{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from ipfml.processing import segmentation, transform\n", "from ipfml import utils\n", "from ipfml import metrics\n", "from PIL import Image\n", "from scipy import signal\n", "from skimage import color\n", "import scipy.stats as stats\n", "import seaborn as sns\n", "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "import math" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# update matplotlip params\n", "plt.rc('xtick', labelsize=14) # fontsize of the tick labels\n", "plt.rc('ytick', labelsize=14) # fontsize of the tick labels" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data_folder = \"../../../thesis-data/fichiersSVD_light/\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SVD analysis on zones of Synthesis Images " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utils functions definition" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def compute_images_path(dict_data):\n", " scene = dict_data['name']\n", " prefix = dict_data['prefix']\n", " indices = dict_data['indices']\n", " \n", " images_path = []\n", " for index in indices:\n", " \n", " index_str = str(index)\n", " \n", " while len(index_str) < 5:\n", " index_str = \"0\" + index_str\n", " \n", " path = os.path.join(data_folder, os.path.join(scene, prefix + index_str + \".png\"))\n", " images_path.append(path)\n", " return images_path" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def get_images_zones(dict_data, images_path):\n", " \n", " zones_indices = dict_data['zones']\n", " zones_img = []\n", " \n", " for indice in zones_indices:\n", " \n", " zones_list = []\n", " \n", " for path in images_path:\n", " img = Image.open(path)\n", " zones = segmentation.divide_in_blocks(img, (200, 200))\n", "\n", " zones_list.append(zones[indice])\n", " \n", " zones_img.append(zones_list)\n", " \n", " return zones_img" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def display_sv_entropy_zones(dict_data, zones_entropy_list, _norm=False):\n", " \n", " scene_name = dict_data['name']\n", " image_indices = dict_data['indices']\n", " zones_indices = dict_data['zones']\n", " zones_thresholds = dict_data['thresholds']\n", " colors = ['C0', 'C1', '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 = -10000000\n", " \n", " for id_zone, zone in enumerate(zones_indices):\n", " \n", " data = zones_entropy_list[id_zone]\n", " \n", " if _norm:\n", " data = utils.normalize_arr(data)\n", " \n", " if min_v > min(data):\n", " min_v = min(data)\n", " \n", " if max_v < max(data):\n", " max_v = max(data)\n", " \n", " \n", " for id_zone, zone in enumerate(zones_indices):\n", " \n", " data = zones_entropy_list[id_zone]\n", " \n", " if _norm:\n", " data = utils.normalize_arr(data)\n", " \n", " plt.plot(data, \n", " color=colors[id_zone], \n", " label='Zone ' + str(zones_indices[id_zone]) + ' of ' + scene_name)\n", " \n", " i = 0\n", " while image_indices[i] < zones_thresholds[id_zone]: \n", " i = i + 1\n", " \n", " threshold_found = image_indices[i]\n", " \n", " plt.plot([i, i], [max_v, 0], 'k-', lw=2, color=colors[id_zone])\n", "\n", " x_labels = [str(label) for label in image_indices if int(label) % 50 == 0]\n", " \n", " x = [i for i, v in enumerate(image_indices) if int(v) % 50 == 0 ]\n", " \n", " plt.xticks(x, x_labels, rotation=45)\n", " plt.legend(fontsize=18)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def display_sv_diff_entropy_zones(dict_data, zones_diff_list, _norm=False):\n", " \n", " scene_name = dict_data['name']\n", " # remove first element from image_indices because first element is used for computing first diff value\n", " image_indices = dict_data['indices'][1:]\n", " zones_indices = dict_data['zones']\n", " zones_thresholds = dict_data['thresholds']\n", " colors = ['C0', 'C1', '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, 0], 'k-', lw=2, color=colors[id_zone])\n", "\n", " x_labels = [str(label) for label in image_indices if int(label) % 50 == 0]\n", " \n", " x = [i for i, v in enumerate(image_indices) if int(v) % 50 == 0 ]\n", " \n", " plt.xticks(x, x_labels, rotation=45)\n", " plt.legend(fontsize=18)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def 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": 9, "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": 10, "metadata": {}, "outputs": [], "source": [ "def get_zone_minus_entropy(entropy_list):\n", " \n", " dh_list = []\n", " previous_dh = 0\n", " \n", " for index, value in enumerate(entropy_list):\n", " \n", " dh = 0\n", "\n", " if index == 0:\n", " dh = 1 - float(value)\n", " else:\n", " dh = previous_dh - float(value)\n", "\n", " dh_list.append(dh)\n", " previous_dh = dh\n", " \n", " return dh_list" ] }, { "cell_type": "code", "execution_count": 11, "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": 12, "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": 13, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_appart\n", "interval = (0, 200)" ] }, { "cell_type": "code", "execution_count": 14, "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": 15, "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": 16, "metadata": {}, "outputs": [], "source": [ "zones_entropy_list = []\n", "for zone in zones_data:\n", " l = get_zone_entropy(zone)\n", " zones_entropy_list.append(l)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Affichage des valeurs d'entropies sur les SV sur les zones 3 et 6 de la scène Appartement (non normalisées)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les lignes verticales représentent le seuil de la zone en question" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_entropy_zones(current_dict, zones_entropy_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affichage des valeurs d'entropies sur les SV sur les zones 3 et 6 de la scène Appartement (ici normalisées)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_entropy_zones(current_dict, zones_entropy_list, True)" ] }, { "cell_type": "code", "execution_count": 19, "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_minus_entropy(entropy_list)\n", " zones_diff_entropy_list.append(diff_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 3 et 6 de la scène Appartement (non normalisées)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_diff_entropy_zones(current_dict, zones_diff_entropy_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 3 et 6 de la scène Appartement (ici normalisées)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_diff_entropy_zones(current_dict, zones_diff_entropy_list, True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utilisation