAAAA6RhRnfprtpL+W67cGSZJzojgAAAAA0DGiOPMz2Sl+9cZOkpgUBwAAAAA6RxRnfiY7xa/dHEdxO8UBAAAAgK4RxZmfyU7xa7dEcQAAAACgm0Rx5meyU/zajdtJRHEAAAAAoHtaR/FSys+VUp4upWyXUj5fSnnLPa7/4cl126WUfyulPDn1/g+VUv6qlPJsKaWWUt51wBmllPL+UspzpZStUspnSinfue/9Jya/e9DXT06uWZr8nWcm9/LVUsp/LKV8S9t/Oy1Ndopfu7mTUpIHToviAAAAAEC3tIripZSfSvL7SX4ryZuTfC7Jp0opjx1y/RuTfHJy3ZuTfCDJH5RSfnzfZfcl+UKSX0yydcif/rUkv5LkvUm+J8nXk/xtKeX+yfufS/Lw1NcHktxI8ql95/xfSf6bJP95kh9P8p8m+T/a/Ns5gt2d4rd28sBaP8tL5aTvCAAAAADgZXotr/vlJB+vtX5s8v17Syk/muQ9SX79gOufTPJcrfW9k++/WEr53iS/muQTSVJr/WTG4TyllI9PH1BKKUl+Kclv11o/MfnZOzMO4z+d5CO11p0kX5v6vZ9I8ue11huTvzNK8sF9l3yllPLbSf7PUspqrXW75f8NuJfdneIv7FidAgAAAAB00j0nxUspK0m+O8mnp976dJLvP+TXvu+A6/8myeOllH7Le3tjkof2n1Nr3UryD4f93VLKE0m+PclHDzu0lHI+yb9P8k+HBfFSyrtLKU+VUp5aX19vebvf5Grd2yl+9cZOLpw5ddJ3BAAAAADwCm3Wp1xMspzk+amfP59xtD7IQ4dc35uc18bu2Uf5u+9O8i+11qem3yil/C+llJtJriZ5LMl/fdgfrrV+tNb6eK318UuXLrW83W9yzfjhmumdygu3dnLuTNv/9gEAAAAA8Npp/aDNriulXEjyY0k+dsgl/2vG+81/JMkwyX+crGhhHprJ0H1vLddu7uS8SXEAAAAAoIPa7BTfyDgiPzj18wcztc97n68dcn0zOa+N3bMfTPJMi7/7jsl9/ulBh9VaNyZ/+0ullC8muZzkB5P83y3vh7uZRPHR8qm8cGuQC3aKAwAAAAAddM9J8cnDLD+f5K1Tb701yecO+bV/POT6p2qtg5b39nTG8XvvnFLKapK3HPJ3fybJX9ZaN1ucvfvvNs48L5MovpV+hqOac6I4AAAAANBBbSbFk+R3k/xJKeWfk3w2yZNJ3pDkw0lSSvnjJKm1vmNy/YeT/Hwp5YNJPpLkB5K8K8nbdw8spdyX5Nsm3y4leayU8qYk12qtz9Ra6+T3f6OU8q9JvpTkfUluJPmz/TdXSvnBJN+R8U7xTL33fUm+K8n/k+R6kv8syX9I8uXJz5iHwTiKv9QsJ4lJcQAAAACgk1pF8VrrX0x2dr8vycNJvpDkbbXWr0wueWzq+qdLKW9L8ntJ3pPkuSS/UGv9xL7LHk/yd/u+/83J1x9lHNCT5HeSrCX5wyTnkvxTkh+ptb40dYs/m+SLtdbPHnD7W0l+Isn/lORMkq8m+eskP1Vr3W7z76eFZjeKjz9S50VxAAAAAKCD2k6Kp9b6oSQfOuS9Jw742d9nPKF92HmfSXLXB13WWmuS90++7nbdO+/y3r8k+a/u9vvMwSSKbw7Gk+KiOAAAAADQRffcKQ6tTKL4dVEcAAAAAOgwUZz5mOwUf+H2+CMligMAAAAAXSSKMx+TSfGrO0s5vbKc1f7yCd8QAAAAAMArieLMx24U3y6mxAEAAACAzhLFmY9JFP/61lIuiOIAAAAAQEeJ4szHZKf4+lZyThQHAAAAADpKFGc+JpPi69tLObvWP+GbAQAAAAA4mCjOfEyi+M3hclaWfawAAAAAgG5SL5mPZjtZXsnOqKQnigMAAAAAHaVeMh+D7aS3msFwlJXlctJ3AwAAAABwIFGc+WjGUbwZjtI3KQ4AAAAAdJR6yXw0u5Pi1foUAAAAAKCz1Evmo9lO7a9mMLI+BQAAAADoLlGc+RhsJ8unUmtMigMAAAAAnaVeMh/Ndka91SSxUxwAAAAA6Cz1kvlotlOXTyVJ+tanAAAAAAAdJYozH812RssmxQEAAACAblMvmY/BdkaTSfGeSXEAAAAAoKNEceaj2c5wb32KjxUAAAAA0E3qJfPR3JkUXxHFAQAAAICOUi+Zj2Y7zZL1KQAAAABAt4nizMdgO8Ml61MAAAAAgG5TL5ldrS+bFO+bFAcAAAAAOkoUZ3bDnSQ1zdJKEpPiAAAAAEB3qZfMrtlOkgzKZKf4ko8VAAAAANBN6iWzG0yi+GRSfKVnfQoAAAAA0E2iOLObTIo3JsUBAAAAgI5TL5ndJIrvlH4SO8UBAAAAgO5SL5ndbhTPeFK8v2x9CgAAAADQTaI4sxuYFAcAAAAAFoN6yeymJ8V7PlYAAAAAQDepl8xuEsVvl5UkSX/J+hQAAAAAoJtEcWa3G8Wr9SkAAAAAQLepl8xuslP8dsaT4j0P2gQAAAAAOkoUZ3aTSfGtmBQHAAAAALpNvWR2e+tTJjvFRXEAAAAAoKPUS2Y3ieLbtZ+lkix70CYAAAAA0FGiOLMb7K5P6aVnShwAAAAA6DAFk9k128lSPzvDpayI4gAAAABAhymYzK7ZTvpraUaj9JetTgEAAAAAuksUZ3bNdtI7lcFwZH0KAAAAANBpCiazG2wnvbXsNNX6FAAAAACg0xRMZjeZFG9Go/SsTwEAAAAAOkwUZ3bNdtJfzWA4St+kOAAAAADQYQoms2u2k95qBsOa3pJJcQAAAACgu0RxZjfYjeKjrPR8pAAAAACA7lIwmd1kUrwxKQ4AAAAAdJwozuwmO8V37BQHAAAAADpOwWR2e5Pi1qcAAAAAAN2mYDK7gQdtAgAAAACLQRRnds2dB21anwIAAAAAdJmCyewmO8VFcQAAAACg6xRMZlNrMtjaW5/SX7Y+BQAAAADoLlGc2QwHSeregzZ7JsUBAAAAgA5TMJlNszV+7a1mZ1itTwEAAAAAOk3BZDbN7fFrfzXNaGR9CgAAAADQaaI4sxncmRQfNB60CQAAAAB0m4LJbHYnxXurGYysTwEAAAAAuk3BZDaTneK1dyqDofUpAAAAAEC3ieLMZjIpPlpeTa0xKQ4AAAAAdJqCyWwmO8WbpVNJkp5JcQAAAACgw0RxZjOZFB9MoviKSXEAAAAAoMMUTGYz2Sk+LCtJkt6SSXEAAAAAoLtEcWYzNSne7/lIAQAAAADdpWAym8lO8UHpJ0n6Sz5SAAAAAEB3KZjMZjIpvlN2J8WtTwEAAAAAuksUZzbN7qT4eKd434M2AQAAAIAOUzCZzWRS/HbG61N61qcAAAAAAB2mYDKbwVay1EtTl5MkK9anAAAAAAAdJoozm+Z20lvLYDhKYlIcAAAAAOg2BZPZNFtJ71R2JlHcTnEAAAAAoMsUTGbT3E76a2mGNUnSX7Y+BQAAAADoLlGc2QzGk+IDk+IAAAAAwAJQMJnN3k7x8aR4z6Q4AAAAANBhojizaV4+Kb5iUhwAAAAA6DAFk9ns7hQfWZ8CAAAAAHSfgslsdneKN9anAAAAAADdJ4ozm+Z20lvNYGR9CgAAAADQfQoms2m2xlG8GUfxnigOAAAAAHSYgslsmttJfzWD4Xh9St/6FAAAAACgw0RxZjPYetn6FA/aBAAAAAC6TMFkNrs7xZvdSXEfKQAAAACguxRMjq/WvZ3izWiUUpLlJetTAAAAAIDuEsU5vlGT1FHSX83OcGRKHAAAAADoPBWT4xtsjV97q2mGNSuiOAAAAADQcSomx9fcHr/2VjMYjtJbtjoFAAAAAOg2UZzja+5Mig+G1foUAAAAAKDzVEyOb3dSvL+WwXCUvodsAgAAAAAdJ4pzfHs7xU+No3jPxwkAAAAA6DYVk+Pb2ym+lmZY0zMpDgAAAAB0nCjO8TV3JsV3hiM7xQEAAACAzlMxOb59O8UbURwAAAAAWAAqJsf3sp3iNf1l61MAAAAAgG4TxTm+fTvFBybFAQAAAIAFoGJyfM3+SXFRHAAAAADoPhWT49u/U3xkfQoAAAAA0H2iOMe3b6f4TjNKz6Q4AAAAANBxKibHN7VTfEUUBwAAAAA6TsXk+JqtZKmXLPfSjGp61qcAAAAAAB0ninN8ze2kt5okGTQetAkAAAAAdJ+KyfENtu5EcQ/aBAAAAAAWgCjO8e2fFB+aFAcAAAAAuk/F5PiaraQ/juLNsKa35OMEAAAAAHSbisnx7ZsU3xmO0u9ZnwIAAAAAdJsozvHt2yneDEdZsT4FAAAAAOg4FZPjm0yKD0c1oxrrUwAAAACAzlMxOb7JTvHBcJQk1qcAAAAAAJ0ninN8k0nxvShuUhwAAAAA6DgVk+Ob7BQfDGuSpL9sUhwAAAAA6DZRnOObTIo3k0nxngdtAgAAAAAdp2JyfJOd4juTKL4iigMAAAAAHadicnx7k+Lj9Sk961MAAAAAgI4TxTm+vZ3ikwdtmhQHAAAAADpOxeR4hk1Sh1MP2vRxAgAAAAC6TcXkeJqt8Wt//6S49SkAAAAAQLeJ4hxPc3v8an0KAAAAALBAVEyOZzCZFN+3PsWDNgEAAACArhPFOZ4DJsVXTIoDAAAAAB2nYnI8+3aKN6NxFO+J4gAAAABAx6mYHM++SfGdZrw+xYM2AQAAAICuE8U5nn07xXcnxT1oEwAAAADoOhWT4zlgp7goDgAAAAB0nYrJ8ezbKT4YWp8CAAAAACwGUZzjMSkOAAAAACwgFZPj2b9TfG9S3McJAAAAAOg2FZPjabbHr/smxXvWpwAAAAAAHdc6ipdSfq6U8nQpZbuU8vlSylvucf0PT67bLqX8Wynlyan3f6iU8lellGdLKbWU8q4DziillPeXUp4rpWyVUj5TSvnOfe8/Mfndg75+cnLNf1JK+d8m97A1ef1AKWWt7b+dA+xG8f5qdiZRfMWkOAAAAADQca0qZinlp5L8fpLfSvLmJJ9L8qlSymOHXP/GJJ+cXPfmJB9I8gellB/fd9l9Sb6Q5BeTbB3yp38tya8keW+S70ny9SR/W0q5f/L+55I8PPX1gSQ3knxqcs1/kWQ5yXuSfOfkrHdM/j0c175J8d31Kb0lk+IAAAAAQLf1Wl73y0k+Xmv92OT795ZSfjTj0PzrB1z/ZJLnaq3vnXz/xVLK9yb51SSfSJJa6yczDucppXx8+oBSSknyS0l+u9b6icnP3plxGP/pJB+pte4k+drU7/1Ekj+vtd6Y/J2/TvLX+y75t1LK/5zkPyR5d8t/P9MG20lZTpb7GQxHKSVZFsUBAAAAgI6756R4KWUlyXcn+fTUW59O8v2H/Nr3HXD93yR5vJTSb3lvb0zy0P5zaq1bSf7hsL9bSnkiybcn+eg9zn5dkhda3gcHabaT3mqSZDCs6S8tZfzfMQAAAAAAuqvN+pSLGa8feX7q589nHK0P8tAh1/cm57Wxe/ZR/u67k/xLrfWpww4tpXxrxhPrH7rLNe8upTxVSnlqfX295e1+k2m2k/5uFB+l7yGbAAAAAMAC+IZ5MmIp5UKSH0vysbtc82DGq1T+NsnvHXZdrfWjtdbHa62PX7p0ae73+g1hcGdSvBmO0u99w3yUAAAAAIBvYG1K5kaSYZIHp37+YKb2ee/ztUOubybntbF7dtu/+47Jff7pQYeVUh5K8ncZP9zzv6211pb3wUH2rU/ZGdb0lkRxAAAAAKD77lkyJw+z/HySt0699dYknzvk1/7xkOufqrUOWt7b0xnH771zSimrSd5yyN/9mSR/WWvdnH6jlPJwks8k+WKSt9dam5b3wGGal0+Kr1ifAgAAAAAsgF7L6343yZ+UUv45yWeTPJnkDUk+nCSllD9OklrrOybXfzjJz5dSPpjkI0l+IMm7krx998BSyn1Jvm3y7VKSx0opb0pyrdb6TK21Tn7/N0op/5rkS0nel+RGkj/bf3OllB9M8h0Z7xTP1HtvyDiIP5fkl5Jc3PdAyPVa67Dl/w3Yb2qneG/ZpDgAAAAA0H2tonit9S8mO7vfl+ThjFeQvK3W+pXJJY9NXf90KeVtGe/tfk/GQfoXaq2f2HfZ4xmvM9n1m5