de la scène Cuisine pour aperçu des tendances de l'entropy des SV" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_cuisine\n", "interval = (0, 200)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "images_path = compute_images_path(current_dict)\n", "zones_data = get_images_zones(current_dict, images_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affichage des zones utilisées pour la scène cuisine" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "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": 25, "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": 26, "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": 27, "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, True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Etude des valeurs d'entropies par zones sur la scène Cuisine" ] }, { "cell_type": "code", "execution_count": 28, "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_minus_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": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_diff_entropy_zones(current_dict, zones_diff_entropy_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 3 et 6 de la scène Cuisine (ici normalisées)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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MN954g2nTppGcnMwpp5xCkyZNGDZsGM2aNUtf/+STTxKJREhMTGT69OmcddZZzJw5kxdeeOGo5Xf9+vVp164dCxcuZPz48aSmplK5cmX69u2bLfdyoGN5foULF2b+/Pncd999vPLKK/z000+ceuqpDB8+nNtvv/2Qc48ePZp33nnnoG39+/cHoGnTppbfkiRJkiRJ+Vxw4JiK/Kxx48aRJUuWHHHNypUr00dDSMr9/DMtSZIkSZKU+wRBsDQSiRz1A3HO/JYkSZIkSZIk5TmW35IkSZIkSZKkPMfyW5IkSZIkSZKU51h+S5IkSZIkSZLyHMtvSZIkSZIkSVKeY/ktSZIkSZIkScpzLL8lSZIkSZIkSXmO5bckSZIkSZIkKc+x/JYkSZIkSZIk5TmW35IkSZIkSZKkPMfyW5IkSZIkSZKU51h+S5IkSZIkSZLyHMtv6Th49dVXqV+/PjExMQRBwMKFC0PL0qxZM6pWrXrMxy1cuJAgCBgzZky2Z5IkSZIkSZKON8tvHSIIgkz9CLPQzYrZs2fTqlUrSpUqRdGiRTnjjDO44447sv06X331FR07dqRkyZI888wzjBs3jpo1a2bquNtuu40zzzyTYsWKERMTwxlnnMFNN93E4sWLsz1nTvTDDz/QuXNnypUrR0xMDI0bN2bKlCmHrNu5cyeDBg3iqquuolKlSgRBQLNmzU58YEmSJEmSJOVYBcMOoJxn3Lhxh923Zs0aBgwYQNmyZalRo8YJTPXHDBo0iIEDB3LxxRczaNAgihYtyrfffsvy5cuz/VoLFy4kJSWFYcOG0ahRo0wdM3r0aG699Vaio6Pp2LEjDRo0oGDBgnz11VdMnTqVF198kRUrVlCrVq1jzjN37lwikcgxH3fRRRexZ88eChUqdMzHZsXWrVtp0qQJmzZtomfPnlSqVIkJEyYQHx/Pv//9b2644Yb0tVu2bGHgwIFUqFCBs846i40bN56QjJIkSZIkSco9LL91iOuvvz7D7bt37+a8884jKiqKSZMmERcXd4KTZc38+fMZOHAgDzzwAP379z/u19uwYQMApUuXztT6+fPnc9NNN1GrVi3efPNNTjnllIP2Dx48mOHDh2c5T+HChbN0XIECBYiOjs7ydY/VI488wtq1a5kxYwZXXnklAN26deO8887j7rvvpn379hQvXhyAuLg4vvvuOypVqgSQvl2SJEmSJEnaz7EnyrSEhASWL1/OkCFDaNGixUH7UlJSGDJkCLVq1SI6OpoyZcrQtm1bPvvss4PWrVu3jiAIGDhwILNmzeLss88mOjqauLg47rnnHlJSUg657qpVq+jUqRNxcXEULlyYqlWrcs8997Br165M5X744YcpX7489957L5A2MmPfvn3HfP/vvvsurVu3pmTJksTExNCoUSNGjx590JogCBgwYAAA1apVIwiCo87b/uc//0kkEmHSpEmHFN8ABQsW5K677kp/63vMmDGHHTuT0XzvjLatWLGC9u3bU7FiRYoUKcLJJ59M8+bNmT17dvqajGZ+H7jtpZdeonbt2hQpUoQqVarw6KOPZnh/S5YsoW3btpQtW5YiRYpQo0YN/vWvfx3yrCdMmMCpp56aXnwDREVF0aNHD7Zu3crrr7+evr1IkSLpxbckSZIkSZKUEctvZcrQoUOZNGkSHTp0oFevXofs/9vf/kafPn2oVKkSQ4cO5ZZbbmHBggWcd955LFu27JD1r7/+OgkJCVx66aU8+eST1K9fn8cee+yQAnXp0qU0btyYd999l5tvvpkRI0ZwxRVX8PTTT9O6dWuSk5OPmHvXrl28++67nHPOOYwePZqKFSsSGxtL8eLFufbaazM9LmPmzJm0aNGClStX0qtXLx5++GEKFSrEjTfeSL9+/dLXjRs3jrZt2wLw5JNPMm7cOIYNG3bY865du5aPP/6YJk2aZGmkSVb89NNPtGjRgnfffZcbb7yR5557jp49e1KuXDk+/PDDTJ1j5MiRPPDAA3Ts2JHHH3+cuLg4/vnPfzJhwoSD1s2ePZsLLriAr776il69evH0009z3nnncf/999OxY8f0dT/++CPr16/n3HPPPeRa+7fll7nnOoEGlkz7kUtU7TObqn1mH32hJEmSJClv+3wazPw7ZGHMbX7j2BMd1fz587n33nupW7fuIW86A8ybN4/JkycTHx/PxIkTCYIAgPj4eM466yzuvPNOFi1adNAxK1asYMWKFelvJN9yyy3UrVuX4cOH07dv3/R1CQkJxMXFsXjxYmJjY9O3t2zZknbt2jF+/Hi6du162OyrV68mNTWVDz74gLlz59KnTx/q16/PokWLeOqpp1i+fDlLliyhaNGihz1Hamoqd9xxB8WLF+ejjz5Kfzv79ttvp3nz5jzyyCN07dqV008/neuvv57Vq1eTmJhImzZtjvrW9+effw5AgwYNjrguO7333nts2rSJSZMmER8fn6VzfPvtt6xcuZKSJdOKw4SEBKpUqcLw4cO57rrrANi7dy/dunXjnHPO4e2336ZgwbS/bm6++Wbq169Pz549WbhwIc2aNeOHH34AoGLFiodca/+29evXZymrJEmSJElSnpDyK8zrDx+OhEp/hl93QpHYox+Xj1l+Z4c5fWDDZ0dfdyKdXBcufeQPn2bdunVce+21xMbGkpiYSLFixQ5Zk5iYCEC/fv3Si2+A+vXrc+WVV/Laa6+xefNmypUrl77v98VwEAQ0b96cZ555hp07d1K8eHE+++wzli9fzqBBg0hKSiIpKSl9fZMmTShWrBhz5849Yvn9yy+/ALB582ZefPFFbrzxRgDatm1LiRIlGDRoEC+//DK33nrrYc+xdOlSvv32W+66666DxpIULlyY3r1706ZNG6ZPn87dd9992HMczo4dOwAoUaLEMR+bVfsL6zlz5nDJJZdk6do33HBD+nkAihYtyrnnnst///vf9G3z5s1j48aNDB48mO3btx90/GWXXUbPnj2ZO3cuzZo1Y/fu3UDaOJPf2z93fP8aSZIkSZKkfOfn72FKV/h+MZx7G7QaBAWz9p23/MSxJzqs3bt307ZtW7Zt25Y+jzkja9eupUCBAtSsWfOQfbVr105fc6Dq1asfsrZMmTJA2lgOgJUrVwIwYMAAypUrd9CP8uXLs2vXrqOOLYmJiQHSPt7YqVOng/Z16dIFIMPZ2b+/vwPvJaP7W7NmzRHPcTj7i+f9Jf2J0LRpUzp37syYMWMoW7YsF1xwAQMGDOB///tfps9xuOe3/9nB/39+CQkJhzy/M888EyD9+e1/8/7A/8Cx3969ew9aI0mSJEmSlK+sfguevwg2rYT2Y+CSwRbfmeSb39khG96wzom6d+/OJ598woMPPsill16areeOioo67L7Ib/OK9v/cq1cvLrnkkgzXlipV6ojX2f9RxFKlSh3yVnFcXBwA27Zty1zo46BOnToAGc5FP5wD367/vYw+GJqRl19+mXvuuYc5c+awaNEiHn/8cf71r38xbNgw7rjjjqMef6Tnt9/+5zd06NDDjnXZ/yb9/p8zGm2yf1tGI1EkSZIkSZLyrH374N1HYeEjUO5M6DAOyp4edqpcxfJbGXriiSeYMGECV1999UEfdMxI9erV2bdvHytXrqRevXoH7dv/NnG1atWOOcPpp6f9YY6KiqJVq1bHfDxAhQoVqFy5Mt999x27d+8+6O3h77//HoDy5csf8Rz733JesWLFIfv2319Gb0JnRrVq1WjYsCHvvfceX3zxRfob0UdSunRpALZu3XrIvrVr11KoUKFMXbtOnTrUqVOHe+65h+3bt3POOefQp08fbr/99iMW7Jm1//kVK1bsqM8vLi6OihUr8sEHHxyyb/+2xo0b/+FMkiRJkiRJucKun2Bad/j6Lah3LVzxBBQ+dByxjsyxJzrEggUL6N27NzVq1GDs2LFHLULbtGkDwODBg9Pf9oW0jznOmDGDJk2aHDTvO7MaNmxInTp1GDlyZIZjRVJSUjIsgH+vU6dORCIRnn/++YO2P/fcc0Da/OkjadSoEZUrV+all15iw4YN6duTk5MZOnQoQRBw9dVXZ+aWMjRkyBAArr322oPOv19qairDhg1LL9rPOOMMIO1DpAd65ZVX0j8ceSRbt25l3759B2076aSTqFatGrt3704fM/JHXXzxxZQvX55HHnkkw+e0Z8+eg8a9dOzYka+//pqZM2emb0tNTWX48OGcdNJJR31OkiRJkiRJecL3S9LGnKxbBFcMg7YjLb6zyDe/dZAff/yR+Ph4UlNTueaaa5gxY8Zh19arV4969erRunVr4uPjmThxItu2beOKK65gw4YNjBgxgujoaJ5++uksZQmCgHHjxtGiRQvq1atHQkICtWvXZvfu3axevZpp06YxePDgI37wEqB3795MnTqVu+++m6+++or69evzf//3f4wfP54WLVrQoUOHIx4fFRXFM888Q9u2bTn77LO56aabiI2NZdKkSXzwwQf07ds3/S3nrGjdujUvvPACt956KzVq1KBjx440aNCAggULsnr1aqZOncrXX3/N559/DkCNGjVo1aoVzz//PJFIhAYNGvDJJ5+QmJjIaaedRnJy8hGvN3bsWJ588knatm3LaaedRqFChXjnnXd48803iY+PT5+T/kcVK1aMsWPH0qZNG2rUqEFCQgKnnXYa27dv54svvmDatGkkJibSrFkzAPr06cOUKVO47rrr6NmzJxUrVuSVV15h8eLFjBo1itjYg79e/Mwzz6R/SDM5OZlvvvmGhx56CPj/H1uVJEmSJEnKNSIR+OgFeLMflIiDbnPhlIZhp8rVLL91kC+//JItW7YA8PDDDx9x7YABA9LHnIwfP55GjRoxZswYevXqRbFixWjatCkPPvggdevWzXKeBg0asGzZMgYPHsyMGTMYOXIksbGxVK1ala5du9KyZcujnqNEiRIsWrSI/v37M336dEaPHk2lSpXo27cv/fv3z9T86iuvvJK33nqLhx56iKFDh/Lrr79Ss2ZNRo0aRbdu3bJ8f/t169aNJk2aMGzYMN566y3Gjh3Lvn37qFKlCi1atGDy5MnUqlUrff24cePo0aMH48ePZ9y4cVx44YUsWLCAW2+9lXXr1h3xWs2aNWPZsmXMmjWLH3/8kaioKKpVq8Zjjz2WqXnfx+Liiy9m8eLFPPLII/znP/9h8+bNlCpVilNPPZWePXseNCanTJkyvPfee/Tp04cRI0awc+dOatWqxcSJEzP8DxSPPfYY33zzTfqv161bR//+/YG0j5lafkuSJEmSpFwj6ReYcSesmAZnXJL2tnfMkb91p6MLDhxTkZ81btw4smTJkiOuWblyJTVr1jxBiSQdb/6ZzucGlvzt55/DzZFJVfvMBmDdI5eHnESSJEmSlK02rYTJneGn1dDiPrjgLijgtOojCYJgaSQSOeoH4nzzW5IkSZIkSZLCsHwyzPx72kzvztOh2kVhJ8pTLL8lSZIkSZIk6URKSYI37oUlo6Hy+fDXf6fN+Va2svyWJEmSJEmSpBNl2zcwpQv8sAzOvxNa3g9RhcJOlSdZfkuSJEmSJEnSifDVXJjWHSL7oMN4qHlF2InyNMtvSZIkSZIkSTqe9qXCgodh0WNQoS7EvwxlTg07VZ5n+S1JkiRJkiRJx8vOzTC1G6x9BxpeD5c9BoViwk6VL1h+H6NIJEIQBGHHkPQHRSKRsCNIkiRJkqS87tsPYEpX2LMNrnoGGnUKO1G+Yvl9DAoWLEhKSgqFCjmAXsrtkpOTiYqKCjuGJEmSJEnKiyIR+OBZmHc/lPwTdJsHcfXCTpXvWH4fg+joaHbu3EmpUqXCjiLpD9qxYwexsbFhx5AkSZIkSXnN3h0w/XZYOQPOvAKuHgExJ4WdKl+y/D4G5cqV49tvv6VIkSLExMQ4/kTKZSKRCMnJyezYsYNt27ZRuXLlsCNJkiRJkqS8ZOMKmNQJtq2D1g/C+T3ADjE0lt/HIDo6mgoVKrBhwwaSkpLCjiMpC6KiooiNjaVy5coUKVIk7DiSJEmSJCmv+GQCzOoJ0SWgy0yoekHYifI9y+9jVLJkSUqWLBl2DEmSJEmSJEk5QfJemNMbPn4Zql4I14yG2AphpxKW35IkSZIkSZIj7ngNAAAgAElEQVSUNVvXwuTOsGE5NOkJzftBlJVrTuGTkCRJkiRJkqRj9eUcSLw57Z87ToQal4abR4ew/JYkSZIkSZKkzEpNgbcfhPeGQVx9aP8ylK4WdiplwPJbkiRJkiRJkjLjl40wtRusWwRndYVLhkCh6LBT6TAsvyVJkiRJkiTpaNa9B6/eAHt3QJuR0KBj2Il0FJbfkiRJkiRJknQ4kQi8/zTMHwSlqkKnRKhQO+xUygTLb0mSJEmSJEnKyJ7t8Npt8OVsqHU1XPUMRJcIO5UyyfJbkiRJkiRJkn7vx+UwuTP8/B1cPBjOvRWCIOxUOgaW35IkSZIkSZJ0oI/Hwuy7oWgZ6Po6VD4n7ETKAstvSZIkSZIkSQJI3pNWen/yH6jWFK4ZDcXLhZ1KWWT5LUmSJEmSJEk/fQ2Tu8DGz+Cie6DZvVAgKuxU+gMsvyVJkiRJkiTlbytnpn3YskAU/O1VOL112ImUDSy/JUmSJEmSJOVPqcnw1iB4fzic0gjiX4aTKoedStnE8luSJEmSJElS/rPjR3g1Ab59H86+ES5+GAoWCTuVspHltyRJkiRJkqT8Ze278Go3+HUntBsF9dqHnUjHgeW3JEmSJEmSpPxh3z5470l4+yEocxp0mQnlzww7lY4Ty29JkiRJkiRJed+ebZB4C3z1BtRuB1c9DUViw06l48jyW5IkSZIkSVLe9sMymNw5bc73pUPhz90hCMJOpePM8luSJEmSJElS3hSJwNIxMKc3FCsPCW9ApcZhp9IJYvktSZIkSZIkKe/5dTfMuguWT4RTW0K7F6FYmbBT6QSy/JYkSZIkSZKUt2xZDZM7waaV0KwvXHQ3FIgKO5VOMMtvSZIkSZIkSXnHitdg+h0QVQiunwqntQw7kUJi+S1JkiRJkiQp90tNhnn3wwfPQqWzof0YKFkp7FQKkeW3JEmSJEmSpNzt5/Xw6g3w3Ydwzq3Q+gEoWDjsVAqZ5bckSZIkSZKk3OvrBTC1G6QkwV9fgjrtwk6kHMLyW5IkSZIkSVLus28fLHoMFjwM5c6E+LFQ7oywUykHsfyWJEmSJEmSlLvs3grTboLV86BuPFw5DAoXCzuVchjLb0mSJEmSJEm5x/dLYUoX2LkRLn8CGidAEISdSjmQ5bckSZIkSZKknC8SgcWj4I17ITYOEt6AimeFnUo5mOW3JEmSJEmSpJwtaSfM+gd8NgVO/wu0fR6Klg47lXI4y29JkiRJkiRJOdfmL2FSJ/hpFTS/Dy7sBQUKhJ1KuYDltyRJkiRJkqSc6bNXYcadUCgGOiVC9WZhJ1IuYvktSZIkSZIkKWdJ+RXm9oOPXoA/nQvtX4ISp4SdSrmM5bckSZIkSZKknGP7dzClK6xfAufdAa0GQlShkEMpN7L8liRJkiRJkpQzrJ4PU7tDajLEj4VaV4edSLmY5bckSZIkSZKkcO1LhXeGwDuPQvlaacV32dPCTqVczvJbkiRJkiRJUnh2/QTTboSv34b618Hlj0PhomGnUh5g+S1JkiRJkiQpHN8thildYNcWuPIpaNQFgiDsVMojLL8lSZIkSZIknViRCHz0ArzZD0qcAt3mwikNwk6lPMbyW5IkSZIkSdKJk/QLzLgTVkyDGpdBm2chplTYqZQHWX5LkiRJkiRJOjE2rYRJnWDr19BqIJz/dyhQIOxUyqMsvyVJkiRJkiQdf8snw8y/Q+Hi0HkGVLsw7ETK4yy/JUmSJEmSJB0/KUnwxr2wZDRUPh/avwSxJ4edSvmA5bckSZIkSZKk42P7tzC5C/zwMZx/J7QcAFFWkjox/J0mSZIkSZIkKft9NRemdYdIBDqMh5pXhJ1I+YzltyRJkiRJkqTssy8VFjwMix6DCnWhw1goXT3sVMqHLL8lSZIkSZIkZY+dm2FqN1j7DjS8Hi57DArFhJ1K+ZTltyRJkiRJkqQ/7tsPYUpX2LMVrnoGGnUKO5HyOctvSZIkSZIkSVkXicAHz8G8/lDyT9BtHsTVCzuVZPktSZIkSZIkKYv27oAZd8D/psOZV0CbZyG6ZNipJMDyW5IkSZIkSVJWbFwBkzvD1rXQ+kE4vwcEQdippHSW35IkSZIkSZKOzSevwKy7ILoEdJkJVS8IO5F0CMtvSZIkSZIkSZmTvBfe+CcsHQNVL4RrRkNshbBTSRmy/JYkSZIkSZJ0dNvWpY05+fFTaHIXNL8PoqwXlXMVOF4nDoLgtiAI1gZBsDcIgqVBEFx4lPVNf1u3NwiCNUEQ3PK7/fcGQbA4CIIdQRBsDoJgZhAEdX63JgiCYGAQBD8EQbAnCIKFQRDUPh73J0mSJEmSJOUbX74Bz1+UVoB3nAitBlp8K8c7LuV3EAQdgKeAh4GGwPvAnCAIKh9mfTXg9d/WNQQGA8ODILjmgGXNgGeB84EWQAowPwiC0ges6Q30AnoAZwObgHlBEMRm281JkiRJkiRJ+UVqCswfBK90gJOqwE3vQI1Lw04lZcrx+s8zPYExkUjkxd9+3SMIgkuAW4F7M1h/C/BDJBLp8duvVwZBcA5wNzAVIBKJXHzgAUEQdAJ+Bi4AZgZBEAD/AB6JRCJTf1vThbQC/Drg+Wy8P0mSJEmSJClv27kJXk2AdYugURe49FEoFB12KinTsv3N7yAICgNnAXN/t2suaW9tZ+S8DNa/CTQOgqDQYY6JJS3/tt9+XQ04+cDzRCKRPcC7R7iuJEmSJEmSpN/75n0YeSF8vwTaPAdXPW3xrVzneIw9KQtEARt/t30jaeV0Rk4+zPqCv50vI08BnwD/PeAc+4/L7HUlSZIkSZIk7ReJwPvDYcwVULgY3DgfGlwXdiopS3LlVPogCJ4AmgBNIpFI6h84z03ATQCVK2c4jlySJEmSJEnKH/b+DK/dBl/MgppXwtUjILpk2KmkLDseb35vAVKBCr/bXgHYcJhjNhxmfcpv50sXBMGTQEegRSQSWfO7c+w/LlPXjUQiL0QikcaRSKRxuXLlDhNNkiRJkiRJyuM2fAYvNIMv58Bf/gXx4yy+letle/kdiUR+BZYCrX+3qzXw/mEO++9h1i+JRCLJ+zcEQfAU/7/4/uJ369eSVnK3PmB9NHDhEa4rSZIkSZIk5W/L/gOjWkHyHug6G86/A4Ig7FTSH3a8xp48AYwLguAj4D3gFuAUYCRAEARjASKRSOff1o8E7giCYBjwPHAB0JW0opvfjhkBdALaANuCINg/x3tnJBLZGYlEIr8d3zcIgi+Ar4D7gJ3AhON0n5IkSZIkSVLulLwHXr8Hlo2DahfBNaOhePmwU0nZ5riU35FIZFIQBGVIK5/jgM+ByyKRyDe/Lan8u/VrgyC4DHgSuBX4AbgzEolMPWDZbb/9/NbvLjcIGPjbPz8KxAAjgFLAh8BfIpHIL9lxX5IkSZIkSVKesHUNTO6cNu7kwl7QvB8UiAo7lZStjtsHLyORyLPAs4fZ1yyDbe8AjY5wvqP+vxaRSCRCWhE+MJMxJUmSJEmSpPzli9mQeCsEQMdJUOOSsBNJx8VxK78lSZIkSZIk5SCpKfD2A/DeUxDXAOJfhlJVw04lHTeW35IkSZIkSVJe98tGeDUBvvk/aJwAFw+GQtFhp5KOK8tvSZIkSZIkKS9b939pxffeHdD2eah/bdiJpBPC8luSJEmSJEnKiyKRtBEnbz0ApatBp9egQq2wU0knjOW3JEmSJEmSlNfs2Q6v3QZfzoZaV8NVz0B0ibBTSSeU5bckSZIkSZKUl/y4HCZ3hp+/g0segXNugSAIO5V0wll+S5IkSZIkSXnFx+Pg9bshpjR0fR0qnxN2Iik0lt+SJEmSJElSbvfrbnj9HvjkP1C9GVwzGoqVDTuVFCrLb0mSJEmSJCk3++nrtDEnGz+Hi3pDsz5QICrsVFLoLL8lSZIkSZKk3GrlzLQPWxaIgr+9Cqe3DjuRlGNYfkuSJEmSJEm5TWoyvDUI3h8OpzSC+JfhpMphp5JyFMtvSZIkSZIkKTfZ8SO8egN8+184+0a4+GEoWCTsVFKOY/ktSZIkSZIk5RZr34VXE+DXXdBuFNRrH3YiKcey/JYkSZIkSZJyun374L0n4e2HoMxp0GUWlD8z7FRSjmb5LUmSJEmSJOVke7ZB4i3w1RtQux1c9TQUiQ07lZTjWX5LkiRJkiRJOdUPy2By57Q535cOhT93hyAIO5WUK1h+S5IkSZIkSTlNJAJLx8Cc3lCsPNwwB/50dtippFzF8luSJEmSJEnKSX7dDbPuguUT4dQWaR+2LFYm7FRSrmP5LUmSJEmSJOUUW1bD5E6waSU0uxcuugcKRIWdSsqVLL8lSZIkSZKknGDFazD9DogqBNe/Cqe1CjuRlKtZfkuSJEmSJElhSk2GeQPggxFQsTHEvwwlK4WdSsr1LL8lSZIkSZKksOz4AaZ0he8+hD/fDH95CAoWDjuVlCdYfkuSJEmSJElhWLMQXu0GyXvgmtFQ969hJ5LyFMtvSZIkSZIk6UTatw/+73FY8DCUPQPix0K5GmGnkvIcy29JkiRJkiTpRNm9FRJvhlVzoW57uGIYFCkediopT7L8liRJkiRJkk6E9R/D5C6wcwNc/jg07gZBEHYqKc+y/JYkSZIkSZKOp0gElvwb3ugDxStAwhtQ8aywU0l5nuW3JEmSJEmSdLz8ugtm3QXLJ8FpraHdC1C0dNippHzB8luSJEmSJEk6HrasgkmdYPMX0Pw+uLAXFCgQdiop37D8liRJkiRJkrLbikSYfgcULAKdEuHU5mEnkvIdy29JkiRJkiQpu6T8CvPuhw+fg0p/hvZjoGTFsFNJ+ZLltyRJkiRJkpQdfl4PU7rC9x/BObdC6wegYOGwU0n5luW3JEmSJEmS9Ed9/TZMvRFSktLe9q7dNuxEUr5n+S1JkiRJkiRl1b59sOgxWPAwlDsT4sdCuTPCTiUJy29JkiRJkiQpa3ZvhWndYfV8qNcBrngSChcLO5Wk31h+S5IkSZIkScfq+6UwpQvs3AiXPwGNEyAIwk4l6QCW35IkSZIkSVJmRSKweBS8cS/ExkHCm1CxUdipJGXA8luSJEmSJEnKjKSdMOsf8NkUOP0v0PZ5KFo67FSSDsPyW5IkSZIkSTqazV/C5M6w5StocR806QUFCoSdStIRWH5LkiRJkiRJR/L5VJjeAwrFQKdEqN4s7ESSMsHyW5IkSZIkScpIyq8w9z746Hn40znQfgyUOCXsVJIyyfJbkiRJkiRJ+r2fv4fJXWD9Ejj3dmg9CKIKhZ1K0jGw/JYkSZIkSZIOtPotmHojpCZD+5ehdpuwE0nKAstvSZIkSZIkCWDfPnj3UVj4CJSvCfHjoOxpYaeSlEWW35IkSZIkSdKun2Bad/j6Lah3LVzxBBQuFnYqSX+A5bckSZIkSZLyt++XpM333rUJrhgGZ3WFIAg7laQ/yPJbkiRJkiRJ+VMkAh+9CG/2hRJx0G0unNIw7FSSsonltyRJkiRJkvKfpJ0w8074fCqccQm0HQkxpcJOJSkbWX5LkiRJkiQpf9n8JUzqBD+tgpb3wwV3QYECYaeSlM0svyVJkiRJkpR/fPYqzLgTCheFztOh2kVhJ5J0nFh+S5IkSZIkKe9LSYI3+8HiF6HyefDXl9LmfEvKsyy/JUmSJEmSlLdt/w6mdIH1S+G8O6DVQIgqFHYqSceZ5bckSZIkSZLyrtXzYWp3SE2G+HFQ66qwE0k6QSy/JUmSJEmSlPfsS4V3hsA7j0L5WtBhHJQ5NexUkk4gy29JkiRJkiTlLbt+gmk3wtdvQ/3r4PLH0z5wKSlfsfyWJEmSJElS3vHd4rT53ru2wJVPQaMuEARhp5IUAstvSZIkSZIk5X6RCHz0ArzZD0qcAt3mwikNwk4lKUSW35IkSZIkScrdkn6BGXfCimlwxqXQ9jmIKRV2Kkkhs/yWJEmSJElS7rVpJUzuDD+thpb3wwV3QYECYaeSlANYfkuSJEmSJCl3Wj4FZt4JhYtB5+lQ7aKwE0nKQSy/JUmSJEmSlLukJMGbfWHxKKh8Pvz131AiLuxUknIYy29JkiRJkiTlHtu/hcld4IeP4fwe0HIARBUKO5WkHMjyW5IkSZIkSbnDqnkwrTvsS4UO/4GaV4adSFIOZvktSZIkSZKknG1fKix8BN4dChVqQ/xYKHNq2Kkk5XCW35IkSZIkScq5dm2BqTfCmgXQ4Hq4/DEoFBN2Kkm5gOW3JEmSJEmScqbvPoIpXdMK8KuGQ6POYSeSlItYfkuSJEmSJClniUTgw+dhbj8oWQlunAdx9cNOJSmXsfyWJEmSJElSzpH0C8zoASsSocZl0OZZiCkVdipJuZDltyRJkiRJknKGTSthUifY+jW0GgQX/B2CIOxUknIpy29JkiRJkiSF79NJMOsfULg4dJkJVZuEnUhSLmf5LUmSJEmSpPCkJMEbfWDJv6HKBfDXf0PsyWGnkpQHWH5LkiRJkiQpHNu+gSld4IdlcP6d0HIARFlXScoe/m0iSZIkSZKkE++ruTCtO0T2QYfxUPOKsBNJymMsvyVJkiRJknTi7EuFBQ/DosegQl2IfxnKnBp2Kkl5kOW3JEmSJEmSToydm2FqN1j7DjS4Hi5/DArFhJ1KUh5l+S1JkiRJkqTj79sPYUpX2P0TXDUcGnUOO5GkPM7yW5IkSZIkScdPJAIfPAfz+kPJSnDjfIirF3YqSfmA5bckSZIkSZKOj707YEYP+N9rUONyaPMsxJwUdipJ+YTltyRJkiRJkrLfxv/B5E6wdS20GgQX/B2CIOxUkvIRy29JkiRJkiRlr08nwax/QJFY6DIDqjYJO5GkfMjyW5IkSZIkSdkjeS+80QeWvgRVLoC//htiTw47laR8yvJbkiRJkiRJf9y2b2ByZ/jxk7QRJy3uhyirJ0nh8W8gSZIkSZIk/TFfzYVp3SESgWsnwJmXh51Ikiy/JUmSJEmSlEX7UmHBw7DoMTi5LsSPhdLVw04lSYDltyRJkiRJkrJi52aY2g3WvgMNO8FlQ6FQTNipJCmd5bckSZIkSZKOzbcfwpSusGcrXD0CGl4fdiJJOoTltyRJkiRJkjInEoEPnoN5/aHkn6DbPIirF3YqScqQ5bckSZIkSZKObu8OmHEH/G86nHkFtHkWokuGnUqSDsvyW5IkSZIkSUe2cQVM7gxb10LrB+H8HhAEYaeSpCOy/JYkSZIkSdLhfToRZv4DoktAl5lQ9YKwE0lSplh+S5IkSZIk6VDJe+GNPrD0JajSBP76b4itEHYqSco0y29JkiRJkiQdbNs3aWNOfvwELvgHtOgPUdZIknIX/9aSJEmSJEnS//fVmzDtJohE4NoJcOblYSeSpCyx/JYkSZIkSRLsS4UF/4JFj8PJdSF+LJSuHnYqScoyy29JkiRJkqT8budmmJoAa9+FRp3h0kf/H3v3HV5lffB//H1nkT2BhBE2ggsR0YrbOuqstirWVoZSba2j1e7aWttH2z62dj2uR1uLtD8rU0EUBJ+iYsWq4AZB2XuEMAIJZNy/P06MgKCASe6ck/frunIRzrkTPucfkLc33wOpGVGvkqTPxPgtSZIkSZLUmi17GcYOh8pyuOg+OPprUS+SpEZh/JYkSZIkSWqNwhBevg+m3wb5XeBrY2PHnUhSgjB+S5IkSZIktTZVW2Di9TBvEvS9AC6+D9Lzol4lSY3K+C1JkiRJktSarH0XRg+B8iVw9h0w6AYIgqhXSVKjM35LkiRJkiS1Fm/8EybfHLvLe/hk6HpC1IskqckYvyVJkiRJkhJddRVM/SHMHgndToZL/go5xVGvkqQmZfyWJEmSJElKZOVLYMxQWP0mnHQznP5TSDYJSUp8/k4nSZIkSZKUqBY8AxOuhTCEr/wT+p4X9SJJajbGb0mSJEmSpERTVwsz7oSZd0NJPxg8Cgq7R71KkpqV8VuSJEmSJCmRVKyD8SNg8QswYBicexekpke9SpKanfFbkiRJkiQpUSydBeOugspyuPh+6P/VqBdJUmSM35IkSZIkSfEuDGHWvTD9NijoCl8bByVHRL1KkiJl/JYkSZIkSYpnVVtg4vUwbxL0vQAuvg/S86JeJUmRM35LkiRJkiTFq7XvwughUL4Ezr4DBt0AQRD1KklqEYzfkiRJkiRJ8eiNR2HyLbG7vIdPhq4nRL1IkloU47ckSZIkSVI8qa6CKT+AOY9At5Phkr9CTnHUqySpxTF+S5IkSZIkxYvyJTBmKKx+E066BU6/FZLNO5K0N/7uKEmSJEmSFA/mT4HHvwEhcMVj0OfcqBdJUotm/JYkSZIkSWrJamtgxh3w4h+gpB8MHgWF3aNeJUktnvFbkiRJkiSppapYB+OuhiUzYcAwOPcuSE2PepUkxQXjtyRJkiRJUku09CUYexVUbYKL74f+X416kSTFFeO3JEmSJElSSxKGMOsemP5zKOgKV46HkiOiXiVJccf4LUmSJEmS1FJUbYaJ18O8J6HvBXDxfZCeF/UqSYpLxm9JkiRJkqSWYM07MGYIlC+Fs/4LTrgRgiDqVZIUt4zfkiRJkiRJUXvjUZh8S+wu7+GToesJUS+SpLhn/JYkSZIkSYpKdRVM+T7MGQXdToZL/go5xVGvkqSEYPyWJEmSJEmKwsbFMGYorHkLTroFTr8Vkk01ktRY/B1VkiRJkiSpuc2fAo9/I/b5FY9Bn3Oj3SNJCcj4LUmSJEmS1Fxqa2DGHfDiH6DDUXDZI1DYPepVkpSQjN+SJEmSJEnNoWIdjLsalsyEAcPg3LsgNT3qVZKUsIzfkiRJkiRJTW3pLBg7HKo2w8X3Q/+vRr1IkhKe8VuSJEmSJKmphCHMugem/xwKusKV46HkiKhXSVKrYPyWJEmSJElqClWbYeL1MO9JOPRCuOheSM+LepUktRrGb0mSJEmSpMa25h0YMwTKl8LZd8Kg6yEIol4lSa2K8VuSJEmSJKkxvfEoTL4ldpf38Keg66CoF0lSq2T8liRJkiRJagzVVTDlBzDnEeh2Mlz6MGS3j3qVJLVaxm9JkiRJkqTPqnwJjBkKq9+Ek26B02+FZLOLJEXJ34UlSZIkSZI+i/lT4fFrY59f8Rj0OTfaPZIkwPgtSZIkSZJ0cGprYMad8OLvocNRcNkjUNg96lWSpHrGb0mSJEmSpANVsQ7GXQ1LZsKAYXDuXZCaHvUqSdIujN+SJEmSJEkHYuksGDscqjbBxfdD/69GvUiStBfGb0mSJEmSpP0RhjDrXph+GxR0hSvHQ8kRUa+SJO2D8VuSJEmSJOnTVG2BidfDvElw6IVw0b2Qnhf1KknSJzB+S5IkSZIkfZK178LoIVC+BM6+EwZdD0EQ9SpJ0qcwfkuSJEmSJO3LG/+EyTfH7vIePhm6nhD1IknSfjJ+S5IkSZIk7am6Cqb+EGaPhG4nwyV/hZziqFdJkg6A8VuSJEmSJGlX5UtgzFBY/SacdAucfiskm1AkKd74O7ckSZIkSdKH5k+Fx6+NfX7FY9Dn3Gj3SJIOmvFbkiRJkiSprhZm3Akz74aSfjB4FBR2j3qVJOkzMH5LkiRJkqTWrWIdjB8Bi1+AAcPg3LsgNT3qVZKkz8j4LUmSJEmSWq+ls2DcVVBZDhfdB0d/LepFkqRGYvyWJEmSJEmtTxjCrHth+m1Q0BW+NhZKjox6lSSpERm/JUmSJElS61K1BSZeD/MmQd8L4OL7ID0v6lWSpEZm/JYkSZIkSa3H2ndh9BAoXwJn3wGDboAgiHqVJKkJGL8lSZIkSVLr8MY/YfLNkJ4Lw56EbidGvUiS1ISM35IkSZIkKbFVV8HUH8LskdD1JLj0YcgpjnqVJKmJGb8lSZIkSVLiKl8CY4bB6jfgxO/A538GyeYQSWoN/N1ekiRJkiQlpgXPwIRrIQzhK49C3/OjXiRJakbGb0mSJEmSlFjqamHGnTDzbig5EgaPgsIeUa+SJDUz47ckSZIkSUocFeth/NWw+AU4egic91tIzYh6lSQpAsZvSZIkSZKUGJa9DGOHQ2U5XHQvHH1l1IskSREyfkuSJEmSpPgWhvDy/TD9Z5BXCiOmQ4d+Ua+SJEXM+C1JkiRJkuJX1RaYdAPMnQh9L4jd8Z2RH/UqSVILYPyWJEmSJEnxae1cGDMENi6Gs34JJ9wEQRD1KklSC2H8liRJkiRJ8efN0TD5O9AmB4Y9Cd1OjHqRJKmFMX5LkiRJkqT4UbMDpv4IXnsYup4Il/4NcoqjXiVJaoGM35IkSZIkKT6UL4Wxw2DV63Dit+Hzt0GyaUOStHf+CSFJkiRJklq+BdNgwjUQhvCVR6Hv+VEvkiS1cMZvSZIkSZLUctXVwnO/hhd+C8VHwuWjoLBH1KskSXHA+C1JkiRJklqmbRtg/AhY9BwcfSWc9ztIzYh6lSQpThi/JUmSJElSy7P8FRgzDCo3whfvgQFDol4kSYozxm9JkiRJktRyhCH85wGY9lPI6wwjpkOHflGvkiTFIeO3JEmSJElqGXZshUk3wruPQ5/z4OL7ISM/6lWSpDhl/JYkSZIkSdFbNw9GD4GNC+HMX8CJ34YgiHqVJCmOGb8lSZIkSVK03hoDT34b0rJh6CTofnLUiyRJCSCpqb5xEATfCoJgcRAEVUEQzA6C4BP/5AqC4NT666qCIFgUBME393j+lCAIJgVBsDIIgjAIguF7+R4j65/b9ePlRn5pkiRJkiSpMdTsgKe+CxOugQ794ZszDd+SpEbTJPE7CILLgT8BvwKOBl4CpgRB0GUf13cHnq6/7mjg18D/BEFwyS6XZQPvAN8GKj/hl38W6LDLx3mf6cVIkiRJkqTGt2kZPHwOvPoXOOEmGPYk5JREvUqSlECa6tiTW4CRYRg+VP/zG4MgOAe4DvjxXq7/JrAqDMMb638+LwiCzwHfA8YDhGH4NLFAThAEIz/h194RhuGaz/4SJEmSJElSk3j/WZjwdairhcv/AYdeGPUiSVICavQ7v+wi+ZwAACAASURBVIMgSAOOAabt8dQ04IR9fNmgvVz/DDAwCILUA5xwUhAE64IgWBAEwUNBELQ/wK+XJEmSJElNoa4WZvwK/t+lkNsJrn3O8C1JajJNcexJWyAZWLvH42uBff37pZJ9XJ9S//3211RgKHAG8F3gOOBfQRC02dvFQRBcGwTBa0EQvLZ+/foD+GUkSZIkSdIB2VYG/7gEnv9v6P9VGDEdinpGvUqSlMCa6tiTSIRh+NguP307CILZwFLgfGDCXq5/EHgQYODAgWGzjJQkSZIkqbVZ/iqMHQbbNsCFf4YBQyEIol4lSUpwTRG/NwC1QPEejxcD+zqLe80+rq+p/34HJQzDVUEQrAB6H+z3kCRJkiRJBykM4ZUH4ZlbIbcjjJgGHftHvUqS1Eo0+rEnYRjuBGYDZ+3x1FnAS/v4sln7uP61MAyrD3ZLEARtgU7A6oP9HpIkSZIk6SDsqIDxI2DKD6DXmfCN5w3fkqRm1VTHnvwe+HsQBK8A/wa+CXQEHgAIgmAUQBiGQ+uvfwC4IQiCPwL/C5wIDAeu+PAbBkGQDfSq/2kS0CUIgv7AxjAMl9U/fzswnljs7gb8GlgHPN5Er1OSJEmSJO1p3XswZgiUfQBn/BxO/A4kNcXbjkmStG9NEr/DMBwdBEER8FOgA/AOcF4YhkvrL+myx/WLgyA4D/gDcB2wCrgpDMPxu1w2EJixy89/Uf/xCLFQXgscSewNL/OJBfAZwOAwDLc26guUJEmSJEl79/Y4mHQTpGXC0InQ/ZSoF0mSWqkme8PLMAzvA+7bx3On7eWx54EBn/D9ngP2+W4YYRhWAl840J2SJEmSJKkR1OyIne396kNQejxcNhJyO0S9SpLUijVZ/JYkSZIkSa3EpuUwdhisnA2DboAzb4fk1KhXSZJaOeO3JEmSJEk6eB88C+OvgdpqGDwKDrso6kWSJAHGb0mSJEmSdDDq6uCFu+C530D7w2Lhu22vqFdJktTA+C1JkiRJkg7MtjKYcA0s/D846go4//exN7iUJKkFMX5LkiRJkqT9t2I2jBkK29bBBX+EY4ZDEES9SpKkjzF+S5IkSZKkTxeG8OpfYOqPIacDXP0MdBoQ9SpJkvbJ+C1JkiRJkj7Zjgp48tvwzjjo/QX40gOQWRj1KkmSPpHxW5IkSZIk7dv6+bFjTjYsgM//DE66BZKSol4lSdKnMn5LkiRJkqS9e2c8TLwRUjNgyOPQ47SoF0mStN+M35IkSZIkaXc1O2H6z+A/D0Dp5+CykZDbMepVkiQdEOO3JEmSJEn6yOaVMHYYrHgVjv8WnPVLSE6NepUkSQfM+C1JkiRJkmIWzoDxI6BmR+xu78O/FPUiSZIOmvFbkiRJkqTWrq4OZv4OZvwK2vWFy/8ObXtHvUqSpM/E+C1JkiRJUmu2fSNMuBY+mA5HDoYL/whpWVGvkiTpMzN+S5IkSZLUWq2cA2OGQcUaOP/3MPBqCIKoV0mS1CiM35IkSZIktTZhCK89DFN/BNnFcPVU6HRM1KskSWpUxm9JkiRJklqTndtg8s3w1mjodRZ8+UHILIx6lSRJjc74LUmSJElSa7HhfRg9BNa/B6ffCid/D5KSol4lSVKTMH5LkiRJktQavPsETLwBUtJgyATo+fmoF0mS1KSM35IkSZIkJbLaapj+c3j5Xuh8LFw2EvI6R71KkqQmZ/yWJEmSJClRbVkFY6+C5S/Dcd+As++I3fktSVIrYPyWJEmSJCkRLXoexo+Andvhkr/CkZdGvUiSpGZl/JYkSZIkKZHU1cGLv4cZd0JRbxj+FLTrE/UqSZKanfFbkiRJkqREUVkOj38TFkyFIy6FC/8EbbKjXiVJUiSM35IkSZIkJYJVr8OYobBlNZz7WzjuGgiCqFdJkhQZ47ckSZIkSfEsDGH2SJjyQ8hqB1dPhc4Do14lSVLkjN+SJEmSJMWrndvhqe/Cm49Cz8/Dl/8CWUVRr5IkqUUwfkuSJEmSFI/KFsaOOVn7Lpz6Izj1B5CUHPUqSZJaDOO3JEmSJEnxZu4keOJbkJwCXxsHvc+MepEkSS2O8VuSJEmSpHhRWw3P3g6z7oGOA2DwI5DfJepVkiS1SMZvSZIkSZLiwZbVMO4qWDYLBo6Ac34NKW2iXiVJUotl/JYkSZIkqaVbPBPGXQ07K+DLD0G/wVEvkiSpxTN+S5IkSZLUUtXVwUt/gv/7JRT2hGGToP2hUa+SJCkuGL8lSZIkSWqJKjfBE9fB/KfhsIvhonugTU7UqyRJihvGb0mSJEmSWprVb8GYIbB5BZzzG/jcNyEIol4lSVJcMX5LkiRJktSSzBkFT30PMotg+NPQ5XNRL5IkKS4ZvyVJkiRJagmqK+Hp78Hr/4Dup8Ilf4XsdlGvkiQpbhm/JUmSJEmK2sZFMGYorHkbTv4enP4TSEqOepUkSXHN+C1JkiRJUpTeewoevy52pvdXx8AhX4h6kSRJCcH4LUmSJElSFGpr4F+/hH//CTr0h8GjoKBr1KskSUoYxm9JkiRJkprb1rUwfgQsmQnHXAXn/AZS06NeJUlSQjF+S5IkSZLUnJa+BGOvgqrNcPED0P+KqBdJkpSQjN+SJEmSJDWHMISX/geevR0KusGQCVB8eNSrJElKWMZvSZIkSZKaWtVmeOJb8N5kOPRCuOheSM+LepUkSQnN+C1JkiRJUlNa8w6MGQLlS+HsO2HQ9RAEUa+SJCnhGb8lSZIkSWoqbzwKk2+J3eU9/CnoOijqRZIktRrGb0mSJEmSGlt1FUz5Acx5BLqdDJc+DNnto14lSVKrYvyWJEmSJKkxlS+BMUNh9Ztw0s1w+k8h2b9+S5LU3PzTV5IkSZKkxrLgGZhwDYTAFY9Bn3OjXiRJUqtl/JYkSZIk6bOqq4UZd8LMu6GkHwweBYXdo14lSVKrZvyWJEmSJOmzqFgP46+GxS/AgKFw7l2QmhH1KkmSWj3jtyRJkiRJB2vZyzB2OFSWw0X3wtFXRr1IkiTVM35LkiRJknSgwhBevh+m/wzySmHEdOjQL+pVkiRpF8ZvSZIkSZIORNUWmHQjzH0C+l4Qu+M7Iz/qVZIkaQ/Gb0mSJEmS9te6eTD6Sti4GM76JZxwEwRB1KskSdJeGL8lSZIkSdofb42BJ78NadkwbBJ0OynqRZIk6RMYvyVJkiRJ+iQ1O2Dqj+G1v0LXE+HShyGnJOpVkiTpUxi/JUmSJEnal03LYMwwWDUndsTJGT+HZP8qLUlSPPBPbEmSJEmS9ub9Z2HC16GuFi7/Bxx6YdSLJEnSATB+S5IkSZK0q7paeP6/4fm7oPhwGDwKinpGvUqSJB0g47ckSZIkSR/aVha723vhv6D/1+C830FaZtSrJEnSQTB+S5IkSZIEsPxVGDsMtm2AC/8MA4ZCEES9SpIkHSTjtyRJkiSpdQtDeOUheOYnkNsRRkyDjv2jXiVJkj4j47ckSZIkqfXaUQFPfhveGQeHnAtfuh8yCqJeJUmSGoHxW5IkSZLUOq2fD6OHQNn7cMZtcOLNkJQU9SpJktRIjN+SJEmSpNbnnfEw8UZIzYAhT0CPU6NeJEmSGpnxW5IkSZLUetTshGk/hVf+F0o/B5eNjJ3zLUmSEo7xW5IkSZLUOmxeCWOHwYpX4fjr4axfQHJq1KskSVITMX5LkiRJkhLfwhkwfgTU7Ijd7X34l6JeJEmSmpjxW5IkSZKUuOrqYObdMONOaNcXLv87tO0d9SpJktQMjN+SJEmSpMS0fSM8/g14fxr0uxwu+AOkZUW9SpIkNRPjtyRJkiQp8ax6HUYPhYo1cP7dMHAEBEHUqyRJUjMyfkuSJEmSEkcYwuy/wZQfQnYxXDUVOh8T9SpJkhQB47ckSZIkKTHs3A6Tb4a3HoNeZ8KXH4LMwqhXSZKkiBi/JUmSJEnxb8MHMGYIrJsHp/0ETvk+JCVFvUqSJEXI+C1JkiRJim9zJ8ET34LkVLhyPPQ6I+pFkiSpBTB+S5IkSZLiU201PHs7zLoHOg2Ey0ZCfmnUqyRJUgth/JYkSZIkxZ8tq2HcVbBsFhx3LZx9J6SkRb1KkiS1IMZvSZIkSVJ8WTwzFr53bodL/gpHXhr1IkmS1AIZvyVJkiRJ8aGuDv79R/jXf0FRLxg2Gdr3jXqVJElqoYzfkiRJkqSWr7I89qaW85+Gw78MX/wztMmJepUkSWrBjN+SJEmSpJZt9ZsweghsWQnn/Dd87hsQBFGvkiRJLZzxW5IkSZLUcs0ZBU99DzKL4KopUHpc1IskSVKcMH5LkiRJklqe6kp4+nvw+j+gx2mxN7bMahv1KkmSFEeM35IkSZKklmXjIhgzFNa8Daf8AE77ESQlR71KkiTFGeO3JEmSJKnleO8pePy62JneXx0Lh5wd9SJJkhSnjN+SJEmSpOjV1sC//gv+/Ufo0B8Gj4KCrlGvkiRJccz4LUmSJEmKVsU6GHc1LJkJx1wF5/wGUtOjXiVJkuKc8VuSJEmSFJ2ls2DscKjaDBc/AP2viHqRJElKEMZvSZIkSVLzC0OYdS9Mvw0KusGQCVB8eNSrJElSAjF+S5IkSZKaV9UWmHg9zJsEh14IF90L6XlRr5IkSQnG+C1JkiRJaj5r34XRQ6B8CZx9Bwy6AYIg6lWSJCkBGb8lSZIkSc3jzcfgye/E7vIePhm6nhD1IkmSlMCM35IkSZKkplWzA6b+CF57GLqeBJc+DDnFUa+SJEkJzvgtSZIkSWo65Uth7DBY9Tqc+B34/M8g2b+KSpKkpud/cUiSJEmSmsb702HCNVBXB195FPqeH/UiSZLUihi/JUmSJEmNq64WnvsNvPBbKD4CLh8FhT2iXiVJkloZ47ckSZIkqfFsK4PxI2DRDOh/JZz/O0jNiHqVJElqhYzfkiRJkqTGsfzV2Pne2zbAhX+GY4ZFvUiSJLVixm9JkiRJ0mcThvDKg/DMrZDbEUZMg479o14lSZJaOeO3JEmSJOng7aiAJ2+Cd8bDIefCl+6HjIKoV0mSJBm/JUmSJEkHaf18GD0Eyt6HM26DE2+GpKSoV0mSJAHGb0mSJEnSwXh7HEy6KfZmlkOegB6nRr1IkiRpN8ZvSZIkSdL+q9kJ034Kr/wvlB4Pl/0tds63JElSC2P8liRJkiTtn80rYewwWPEqHH89nPULSE6NepUkSdJeGb8lSZIkSZ9u4QwYPyJ25/dlj8DhF0e9SJIk6RMZvyVJkiRJ+1ZXBzPvhhl3Qru+cPnfoW3vqFdJkiR9KuO3JEmSJGnvtm+Ex78B70+DfpfDBX+AtKyoV0mSJO0X47ckSZIk6eNWzoExw6BiDZx/NwwcAUEQ9SpJkqT9ZvyWJEmSJH0kDGH232DKDyG7GK6aCp2PiXqVJEnSATN+S5IkSZJidm6HyTfDW49BzzPgyw9BVlHUqyRJkg6K8VuSJEmSBBs+gDFDYN08OO3HcMr3ISk56lWSJEkHzfgtSZIkSa3d3EnwxLcgOQWuHAe9zox6kSRJ0mdm/JYkSZKk1qq2Gp69HWbdA52OgcsegfzSqFdJkiQ1CuO3JEmSJLVGW1bDuKth2Utw7NfhC7+ClDZRr5IkSWo0xm9JkiRJam0Wz4yF750V8KUH4ajLo14kSZLU6IzfkiRJktRahCH8+0/wf7+Awh4wdCIUHxb1KkmSpCZh/JYkSZKk1qByU+xNLec/BYddBF+8B9Jzo14lSZLUZIzfkiRJkpTo1rwNo4fA5uXwhV/D8ddBEES9SpIkqUkZvyVJkiQpkb3+/+CpWyCjAIY/BV2Oj3qRJElSszB+S5IkSVIiqq6CKd+HOaOg28lw6cOQ3T7qVZIkSc3G+C1JkiRJiaZ8CYwZCqvfhJNugdNvhWT/+idJkloX/+tHkiRJkhLJgmdgwjUQAlc8Bn3OjXqRJElSJIzfkiRJkpQI6mphxp0w824oORIG/x0Ku0e9SpIkKTLGb0mSJEmKdxXrYfwIWPw8HD0EzvstpGZEvUqSJClSxm9JkiRJimfL/gNjh0PlRrjoXjj6yqgXSZIktQjGb0mSJEmKR2EI/3kApv0U8jrDiOnQoV/UqyRJkloM47ckSZIkxZsdW2HSjfDu49DnPLj4fsjIj3qVJElSi2L8liRJkqR4su49GDMEyj6AM2+HE74NSUlRr5IkSWpxjN+SJEmSFC/eHgeTboK0TBg6EbqfEvUiSZKkFsv4LUmSJEktXc1OmHYrvPIglB4Pl42E3A5Rr5IkSWrRjN+SJEmS1JJtXgFjhsHK12DQDbGjTpJTo14lSZLU4hm/JUmSJKmlWvgvGDcCaqvhskfg8IujXiRJkhQ3jN+SJEmS1NLU1cHM38GMX0G7vnD536Ft76hXSZIkxRXjtyRJkiS1JNs3woRr4YPp0O9yuOAPkJYV9SpJkqS4Y/yWJEmSpJZi5ZzY+d4Va+D8u2HgCAiCqFdJkiTFJeO3JEmSJEUtDGH232DKDyG7GK6eCp2OiXqVJElSXDN+S5IkSVKUdm6Hp26BN/8JPc+AS/4CmYVRr5IkSYp7xu9WLgxDAv8ZpSRJkhSNsoUwegismwun/RhO+T4kJUe9SpIkKSEYv1u5Gx59nbJtOzitT3tO69OOPsU5xnBJkiSpOcx7Ep74Vix2XzkOep0Z9SJJkqSEYvxu5fqU5PD02xX8Zsp7/GbKe5TkpnPqIe04rU87Tuzdltz01KgnSpIkSYmlthqevR1m3RM71/uyRyC/NOpVkiRJCcf43crddEZvbjqjN2u3VPH8/PU8t2AdT7+zmtGvLSc5KeCYLgWc2qcdpx7SjsM75npXuCRJkvRZbF0DY6+CZS/BsV+HL/wKUtpEvUqSJCkhGb8FQHFuOoOPLWXwsaXU1Nbx+vJNPDd/Hc/NX89vn5nPb5+ZT7ucNpzcqy0n9GrLoJ5FdMrPiHq2JEmSFD+WvBgL3zsr4MsPQb/BUS+SJElKaMZvfUxKchLHdivk2G6FfP8LfVm3tYoXFmyIxfAF65nw+koAuhZlckLPIgb1bMugHkW0y/GOFUmSJOljwhBe+jM8+wso7A5DJ0LxYVGvkiRJSnjGb32q9jnpXHpMZy49pjN1dSHz125l1sIyXlpYxuQ3V/PPV5YDcEhxNif0bMvxPYo4vkch+ZlpES+XJEmSIla1Ofamlu9NhsMugi/eA+m5Ua+SJElqFYzfOiBJSQGHdsjl0A65XH1Sd2pq63h31RZeWljGSws3MPrV5Yx8aQlBAIeW5HJc90IGdivguG6FtM9Nj3q+JEmS1HzWvANjhsCmZfCFX8Px14HvoSNJktRsjN/6TFKSkziqNJ+jSvO57rSe7Kyp480Vm/j3Bxt4ZfHGhhgO0KUws/44lQKO7V5Ij7ZZvoGmJEmSEtMbj8LkWyA9D4ZNhq6Dol4kSZLU6hi/1ajSUj46Lxyguv7O8NeWbOSVxRuZMX8d4+esAKAwK42BXQs4rnshx3Qt4PCOeaSlJEU5X5IkSfpsqqtg6g9h9kjodjJc+jBkt496lSRJUqtk/FaTSk1Oon9pPv1L8/n6yT0Iw5CF67fFYviSjby2pJxpc9cCsXB+ZKc8ji7NZ0DXAgZ0KaAkz6NSJEmSFCfKl8KYobD6DTjxO/D5n0Gyf+WSJEmKiv8lpmYVBAG92mfTq302XzmuCwBrNlcxZ1k5c5aWM2dZOaNmLeUvLy4GoGNeOkd3KeDoLrEgfnjHXNqkJEf5EiRJkqSPWzANJlwDYQhfeRT6nh/1IkmSpFbP+K3IleSlc96RHTjvyA4A7KipZe6qLcxZtonXl5Xz+rJNPPX2agDSkpM4rGMu/UvzOao0j36d8+lelEVSkmeHS5IkKQJ1tfDcb+CFu6D4SLh8FBT2iHqVJEmSMH6rBWqTklx/t3cB0B2AtVuqeH1ZOXOWbeKNZZt2eyPNnPQU+nXO46jO+fTrHDtixeNSJEmS1OS2bYDxX4dFM6D/lXD+7yA1I+pVkiRJqmf8Vlwozk3nnCM6cM4RsbvDa2rr+GB9BW8t38wbKzbx1opNPPjCImrqQgDa57ThqNJ8juqcx+Gd8jiyUx5ts9tE+RIkSZKUSJa/CmOHxQL4F/8HBgyNepEkSZL2YPxWXEpJTqJvSS59S3IZfGwpAFXVtcxdvYU3l2/irRWbeXP5JqbXv5kmQEluOkfUh/AjOuVyZKc82ud6h7gkSZIOQBjCKw/BMz+B3I4wYhp07B/1KkmSJO2F8VsJIz01mQFdChjQpaDhsS1V1cxdtYV3Vm7mnZWbeXvlZv7vvbWEsRvEaZfTJhbDO+ZyeKc8Du+YS6f8DILAM8QlSZK0hx0V8ORN8M54OOQc+NIDkFHw6V8nSZKkSBi/ldBy01M5vkcRx/coanhs244a5q7ewtsrNvPOqlgUf27+OupPTCE3PYXDOuZyWIe8+h9z6dU+m7SUpIhehSRJkiK3fj6MHgJl78PnfwYn3QJJ/vehJElSS2b8VquT1SaFY7sVcmy3wobHKnfWMm/NFuat3sK7q7Ywd9UWHn1lKVXVdQCkJgf0bp/TEMMP65jLoSW55GWmRvUyJEmS1FzemQCTboSUdBjyOPQ4LepFkiRJ2g/GbwnISPv4kSm1dSGLN2xj7upYDJ+7egvPzV/HuNkrGq7pmJdO3w659C3JoW+HXA4tyaF72yxSkr0LSJIkKe7V7ITpt8F/7ofOx8FlIyGvU9SrJEmStJ+M39I+JCcF9GqfTa/22XzxqI4Nj6/bWsXcVVt4b81W3lsd+/GFBeupqT83JS0liUOKs+vfkDOHviW59CnJoW12mmeJS5IkxYvNK2HscFjxCnzuOjjrl5CSFvUqSZIkHQDjt3SA2uek075POqf1ad/w2M6aOhaur2BefQyft3oLzy9Yv9td4oVZafQpzqFPSQ6HNPyYTU66R6dIkiS1KIueg3EjoLoSLv0bHPHlqBdJkiTpIBi/pUaQlpLEoR1yObRD7m6Pb6jYwfw1W5m/ZisL1m7lvTVbGfvacrbtrG24plN+xi5BPJve7XPo1T6b9NTk5n4ZkiRJrVtdHbz4e5hxJxT1hsv/Du36RL1KkiRJB8n4LTWhttltaNurDSf2atvwWF1dyMpNlbEovjYWxeev2crM99dTXRs7OiUpgC6FmfQuzqF3+2wOKc6hd3E2PdsZxSVJkppEZTk8/k1YMBWOuBQu/BO0yY56lSRJkj4D47fUzJKSAkoLMyktzOTMw4obHq+urWPJhm0sWFvB++u28v7aChas3cqM99Y1nCeeFEDXoix6tc/mkOKP7hLv2S6bjDSjuCRJ0kFZ9QaMGQpbVsG5v4XjrgHfq0WSJCnuGb+lFiI1OSl2p3dxDtCh4fGdNXUsLYtF8QVrtzaE8V2jeBDEjk/pXf8Gnb3b59CrOPZ5rmeKS5Ik7ducUfDU9yCrLVw1BUqPjXqRJEmSGonxW2rh0lI+iuLn7xLFq2tjUfz9tRW8v66CD9bFfnxpYRk7auoarivObdNwd/iuP7bPaUPgHU2SJKm1qq6MRe83/gE9ToNL/hoL4JIkSUoYxm8pTqUmJ9GrfQ692udw7i6P19aFrCjfzvtrK/hgfUXDjxPmrKRiR03DddltUujZLoue9UH8wyjetSiT1OSk5n9BkiRJzWXjotgxJ2vehlN+AKf9CJI8Qk6SJCnRGL+lBJOcFNC1KIuuRVmcyUdniodhyLqtO1i4roKF62N3ii9cv41ZC8uYMGdlw3UpSQFdCjPp0S6Lnu2y6dEuix71cbwwKy2KlyRJktR43nsKHr8udm7cV8fAIV+IepEkSZKaiPFbaiWCIKA4N53i3HRO6LX7P+mt2FHDovUfRfFF67exaP02XliwgZ21Hx2hkp+ZSo+2H8XwHu2y6NE2iy5FmbRJ8W4pSZLUgtXWwIw74MU/QIf+MHgUFHSNepUkSZKakPFbEtltUujXOZ9+nfN3e7y2LmRleSULN1SwcF0FizZsY9H6Cp5fsJ5xs1c0XJcUQOeC2N3i3dtmNQTy7m2zKMlNJynJs8UlSVKEKtbBuKthyUw4Zjic89+Qmh71KkmSJDWxJovfQRB8C/g+0AF4F/hOGIYzP+H6U4HfA4cDq4C7wjB8YJfnTwG+BxwDdASuCsNw5B7fIwB+DlwLFAD/Aa4Pw/DdxntlUuuRnBTQpSiTLkWZnN6n/W7PbamqZtH6bSzZsK0hii/esI1XFm9k+87ahusyUpPpVh/Eu7XNpFtRFj3aZdGtKIvCrDTfdFOSJDWtZS/DmGFQtQkuug+O/lrUiyRJktRMmiR+B0FwOfAn4FvAi/U/TgmC4LAwDJft5fruwNPAw8CVwEnAfUEQrA/DcHz9ZdnAO8Co+o+9+QHwXWA4MB+4DZgeBEGfMAy3NtLLkwTkpqfSvzSf/qW73y0ehiFrt+xg0YZYDF+8fhuLN2xj7uotPPPuGmrqwoZrc9JT6qN4LIZ3bxv76NY2i7yM1OZ+SZIkKZGEIbx8H0y/DfJK4cpxUHJk1KskSZLUjJrqzu9bgJFhGD5U//MbgyA4B7gO+PFerv8msCoMwxvrfz4vCILPEbvTezxAGIZPEwvkBEEwcs9vUH/X93eA33wYzIMgGAasA74K/G/jvDRJnyQIAkry0inJS+eEnrufLV5dW8fK8spYFK//WFK2jdlLy5n05irCj7o4hVlpdC3KpHv9m3d+eNe4YVySJH2qHVth4vUwdyL0vQAuuhcy8j/96yRJkpRQGj1+B0GQRuxokt/t8dQ04IR9fNmg+ud39QwwLAiC1DAMq/fjl+4OlOz6fcIwrAyC4IX6X9f4LUUsNTkpdpd32yxO3+O5qupalm/cvksU386SDdt4eVEZE15fudu1BZmpdGubtVsY71qURbeiTPIz05rvBUmSpJZn3TwYPQQ2LoSzfgkn3AQesyZJktQqNcWd322BZGDtHo+vBc7cx9eUAM/u5fqU+u+3ej9+3ZJdvm7P79Npb18QBMG1MgurkQAAIABJREFUxM4Hp0uXLvvxS0hqKumpyfQuzqF3cc7HnquqrmVZfRhfWraNxRu2s7Rs72E8LyOVrkUfxfBdf2yb7RnjkiQltLfGwpM3QVo2DJ0E3U+OepEkSZIi1GRveBkPwjB8EHgQYODAgeGnXC4pIumpyRxSnMMh+wjjyzduZ0lZLIgvLdvOkrJtvLl8E0+9tYpdjhgnKy2Z0sLMhjjepTB2lErXokw65KWTkpzUjK9KkiQ1mpod8Myt8OpD0GUQXDYScko+9cskSZKU2Joifm8AaoHiPR4vBtbs42vW7OP6mvrvtz8+/N7FwK5vqvlJv66kOPdJd4zvrKlj5abK3aL4srLtfLCughnz17Ozpq7h2pSkgM4FGXQpyqJrfSDvUhiL5KWFGWSmter/VyhJUsu1eQWMGQYrX4NBN8CZt0Oy7w8iSZKkJojfYRjuDIJgNnAWMHaXp86i/s0r92IW8KU9HjsLeG0/z/sGWEwscp8FvAoQBEE6cDLw/f38HpISSFpKEt3bZtG9bdbHnqurC1mzpYqlZdtZtjEWx5eWbWfpxm28vqycrVU1u13fLqcNXQtjQbxL0UdxvEuhx6lIkhSZhf+CcSOgthoGj4LDLop6kSRJklqQprqV8ffA34MgeAX4N/BNoCPwAEAQBKMAwjAcWn/9A8ANQRD8kdgbU54IDAeu+PAbBkGQDfSq/2kS0CUIgv7AxjAMl4VhGNZ//U+CIHgPWAD8FKgAHm2i1ykpTiUlBXTMz6BjfgaDehbt9lwYhmzaXs2yjdtZunE7y8q2xT4v287Li8p4/I2VhLscp5KZlkyXwkxK6+N4aUEGXerjeOeCTNJTk5v51UmSlODq6mDm72DGr6D9oTD479C216d/nSRJklqVJonfYRiODoKgiFh87gC8A5wXhuHS+ku67HH94iAIzgP+AFwHrAJuCsNw1zvFBwIzdvn5L+o/HiEWygHuAjKAe4EC4D/A2WEYbm28Vycp0QVBQEFWGgVZaRxVmv+x56uqa1m5qZJlZdsboviyjdtZVradF9/fQGV17W7XF+e22SOOx+4eLy3IpH1OG5KSvGtckqT9tn0jTLgWPpgO/S6HC/4AaR//V16SJElSkx1iG4bhfcB9+3jutL089jww4BO+33PAJxaiMAxD4Pb6D0lqEumpyfRsl03Pdtkfey4MQzZU7GTZxu0s31gfxes/Zi0s4/HXd79rPC0lidKCjN3CeGlhJqWFGXQpzCQn3TNLJUlqsOp1GD0UKtbA+b+HgVeDR49JkiRpH3wHN0lqREEQ0C6nDe1y2nBM14KPPb+jppaV5ZWxOF5eGQvkZdtZXr6d2Us/ftZ4fmZqfRDPoLQgk871x6qUFmbSKT/DI1UkSa1DGMLskTDlB5BdDFdPhU7HRL1KkiRJLZzxW5KaUZuUZHq0y6bHXu4aB9hcf9b48vLtDXePLy+v5L3VW3l27jp21tbtdn1xbpuP7hYvyKBzQSad60N5h7x0UpKTmuNlSZLUdHZuh6e+C28+Cj3PgEv+ApmFUa+SJElSHDB+S1ILkpeZypGZeRzZOe9jz9XVhazbuoPl5fVRfGNlw+evLN7IxDcqqdvlSJXkpIAOeemxO8br7xYvLYwFcs8blyTFhbKFMGYorH0XTvsxnPJ9SPJfPUmSJGn/GL8lKU4kJQWU5KVTkpfOsd0+fsdbdW0dqzdVNQTxFeWxOL6ivJLnF6xn3dYdu12flpxEx/z0WAyvj+KdCzLqPzJpl20clyRFaN5keOK6WOz+2jjofWbUiyRJkhRnjN+SlCBSk5PoUpRJl6LMvT5fVV3Lyk2VDWE89hE7VmX63LVsqNi52/VpKUl0zs+gU8GeYdw4LklqQrU18K9fwr//BB0HwOBHIL9L1KskSZIUh4zfktRKpKcm07NdNj33cd545c5aVm6KxfAV5ZWsqD97fGV5JdNWraFs2x5xPDmpPox/FMQ75X/0uceqSJIO2Na1MH4ELJkJA0fAOb+GlDZRr5IkSVKcMn5LkgDISEumV/scerXP2evz23fWsLK8khWbPrpr/MM7yPd253hqckDH/IyGIN4pP3b3+IfBvCTXN+SUJO1i6SwYOxyqNsOXHoSjLo96kSRJkuKc8VuStF8y01LoXZxD7+J9x/FVDWG8kpX1n68s385z8z9+5nhyUkBJbnoshud/FMU75WfSqSCDjvnptEnxTc0kKeGFIcy6F6bfBgXdYMgEKD486lWSJElKAMZvSVKjyExL+cQ7x6uqa1m9uarhjvGV9YF8ZXklLy8qY82WKurC3b+mfU4bOhXE7h7fNZJ/GMiz2/jHmCTFtaotMPF6mDcJDr0QLroP0nOjXiVJkqQEYTWQJDWL9NRkurfNonvbrL0+X11bx5rNVbvcMV7Jyk2xUP72ys1Me3ctO2vrdvuavIxUOuVn0LHhaJWMhljeMT+DttlpBIHnjktSi7R2Loy+EsqXwNl3wKAbwN+zJUmS1IiM35KkFiE1OYnSwkxKCzP3+nxdXcj6ih0NR6p8GMdXlleybOM2Zi3cwLadtbt9TZuUpIYQ/mEY//DzQc3xoiRJ/5+9+46zq67zP/469965906flJlUOkgXBVSKii4CuqIgdV1JQlMERF1217JrWVzbuqur+0MUG4hsSaHDUgK6SkeKSAk9kECSKZlk5k65d9r5/XGntxRm5kx5PR+Pecydm3NuPvehITNvPry/w/vzCrjlc5AqhbNvhd2OinoiSZIkTUOG35KkKSEWC5hXlmZeWZrDdps15NfDMKShtb1fMN7Khq19Qfk9z2Woa+rrHX81nf98xLfvYWFFmkWzivKfK/o2xxdWFFJeWDBRb1GSpr+OHNzxZXj0l7Db0XDaVVA6L+qpJEmSNE0ZfkuSpoUgCKgoSlJRlOTAheXDXtPTO/7Gllb4z/xz795nLm9saeXPr2/lzqezQ6pVSlOJ7iA8PWBzvCccn1eaIhGPjffbk6Spb+t6WLEUNjwOR30Wjv06xP1xRJIkSePH7zYlSTPGcL3j/3b6Ib2Pu7pC6ppy+W3x7s3xDVuzvL4l//iJ9VvZ2tI+4DVjAcwvS/eG4T0B+cLyvufK0gm7xyXNbC/dDdd9Ero64Mxr84dbSpIkSePM8FuSpG6xWEBVWZqqsjRv33VotQpAc66DjQ2tvLE1m69V2dJXr/LE+i3871Mb6egKB9xTkkqwsKJfQN69Sb6wvHt7vCxNMuH2uKRpqKsL/vCv8H/fgaoD4MzfwJy9op5KkiRJM4ThtyRJO6A4lWDvqlL2riod9tc7+22Pb9jaysat2b4t8oZW/vx6A/XNbQPuCQKoKk2xoDwfjC/o3RrPf15QXjgRb02SxlZLPVz/KXhpNRzycfjwDyA5/KHGkiRJ0ngw/JYkaQzF+x3MeegI2+OtbZ3d2+N94fjGhnzFypqNjdzzXDXZ9q5h7/34zx5iQffBnAvKCwdslJek/Gtd0iTxxmOwYhk0VcOJP4TDzs