OvP8o4oCfJ7yRZS/KHSc4l+ackP1JrfWnqFn82yRdrrZ894PZ/JMm3T76emXrvjUm+fOg/nMPt2yk+GFYP2gQAAAAAFkLbSfHUWj+U5EOHvPfEAT/7+yTfdZfzPpPkriV1svf7/ZOvu133zru89/EkH7/b73MMzXayejbJeFK8b1IcAAAAAFgASibH0+yfFBfFAQAAAIDFoGRyPPt2ijejmp71KQAAAADAAhDFOZ59O8V3GpPiAAAAAMBiUDI5nn3rU5pRzYooDgAAAAAsACWT45naKW59CgAAAACwCERxjmffTvHBsFqfAgAAAAAsBCWToxs2yah52aR436Q4AAAAALAARHGOrtkev74sivsoAQAAAADdp2RydFNRvBnW9JZ8lAAAAACA7lMyObrdKD7ZKb4zHGWlZ30KAAAAANB9ojhHN5ieFB+ZFAcAAAAAFoKSydG9Yqd4tVMcAAAAAFgISiZHd9CDNq1PAQAAAAAWgCjO0U3tFB8MR+lbnwIAAAAALAAlk6Pbt1N8OKoZ1VifAgAAAAAsBCWTo9u3PmUwHI3/57L1KQAAAABA94niHN0BUXzFpDgAAAAAsACUTI5u307xZliTmBQHAAAAABaDKM7RDbbGr/smxe0UBwAAAAAWgZLJ0TW3x6+91QxG40nxvklxAAAAAGABiOIcXbNvUrwxKQ4AAAAALA4lk6NrbidlKVnupxmJ4gAAAADA4lAyObrBVtJbTUrJTmN9CgAAAACwOERxjq65PY7iiUlxAAAAAGChKJkcXbO1F8UHw3EU74niAAAAAMACUDI5uuZ20h9HcetTAAAAAIBFIopzdIOtpLeWxPoUAAAAAGCxKJkcXXM76Z1Kcmd9iigOAAAAACwCJZOja7aT/nhSfDAcr0/pLVmfAgAAAAB0nyjO0TXbr5gUX+n5KAEAAAAA3adkcnSD7Ts7xYe7D9r0UQIAAAAAuk/J5Oj2TYrvTCbFrU8BAAAAABaBKM7R7dspvjspbn0KAAAAALAIlEyO7oCd4ibFAQAAAIBFIIpzdPt2iu9G8b5JcQAAAABgASiZHN3LJsUnD9pc8lECAAAAALpPyeRoRsNkNNjbKb43Kb5sfQoAAAAA0H2iOEfTbI9fJ5PizSSKL9spDgAAAAAsAFGcoxnsRvHxpPjOsGZleSmliOIAAAAAQPeJ4hzNAZPiPatTAAAAAIAFIYpzNLtRfN9O8f6yjxEAAAAAsBjUTI5malJ8MKqiOAAAAACwMNRMjmZqp/igGaVvfQoAAAAAsCBEcY5melLc+hQAAAAAYIGomRxNszV+3d0pPqoetAkAAAAALAxRnKNpbo9fdyfFm1FWTIoDAAAAAAtCzeRoBpNJ8clO8cakOAAAAACwQJEYW3UAACAASURBVERxjmZ6UtxOcQAAAABggaiZHM30TvHhKP0lHyMAAAAAYDGomRzNKybFa/o961MAAAAAgMUginM00zvFrU8BAAAAABaImsnRNLeTlGS5nyTZGdb0rE8BAAAAABaEmsnRNFvjfeJlvDKlGY6yYn0KAAAAALAgRHGOprm9t088GT9o06Q4AAAAALAo1EyOZrC1t088mTxo005xAAAAAGBBqJkczQGT4v1l61MAAAAAgMUginM0uzvFJ8ZR3McIAAAAAFgMaiZHMzUp3gxreibFAQAAAIAFIYpzNFM7xXeGo6yYFAcAAAAAFoSaydFMT4qPPGgTAAAAAFgcaiZHs2+n+GhUMxxZnwIAAAAALA5RnKPZNyk+GI2SxKQ4AAAAALAw1EyOZrC9t1N8MKxJkr5JcQAAAABgQYjiHE2zfWdSvDEpDgAAAAAsFjWTo2m293aK765P6YniAAAAAMCCUDM5mv2T4pP1KSvWpwAAAAAAC0IUp73RMBnu7O0Ub4aTSfElHyMAAAAAYDGombTX3B6/7k2KT3aK93yMAAAAAIDFoGbSXrM9ft3dKW59CgAAAACwYERx2tuN4lOT4tanAAAAAACLQs2kvcHW+LX38klx61MAAAAAgEWhZtLeYTvFl6xPAQAAAAAWgyhOe81kUnxvp7gHbQIAAAAAi0XNpL3By3eKN5P1KT2T4gAAAADAghDFaW/vQZvjSfGd3UnxZR8jAAAAAGAxqJm01xw8KS6KAwAAAACLQs2kvd0oPr1TfNn6FAAAAABgMYjitDe1U3xgfQoAAAAAsGDUTNqb2ik+sD4FAAAAAFgwaibtTe8UH1mfAgAAAAAsFlGc9qZ2iu804yjeMykOAAAAACwINZP2BttJSrK8Mv52sj5lRRQHAAAAABaEmkl7zXbSW03KeF1KM9ydFLc+BQAAAABYDKI47TXbe/vEk2SwG8WXRHEAAAAAYDGI4rTXbO/tE0+Swaimv1xSiigOAAAAACwGUZz2BlOT4s0offvEAQAAAIAFomjSXrOd9O5MijejKooDAAAAAAtF0aS9qZ3iO8NR+h6yCQAAAAAsEFGc9qZ2ijdD61MAAAAAgMWiaNLe9E7xYU3PpDgAAAAAsEBEcdqb2im+Y1IcAAAAAFgwiibtNdtJf/XOt8NR+ks+QgAAAADA4lA0aa/ZTnp3ovhgWNPvWZ8CAAAAACwOUZz2BtNRfJSeSXEAAAAAYIEomrTX3H5FFF+xUxwAAAAAWCCKJu01W1M7xa1PAQAAAAAWiyhOO6NRMtyxPgUAAAAAWGiKJu002+PX6QdtWp8CAAAAACwQRZN2Dozio/SXrU8BAAAAABaHKE47u1G8Px3FfYQAAAAAgMWhaNLOIetTeibFAQAAAIAFIorTzuDg9SkrJsUBAAAAgAWiaNLOAZPizcikOAAAAACwWERx2jlop3hjpzgAAAAAsFgUTdo5aKf4yPoUAAAAAGCxKJq0c+BOcetTAAAAAIDFIorTztSk+GhUMxxV61MAAAAAgIWiaNLO1E7xwWg0/lYUBwAAAAAWiKJJO1OT4s2wJkn61qcAAAAAAAtEFKedqZ3ig+F4Ury35CMEAAAAACwORZN2pibFdyZRvN/zEQIAAAAAFoeiSTt7UfzU+Nvd9SlL1qcAAAAAAItDFKedZns8JV7GEXx3fYoHbQIAAAAAi0TRpJ3B9t7qlCQZTCbFex60CQAAAAAsEFGcdprpKD6eFF8xKQ4AAAAALBBFk3aa7aR/J4rv7RQXxQEAAACABaJo0s7UpPjOZFLc+hQAAAAAYJGI4rQztVO8sT4FAAAAAFhAiibtvGKn+O6DNn2EAAAAAIDFoWjSztRO8d0HbfatTwEAAAAAFogoTjuvmBTfjeI+QgAAAADA4lA0aWdw8PoUURwAAAAAWCSKJu1MTYo3o/GkeM/6FAAAAABggYjitDO1U3ynGUfxFZPiAAAAAMACUTRp5xWT4tanAAAAAACLR9GknVfsFLc+BQAAAABYPKI491ZrMrztQZsAAAAAwMJrXTRLKT9XSnm6lLJdSvl8KeUt97j+hyfXbZdS/q2U8uTU+z9USvmrUsqzpZRaSnnXAWeUUsr7SynPlVK2SimfKaV85773n5j87kFfP7nvuv+hlPLZUsrNUkpt+29motkev/ZfOSneNykOAAAAACyQVlG8lPJTSX4/yW8leXOSzyX5VCnlsUOuf2OST06ue3OSDyT5g1LKj++77L4kX0jyi0m2DvnTv5bkV5K8N8n3JPl6kr8tpdw/ef9zSR6e+vpAkhtJPrXvnFNJ/vckH2zz72XKbhTfPyne7EZxk+IAAAAAwOLotbzul5N8vNb6scn37y2l/GiS9yT59QOufzLJc7XW906+/2Ip5XuT/GqSTyRJrfWTGYfzlFI+Pn1AKaUk+aUkv11r/cTkZ+/MOIz/dJKP1Fp3knxt6vd+Ismf11pv7P6s1vo/7nuPoxocEMUnD9rsLZkUBwAAAAAWxz3HfEspK0m+O8mnp976dJLvP+TXvu+A6/8myeOllH7Le3tjkof2n1Nr3UryD4f93VLKE0m+PclHW/4N2jhoUnw4Sn+5ZPzfLgAAAAAAFkOb3RcXkywneX7q589nHK0P8tAh1/cm57Wxe/ZR/u67k/xLrfWpln/jQKWUd5dSniqlPLW+vj7LUd8YDtgp3gxH6S1ZnQIAAAAALJZvmKpZSrmQ5MeSfOxe195LrfWjtdbHa62PX7p0afabW3QHTopXD9kEAAAAABZOmyi+kWSY5MGpnz+YqX3e+3ztkOubyXlt7J7d9u++Y3Kff9ryfNo6aKf4cJSV3jfMf1MBAAAAAL5J3LNqTh5m+fkkb516661JPnfIr/3jIdc/VWsdtLy3pzOO33vnlFJWk7zlkL/7M0n+sta62fJ82jpkp7j1KQAAAADAoum1vO53k/xJKeWfk3w2yZNJ3pDkw0lSSvnjJKm1vmNy/YeT/Hwp5YNJPpLkB5K8K8nbdw8spdyX5Nsm3y4leayU8qYk12qtz9Ra6+T3/3/27jzOrrq+H//rzNyZBBOUQFiioDFg2UQEQ5WKsgkoLQjYHxRFiXEFlFoCaNVKqEXEhSp9gIgiSARUiiLiBlbBBdsSFpG11AStXwWhggJZ5i7n98csZJJ7Z24sJJzr8/l4zGOYcz/3nM8dDj58vPLO67y3KIq7kvxXkvcneTTJJaturiiKPZLskOFO8TUURfHsJBsnmT3y8wtHXvrvsiwf7fJ38Kerbad4mYGa+hQAAAAAoFq6CsXLsvzSSGf3+5PMSnJbkgPLsvzFyJJnr7Z+aVEUByb55yTHJPl1kuPLsrx8lWVzk3x/lZ9PHfn6fIYD9CT5SJINkpydZEaS/0iyf1mWj6y2xbckubMsyx93+Aj/mOToVX6+eeT73kmu7fAeRrWZFB9qtjJgUhwAAAAAqJhuJ8VTluU5Sc7p8NpebY5dl2TXCc53bZIJR43LsiyTLBz5mmjd0ZO8Pi+PB+2srQ6d4gP9QnEAAAAAoFqkmkyuzaR4o1mm1q8+BQAAAACoFqE4k2vTKT5kUhwAAAAAqCCpJpPrMCk+YFIcAAAAAKgYoTiT0ykOAAAAAPQIqSaTa6xI+qckxeOT4fVWKRQHAAAAACpHqsnkGivG9YknSb3RUp8CAAAAAFSOUJzJNVaMq05JkkZLfQoAAAAAUD1STSZXXzMUrzfL1ITiAAAAAEDFSDWZXJtJ8SH1KQAAAABABQnFmVybTvFGq5WBPrcPAAAAAFAtUk0m12ZSvN4sM1AzKQ4AAAAAVItQnMm17RRvpWZSHAAAAACoGKkmk2s7Kd7KYM3tAwAAAABUi1STybXrFG+WHrQJAAAAAFSOUJzJrTYpXpZlGq1SfQoAAAAAUDlSTSa3Wqd4vVkmifoUAAAAAKBypJpMrrF8tVC8lSSp9alPAQAAAACqRSjO5Borx3WKj4biA/1uHwAAAACgWqSaTKwsRzrFNxg7NFqf4kGbAAAAAEDVCMWZWGPl8PfalLFDJsUBAAAAgKqSajKxxvLh7wOPT4o3RibFa0JxAAAAAKBipJpMrM2k+NDYpLj6FAAAAACgWoTiTKw+Mim+Sqd4ozUcig+aFAcAAAAAKkaqycTadYo31KcAAAAAANUk1WRibTrF6y31KQAAAABANQnFmVjbSfHRUNztAwAAAABUi1STibXpFK83h+tThOIAAAAAQNVINZlYu0nxkfqUmvoUAAAAAKBihOJMrF2n+Eh9yqBJcQAAAACgYqSaTKzNpHijNVyfYlIcAAAAAKgaoTgTa9sp7kGbAAAAAEA1STWZWLtO8ZEHbapPAQAAAACqRqrJxNp1ijc9aBMAAAAAqCahOBMbnRTvX6VTXH0KAAAAAFBRUk0mVl8+HIj3PX6rDI3Upwz0uX0AAAAAgGqRajKxxsqkNnX8odFJ8Zr6FAAAAACgWoTiTKyxPBkYH4qPdYqbFAcAAAAAKkaqycQaK5PalHGHxupTPGgTAAAAAKgYoTgTqy9PahuMO9RotlLrK1IUQnEAAAAAoFqE4kyszaR4vdnKQL9bBwAAAACoHskmE2ssTwbGT4rXm6XqFAAAAACgkoTiTMykOAAAAADQQySbTKxtp3gpFAcAAAAAKkmyycQ6TIrX1KcAAAAAABUkFGdi7TrFW2UGTYoDAAAAABUk2WRi7SbFGybFAQAAAIBqEoozsTad4h60CQAAAABUlWSTibWbFG+VqQnFAQAAAIAKkmzSWVm27xRvtDKoPgUAAAAAqCChOJ01h4a/rzYp3mipTwEAAAAAqkmySWf15cPfV+sUH2qqTwEAAAAAqkmySWeNlcPfV58Ub6pPAQAAAACqSShOZ42RSfHVO8WbrdT63DoAAAAAQPVINums46R4mYGaWwcAAAAAqB7JJp117BRvZaBPfQoAAAAAUD1CcTrrMCleb7Yy4EGbAAAAAEAFSTbprEOneKNZpuZBmwAAAABABQnF6azDpPiQSXEAAAAAoKIkm3TWoVO80SwzYFIcAAAAAKggoTid6RQHAAAAAHqMZJPO2nSKl2WZRqsUigMAAAAAlSTZpLOxSfGpY4fqzTJJ1KcAAAAAAJUkFKezsU7xx0PxRquVJCbFAQAAAIBKkmzSWbtJ8cbwpHhNKA4AAAAAVJBkk84ay5P+waTv8dtkqDk8KT6oPgUAAAAAqCChOJ01Vo6bEk8er08xKQ4AAAAAVJFkk87qy9cIxUfrU3SKAwAAAABVJNmkszaT4vWxB22qTwEAAAAAqkcoTmeN5cnAaqF4czQUd+sAAAAAANUj2aSzxsqkNmX8oab6FAAAAACguiSbdFZfntQ2GHdoqDn6oE31KQAAAABA9QjF6WyCSfFBk+IAAAAAQAVJNumssTwZGD8pPtopXuszKQ4AAAAAVI9QnM7aTIqP1qcM1Nw6AAAAAED1SDbprE2n+NiDNvvcOgAAAABA9Ug26azNpHh9bFJcfQoAAAAAUD1CcTqbsFPcrQMAAAAAVI9kk87aTooP16cM9rt1AAAAAIDqkWzSXll26BRXnwIAAAAAVJdQnPaa9SRlx05x9SkAAAAAQBVJNmmvsXz4+xqd4upTAAAAAIDqkmzSXmPl8PdOk+L96lMAAAAAgOoRitNefWRSvLb6pPhIp7hJcQAAAACggiSbtDc6KT4wddzh0fqUAZPiAAAAAEAFCcVpb7RTvLZ6KN5Kra9IUQjFAQAAAIDqEYrT3lin+PhQvNEq9YkDAAAAAJUlFKe9evtJ8aFGS584AAAAAFBZ0k3a69Ap3mi1MigUBwAAAAAqSrpJe506xRvqUwAAAACA6hKK016HTvF6S30KAAAAAFBd0k3a69ApXm+WQnEAAAAAoLKkm7Q31im+wfjDzVYG1KcAAAAAABUlFKe9sU7xKeMO15ut1PrcNgAAAABANUk3aa9Dp/hQs8xAzW0DAAAAAFSTdJP26suTvoGkr3/c4UazlYE+9SkAAAAAQDUJxWmvsWKNPvFkuD7FgzYBAAAAgKqSbtJeY8UafeJJUlefAgAAAABUmHST9uorklqHSXH1KQAAAABARQnFaW/aJsnMbdY43GiW6lMAAAAAgMqqre8N8BS1/z+1PVxvtlLrNykOAAAAAFSTkV/WSr3VyqBJcQAAAACgoqSbrJV6ozQpDgAAAABUllCctVJvtnSKAwAAAACVJd1krQjFAQAAAIAqk26yVurNMgPqUwAAAACAihKKs1YaLZPiAAAAAEB1STfpWlmWqTfL1ITiAAAAAEBFSTfpWqNVJkkG1acAAAAAABUlFKdr9WYrSUyKAwAAAACVJd2ka/Xm8KS4TnEAAAAAoKqkm3RtdFJ8QH0KAAAAAFBRQnG69ngo7rYBAAAAAKpJuknXGiP1KbU+k+IAAAAAQDUJxena0Mik+GDNbQMAAAAAVJN0k641PGgTAAAAAKg46SZdG+0UV58CAAAAAFSVUJyujT1oU30KAAAAAFBR0k26Vh+tT+lz2wAAAAAA1STdpGuN0UnxfvUpAAAAAEA1CcXp2tBop7gHbQIAAAAAFSXdpGuj9SmDQnEAAAAAoKKkm3StMTYprj4FAAAAAKgmoThdGxrrFHfbAAAAAADVJN2kaw31KQAAAABAxUk36VpdfQoAAAAAUHFCcbpWbw1PiqtPAQAAAACqSrpJ1+qN0U5xk+IAAAAAQDV1HYoXRXFsURRLi6JYURTFjUVRvGyS9XuOrFtRFMWSoijevtrrLy+K4sqiKP5fURRlURTz2pyjKIpiYVEUvy6KYnlRFNcWRbHjKq/vNfLedl//3yrrZhRFsagoit+PfC0qimKjbj87wxotD9oEAAAAAKqtq3SzKIojknwyyYeS7JLk+iTfKori2R3WPzfJN0fW7ZLk9CT/UhTFa1ZZNj3JbUn+NsnyDpc+OcmCJO9MsluS3ya5piiKDUdevz7JrNW+Tk/yaJJvrXKeS5LsmuSVI1+7JlnUzWfncfWRB23qFAcAAAAAqqrW5boTklxYluVnRn5+Z1EUr0xyTJK/b7P+7Ul+XZblO0d+vrMoihcnOTHJ5UlSluU3MxycpyiKC1c/QVEURZJ3JflwWZaXjxw7OsPB+GuTfLosy6Ek9632vr9OcmlZlo+O/Lx9hoPwPcqy/MnIsbcl+WFRFNuWZXl3l7+DP3lDo/UpfSbFAQAAAIBqmjTdLIpiMMmLkly92ktXJ/mLDm/bvc367ySZWxTFQJd7e26SLVY9T1mWy5P8oNN1i6LYK8nzkpy32l4ezfBU+agfJ3lsgv3TRqPVSn9fkb4+k+IAAAAAQDV1M/I7M0l/kvtXO35/hkPrdrbosL42cr5ujJ57ba771iS3lGW5eLXzPFCWZTl6YOSff9vpPEVRvLUoisVFUSx+4IEHutxu76s3Sw/ZBAAAAAAqrWd6MIqi2CTJYUk+M9nayZRleV5ZlnPLspy76aab/t831yPqzZbqFAAAAACg0rpJOB9M0kyy+WrHN89qfd6ruK/D+sbI+boxeu5ur/uGkX1e3OY8m450lCcZ6yvfrMN56KDebGWgJhQHAAAAAKpr0oRz5GGWNybZb7WX9sv4nu5V/aTD+sVlWda73NvSDIfWY+cpimJqkpd1uO6bk1xWluXv2+xleoa7xUftnmTaBPunjYb6FAAAAACg4mpdrjszyaKiKP4zww+pfHuSZyY5N0mKorgoScqyfMPI+nOTvKMoik8k+XSSlyaZl+TI0RMWRTE9yTYjP/YleXZRFC9M8ruyLH9ZlmU58v73FkVxV5L/SvL+DD8085JVN1cUxR5Jdshwp/g4ZVneWRTFt5N8uiiK0dc/neSqsizv7vLzk2So2UpNfQoAAAAAUGFdheJlWX5ppLP7/UlmJbktyYFlWf5iZMmzV1u/tCiKA5P8c5Jjkvw6yfFlWV6+yrK5Sb6/ys+njnx9PsMBepJ8JMkGSc5OMiPJfyTZvyzLR1bb4luS3FmW5Y87fITXJvmXJN8Z+fnKJO+Y5GOzmkazzKD6FAAAAACgwrqdFE9ZluckOafDa3u1OXZdkl0nON+1SSbs4ijLskyycORronVHT/L6Q0mOmmgNk6s3W6n1qU8BAAAAAKrL2C9dqzdbGeh3ywAAAAAA1SXhpGt1D9oEAAAAACpOKE7XTIoDAAAAAFUn4aRrjWaZmklxAAAAAKDChOJ0bcikOAAAAABQcRJOutZotTIoFAcAAAAAKkzCSdfqDfUpAAAAAEC1CcXpWr2lPgUAAAAAqDYJJ12r6xQHAAAAACpOwknX6o0yA+pTAAAAAIAKE4rTtUarlZpJcQAAAACgwiScdG2o0cqgUBwAAAAAqDAJJ11rtMrU+tSnAAAAAADVJRSna/VmKwM1twwAAAAAUF0STrpSlmXqzTID6lMAAAAAgAqTcNKVRqtMkgyoTwEAAAAAKkwoTlcazZFQXH0KAAAAAFBhEk66MtRsJYkHbQIAAAAAlSYUpyuNkVB80KQ4AAAAAFBhEk66Uh+pT6n1uWUAAAAAgOqScNKV+sik+EC/+hQAAAAAoLqE4nTl8VDcLQMAAAAAVJeEk66M1qcIxQEAAACAKpNw0hX1KQAAAABALxCK0xX1KQAAAABAL5Bw0pVGS30KAAAAAFB9Ek66Um8MT4rX1KcAAAAAABUmFKcrdZPiAAAAAEAPkHDSldFJcQ/aBAAAAACqTChOVzxoEwAAAADoBRJOuvJ4fYpJcQAAAACguoTidOXx+hS3DAAAAABQXRJOutJoCcUBAAAAgOqTcNKVoeZwfUpNfQoAAAAAUGFCcbrSGHnQ5qBJcQAAAACgwiScdKU+EorXhOIAAAAAQIVJOOlKfaQ+ZUB9CgAAAABQYUJxujI6KT7Q55YBAAAAAKpLwklX6s1W+vuK9PWZFAcAAAAAqksoTlcazTI1gTgAAAAAUHFCcboy1Gxl0EM2AQAAAICKk3LSlUazzEDN7QIAAAAAVJuUk67Umy31KQAAAABA5QnF6Uq9WWZAfQoAAAAAUHFSTrpSb7Yy0G9SHAAAAACoNqE4XWm0WibFAQAAAIDKk3LSlaFGmZpQHAAAAACoOCknXak3WxlUnwIAAAAAVJxQnK40Wi2T4gAAAABA5Uk56Uq9UXrQJgAAAABQeUJxulL3oE0AAAAAoAdIOelKvSkUBwAAAACqT8pJVxpN9SkAAAAAQPUJxenKUNODNgEAAACA6pNy0pVGs8ygUBwAAAAAqDgpJ12pN1up9alPAQAAAACqTShOV+rNVgZqbhcAAAAAoNqknHSl3iwzYFIcAAAAAKg4oThdqTdbGdApDgAAAABUnJSTrjSapfoUAAAAAKDypJxMqizLDDVb6lMAAAAAgMoTijOpZqtMEvUpAAAAAEDlSTmZVL05HIrXhOIAAAAAQMVJOZlUvdVKkgz0q08BAAAAAKpNKM6k6o3RUNztAgAAAABUm5STSY3WpwjFAQAAAICqk3IyqXpzeFK8pj4FAAAAAKg4oTiTGg3FB02KAwAAAAAVJ+VkUo3WcH2KSXEAAAAAoOqE4kxqyIM2AQAAAIAeIeVkUqOT4upTAAAAAICqk3IyKQ/aBAAAAAB6hVCcSY2G4upTAAAAAICqk3IyqXpzuD5lwKQ4AAAAAFBxQnEmVfegTQAAAACgR0g5mVSjNdIp3ud2AQAAAACqTcrJpIZG6lMGa+pTAAAAAIBqE4ozqUbTpDgAAAAA0BuknEyqPhKKD9TcLgAAAABAtUk5mVR9pD5loF99CgAAAABQbUJxJjU2Ka4+BQAAAACoOCknk2qMToqrTwEAAAAAKk7KyaSGxh60qT4FAAAAAKg2oTiTGpsU73e7AAAAAADVJuVkUvVmK31F0m9SHAAAAACoOKE4k6o3W6bEAQAAAICeIOlkUvVmKRQHAAAAAHqCpJNJDU+Kq04BAAAAAKpPKM6kGi31KQAAAABAb5B0MqmhhvoUAAAAAKA3SDqZ1PCkuPoUAAAAAKD6hOJMqt5spWZSHAAAAADoAZJOJlVvqk8BAAAAAHqDpJNJ1ZvqUwAAAACA3iAUZ1LDobhbBQAAAACoPkknk6o3y9T6TIoDAAAAANUnFGdS9WYrgzW3CgAAAABQfZJOJtXwoE0AAAAAoEdIOplUvdlSnwIAAAAA9AShOJOqN1sZUJ8CAAAAAPQASSeTqjfLDJgUBwAAAAB6gFCcSTWaLZ3iAAAAAEBPkHQyqaFmmZpQHAAAAADoAZJOJlVvtjLYrz4FAAAAAKg+oTiTajRbJsUBAAAAgJ4g6WRS9WapUxwAAAAA6AmSTiZUlmXqLfUpAAAAAEBvEIozoWarTFlGfQoAAAAA0BMknUyo0SqTRH0KAAAAANATJJ1MaKjZSpIMqE8BAAAAAHqAUJwJNZomxQEAAACA3iHpZEL1kUnxmklxAAAAAKAHCMWZ0FBjtD7FrQIAAAAAVJ+kkwk9/qBNk+IAAAAAQPUJxZlQvWlSHAAAAADoHZJOJiQUBwAAAAB6iaSTCdWb6lMAAAAAgN4hFGdCDZPiAAAAAEAPkXQyoaGRULzW51YBAAAAAKpP0smEGiP1KYM19SkAAAAAQPUJxZlQ3aQ4AAAAANBDJJ1MqK5THAAAAADoIZJOJlQfqU8Z6FefAgAAAABUn1CcCZkUBwAAAAB6iaSTCY0+aHOg5lYBAAAAAKpP0smEhkYnxfvUpwAAAAAA1ScUZ0IN9SkAAAAAQA/pOuksiuLYoiiWFkWxoiiKG4uieNkk6/ccWbeiKIolRVG8fbXXX14UxZVFUfy/oijKoijmtTlHURTFwqIofl0UxfKiKK4timLHNusOKIriJ0VRLCuK4uGiKL632uv7FkVxfVEUjxRFcV9RFGcURVHr9rP/KRt90GbNgzYBAAAAgB7QVSheFMURST6Z5ENJdklyfZJvFUXx7A7rn5vkmyPrdklyepJ/KYriNassm57kuYe6BQAAIABJREFUtiR/m2R5h0ufnGRBkncm2S3Jb5NcUxTFhqtc65AkX0yyaORauyc5f5XXdx7ZyzUjrx+R5OAkH+7ms/+pq7dMigMAAAAAvaPbaekTklxYluVnRn5+Z1EUr0xyTJK/b7P+7Ul+XZblO0d+vrMoihcnOTHJ5UlSluU3MxxWpyiKC1c/QVEURZJ3JflwWZaXjxw7OsPB+GuTfLooiv4kZyU5eZW9Jcmdq/zzEUnuKMvylJGf/7soipOTfLkoilPLsnyky9/Bn6R6Y+RBm0JxAAAAAKAHTJp0FkUxmORFSa5e7aWrk/xFh7ft3mb9d5LMLYpioMu9PTfJFquepyzL5Ul+sMp1X5RkqyRDRVHcNFKNcnVRFLuscp4pSVasdu7lSaaOvJ8J1Jut9BVJvwdtAgAAAAA9oJvx35lJ+pPcv9rx+zMcWrezRYf1tZHzdWP03BNdd87I93/McLXLXyb5VZJri6KYNfLad5K8uCiKo4qiqBVF8awkHxh5bXTNOEVRvLUoisVFUSx+4IEHutxub6q3WqmZEgcAAAAAekTV087R/Z9WluW/lmV5Y5K3Jvl9kjckSVmWV2e4tuXsDE+M/1dGaluStNqdtCzL88qynFuW5dxNN930ydz/U169UWZQKA4AAAAA9Ihu0s4HkzSTbL7a8c2T3NfhPfd1WN8YOV83Rs890XV/M/L9jtEXy7JsJLknybNXOXZmko1Gjs1M8rWRl5Z0uZc/WY1WKwP9qlMAAAAAgN4waSheluVQkhuT7LfaS/slub7D237SYf3isizrXe5taYbD77HzFEUxNcnLVrnujUlWJtl2lTV9SbZO8ovVPkdZluWvR3rJj0zyP0lu6nIvf7LqTfUpAAAAAEDvqHW57swki4qi+M8kP07y9iTPTHJukhRFcVGSlGX5hpH15yZ5R1EUn0jy6SQvTTIvw2F0Rt4zPck2Iz/2JXl2URQvTPK7six/WZZlOfL+9xZFcVeGa0/en+TRJJeMXO8PRVGcm+TUoih+leTeJO9IMiPJolWudVKSb2e4LuWwJO9JcnhZls0uP/+frHpTfQoAAAAA0Du6CsXLsvxSURSbZDiUnpXktiQHlmU5Oo397NXWLy2K4sAk/5zkmCS/TnJ8WZaXr7JsbpLvr/LzqSNfn89wgJ4kH0myQYb7wGck+Y8k+5dl+cgq7zspydDI+56W4envvcuy/M0qa16V5H1JpiT5aZJXl2X5rW4++5+64Ulx9SkAAAAAQG/odlI8ZVmek+ScDq/t1ebYdUl2neB81yaZMG0ty7JMsnDkq9OaepKTR746rdlnouvQWaNZZsCkOAAAAADQI6SdTGio2Uqtz6Q4AAAAANAbhOJMqNFsZbDmNgEAAAAAeoO0kwnVm6VJcQAAAACgZwjFmdBQs6VTHAAAAADoGdJOJqQ+BQAAAADoJdJOJqQ+BQAAAADoJUJxJlRXnwIAAAAA9BBpJxMSigMAAAAAvUTayYQarTID/epTAAAAAIDeIBRnQvVGKzWT4gAAAABAj5B2MqF6q1SfAgAAAAD0DGknExruFFefAgAAAAD0BqE4E6o3PGgTAAAAAOgd0k4mVG+VqZkUBwAAAAB6hFCcCdWbrQyaFAcAAAAAeoS0k46arTJlGfUpAAAAAEDPkHbSUb3ZShL1KQAAAABAzxCK09FoKK4+BQAAAADoFdJOOqo3yyRJrc+kOAAAAADQG4TidNQYmRQfqLlNAAAAAIDeIO2ko6HRULzPbQIAAAAA9AZpJx2N1qcM1NSnAAAAAAC9QShOR6P1KTWT4gAAAABAj5B20tFYfUq/2wQAAAAA6A3STjpqjNSnDKpPAQAAAAB6hFCcjurqUwAAAACAHiPtpKOxB22qTwEAAAAAeoS0k47qY53i6lMAAAAAgN4gFKejRsuDNgEAAACA3iLtpKOhxnB9Ss2kOAAAAADQI4TidDRanzJoUhwAAAAA6BHSTjoarU+pCcUBAAAAgB4h7aSj+kh9igdtAgAAAAC9QihOR/WW+hQAAAAAoLdIO+mo3lCfAgAAAAD0FmknHTVa6lMAAAAAgN4iFKejoebwpPiASXEAAAAAoEdIO+mo0RydFHebAAAAAAC9QdpJR/VmK0WR9PepTwEAAAAAeoNQnI6Gmi1T4gAAAABAT5F40lGjWWbAlDgAAAAA0EOE4nRUb7YyUHOLAAAAAAC9Q+JJR/VmqT4FAAAAAOgpEk86qjdb6lMAAAAAgJ4iFKejhvoUAAAAAKDH1Nb3BnjqqjfL1EyKAwAAAE8BK1asyAMPPJAVK1ak0Wis7+0A60CtVsvUqVOz6aabZurUqU/ceZ+wM9Fz6s2WTnEAAABgvfv973+f+++/P5tuumm22GKL1Gq1FIVBPuhlZVmm0Wjk0UcfzS9/+ctsvvnmecYznvGEnFsoTkdCcQAAAOCp4MEHH8yWW26Zpz3taet7K8A6UhRFBgYGMmPGjEyZMiX33XffExaKSzzpqN4sM9DvT10BAACA9WtoaCgbbLDB+t4GsJ5ssMEGWbly5RN2PqE4HdWbrdRMigMAAABPAepS4E/XE/3fv8STjurNVgaF4gAAAABAD5F40lGjpT4FAAAAAOgtQnE6GmqoTwEAAAAAeovEk44arVJ9CgAAAACV8v3vfz8veclLsuGGG6Yoilx44YVP+jX32muvzJ49e9yx2bNnZ6+99nrSr/1Eqdp+/y8knnQ0/KBN9SkAAAAA60pRFF19XXvttet7q12Z7HOcdtppT+j1HnrooRx22GF57LHH8vGPfzyLFi3Ky1/+8gnf84Mf/CAHH3xwZs+enSlTpmSzzTbL3Llzc/zxx2fJkiVP6P46ufbaa8f9Xvr7+zNjxow8//nPz9FHH51vf/vbKctynexlVZ/4xCfWyR8qrGu19b0BnroazTIDJsUBAAAA1plFixZ1fG3JkiU55ZRTMnPmzGy77bbrcFd/vE6fZ+HChfn5z3+egw466Am93g033JCHH344559/fg477LBJ13/qU5/Ksccemzlz5uToo4/OVlttlQceeCB33nlnLr300rz85S/PnDlzntA9TuTII4/MgQcemLIs88gjj+Tuu+/OFVdckYsuuiiveMUrctlll2WjjTZ6Uq599913pyjGD8h+4hOfyOzZszNv3rwn5Zrri1CcjoaaLQ/aBAAAAFiHjjrqqLbHly1blt133z39/f350pe+lFmzZq3jnf1x2n2eX/3qV1m6dGnmzp2bF7zgBU/o9e67774kycYbbzzp2kajkfe+97159rOfnZtvvjlPf/rTx70+NDSURx999And32R23XXXNX5nZ555Zk4++eSceeaZOfLII/Otb31rwnPU6/U0m81MnTp1ra49ZcqUtd5vVRkDpqN6s2VSHAAAAOApYP78+bn11ltzxhlnZJ999hn3WqPRyBlnnJEddtghU6dOzSabbJJDDz00P/vZz8atu/fee1MURRYuXJirrroqu+22W6ZOnZpZs2blpJNOSqPRWOO699xzT17/+tdn1qxZGRwczOzZs3PSSSflscce+6M/ywUXXJBWq5U3v/nNXb/n1ltvzaGHHppNNtkkU6dOzQ477JCPfOQjaTabY2tmz56do48+Okmy9957j1WRdPLggw/m4Ycfzm677bZGIJ4kg4ODa4TrDz30UN7ylrdk5syZmTZtWvbaa6/ceOONE+79pptuyj777JPp06dn4403ztFHH53f/va3XX/2/v7+fPzjH88ee+yRb3/72/nRj3409trChQtTFEVuv/32nHDCCdlyyy0zderU/Pu///vYms9+9rPZdddds8EGG+QZz3hG9t9//3HnGLV6p3hRFPnFL36R6667bly1y7333ju2ZvHixTn00EMzc+bMTJkyJdtuu21OO+20tvfSU4lJcTpqNMvU+oTiAAAAAOvTRz/60XzpS1/KEUcckQULFqzx+ute97p8+ctfzn777Zdjjjkm9913X84+++zsvvvu+eEPf5hddtll3PpvfvObOeecc/L2t7898+fPz9e+9rV87GMfy4wZM/Le9753bN2NN96YffbZJxtttFHe9ra35VnPelZ++tOf5qyzzsqPf/zjXHfddRkYGFirz1KWZS644IJMmzYtRx55ZFfvWbx4cfbcc88MDAzkuOOOyxZbbJGvf/3refe7352f/vSnufjii5MMV31861vfynnnnZf3vve92X777Sc87+abb57p06fnBz/4Qe6+++5JK2nq9XoOOOCA3HDDDXn961+fl7zkJbnlllvyile8Iptssknb9/zqV7/Kvvvum9e85jX567/+69x000353Oc+l8WLF+eGG27I0572tK5+B0nypje9KT/60Y/yjW98I3vssce41173utdlgw02yIIFC1IUxdjfJHj3u9+dj3zkI/nzP//zfOhDH8ojjzyS8847L3vvvXe+9rWv5cADD+x4vUWLFuXv/u7vMnPmzLzvfe8bO77pppsmSb7xjW/ksMMOyzbbbJMFCxZk4403zk9+8pN84AMfyC233JLLLrus68+2rgnF6Wio2cpATX0KAAAA8NR06tdvzx2//sP63sY4Ozzz6TnloB2fsPN997vfzd///d9np512yvnnn7/G69dcc02+/OUv5/DDD88Xv/jFscnoww8/PC960Yty/PHH54c//OG499x+++25/fbbM3v27CTJ29/+9uy00075l3/5l3Gh+Pz58zNr1qzccMMN2XDDDceO77vvvjnssMNy8cUXr3XX9Pe+970sXbo08+bNazud3c7f/u3fZuXKlfnJT34yVrfyjne8I0cccUQuueSSzJ8/P/vuu28OOeSQPPzwwznvvPOy3377jZt6bmd0av7EE0/MjjvumF133TW77757/vzP/zz77rtvtthii3HrL7jggtxwww35wAc+kFNPPXXs+A477JC/+7u/y3Oe85w1rvHzn/88//zP/5x3vetdY8d23HHHnHDCCTnrrLPynve8p6vfQZKxz/5f//Vfa7y20UYb5bvf/W5qtcfj3rvvvjsf/ehH89KXvjTf+973Mjg4mCR585vfnB122CHHHntsfv7zn6e/v7/t9Y466qi8//3vz+abb75GpcuKFSvypje9KS9+8Yvzve99b+y6b3vb27LzzjvnhBNOyLXXXjvpv4P1xRgwHTWarQyqTwEAAABYL+699978zd/8TTbccMN89atfzbRp09ZY89WvfjVJ8r73vW9cVcjOO++cgw46KD/60Y/ywAMPjHvPIYccMhaIJ8Ph8N5775377rtvrEP7Zz/7WW699da89rWvzcqVK/Pggw+Ofe2xxx6ZNm1arr766rX+TJ/97GeTDE89d+O3v/1trr/++hx88MHj+seLohibXh79HfwxFixYkCuvvDL7779/7rjjjpx11lk56qijsuWWW+ZNb3pTli1bNrb2iiuuSH9//xrT+sccc0zHgP/pT396jj322HHHjj322Dz96U9f632PXuMPf1jzD4Le9a53jQvEk+RrX/tayrLMySefPBaIJ8kzn/nMvPGNb8wvfvGL3HzzzWu1h1HXXHNN7r///rzxjW/Mww8/PO7+GJ0+/2Puj3XFpDhtNVtlWmXUpwAAAABPWU/kRPZTzbJly3LooYfmoYceylVXXZWtt9667bqlS5emr6+vbVXIjjvumCuuuCJLly4dq7xIkjlz5qyxdrT+43//938zffr03HnnnUmSU045Jaecckrba99///1r9Zl+97vf5atf/Wq22267Neo/Olm6dOnYZ1nd9ttvn76+vixZsmSt9rG6gw46KAcddFCazWbuuOOO/Nu//Vs++clP5nOf+1xqtVo+/elPJ0mWLFmSWbNmrRGAT5kyJXPmzMlDDz20xrnnzJkzLpBedf3a7ns0DG8XwP/Zn/3ZGscm+t2NHluyZEnmzp27VvtIMnZ/zJ8/v+Oatb0/1iWhOG3Vm60kUZ8CAAAAsB685S1vyS233JIPfvCDedWrXvWEnrtTXUYy3Pm96vcFCxbkla98Zdu1M2bMWKvrXnzxxVm5cmXXU+LrWn9/f3baaafstNNOOeqoo7LNNtvk85//fM4555wJf2fryq233pokbbvP16ab/Ikwen989KMfzQtf+MK2a575zGeuyy2tFaE4bY2F4ibFAQAAANapM888M5dcckle/epXj3vAYTtz5sxJq9XKnXfeOa5eJEnuuOOOJMlzn/vctd7D8573vCTDQfErXvGKtX5/O+eff34GBgbyhje8oev3jO799ttvX+O1u+66K61Wq+3k+//VzJkzs/XWW+emm27Kgw8+mM033zxz5szJ1VdfnT/84Q/jprVXrlyZJUuWtP1DgiVLlmRoaGjctPjo+u22226t9jTaKf+Xf/mXXa0f/b3cfvvta/xNg9F7Y7Lf3aqVPKsavT+mTZv2hN0f65LEk7YazeE/7RnoNykOAAAAsK58//vfz8knn5xtt902F110UcdQctQhhxySJDn99NPHpneT5LbbbsuVV16ZPfbYY1x1Srd22WWXPP/5z8+5557btuaj0Wjkd7/7XdfnW7x4cX7605/moIMOymabbdb1+zbbbLP8xV/8Rb7+9a/ntttuGztelmVOP/30JMmhhx7a9flWtWzZslx33XVtX7vnnntyxx13ZObMmWO/v1e/+tVpNpv5+Mc/Pm7tpz71qbY938lw5ck555wz7tg555yTP/zhD2P/7ibTbDZz4okn5kc/+lEOPPDAvPSlL+3qfQcffHCKoshHP/rR1Ov1seO/+c1vcsEFF+Q5z3lOdtlllwnPMX369Lb/ng844IBsttlm+fCHP9z29eXLl+eRRx7pap/rg0lx2hqdFK950CYAAADAOvGb3/wmhx9+eJrNZl7zmtfkyiuv7Lj2BS94QV7wghdkv/32y+GHH54vfvGLeeihh/JXf/VXue+++3L22Wdn6tSpOeuss/6ovRRFkUWLFmWfffbJC17wgsyfPz877rhjli1blv/+7//OV77ylZx++umZN29eV+cbnXJ+85vfvNZ7+eQnP5k999wzL3vZy3Lcccdliy22yFVXXZXvfOc7ee1rX5t99913rc+ZDIfie+21V57//Ofnla98ZZ73vOelLMvcddddueiii7JixYqcffbZ6RtpUnjjG9+Y8847L//4j/+YpUuXZvfdd8/NN9+cyy67LFtvvXUajcYa19h6661z6qmn5rbbbsuLXvSi3Hjjjfnc5z6X7bbbLscff/wa62+66aZ84QtfSJI88sgjufvuu3PFFVfkF7/4Rfbff/9ccsklXX++bbfdNieddFI+8pGP5OUvf3mOOOKIPPLIIznvvPPy6KOP5uKLL560FuYlL3lJzj///PzDP/zDWIf7QQcdlGnTpuWiiy7KIYcckm233Tbz58/PNttsk4cffjh33XVXvvKVr+SrX/1q9tprr673uy4JxWmr3hr+k8VBoTgAAADAOnH33XfnwQcfTJJ86EMfmnDtKaecMlaXcvHFF2fXXXfNhRdemAULFmTatGnZc88988EPfjA77bTTH72fF77whbn55ptz+umn58orr8y5556bDTfcMLNnz868efO6DqOXL1+eSy+9NFtttVUOOOCAtd7H3Llzc/311+eUU07JOeeck8ceeyxz5szJGWeckQULFqz1+UZttNFG+dznPperr746V155ZX7zm99kxYoV2XTTTbPnnnvmne98Z/bee++x9YODg7nmmmty0kkn5Yorrsjll1+e3XbbLddcc01OPPHE3HvvvWtcY8stt8yXv/zlnHjiibn00kszODiY173udfnYxz6WadOmrbH+0ksvzaWXXpq+vr5Mnz49W265Zfbcc88ceeSRHbvdJ3LGGWdkm222yTnnnJP3vOc9GRwczItf/OJccsklednLXjbp+0877bT87ne/y9lnn52HH344ZVlm6dKlmTZtWg444IDccMMN+fCHP5wvfOELeeCBBzJjxoxsvfXWOeGEE9ao83kqKVb9axWsae7cueXixYvX9zbWuXsffCx7fezanHn4zjls1y3X93aAp4CdPj/8f6R+dvTP1vNOngQLnzHy/ffrdx9/wma/5xtJkns/3F03HgAAf1ruvPPObL/99ut7G8B61M3/DhRFcWNZlnMnO5cxYNoae9CmSXEAAAAAoIdIPGmrPvagTbcIAAAAANA7JJ609fik+MRPOAYAAAAAqBKhOG01WupTAAAAAIDeI/GkraHGcH1KzaQ4AAAAANBDhOK0NTopPmhSHAAAAADoIRJP2hrtFK8JxQEAAACAHiLxpK16c7g+xYM2AQAAAIBeIhSnrdFJcQ/aBAAAAAB6icSTtoTiAAAAAEAvknjSlvoUAAAAAKAXCcVpy6Q4AAAAANCLJJ601RibFHeLAAAAANCbli5dmkMOOSSbbrppiqLIvHnznvRrLly4MEVR5N577x07Nm/evBRFdRobqrbf1Uk8aWt0UrymPgUAAABgnSmKoquva6+9dn1vtSv/+Z//meOPPz4vfelLM3369BRFkQsvvLDt2kcffTSnnnpqDj744Gy55ZYpiiJ77bXXk7q/efPm5brrrsu73/3uLFq0KG9729smXL9kyZK89a1vzXbbbZenPe1pmTFjRrbffvscffTR+f73v/+k7nVVq94LfX192XDDDTNnzpwceuihueCCC7J8+fJ1tpdRV1xxRRYuXLjOr/vHqK3vDfDUNNopPmhSHAAAAGCdWbRoUcfXlixZklNOOSUzZ87Mtttuuw539cf75je/mbPPPjvbbbdddt5551x//fUd1z744INZuHBhNt9887zoRS/K/fff/6TubeXKlfnhD3+Yd7zjHTnxxBMnXb948eLsueeeGRgYyBve8IbsuOOOWb58ee65555cffXV2XDDDbP33ns/qXte1Qtf+MIsWLAgSbJs2bL88pe/zNVXX5358+fntNNOy+WXX56dd975Sbn2Zz7zmZx77rnjjl1xxRX5/Oc/X4lgXChOW2OT4n0mxQEAAADWlaOOOqrt8WXLlmX33XdPf39/vvSlL2XWrFnreGd/nGOOOSYnnXRSpk2bln/913+dMBSfNWtW/ud//idbbrllkmT69OlP6t7uv//+lGWZjTfeuKv1p556apYtW5Zbbrmlbdh83333PdFbnNCznvWsNe6Xf/qnf8pll12W173udXnVq16V22+/PTNmzOh4jrIs89hjj63173pgYCADAwN/1L6fCowB01aj2UpRJP1CcQAAAID1bv78+bn11ltzxhlnZJ999hn3WqPRyBlnnJEddtghU6dOzSabbJJDDz00P/vZz8atu/fee1MURRYuXJirrroqu+22W6ZOnZpZs2blpJNOSqPRWOO699xzT17/+tdn1qxZGRwczOzZs3PSSSflscce62rfm2++eaZNm9bV2ilTpowF4v8XDz74YI477rhstdVWGRwczFZbbZXjjjsu//u//zu2Zt68eXnOc56TZDjs7qaW5p577skmm2zScfp6iy22GPdzq9XK/9/efcdHVaV/HP88BAgIiIBIU3qTEqQpsGBBWTvNFQuCyKpU3UUUVFzBSrWxoOyqa0FZcFVEFBV1wUXUH4IoCtiWtipIEUVFWvL8/jh3YsIkIShkMPN9v155Qe6cmTnz5M4zd8499zmjR4+mVq1alChRgiZNmvDkk0/m2fdNmzbRu3dvKlSoQKlSpTj11FN577338vnKg/PPP59hw4axfv16Jk+enLl9/vz5meVrJk+enLm/TJgwIbPNf/7zHzp16kTZsmUpWbIkLVq04OGHH457jr1rip988sk89thjQPbSLllL5axfv54BAwZQvXp1ihcvTtWqVbnyyivZuHHjfr2+A0EzxSVHu9KdYkWK/KYL5ouIiIiIiIiIFAbjx49nxowZXHDBBZnlMrLq2bMnTz31FJ06dWLAgAFs2LCByZMn07ZtWxYsWEDz5s2ztZ8zZw73338//fv3p2/fvsyaNYsJEyZQrlw5brzxxsx2S5YsoWPHjhxxxBH069ePatWq8cEHHzBx4kQWLlzIG2+8ccjNFv7uu+9o164dn3/+OX379qVFixYsXbqUBx54gH//+98sWrSIMmXK0K9fP4477jiGDBlCt27d6N69OwDHHntsro9dp04dPvnkE5599tnM9nm55ppruO+++zjxxBMZMmQIGzduZNCgQdSuXTvX+5xxxhmUL1+eUaNGsWHDBiZNmsRJJ53E22+/TZMmTfIdh8svv5w77riDF198kZtuuinbbffeey9btmzhiiuuoHLlyhxzzDEAzJ49m27dulG5cmWGDh1KmTJlmD59OpdffjmrVq3ijjvuyPX5RowYQUZGBgsWLMhWAqhdu3YArFu3jrZt27Jr1y7++Mc/UqdOHT7//HMeeOAB5s2bx+LFiylbtmy+X9+vpUFxydHu9AyKaZFNERERERERETmUvXQ9bPhw3+0KUuWmcOaYA/Zwr732GjfccANNmzbNccbuq6++ylNPPUWPHj2YPn165gTHHj160LJlS66++moWLFiQ7T7Lly9n+fLl1KxZE4D+/fvTtGlT/vrXv2YbFO/bty9VqlTh3XffpUyZMpnbTz31VLp3786TTz5Jnz59DthrPRDGjRvHZ599xuTJkxk4cGDm9uOOO47Bgwczbtw4brvtNtq2bUuVKlUYMmQIaWlpuZatyeqmm27i1Vdf5bzzzqNevXq0b9+e1q1bc/LJJ8cNpn/yySdMnDiRjh07MnfuXFJSUgDo3r07rVq1yvU5atSowTPPPJP5d+zevTutW7fm2muv5eWXX853HGrWrEmZMmX49NNP425bt24dH3/8MUcddVTmtvT0dAYPHkzp0qVZtGgRVatWBWDQoEGccsopjBkzhj59+lCvXr0cn69Tp048+eSTLFiwIMdYXnXVVezevZulS5dmuxrg/PPPp03iSXdpAAAgAElEQVSbNtxzzz0FWotc5VMkR3vSMyiqRTZFRERERERERBJmzZo1XHjhhZQpU4aZM2fmWIZk5syZQJipm/WK/2bNmnHuuefy5ptvsmnTpmz36dq1a+aAOIRyF6eccgobNmzghx9+AODDDz9k2bJlXHzxxezcuZPNmzdn/rRv355SpUoxd+7cg/Cqf52ZM2dSsWJFrrzyymzb+/XrR8WKFTPj9Uu0bduWJUuWcOmll/Ldd9/xyCOPMHDgQBo1asSJJ57IqlWrMtvOmjULd+eaa67JHBAHaNGiBZ06dcr1OYYNG5bt79iyZUs6derEa6+9lvm3ya/DDz+cbdu2xW3v3bt3tgFxCFcFrFu3jr59+2YOiAMUL16cYcOGkZGRwaxZs/br+WO+++47XnjhBTp37kyJEiWy7Us1a9akbt26Bb4vaaa45GhXulNMg+IiIiIiIiIicig7gDOyDzXbt2+nW7dubN26lRdeeIE6derk2G716tUUKVIkx7IfjRs35rnnnmP16tVUrFgxc3tO5TsqVKgAwJYtWyhdujQrV64EYOTIkYwcOTLH5/7666/3+3UdbKtXr6ZVq1YULZp92LNo0aLUr19/v+tz761p06aZdbLXrl3LG2+8wUMPPcSCBQvo0qULS5YsoXjx4pkD5A0bNox7jEaNGuU6CJzT3zHWfu3atTRu3Djffd22bRuHH3543Pb69evHbVu9ejVAjo8f25Z10H9/fPLJJ2RkZPDwww/neLUD5LxPHkwaFJcc7UnPoLjKp4iIiIiIiIiIJMQVV1zB+++/z2233caZZ555QB8768zlvbl7tn+HDh3KGWeckWPbcuXKHdB+/dbUqFGD3r1706tXLzp06MDChQtZtGgR7du3T3TXWLNmDd9//z1t27aNu+2www4r0L7E9qVLLrmESy+9NMc2JUuWLMguaVBccrZb5VNERERERERERBLi7rvvZtq0aXTp0oURI0bk2bZ27dpkZGSwcuVK0tLSst22YsUKAGrVqrXffYjVjk5JSeG0007b