7/mz5JkiRpAvlTsiRJE6wwGWfPyhL2rCwZ9tfDMGRLS3t353j+459ueRaAXEcnD768merGLIPaVShNJ3o3xxdU9G2R94Tk88vTpBLx8X57kmayMITHroLbvwgl8+HcO2HRoVFPJUmSpBnK8FuSpEkmCAJmFyeZXZzkoEXlAL3h9/UXHQ1AR2cX1ZkcG7v7xjc2ZHsP6NywtZU/rd/KlkGHcwLMLUmxsCI9IBRf0N09vrAiTVVpmnjM7UxJO6GtBW67FJ78b9j7A3DKz6FodtRTSZIkaQYz/JYkaQpKxGMs6t7uPnyEa1rbOtnQkK9W6fncU7fycm0z971YR3Nb54B74rGAeaUpFvTrHu8JyhdVFLKgIs2c4iSB9QWS+tv8MqxYCtXPwPv+Ad779xDzIF9JkiRFy/BbkqRpqjAZZ6/KEvYapV6lMdvBxoaB3eM9YflTbzRw17PVtHUM7B9PJmIsKE8zv6xfOF5RyMJ+2+TlhQUG5NJMseZWuPFCiCXgrFX5rW9JkiRpEjD8liRphgqCgPLCAsoLC9hvftmw14RhyObmtt5wfFNDd8VKQ5aNW1t5ZG09mxqzdA4qIC8siLOgIs3C8kLml6fzwXhFz+P8BnlpKmFALk1lnR3w22/A/T+CRYfB6b+Gil2inkqSJEnqZfgtSZJGFAQBc0tSzC1JcfDi8mGv6ewKqWvKsaFf9/jGhiybGvIb5Pe9WEdNZugBncXJeG+9Sk+1Ss8Wec9zpemCCXiXknZYphpWnQuv3QfvOB9O+DYkUlFPJUmSJA1g+C1Jkt6UeCxgXlmaeWVp3j7CNR2dXdRkcmxsyB/KubF7g7ynh/z5TRlqm3KEgwLy0lSC+T2BeFmaBRVDg/KSlN/OSBPqtQdg5dmQbYSP/QwOOTPqiSRJkqRh+dOiJEkad4l4jIUVhSysKOSw3Ya/pq2ji+rGLJsa89vjmxqy+YC8Oyh/dkMjdU25IfcNDsjnl6dZWJFmfnm+h3y+G+TS2AhDePByWP11mLU7LLkB5h0Y9VSSJEnSiAy/JUnSpJBMxNhldhG7zC4a8ZpcRyc1jbkBofimfo/XbGykNjM0IC/pCci7P+Z3b473dJDPL09TlraDXBpRthFuugjW3AL7fwROugLSw58VIEmSJE0Wht+SJGnKSCXi2wzIR9og39SQZWNjluc31Q5bsVKUjPcG5PPL+sLxvs+FzCoqMCDXzFP9DCxfAlteheO/BUdeDP45kCRJ0hRg+C1JkqaV7dkgb+/uIN/Ur3t8Q0Mr1Y35oPyBl+uobhx6SGcyEesOx4dukPd8nlucIhYzGNQ08eRyuOVz+S3vs2+F3Y6KeiJJkiRpuxl+S5KkGacgHmNRRSGLKgpHvKajs4u6pjY2NvTbHu8OxzdubeXR17ZQ3biR9s6BCXmi+wDQBeVp5pWne3vI5/erXKkqTVEQj43325R2XkcO7vgyPPpL2O1oOO0qKJ0X9VSSJEnSDjH8liRJGkYiHusNrUfS1RVS39LWr1qltTck39SQZc2GRu5ZU022vWvAfUEAc0tS+YC8rG9rfH7ZwM9FSb9VUwS2rocVS2HD43DUZ+HYr0Pc/y9KkiRp6vG7WEmSpJ0UiwXMLUkxtyTFQYvKh70mDEMaWzu6t8b7tsh7KlbWbW7h4Vc205jtGHJveWHBkEB8wBZ5WZryQnvINYZeuhuu+yR0dcCZ1+YPt5QkSZKmKMNvSZKkcRQEAeVFBZQXFbDv/NIRr2tp68iH4v3qVXoC8k0NWZ7d2EjdMAd1pgtizC9Lj1C1Usj8sjSVpSni9pBrNF1d8Id/hf/7DlQdAGf+BubsFfVUkiRJ0pti+C1JkjQJFCUT7FVZwl6VJSNeM/igzk39AvLqxmx3D3l2SA95PBZQWZIaEIzPK0szvzzF/LLC3s3ywmR8vN+mJqOWerj+U/DSanjrX8GJ/w7JkQ+MlSRJkqYKw29JkqQpYnsO6uzfQ76pX//4psZ8QP5SbRP3v1RHJjdyzcq88jTzy1LdVSuFzC9P5cPysjSzi5PWrEwnbzwGK5ZBU3U+9D7snHwpvSRJkjQNGH5LkiRNI9vTQw7QnOvoC8aHCcmf29hI7TA1K8lEjHndwXhPIN63SZ7/uqosRSrhFvmkFobw2FVw+xehZB6cewcsOizqqSRJkqQxZfgtSZI0AxWntq9mpTaTywfigwLyTQ1Znn6jgbvXVJNt7xpy7+ziZHc4nuoLx3u3yvMfFUUe1hmJtha47VJ48r9h7w/AKT+HotlRTyVJkiSNOcNvSZIkDasgHmNhRSELR6lZCcOQxtbuLfL+IXm/x0+90UBdU9uQe1OJ2KBQPNW7Qd7zvFvkY2zzy7BiKVQ/A+/7B3jv30MsFvVUkiRJ0rgw/JYkSdJOC4KA8qICyosK2Hd+6YjXtXV0UZPJV6psasj11qv0bJL/+fWt3NWQJdcx+hb5vLKBFSs9j2e5Rb5ta26FGy+EWBw+sQr2+UDUE0mSJEnjyvBbkiRJ4y6ZiLF4VhGLZxWNeE0YhjS0tncH47kd2iJPxmNU9XSRl6eZV5oecFBnT0ieLpiBW+SdHfDbb8D9P4KFh8IZv4aKXaOeSpIkSRp3ht+SJEmaFIIgoKIoSUVRkv3mj3xdW0cXtU05NjX0bY9XZ/oC8mc3NPLbhhpa2zuH3FteWMC8soGheD4s7+smn1uSIh6bJlvkmWq47jx49V44/Dz44HcgkYp6KkmSJGlCGH5LkiRpSkkmYiyqKGTRNrrIM7mO3kC8ujFHdb+qlerGLC9WN1HblKOzKxxwbzwWUFmS6g3J8x8DK1fmlaYpK0xM7qqV1x6ElWdDtgE+diUc8ldRTyRJkiRNKMNvSZIkTTtBEFCWLqAsXcA+80buIu/sCtnclOsNyPtXrFQ3ZnltcwsPr62nobV9yL3pgli/cLyvk7yqd6s8//WEV62EITx0Bdz1VZi1Gyy5HuYdOLEzSJIkSZOA4bckSZJmrHgsoKo7sB5Ntr2Tmsa+gzp7t8i7u8lHO7Czf9XKvH7BeFW/6pW5JUkS8dibf0PZRrj5M/DsTbDfiXDyFZAuf/OvK0mSJE1Bht+SJEnSNqQL4uw6p4hd54x+YGdjtmNAvUpNJtevlzzHi9V1w1atxAKYWzK0ZmV+WZqqfsH5rKKCkatWatbA8iVQ/woc989w1CUwmWtZJEmSpHFm+C1JkiSNgSAIKC8soLywgLdsq2qlOUd1Q3cw3pilpl/tyutbWnh83Rbqm9uG3JuMx/qF4SmqSvMd5Ic1rubQP/0TYbKEto9fT+E+x0zuPnJJkiRpAhh+S5IkSRMoHguoKk1TVZrmYEauJMl15KtWajLdwXhDlupMlpruwzuf35ThgRc28fnOq3lH4i4e6dqXi5s/S+2vmilK3jlka7yqdOhm+YT3kUuSJEkTyPBbkiRJmoRSiTi7zC5il9kjVK00vA4rlsEbj7L1bRfQdeClfKW5s7t2Jde7Uf7Euq1UNw7fR16WTvSF4z1BeWm/gzvL01SWpEgmxqCPXJIkSZpght+SJEnSVPPy7+C686CjDU7/NRUHnswRo1wehiGNrR1UZwZ2kffUrVRnsjz8SjPVjVk6BvWRA8wuTvbbHO8Lx+f12yYfs0M7JUmSpDFi+C1JkiRNFV1dcN/34bffgsr94MzfwNx9tnlbEASUFxVQXjR6H3lXV8iWlrbeQLy6X1Be3V3B8tymRmozOQZn5EH3oZ39Q/Kq0oE1K1WlKeaUpIjH7COXJEnS+DP8liRJkqaC1i1w/QXw4p1w8BnwkR9CsnhMf4tYLGBOST6gPoCyEa/r7ArZ3JTLh+SN2QFBeU9Y/ufXG9jcnCMcFJLHAqjsqVYp7a5bKe0LyHt+bU5xkpghuSRJkt4Ew29JkiRpstvwJ1ixBBo3woe/D4efl1+1jkg8FlDVXX0y2qGd7Z1d1PULyWsyOWoa+6pXXt/SwhPrtrC5uW3IvYlYQGVpfpO8asAmef7rng3z2UWG5JIkSRqe4bckSZI0mT1+Ddz2d1BcCefeAYsPj3qi7VYQj7GgvJAF5YWjXtfW0UVtU08Peb5epadqpboxy/r6Fh59tZ4tLe1D7u0Nybs7yPs2ydNU9tsqn2VILkmSNOMYfkuSJEmTUXtrPvT+07Ww5/vh1F9C8ZyopxoXyUSMRRWFLKoYPSTPtndS212tkj+ss6eTPB+Yv7q5mUderWfrCCF5zxZ5VWlfB3n/kLyqLOUmuSRJ0jRi+C1JkiRNNvVr8zUnm56CY76Y/4jFo54qcumCOLvMLmKX2UWjXtcXkncf1NmYpTqT690qf3VzMw+vraehdfRN8nw43q9upTsgryq1k1ySJGkqMPyWJEmSJpPnb88fbBkE8Ncr4S3HRz3RlLMzIXlNv17ynk3ydZtHr1uZW5IPxysHheP9H88pThE3JJckSYqE4bckSZI0GXR1wu++Bfd+HxYcAmdcA7N2j3qqaW17Q/Jcx8C6lXxA3h2Ydx/c+fi6LdQPc3BnPBYwpzjZW7NS1fu5r2plXll+kzwRj43XW5UkSZqRDL8lSZKkqDXVwnXnwdrfw6HL4EPfg4J01FOpWyoRZ/GsIhbPGj0k7zm4s6b7sM7aTL+gPJNjQ0OWJ1/fyubmNsJw4L1BAHOKe7bG+zrJK3sP8uz+ujRFgSG5JEnSdjH8liRJkqK0/hFYsQxa6+GkH8Pbz4p6Iu2k7T24s72zi7qmng7yvnC8Z6u8JpPl6Q2NbG7K0TVMSD67KEllv4C8ql8veWVp33OphD3xkiRpZjP8liRJkqIQhvDIz+DOf4DyxXDealjw1qin0gQoiMdYUF7IgvLRQ/KOzi42N7cN6COvyQwMyp/flKG2KUfn4JQcqCgqyAfhpUMrV6r6heRFSX8slCRJ05Pf5UiSJEkTLdcEt3wWnr4O3vIh+NhPobAi6qk0ySTiMeaVpZlXluZgyke8rrMrpL65bWAw3r1VXpPJV7CsrWumJpOlvXNoSF6aSlDZXbdSNejwzv4b5iWpBEHg4Z2SJGnqMPyWJEmSJlLtC7D8LNj8Ihz7NTj6byBmh7N2XjwWUNndB37gKNeFYcjWlnaqMwPD8fzj/Oc/rd9KTSZLtr1ryP2FBfHurfF8OD5c9UpVaYqKogJDckmSNCkYfkuSJEkT5enr4eZLIJGGJTfAnu+LeiLNIEEQMKs4yaziJPvNH/m6MAzJ5DqG3SDv2Sxfs7GR37+QoynXMeT+ZDzWG8YPV7PSs1U+pzhFPGZILkmSxo/htyRJkjTeOtth9dfhoR/D4nfC6VdD+aKop5KGFQQBZekCytIF7F1VOuq1LW0dwwTkWWq7n3t1czOPvFrP1pb2IffGAphbMigcL01RWdb3uKosTWVJimTC/zpCkiTtOMNvSZIkaTw1boSVZ8P6h+CdF8Dx34REMuqppDFRlEyw+9wEu88tHvW6XEcntZmezfEctb395D2heZan3mhgc1OOYc7uZFZRwYAe8iGb5B7eKUmShuF3BpIkSdJ4WXsvrDoH2lrg1F/CwadFPZEUiVQizuJZRSyeVTTqdR2dXd2Hd/bvI89R3dgdlmdyvFzTRG1TbtjDO4uT8fy2eGlfN3n/nvKex+WF9pJLkjQTGH5LkiRJYy0M4f4fwT2XwZy9YdmtULVf1FNJk14iHqOqLE1VWRooH/G6nsM7B4fkNd0b5bWNOZ5+o4GaTA0tbZ1D7k8mYlT2Vq70bY9XDtomn1NiL7kkSVOZ4bckSZI0lrINcONF8NytcMDJcNLlkBq9N1nSjul/eOe+80f/89XUc3hn9+Z4bWZgL/naumYeXjtyL/mcklRfMD5og7yngqWyNEW6ID5eb1eSJO0kw29JkiRprGx6GlYsga3r4ITvwBEXgtUKUqRKUglKKkvYs7Jk1OuG9JI35ajtF5rXZLI8u6GRuhF6ycvSib4+8kHheE8neWVJmrLChJUrkiRNEMNvSZIkaSw8+T9wy+chXZ6vOdntyKgnkrQDtreXvLMr7O4lz/Zuktdmcr3b5bWZHE+s20pNJku2vWuY3yfWu0U+3OGdPb9m5YokSW+e4bckSZL0ZnTk4I4vwaO/gt3fA6f9Ckqqop5K0jiJxwIqu4PrA0e5LgxDMrmO/BZ5T9XKoOqVV2qbeeiVehpah69cmV2c6rc1PjQg73lcmLRyRZKk4Rh+S5IkSTtr6zpYsQw2PA5Hfx7+4qsQ91tsSfle8rJ0AWXpAvau2v7Kld7PjVlqm3K9h3k+tzFDbVOOzmE6V0pTCSp7A/L0kI7ynscVRQVWrkiSZhS/M5ckSZJ2xkt3w3XnQ1cnnPmfsP+JUU8kaYra3sqVrq6Q+pa2ft3kfQF5T/3KU69vpSaTo6Wtc8j9BfGAypIUlWXp3k3ygZ/zwfnckhTJRGy83q4kSRPG8FuSJEnaEV1d8Ifvwf99F+YdCGdcA3P2inoqSTNALBYwtyQfTu+/YPRrm3MdvQH5gI3y7sqV17e08MS6LWxubhv2/llFBQO2xkfaLC9JeYCnJGnyMvyWJEmStldLPVz/yfzW9yEfhw//AJKjb2pKUhSKUwn2SCXYY27xqNe