7/snSu3atfnkk0/Ys2dPttnie/bs4dNPPz0oM5LNjBNOOIGFCxfy5ZdfZvYD4OOPP46b5R/7u+Rk5cqVtGnTJq59SkoKNWrUyHefHnroIQDOPvvsfLWP9Xf58uVxt8X6u6/YZS37klXdunUxM3bt2nXI7Esa9ZQcnd/qGIb+Pv5SChEREREREREROXjmzZvHsGHDaNCgAY8//niuA40xXbt2BWD06NGZM3IBPvroI55//nnat2+frXRKfjVv3pwmTZowZcqUHMtm7Nmzh2+++Wa/H/dg69q1K5s2bcocFI558MEH2bRpE926dfvFj/3qq6+yZ8+euO0//fRTZjmURo0aAdC5c2fMjLvvvpv09PTMtu+99x6vvfZars8xbty4bH/HWPtTTz2V0qVL56uf//rXvxg3bhxVq1Zl0KBB+bpPixYtqF69Oo888ggbNmzI3L57927Gjx+PmdGlS5c8HyPWv733iwoVKnDWWWfx7LPP8s4778Tdz93j6t4fbJopLjn6Xd0jE90FETnEfHjpIbai+4E06rtE9yDprRmTv9kLIiIiIiKF2fr16+nRowfp6emcd955PP/887m2TUtLIy0tjU6dOtGjRw+mT5/O1q1bOeecc9iwYQOTJ0+mRIkSTJw48Rf1xcyYOnUqHTt2JC0tjb59+9K4cWO2b9/O559/zrPPPsvo0aPp06dPno+zdu1apk6dCvw8C3n27Nl88cUXAPTq1SvbDOhJkybx7bffAmFAdu3atdx+++3Az4uH5mXYsGH861//YtCgQbz33ns0b96cpUuX8vDDD9OgQQOGDRv2i+IBMGTIELZs2ULnzp1p2rQphx12GP/73/+YNm0an376Kb1796Zp06ZAqCU+aNAgJk2aRMeOHTnvvPPYuHEjkyZNolmzZixdujTXeJ1++ul07tyZ9evXM2nSJEqWLMn48ePj2n755Zc88cQTQBiYX7duHXPnzmXRokXUrVuXZ599liOOOCJfry0lJYVJkybRrVs3WrduzZVXXkmZMmWYMWMG77zzDjfeeGPm1QO5adOmDZMmTWLgwIGcffbZFCtWjBNOOIFatWrxwAMP0L59e0488UR69+5N8+bNycjIYNWqVcyaNYvevXszatSofPX1gHB3/eTx07JlSxcRERERERERkcRZsWJFortQIObNm+dAvn5GjhyZeb/du3f7mDFjvGHDhl68eHEvV66cd+nSxZctW5bt8VevXh1335iRI0c64KtXr862fc2aNd6vXz+vUaOGFytWzMuXL+8tWrTw66+/3tetW/erX9O8efOyta9Ro0aubS+99NJ8xXHjxo0+YMAAr1atmhctWtSrVavmAwcO9E2bNuU7Hjl55ZVXfODAgZ6WluYVKlTwlJQUL1++vJ988sn+8MMPe3p6erb26enpfvvtt3v16tW9ePHi3rhxY3/iiSdyjPWll17qgG/cuNEvueQSL1++vJcsWdJPOeUUX7x4cVxf9o5NqVKlvGbNmt6lSxd/+OGHffv27XH3if0tHnnkkVxf4/z58/20007zMmXKeGpqqh933HH+0EMPxbWL9Xfv1zt06FCvVq2aFylSJO65Nm3a5Ndee63Xq1fPU1NTvWzZst6kSRO/+uqrffny5bn2KSY/eQBY7PkY8zXPMh1f4rVq1coXL16c6G6IiIiIiIiIiCStlStXcuyxxya6GyKSQPnJA2a2xN1b7euxVFNcRERERERERERERJKGBsVFREREREREREREJGloUFxEREREREREREREkoYGxUVEREREREREREQkaWhQXERERERERERERESShgbFRURERERERERERCRpaFBcRERERERERERERJKGBsVFREREREREREREJGloUFxEREREREREREREkoYGxUVEREREREREREQkaWhQXERERERERERERESShgbFRURERERERERERCRpaFBcREREREREREREktLmzZvp3bs3VatWxcw4+eSTD/pzPvroo5gZ8+fPz9w2atQozIw1a9Yc9Oc/EH5r/d2bBsVFREREREREREQOEWaWr5+sA6qHskWLFnH11Vfzu9/9jtKlS2NmPProozm2XbNmTa6vt0mTJgelf0OHDmXGjBn079+fqVOnMmLEiDzbb9iwgWuvvZYmTZpQpkwZDj/8cOrVq8eFF17Is88+e1D6mJOaNWtmi0/p0qWpXr06Z511FhMnTuTbb78tsL7EzJ8/n1GjRiXkufdX0UR3QERERERERERERIKpU6fmetuqVasYOXIkRx55JA0aNCjAXv1yc+bMYfLkyTRs2JBmzZrx1ltv7fM+3bp1o3v37tm2HXHEEQelf6+++iqnn346N9988z7brl27luOPP55t27bRs2dPBgwYAMDnn3/OvHnzeOSRR+L6fTAdffTRjB49GoAdO3bw1VdfMX/+fP70pz9xxx138M9//pOOHTselOe+6aabuP7660lNTc3cNn/+fG655Rb69Olz0P5eB4oGxUVERERERERERA4Rl1xySY7bt2/fTtu2bUlJSWHGjBlUqVKlgHv2ywwYMIDrrruOUqVK8fTTT+drUDwtLS3XOBxoGzZsoHz58vlqO2HCBDZu3Mhzzz1Hly5dcnysglS2bNm4ON1888288cYbdO7cmS5durB06VLq1q2b5+N8//33lClTZr+eu2jRohQt+tsdWlb5FBERERERERERkUNc3759WbZsGWPHjo2b/btnzx7Gjh1Lo0aNKFGiBBUqVKBbt258+OGH2drFypOMGjWKF154gdatW1OiRAmqVKnCddddx549e+Ke97PPPqNXr15UqVKF4sWLU7NmTa677jp+/PHHfPW7UqVKlCpVar9f744dO9i+fft+3w/gxx9/5IYbbqBOnTqkpqZSuXJlevfuzdq1azPbxGpiuzuPPfZYZhmS3Eq7QIgFwKmnnprj7ZUrV47b9uCDD9KwYUNSU1OpW7cu9957L+6eZ9+vvvpqKleuTMmSJTnhhBN4/fXX8/nKg5NOOom77rqLH374gTFjxmRuz/r3nzFjBi1btqRkyZJcddVVmW2WLVtGt27dqFChAiVKlKBRo0aMGzeO9PT0bM+xd03xPn36cMsttwBQq1atzHiOGjUq8z7fffcdw4cPp27duqSmplKxYkUuuugiVq1atV+v70D47Q7ni4iIiIiIiIiIJIHx48czY8YMLrjgAoYOHRp3e8+ePXnqqafo1KkTAwYMYMOGDUyePJm2bduyYMECmjdvnq39nDlzuP/+++nfvz99+/Zl1qxZTJgwgXLlynHjjTdmtluyZAkdO3bkiCOOoF+/flSrVo0PPviAiRMnsnDhQt544w2KFSt2wF/vXXfdxa233oq7c/TRR3PZZZcxYsSIbKU6crN7925OP/10Fi5cyB/+8AeGDh3KZ599xgMPPMDcuXNZvHgxRx99NN27d6du3br06tWLDh06cOWVVwLQrl27XB+7Tp06QBjo/vOf/4yZ5dmXe++9lyFDhtCsWTPuvPNOtm/fzoQJEzjqqKNyvU/v3r1JSUlh+PDhfP/99/ztb3/jjDPO4KWXXuK0007b5+uP6dWrF4MHD2bOnDlxtz333HNMnDiRAQMG0L9/fw4//HAAFi9ezEknnUSxYsUYNGgQlStXZvbs2QwfPpwPPviAJ598Mtfn69evH9u2bWPmzJncc889HHnkkUCY9Q9hQLxdu3asW7eOvn370rhxY9avX8/999/PCSecwOLFi6lRo0a+X9+vpUFxERERERERERH5TRq7aCwff/NxoruRTcPyDRl+/PAD9nivvfYaN9xwA02bNuXhhx+Ou/3VV1/lqaeeokePHkyfPj1zoLZHjx60bNmSq6++mgULFmS7z/Lly1m+fDk1a9YEoH///jRt2pS//vWv2QbF+/btS5UqVXj33Xezldc49dRT6d69O08++SR9+vQ5YK+1SJEidOzYka5du1KjRg02bdrEU089xW233cbbb7/Nyy+/TEpKSp6P8eijj7Jw4UKuu+46xo0bl7n9tNNO45xzzuGGG25g6tSppKWlkZaWRq9evahdu3a+yrUMHTqUJ554gmuuuYZ77rmHDh060Lp1azp06EDLli2ztf32228ZMWIExx57LG+99RaHHXYYAJdddhkNGzbM9TmKFi3KggULKF68OBD+Bg0bNuSqq65i5cqV++xjTGpqKvXr1+fDDz+MK4+yfPlyli1bxrHHHpvtPn/605/YuXMnb7/9duZg9uDBg7nggguYNm0affv2zXWWfNu2bUlLS2PmzJl07do1c9+Kufnmm1m1ahXvvPMOzZo1y9zep08fmjZtysiRI/OcpX+gqXyKiIiIiIiIiIjIIWjNmjVceOGFlClThpkzZ+ZYhmTmzJkAjBgxItvM5WbNmnHuuefy5ptvsmnTpmz32XvQ0sw45ZRT2LBhAz/88AMAH374IcuWLePiiy9m586dbN68OfOnffv2lCpVirlz5x7Q11u9enVef/11rrrqKjp37swf//hHXnnlFa644gpee+01pk+fvs/HmDlzJkWKFOGGG27Itv3ss8/muOOOY9asWWRkZPyi/tWuXZsPPviAQYMGATBt2jSGDBlCq1atSEtLY8mSJZlt586dy/bt2xk0aFDmgDiExTF79uyZ63MMGTIkc0A8a/uPP/54vwbFgcwZ4Nu2bcu2/eyzz44bEN+4cSNvvfUWnTt3zhwQh7BvjBgxAvh5X9tf7s6TTz7JiSeeSLVq1bLtS6VKlaJNmzYHfF/aF80UFxERERERERGR36QDOSP7ULN9+3a6devG1q1beeGFFzJLd+xt9erVFClSJG6QE6Bx48Y899xzrF69mooVK2Zur127dlzbChUqALBlyxZKly6dOQA7cuRIRo4cmeNzf/311/v9un6JESNG8OCDD/Liiy/mOaAMIR5Vq1alXLlycbc1btyY999/n82bN+dZwiQvNWvWZNKkSUyaNIn169fz5ptvMnXqVGbPns0555zD8uXLKV++fGad7JxmhTdq1CjXx8/p7xhrv2rVqhxvz01sMDw2OB5Tv379uLarV68GQoxy6lORIkV+ce3vTZs2sWXLFubOnZttP8yqSJGCnbutQXEREREREREREZFDzBVXXMH777/PbbfdxplnnnlAHzuvEiSxRSBj/w4dOpQzzjgjx7Y5DTwfDMcccwwpKSls3ry5QJ4vv6pUqcL555/P+eefT8+ePZk2bRpz5szJVymWg23nzp18+umnVKlSJVvpFCDbzPWCENuXTjvtNIYPPzROZGlQXERERERERERE5BBy9913M23aNLp06ZJZuiI3tWvXJiMjg5UrV2YrewGwYsUKAGrVqrXffahXrx4QBtD3Z4HHg2HVqlWkp6dTqVKlfbatXbs2L7/8Mt9++y1HHHFEtttWrFjB4YcfnrkI5IHUpk0bpk2bxpdffpnZD4CPP/44rg537O+Sk5UrV2aruZ21fU4z/HMzdepUdu7cydlnn52v9rF9ZPny5XG3ffzxx2RkZOzz+XNbeLRixYocccQRbNu2LeH7UoxqiouIiIiIiIiIiBwi5s2bx7Bhw2jQoAGPP/54rgONMV27dgVg9OjRmTNyAT766COef/552rdvn2vJirw0b96cJk2aMGXKlBzLZuzZs4dvvvlmvx83L1u2bInblpGRwU033QTAueeeu8/H6Nq1KxkZGYwZMybb9pdeeomlS5fSuXPnX1yqY/78+fz000859nH27NnAz6VOOnXqRMmSJZk8eTLbt2/PbPvFF18wbdq0XJ/jnnvuYdeuXXHtGzRokO/SKW+88QZDhw6lTJkycbXVc3PUUUfRrl07Zs+ezUcffZS53d0ZPXo0AN26dcvzMUqXLg0Qt18UKVKEnj17smjRIp5++ukc77tx48Z89fNA0UxxERERERERERGRQ8D69evp0aMH6enpnHfeeTz//PO5tk1LSyMtLY1OnTrRo0cPpk+fztatWznnnHPYsGEDkydPpkSJEkycOPEX9cXMmDp1Kh07diQtLY2+ffvSuHFjtm/fzueff86zzz7L6NGj6dOnT56Ps3btWqZOnQr8PAt59uzZfPHFFwD06tWLGjVqAKFkzLZt22jXrh3HHHMMmzdv5plnnmHJkiV06dKFP/zhD/vsd58+fXjssccYO3Ysa9as4cQTT+Tzzz/n/vvvp1KlStx5552/KB4AEyZMYOHChZx77rm0aNGCsmXLsmHDhsw+nnLKKZkzs8uVK8dtt93GtddeS7t27ejduzfbt29nypQp1KtXj6VLl+b4HHv27KFDhw5cdNFFfP/990yZMoWffvopx7/jd999xxNPPAGEcilfffUV8+bNY/78+Rx11FFMnz59v2aX33fffZx00kl06NCBQYMGUblyZV544QVeeeUVLr744rgZ73tr06YNAMOHD6dnz56UKFGCJk2a0KRJE+644w4WLlxIjx496NGjB23atKF48eKsXbuWOXPm0LJlSx599NF89/VXc3f95PHTsmVLFxERERERERGRxFmxYkWiu1Ag5s2b50C+fkaOHJl5v927d/uYMWO8YcOGXrx4cS9Xrpx36dLFly1blu3xV69eHXffmJEjRzrgq1evzrZ9zZo13q9fP69Ro4YXK1bMy5cv7y1atPDrr7/e161b96tf07x58zLbPvTQQ37SSSd5pUqVvFixYl66dGk/4YQTfPLkyZ6enp7vOP7www9+/fXXe61atbxYsWJesWJFv+SSS3zNmjVxbQG/9NJL8/W4b7/9tl9zzTXeqlUrP+qoo7xo0aJetmxZb9Omjd91112+Y8eOuPtMmTLF69ev78WLF/c6der4Pffc4//4xz/iXnss/h999JEPHjzYK1Wq5Kmpqd66dWufO3du3OPWqFEjWxxLlizpRx99tJ9xxhl+3333+datW+Puk9ffP+b999/3Ll26eLly5bx48eLesGFDHzt2rO/Zsydbu9z2l7Fjx3qtWrW8aNGicc/1448/+q233upNmjTxEiVKeOnSpb1hw4Z++eWX+zvvvJNrn2LykweAxZ6PMV/zLJdVSLxWrVr54sWLE90NEREREREREZGktXLlynyXjhCRwik/ecDMlrh7q309lmqKi4iIiIiIiIiIiEjS0KC4iIiIiIiIiIiIiCQNDYqLiIiIiIiIiIiISNLQoLiIiIiIiIiIiIiIJA0NiouIiIiIiIiIiIhI0sj3oLiZDTSz1Wa2w8yWmFmHfbQ/KWq3w8xWmVn/vW4/0cyeN7MvzczNrE8Oj2FmNsrMvjKzn8xsvpk1zqHd6Wb2tpltN7Nvzezfe93e2sxei2771sxeN7Pj8/vaRUREREREREQksdw90V0QkQQ50O//fA2Km9kFwH3AnUBz4C3gJTOrnkv7WsCcqF1zYDTwVzM7L0uz0sBHwJ+An3J56mHAUOAqoDWwEXjVzMpkea6uwHRgavRcbYGHs9xeGngZ+ApoE92+Hngl6+OIiIiIiIiIiMihKSUlhd27dye6GyKSILt37yYlJeWAPZ7lZ5TdzP4PWObuV2TZ9hnwtLvfkEP7sUB3d6+XZdtDQGN3b5tD+x+Awe7+aJZtRhjInuTud0TbShIGxq9197+ZWQqwGrjN3R/Mpe+tgHeB2u6+OtpWC1gFtHb3xXm99latWvnixXk2ERERERERERGRg2j9+vUUK1aMI488MtFdEZEE2Lx5M7t376ZKlSp5tjOzJe7eal+Pt8+Z4mZWHGgJzN3rprlAu1zu1jaH9q8Arcys2L6eM1ILqJz1cdz9J+A/WZ63JXAMsMvM3jOzDWY218yaZ3mcT4BNwB/NLNXMUoErgHXA8pye2MyuNLPFZrZ406ZN+eyuiIiIiIiIiIgcDOXLl2fr1q1s3ryZXbt2qZSKSBJwd3bt2sXmzZvZunUr5cuXP2CPXTQfbY4EUoCv99r+NXBaLvepDLyWQ/ui0eOtz8fzVs5yv70fp1r0/9rRv7cSyqysBgYB882sobuvd/fvzexk4DkgNqt9DdApGmSP4+5/B/4OYaZ4PvoqIiIiIiIiIiIHSWpqKtWrV+ebb75hzZo1pKenJ7pLIlIAUlJSKFOmDNWrVyc1NfWAPW5+BsUPZbGZ7ne4+9MQZnkTBut7A2Ojkiv/AN4BehIG+K8FZplZK3f/seC7LSIiIiIiIiIi+yM1NZUqVarss3yCiMi+5GdQfDOQDlTaa3slYEMu99mQS/s90ePlR+yxKxFKneT0vLEZ5ytiN7r7nqjeeWwR0IuBOsDv3D0dwMwuBrYC3YAn8tkfEREREREREREREfmN22dNcXffBSwBOu11UyfgrVzu9nYu7Re7e36XCl5NGPzOfBwzKwF0yPK8S4CdQIMsbYoQBsHXRpsOAxzIyPLYGdG2fb5+ERERERERERERESk88jsofDfQx8wuN7Njzew+oCowBcDMHjezx7O0nwJUM7N7o/aXA32ACbEGZlbazI4zs+OiflSPfq8O4GHFhHuB4WbW3cyaAI8CPwDTojbboue6xcxON7MGwH1AOWBq9FSvAocD90d9aQw8Qpj9/u/8h0pEREREREREREREfuvyVVPc3WeYWQXgJqAK8BFwlrvHZmNX36v9ajM7C7gHGAB8BVzt7s9kadYKmJfl91uin8cIA+gA44CSwGTCQPf/Ab939++z3O86YFd0v8OA94BT3H191JePzexcYCRhBrsD7wNnuvsX+Xn9IiIiIiIiIiIiIlI4WJiQLblp1aqVL168ONHdEBEREREREREREZE8mNkSd2+1r3aqqS0iIiIiIiIiIiIiSUOD4iIiIiIiIiIiIiKSNFQ+ZR/MbBOwdp8N5UA4Etic6E4cYhSTeIpJdopHPMUknmISTzGJp5jEU0ziKSbxFJN4ikk8xSSeYhJPMYmnmGSneMRTTOIle0xquHvFfTXSoLgcMsxscX5q/iQTxSSeYpKd4hFPMYmnmMRTTOIpJvEUk3iKSTzFJJ5iEk8xiaeYxFNM4ikm2Ske8RSTeIpJ/qh8ioiIiIiIiIiIiIgkDQ2Ki4iIiIiIiIiIiEjS0KC4HEr+nugOHIIUk3iKSXaKRzzFJJ5iEk8xiaeYxFNM4ikm8RSTeIpJPMUknmISTzGJp5hkp3jEU0ziKSb5oJriIiIiIiIiIiIiIpI0NFNcRERERERERERERJKGBsVFREREREREREREJGloUFxEREREREREREREkoYGxUVERERE8snMLNF9EBERERGRX0eD4iK/IRZJdD8ONWamXCayH5RLcqZcIvnh0Sr1eg8FyifxlEtEfhm9d0REpCAVTXQHRHJiZhb70ilgZiXcfQdQzN13Jbo/hwIzOwzYDRR1958S3Z9EM7O6wEVASWA18Ki7705srxLLzOoD/YByhJg84e6rE9urxFIuiadckp1ySbzccom7ezIfryifZKdcEk/5JJ6OTeLpvZM3Myvi7hmJ7keiKZ/EUz6Jp/0knvaTvOlMrCSUmTUws7vNbLqZXW9mLSDMwtKso8DMGgP/MrP5wOtmdraZlU1wtxLKzJoALwFvAcvNbGD0AZiUon1kMXAy0B64D5hjZr9P1veRmTUC3gUaAocBfwaeMLMrknUWknJJPOWS7JRL4u0rlyTr8YrySXbKJfGUT+Lp2CSe3js5M7PDzaycmZXTgLjySU6UT+JpP4mn/WTfLEknt8ghIHqDvgW8CXwHdAI+AWa6+91Rm6SdgQWZZzoXA9OBDUBtwpnPvwJ/d/ePE9i9hDCzWsASYFr0bwPgUmAecL+7v5nA7hU4MysBPAOsdfeB0YdbTeBZ4EdgvLs/l8AuFjgzKw48Bvzo7pdH2yoCfwOqAf8EJibTlwzlknjKJdkpl8RTLsmZ8kl2yiXxlE/iKZ/E03snZ2bWFHgUKAZUB6YAs9z97dhoS0YAABf8SURBVET2K1GUT+Ipn8TTfhJP+0n+6MyAJISZFQOGA0+7+znu3hM4HvgYuMTMbgLNGAd6Ae+6e393H+XuvYGBwB+Aq6KDyWTTFVju7oPd/RF3vx4YTPhSPtTMjk9s9wpWdOn6EcCX0aYi7r4KOANw4LrorHnSiC7jL0e4FBczS3H3TcDlwKfABcCZiethQiiXxFMuyUK5JJ5ySa6UT7JTLtmL8kk85ZMc6b2zFzOrDrwOLACuA24hvG/uMLNuiexboiifxFM+iaf9JJ72k/zRoLgkRFTXqQrRPhjNCF8DjCTMHD/XzHpGbZN2pjhQCihqQVEAd38Q+AshiZ0PSbcoTRGgnJmVjZ0wcfdngNsJZ4MvMbPDkuFkSrRflCDMJKkF4O57zKyYu28AuhNiMjRxvSxYZlYsOun2I3A0gLunRzH5hnDJmBEGcJKJckk85ZKIckk85ZI8KZ9kp1yShfJJPOWTXOm9E+9kYA0w1N1fcfd7CPvHt8BwMzsrgX0rcMon8ZRP4mk/iaf9JP+S5WBVDhFmlhL9mwp8AVQws1LRtiLu/hVwF6GcygUJ6+ihYy3QCjg6SuzFAdz9MWAcMMrM6iTZJS//A+oCDaMrCWIxeYFQN6w/cGwynEzxYAdhX7jUzC6Ntu+2sADaRsKMm7PMrG5h/lJhZpUgvPbopNs4wuu+NrbdzIq7+xZgEHCaRWsYJAnlknjKJRHlkp8pl+SL8kl2yiVZKJ/8TPlkn75A7529ZRAGsI6JbXD3+cB4YBPwRzM7Jue7Fj7KJz9TPsmd9pOfaT/ZfxoUlwITvdnmmVkpd99JqG90NnBllMgyooHxtYTZRueY2XGJ7PMhYArwPjDTzI50913RWVAItaA2Am0T1rsCYGEx1t/Ffnf3p4AXgWfMrFIUk9TotkeB/wKnJqSzBcDMqltY0OxyM6tqZocBM4G/A7fbz1dY7IjusoNwkun7wvqlwsyaAe+bWcfod3P3/wNuBMaa2VWQeQlZzBpCXJKFcolySTbKJfGUS/ItqfOJckk85ZN4yifxzKxIbIIUgLvPAF4hid87OfgCSAVOgJ+vuPFQT3wK8HugUcJ6VwCUT+Ipn8TTfhJP+8kvo0FxKRDRG/Q/hBqUP0Zv0DeAG4AJZjYQIMusoh+AlcD2hHQ4AaIvWXeb2XQzu97MWkRn926OmjxjZuWzJHYIcSq0MYpOirwHtIh+j53VHQmsAxaZWY3oJEtsgY0fgM0J6O5BZ2ZpwCLCZaUTCCtJ3wJUBG4F5gITzezPZlbGzMoQVt7eQVRLrLCJcss7wOPu/m/IVnLpMeBO4B4zG2tmDaOz590In3/fJ6LPB5tySTzlkuyUS+Ipl+RM+SQ75ZJ4yifxlE/imdmxwMPAy2Z2l5l1jW76E/AVSfjegbCoppmdEfs9mhU+HZhiZq2iSWMp0W0vAiuA0xPS2QKgfBJP+SSe9pN42k9+BXfXj34O6g+QRjioGbfX9hLRv8OBdMKlHccTktlowuyASonufwHFqBGhVtwLwJOEWVYLgUHR7WcDiwmXLJ9LmCVwB/A1UCPR/T9IMWlGqIE1IYfbDGgJvBHFbTBwCTAG2ALUSXT/D0I8joj2gXFA+WjbLcDbwHNAVaA8YaBiB+Gs77JoH2me6P4fpJg0An4CRmbZL6pHeaRotC0VuBTYSlh45RPCLJwWie7/QYyJckn2mCiXZH/NyiXxMVEuyT0uyic/x0O5JP51K5/Ex0T5JD4mDaP3xQzgXsKVJu8D46PbjyUsLJk0753odTcjfAe+Ofq9SPTv4cAswgmBEwGLtqcA84FrEt33gxQP5ZP4mCifaD/RfnKQf2IJVuSgMLPKwFJgmbufHp3pvgeoD9QDHgHmEOqmPUA4U/UtUBo4192XJqTjBcjCAggPAbvd/fJoW01gBCGRTXX3CWbWkFBW5veEZLYDuLQwxsjM6gEfEr543hTF6BygGuEA+RV3/yY663sLYdVkA74hfFkvjDGpTrjaop+7v5Jl+2WEFaTXAFe7+5ZoX2lHOOv7rodFbAsVMytLyB013P3oaNsMwkFBPcKH/J3A0+6+zcyqAU0Iq4+vcPcvEtPzg0e5JJ5ySTzlkuyUS3KmfJKdcknOlE+yUz6JF333Gw9UcfeLom0VgSuAvsDL7j44mhk+GjiD5HjvHEc4yTjZ3YflcHtF4H7CycdJhAG9asBlwAnu/mkBdrdAKJ9kp3ySM+0n2Wk/+fWKJroDkhTeBmqZWTfgSsJ+twhYDlxMOEveF2hDWBU4lfAG/TIhvS1gHhY7qEJIWLHaT2vMbCRwPXCBmf3PQ929nmbWANgG7PKwQEKhYmZFCbNEthO+gEKYLVGVcLKkOvCqmY119/8A15jZBMLsLdy9sNbESiecAT4GQpzcfY+7PxJ9kRhMOHB+3N0/Bj5OXFcPPnf/zsxmAmeb2ZNAA2A9YVbACsLAzV8I75Wno3xSqHOKckl2yiW5cpRLMkW5ZBZwpnLJz5RPgqg8inJJ7jJQPskU5ZPnCIuaKZ8A7p4enVArmWXbJjO7n7DvXGFmw919LDDEzMZTyN87ZlaH8F14jLvfbGGB0QuB2oTZ4W+4+4fA+WZ2PdAJOIpQZuaUwjggHlE+yUL5JFcO7ET7CZDtOFbfiX8hzRSXgy76UjUW6EG4NO7C2BcmM+sOPEiYCTA9cb1MjGj2RBHCwlQVCCcJthPemxlmVoMQn53ufm50H/NC/saNZmRdS6jZWZlwydMQQkmdRsC/gOXufl7UvtDHBCD6wKsJnOrum80sxd3To9ueIczCaZfIPhaErH9vM7sa6E+o5drX3b/K0m4uUNLdOySmpwUr+lI1BTgSuAjlEsysPjCUUNagEkmaS8ysKuES04+i358HapDEuSSKSUV3/yD6/U9AP+B/wGXJmkti+4KFxe4eIMmPTbLEowFwDTouwcxKAxnuvj36/TmgFsmdT0oTSl9si36/ChhAEh+bRAPhtd3932Z2A+Hqicvc/b9Z2hwF3EYor9ItutqiiP+8xlShZGZDgVHALR6uuHmZcIzihM/m5cBD7v541L4MoQ5yirv/mJheFwwzm0040Zi0+WRvWY5PkjmfxBaczYh+n0GY7XxSsu4nUUxSPKzzgpldQRg/WU2S7ie/lBbalIPO3dcTZhXdTTgjviVLYnuWcDlY+wR2scBFMxhx9/QokT1GOKN5pQcZ0UHhWsKZvbMtXGZHIf6SlXnlirt/RqgTthL4ABjq7p9G8fqQcAa4m5k1idoXupiYWWkzK2dm5bNs/iNhVtp0Mzss9uEfeQUoEg2MFkqxmADlYtvcfSKh7uRkYEPULrYvFcpLbrMys/Jm1sjMGnhYSfxvwFmESwqTNZeUN7PGZnZsNJvqVsJMiWTNJdUIA3h3mlnbaHNfQs3SZM0lsZjcFouJu99HOIE/iSTMJQBm1gKYZ2alPCx2l9THJlE85ptZGXf/hCQ/LgGIXt/TQIdooA7C5erJfGwSi0nbWEzc/a8k97FJY8KVwldHm14HmgODzKxUrJ27byTUGO9AuHI4c9CrMDKzWmZ2POFY7U7gSjP7BthFOCnQgnAS/0fgsuiYF+AHd99R2AbEzewYM7sk+okNYF4GlCF580lcTKLjk2TOJ42AR4HXzOwfZnYm4TN3N2Gx72TcT2IxecXMHjazLu7+IGGtvr+ThPvJr6FBcSkQ0ZmqMYSZ4kRfrCz6sN8MLElk/wpSNHPxLxZmQwPg7m8QktgEM+sfbYsdFP5A+BK2vaD7WlByicl/gZsIAxT/jdpZdHMJ4FPCol+FTvRB9xwwD/jEzAZEH/ibgZ6EmvwvRwN/sctRWxEui7IcH/Q3LpeYlAKIZtK8HHvPuPue6G5VgOVmViTLvlNoRF/EXyMsXPWRmd3m7v9HOAk53swGQNLlklhMpgPLzOxWD5cJ/oUkzCWR+kBZwqDVYDM7IcolFxIWN3s1mXJJZO+YtAFw98eAV5MtlwCYWTNCjc533f1HM7Po2OQGwrHJQEiefJIlHovc/fsoHv8lXI48CVgVtUuaXBJ9Di8gzEL70N2/B8hybHIsyXlsEhcTyDw2Sbp8Er133iW8F04xs7ruvohw8uRq4Ma9Jnx8RyhLVChzSUx0ouAtYIS7/wA8DvyTsDjvzR7KU5mHmsc3AScBjaFwnmQzszTgTcLg5hjCiftmUT65mFACItnySU4xiZ14fpywdkWy5ZOGhJjsIiz6XZXwGTwCGEhYUPP1JNtP9o5JNeAeM5vg7s+5+7PJtp/8an4IrPapn+T9Iczg+wyomei+FNDrrQtsItRMuy/r6wYOI3zZyiB8EB4PVCQsOvNfoFKi+1/QMYlutxzuM5Yw8FU20f0/CPE4NorHXUB34HZgD9A+S5smhFmOqwgnlGYTPvzTEt3/RMVkr/YlojYbgQaJ7v9BikljwgnF8YRL94dG76HqhPq3I6PfxyVRLsktJrWi25Mql2R5jRUI9Y//CLxHOGHQOLrtOMKB9epkyCX7iEmz6LaiWdoV+lwSvc40wiD3uL22l4j+HU5Y1yIp8kke8Tgsj/sU6lxCOEadQ1gUMGucTgDqRL83JpR9SJZjk9xicnxO+SIZ8glhtveP0es0wlUVDwCp0e19os/lx4GuhBraYwn1basmuv8HOS7bo3h8l+U9Uwn4HVAs+t2in3aEk461E933gxSPGoT1KkZH74tTgLWEUhixNsmWT3KLyYm5tE+GfJIKPAFM3Ot1L43yyD+BpoSrUtYkyX6SW0zei2LyZLLtJwfiRzXFJSHM7ELgZEKd8VO9kK4snlU0q/U+oBhhpsDdhMtexnu0ErKFsjI9CV88IRw4lQbOLYwxymdMstaPbkKY3XgVYUD0wxwe9jcrmjnzT+ATd786y/aXga/cve9e8RhIWGTkJ2CGh8u7C5VfEJOzCHVfG1J43zcVCZdqv+fuQ6JtBrxEONH4E7CVcPLk74Srwr6lcOeS3GIyh3Aw+BOwxUPZB8ysKXABhTSXxESfKRWBhYTL09sSZv5+RJgt/V93722h/m1VCnEuicklJtcTvnzXBza4+3lmdg7wZwpxLgEws8qEL5jL3P10C2ud3EOIRT3gEcL76BjC4Fahzid5xKMeYV/4B/Ciu78XtS/UxyUxZlYM+DfhPfE+YZ8oR5jN+SVwv7tPitoOJsxcK9T5JI+Y1CfEZIqHMiokQz6JZrkuAu5y9xHRZ/AUQonMEzzMjsbMfk+oI16T8D0nBfhDYYwJZM6cf4uQR/5C2FcWAn/2UPYup/vcSfiefK4XooWLY8zsSsJs8I7+c43o2YQyO9uAte7+erQ9KY5P9hGT74B1WWJS6PNJjJm9BrzlYUHaVHffaWZjCZPqagD/cPf7zWwQcDSFfD+BPGNSh7C+xz89rFVQ6L8THyhF991E5KBYAVwCdHD35YnuTAHJIHzR+sbd/2lmXwNPAkSXu6yOPgSnmtkCwozPksBHHi7/L4zyisl4d1+TZbCzJmEGaH3CTILC+MWzGOEL1dPw8wJfwOeEhb1wd49td/f7E9fVApOvmGRpP5+wENqgQnxA5MBcQtmUmJuA3xMujytPuIy/HyEW9QkzC1YU4lySW0xOJ8SkAqHsTuzqpPGEg8fCmkti3N2/NrP3gIbu/qyZ/USYpVeCUDOa2MBNkthXTB6K2v2bMJO+MOeSmLeBWmbWDbiS8P1gEeFEwcWEWY59gTaEgazCnk/yisdFQFMz+wvhy/cEkiOXxAZ7KxBm9jqh9m9FwozGsWa23d3/ERscTwL7iskYM/vW3acS8kkahTufpBKurrg5NlnBzG4nzI7+E3BHtH2umS0lLApeijDYVyjLDkUnCv6PcKLgpuhEwTuE0ijFgV2WZWFRM2tOOGE/kHCSrdANiEeM8FnSHFhiZiMI61ccRljvpLaZ3ejuf0ui45O8YlIGqGNm17n7P0iCfBK9V0oSvgfWyTL4W43wHrkF6Eg4KX2/u09OXG8Lxn7E5CzCscl8kuc49lfRTHFJGDMrntsZ8sLKwuJVP2b5vTswlTAwMc5DPbmihEsI1yWqnwVpHzEZ6+5ro5l9RxIODDIKc2zMrL6HxQExs2LuvtvMbiRc2n9BlnYV3X1T9P/MmdKF0X7E5KjC+sVqbxYWfvs++v+FwDTCgeFrhBnidxNqD45IXC8LVj5icheh9vxfoplbWwtzLsnKzP4JrHT3W83sIUIZovWEuq9/d/e3onaFOpdktY+YPOjuCxPawQJkZlUIg3o9CPWRL4wNxkSfyQ8SvlRNT1wvC04+4vE3YLC7z4gGvb5NhlxiZtOALYTZefe7+8vR9iMJiwaWIZw82enR2kGFPZ/kIyaHA33dvVDXy85JdOyeSrjC5BjgPMIsYC/s+0WMmbUmzNDMeqLgGMKJggnufmeWtlUIsaoN9HL3DxLT64PPzGoRJkHFrszpFv08TzipdBNhcPg8YHMy5JP9iMkf3P3rRPWzoFlYbHQBP5dI6UqYCX1FdKXWW4SSVZ+5e3ph308gXzF5Gzje3Vcmrpe/LZopLgmTbAPiALHB3+hy3IxohpoRZqi5md0L9AdqmllvYHthT+z7EZPawEXuviNxvT34sgz+FnH33dHm4oQDIqLbRgAVzWy4u+9Mgn1kf2JyfWHfRwA8y2JehIOfVh5dzg/8x8zWE2Z3Jo18xGQD0Dw6YC60XzazyvLlYCFQ1swmEWaQtCLMMpoA7Daz99x9R2HPJbBfMVlCGNwr9DFx9/Vmdj2hnunr7r4lNnsx+ky+nVACISkGxfMZjw6ES7SXJba3BepuwsyzwwgnSoCw0KaFK/0aEw2IR9sL/XuHfcekCbAzMV1LrGg/+MnMZgAvEgZp5ia4WwXK3d8lnGiNXelZhLD2yfPAqWZ2P6E0RizvXAPscPevEtXnguDuq83sYsLn7rGE73+zops3mtmXhNn0PyRLPslnTE4Gvs/lIQold3/LwmLoVwM7gGH+85XStQmf0+s9XEVc6PcTyFdM/gcU6hxyoGlQXCQBYmcyoy9Zz5iZE+pUnkEom9I66+zpZJCPmByfDIOdMbGDwCz2AFgo/3AT0MLdk+qLVj5jkjT7SIyHOtmxWtlGmJn1I1CYL+XPU14xSYYD5pgsr/UzQs35DYRZa6uAVSE0fJBM7xvFJGfu/pWZjSF8wSI2Mw84gjCIsySR/Stoikc8d19sZmcCbwBXmtkq/7kEYmnCwqtFgaSZ9JKPmHxOqJmdnqg+Jpq7v2RmLwF/NrN33H1bovuUKLmdKIi+/1j0OZQUPKwdtcbMLgfamlmJLJ+7lQjHcJao/iVCPmKyhiSLCYSTS2bWO4fj9w7A14TSVUlFMTmwVD5FJMGyXE43F2hJqEv5UaL7lUiKSRCbmWZmNxHqzH1CWJyoXZYZsElFMdm36CTBpcBp7v5ZovtzKEj2mJjZYcDlwHx3X5YMl5fui2KSP9F75yKgU/SFPakpHmBmJxIWwP6CsGhvMaAzYZ2gpDwZq5jkzcz+BIwGmrtq2wJgZi8SBjgvTOYTBWbWiHB132jCArVNCGs5nJis7x3FJG9m1hQYAPQkxCQprv7Mi2Ly62imuEjiFTGz8cBpwHHJOPibA8WEbDOjMwh1Or8jLLyTtIO/iknuzOx8wuWmFxIGbJJu8Hdvikng7tvNbHIyXV66L4pJ3izU5T+ZUFf71GQdAI5RPH7m7v8xs47AJYTFVz8hfA4n5bEaKCa5yXKy8VHCyaTded8jqcwlDHpWIdRaT0ruvsLMuhLKD6UTyj6clMyDv4pJ7swsFahLWOi4gydXCbMcKSa/nmaKiySYhVrafYAl7v5+grtzSFBMsjOzVsAioIm7r0h0fw4Fikk8C4urjAJuVkwCxUTkl7GwgOSdwPAs5SCSluKRs6hGck7lzZKWYpIzMzvMk3DB0b1luRq2LPAKcHEylU3JjZmVJ1xhsdPdv010fw4FiknOokHgoslWajYvismvo0FxkUOALtuOp5hkZ2al9EGXnWISz8yK+c+LkQqKicgvZWbFPQkXRc+N4iEiB5JOFIiIJJ4GxUVEREREREREREQkaRRJdAdERERERERERERERAqKBsVFREREREREREREJGloUFxEREREREREREREkoYGxUVEREREREREREQkaWhQXERERERERERERESShgbFRURERERERERERCRpaFBcRERERERERERERJLG/wOMOsP/U2GBrwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_gradient_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 }