1d3ZR19RzaOfAgLwnMF9b10xtJkdb59ADPAsL4r0d6FVDPveF57OLkyTibpNLkiaW4bckSZK0Pd54PN/v3bQJTvwhHHY2uO0oaYoriMdYUF7IgvLCUa8Lw5CG1vYhG+T9v36xpokHXt486gGe2wrJK0tTFKeMKiRJY8O/USRJkqTRhCE8djXc/gUomQfn3gGLDot6KkmaUEEQUFGUpKIoyT7zSke9NtveSV3T8Ad49nz9QnWG2kyOjmEO8CxOxgeE4v0/+gfms4uTxGP+S0hJ0sgMvyVJkqSRtLXAbX8LT/4X7HUsnPoLKJod9VSSNKmlC7b/AM+tre19G+SNub4DPJty1GayrNnUyB9ezJHJdgy5Px4LmFOcHHaLvP9zlaUpipLGH5I0E/lPf0mSJGk4m1+GFUuh+hk45ktwzBcgFo96KkmaNmKxgNnFSWYXJ9lv/ujXtrb1bJMPrFrpDcwzWZ7d2EhdUxudw2yTl6QSA7fIS1JU9TvEs7Ik//yc4iQxt8kladow/JYkSZIGe+42uOHT+bD7Eythn+OinkiSZrTCZJxdZhexy+xtb5PXt7QNCMh7+slrMjnqMjnWbGjkD5kcmdzI2+Q9wfhw9StVbpNL0pThP6klSZKkHp0d8Ltvwn3/DgveBmdcA7N2i3oqSdJ2isUC5pakmFuSYv8Fo1/b0tZBXaaN2qbswMqVnsM8m3KjbpMXJ+MDtsZH6iefU5yym1ySImL4LUmSJAE01cCqc+HVe+HQZfCh70FBOuqpJEnjpCiZYNc5CXads/3b5LX9D/HM9ATmo3eTxwKYU9J/k3xwSN63WV6SMqaRpLHkP1UlSZKkdQ/DymXQugVOugLe/omoJ5IkTRI7sk3of/NsAAAgAElEQVTe102eP7CzdkBInn/+heoMtZkcHcNskxcl40M6yYcLyecUJ0nEY+P0jiVp+jD8liRJ0swVhvDwlXDXP0L5LnD+3TD/4KinkiRNUTvSTb61tb2vYmWYrfLnN2W4L1NH4zDb5EEAc4qTzB10YOfQrfL8NnkQWLsiaWYy/JYkSdLMlGuCmy+BZ66Hff8STv4JFFZEPZUkaQaIxQJmFyeZXZxk3/mlo16bbe+/TZ4bcphnbVOOl6oz1DblaO8cuk2eLoj1bY6XDO0kr+zXTZ5MuE0uaXox/JYkSdLMU/s8LF8Cm1+ED/wTHPU5iPkDvyRp8kkXxFk8q4jFs0bfJg/DkIbW9oHBeP/N8qYcL9c28eArm2lobR/2NWYVFQytWSkZuk1eXljgNrmkKcHwW5IkSTPL09fDTZ+BgkJYciPseUzUE0mS9KYFQUBFUZKKoiRvmTf6Nnmuo5PNTW1DgvLapiw1jfmg/I+v1lOTydHW0TXk/oJ40C8UTw8IxwdXsKQL4uP1liVpmwy/JUmSNDN0tsNdX4WHfwKL3wln/BrKFkY9lSRJEy6ViLOwopCFFYWjXheGIZlcRz4Q794erx1UufLG1lb+tH4rm5tzhENbVyhNJ4bdIK8c1Fc+uzhJPOY2uaSxZfgtSZKk6a9xI6w8G9Y/BO/6NBz3z5BIRj2VJEmTWhAElKULKEsXsHdVyajXdnR2Ud/cvU0+OCTv/nj6jQZqMzma2zqH3B8LYE5JauRe8n7Pe4inpO1l+C1JkqTpbe0fYNW50NYCp/4SDj4t6okkSZp2EvEYVWVpqsrS27y2OddBXdPADfLB2+XPb8pQ15Sjo2v7D/EcHJLPLfEQT2mmM/yWJEnS9BSGcP+P4J7LYM7esOxWqNov6qkkSZrxilMJilMJdptTPOp1XV0hW1raqGtq6+0kH1y78kpdEw+v3cyWlm0f4jk0KE9TVZZ/vqLIQzyl6cjwW5IkSdNPtgFuvAieuxUOOBlOuhxSox/+JUmSJpdYLGBOSYo5JSn2nT/63+NtHV1DtskHB+WPrdtCbSZHtn34QzznlowUkg/8uihpnCZNFf5plSRJ0vSy6WlYsQS2roMTvgNHXAhuckmSNK0lE7HtPsSzKddBTSZH3Qgh+abGLE+90UBdU45hWlcoTsYHVKsMG5iXpphTbO2KFDXDb0mSJE0fT/4P3PJ5SJfna052OzLqiSRJ0iQSBAGl6QJK0wXsVTn6IZ6d3bUrNY25vq3yQWH5izVN3P9SHY3ZjmFfY1u1Kz2PKwoLiMX8l/XSWDP8liRJ0tTXkYM7vgSP/gp2f0/+YMvSeVFPJUmSprB4LF+FMrcktc1rs+2d1DXlejfKh+spf2zdFmoac+Q6htauJGL9aldG2CTvea44ZZwnbS//tEiSJGlq27oeViyFDY/D0Z+Dv/gaxP02V5IkTZx0QZzFs4pYPKto1Ot6aldqM91B+TC1K9WNWZ7Z0EBdUxudw/SuFPXUrpQMql4ZFJrPLbF2RfKnAkmSJE1dL90D150PXR1w5rWw/0einkiSJGlE/WtX9txG7UpXd+1KbVNuYPVKv/qVl2qaePCVzWxtaR/2NSqKCqgsGRSQDxOSzy5OErd2RdOQ4bckSZKmnq4uuPff4HffhqoD4MzfwJy9op5KkiRpzMRiAXNKUswpSbHf/NGvzXV0srmnaiUzfEf5k69vpaYxR2t759DfK4A5JcP1kg+tXylNJQg8TFxThOG3JEmSppaWerj+U/DSanjrmXDiDyE5+n9iLEmSNJ2lEnEWVhSysKJwm9c2d9euDN4o7x+Yv1CdoTaTo2OY2pVkIjZkc3xgWJ7sPcyzMBkfj7crbTfDb0mSJE0dG56A5UuhaRN8+Adw+Lng5pEkSdJ2K04lKE4l2H1u8ajXdXWFNLS2U9uUP8RzSEd5U4719S08sW4Lm5vbCIfm5JSkEr2h+NzS5DCb5WnmliaZW5KiIG4/ucae4bckSZImvzCEx6+B//17KK6Ec+6AxYdFPZUkSdK0FYsFzCpOMqs4yVvmlY56bUdnF/XNbdT0q1oZfJjnc5sy3JepozHbMexrzCoqGLhNPsJ2+eyiJDH7ybWdDL8lSZI0ubW3wm1/B3+6Fvb6CzjlF1A8J+qpJEmS1C0Rj1FVlqaqLL3Na7Ptnf2qVtqoyWSpy7RR25Ttfe6JdVupyWTJtncNuT8eC5hdnNyu6pWyQvvJZzrDb0mSJE1e9a/AiqWw6Sk45ov5j5jdkZIkSVNVuiDO4llFLJ41+pktYRjS3NY5YHu8NpOlrudgz6b8dvkL1RnqmnK0dw7TTx6PdYfjyaFBeUmKuf0O9SxOGZNOR/6vKkmSpMnp+dvh+gvynd5/vRLecnzUE0mSJGmCBEFASSpBSSrBHtvoJw/D7n7yfn3kvQF5po3aphxvbM3yp/UN1DfnGOYcTwoL4gO2x+f2O7izf4A+tyRFusBljKnC8FuSJEmTS1cn/O5bcO/3YcEhcMY1MGv3qKeSJEnSJBUEARVFSSqKkuyzjX7yzq6Q+uZ+2+ODDvOsa8rxcm0TD63NsbWlfdjXKEsnBmyND61d6e4nL056kGfEDL8lSZI0eTTXwapzYe3v4dCl8KF/hYJtd0dKkiRJ2yMeC3rD6W1p6+hic/PAAzzrmtqoaeyuX2nK8eyGRmozOTK54Q/ynF2c7KtdKekLyucO6iyfXZwk7kGeY87wW5IkSZPD+j/CymX5APyjl8OhS6KeSJIkSTNYMhFjQXkhC8oLt3lttr1zQOVKT1je//Fj67ZQm8kNe5BnLIDZxakhNSuVJUM3yssLCzzIczsZfkuSJClaYQiP/Bzu/AcoWwjnr87XnUiSJElTRLogzi6zi9hl9vYf5DlcQN7z+aXqDHVNbbR1Dg3KC+IBu84u4p6/fd84vZvpw/BbkiRJ0Wlrhls+B0+thH1OgFOuhMJZUU8lSZIkjYsdPcizsbWD2qYstd0Hd9Z1b5d3DXdqp4Yw/JYkSVI06l6E5Uug7nn4i6/Cuy+FmAcCSZIkSZAPysuLCigvKmDvqqinmZoMvyVJkjTxnr0JbrwYEkk463rY6/1RTyRJkiRpmjH8liRJ0sTp7IC7vw4PXg6LDoMzroHyxVFPJUmSJGkaMvyWJEnSxMhUw6pz4LX74R2fhBO+BYlU1FNJkiRJmqYMvyVJkjT+XnsAVp4N2UY45efw1jOinkiSJEnSNGf4LUmSpPEThvDgj2H112DW7rDkBph3YNRTSZIkSZoBDL8lSZI0PnIZuOni/OGW+50IJ18B6fKop5IkSZI0Qxh+S5IkaezVPAfLz4L6l+G4b8BRn4UgiHoqSZIkSTOI4bckSZLG1lOr4ObPQrIYlt4Me7wn6okkSZIkzUCG35IkSRobHW2w+qvw8E9hlyPg9KuhbEHUU0mSJEmaoQy/JUmS9OY1vAErz4bXH4EjLspXncQLop5KkiRJ0gxm+C1JkqQ355Xfw6pzob0VTrsKDjol6okkSZIkyfBbkiRJOykM4f4fwj3fgDl7w5nXQuW+UU8lSZIkSYDhtyRJknZGtgFuuBCevw0O/Bh89P9BqjTqqSRJkiSpl+G3JEmSdsymp2HFEti6Dk74DhxxIQRB1FNJkiRJ0gCG35IkSdp+T/4P3PJ5SJfDslthtyOjnkiSJEmShmX4LUmSpG3ryMEdX4JHfwW7vRtO+xWUzot6KkmSJEkakeG3JEmSRrd1PaxcBm88Bkd9Fo79OsT9NlKSJEnS5OZPLZIkSRrZS/fAdedDZzuc8Rs44KNRTyRJkiRJ28XwW5IkSUN1dcG934fffQuq9s8H33P3jnoqSZIkSdpuht+SJEkaqHULXH8BvHgnHHw6fORHkCyOeipJkiRJ2iGG35IkSeqz8UlYvgQaN8Bf/hu843wIgqinkiRJkqQdZvgtSZKkvCeuhVsvheK5cM7tsMs7op5IkiRJknaa4bckSdJM156F2/8eHr8G9jgGTvtVPgCXJEmSpCnM8FuSJGkm2/IqrFiarzt5z9/B+/8BYvGop5IkSZKkN83wW5IkaaZ6cTVcdz6EIXz8f2DfD0U9kSRJkiSNGcNvSZKkmaarE37/L/D778G8g+DMa2D2nlFPJUmSJEljyvBbkiRpJmmpz297v3wPvO0T8OHvQ0Fh1FNJkiRJ0pgz/JYkSZop3ngMViyDpmr4yI/g0GUQBFFPJUmSJEnjwvBbkiRpugtDeOxquP0LUDIfzr0TFh0a9VSSJEmSNK4MvyVJkqaz9la49VJ48r9gr2Ph1F9A0eyop5IkSZKkcWf4LUmSNF3VvwLLl0L103DMl+CYL0AsHvVUkiRJkjQhDL8lSZKmo+dvh+svyHd6f2Il7HNc1BNJkiRJ0oQy/JYkSZpOujrhd9+Ce78PC94GZ1wDs3aLeipJkiRJmnCG35IkSdNFcx2sOhfW/h4OXQYf+h4UpKOeSpIkSZIiYfgtSZI0Hbz+KKxYCi2b4aQfw9vPinoiSZIkSYqU4bckSdJUFobwx1/AHV+GsoVw3l2w4JCop5IkSZKkyBl+S5IkTVVtzXDr38Cfl8M+J8ApV0LhrKinkiRJkqRJwfBbkiRpKqp7CVYsgZo18P6vwHv+FmKxqKeSJEmSpEnD8FuSJGmqWXMr3HghxBJw1nWw97FRTyRJkiRJk47htyRJ0lTR2QG//Qbc/yNYeCiccQ1U7BL1VJIkSZI0KRl+S5IkTQVNNbDqXHj1Xjj8XPjgdyGRinoqSZIkSZq0DL8lSZImu3UPw8pl0LoFTv4pvO3jUU8kSZIkSZOe4bckSdJkFYbw8JVw1z9C+S5w/t0w/+Cop5IkSZKkKcHwW5IkaTLKNcEtn4OnV8G+fwkn/wQKK6KeSpIkSZKmDMNvSZKkyab2BVixBOpegGO/Bkf/DcRiUU8lSZIkSVOK4bckSdJk8uxNcONF+cMsl9wAe74v6okkSZIkaUoy/JYkSZoMOjvg7q/Dg5fDosPhjF9D+eKop5IkSZKkKcvwW5IkKWqZalh1Drx2P7zjfDjh2/nNb0mSJEnSTjP8liRJitJrD8LKsyHbAB/7GRxyZtQTSZIkSdK0YPgtSZIUhTCEh34Cq78KFbvCkuth3oFRTyVJkiRJ04bhtyRJ0kTLZeDmS+CZG2C/E+HkKyBdHvVUkiRJkjStGH5LkiRNpNrnYfkS2PwifOCf4OjPQxBEPZUkSZIkTTuG35IkSRPlmRvhposhkYYlN8Kex0Q9kSRJkiRNW4bfkiRJ462zHe7+J3jwclj8Tjjj11C2MOqpJEmSJGlaM/yWJEkaT5lNsPIcWPcAvPMCOP6bkEhGPZUkSZIkTXuG35IkSePltQdg5dn5Ay5P+QW89fSoJ5IkSZKkGcPwW5IkaayFITz4Y1j9NZi1e77fe94BUU8lSZIkSTOK4bckSdJYymXgps/AszfC/h+Bk66AdFnUU0mSJEnSjGP4LUmSNFZqn4flZ8Hml+C4b8BRn4UgiHoqSZIkSZqRDL8lSZLGwtPX5ze+k0Ww9GbY4z1RTyRJkiRJM1psvF44CIKLgiBYGwRBNgiCx4IgGPUnwCAIjum+LhsEwStBEHx6R18zCIL/C4IgHPTxP2P93iRJknp1tsMdX4ZV58D8g+CCew2+JUmSJGkSGJfwOwiCM4EfAd8G3g48ANweBMGuI1y/B/C/3de9HfgO8P+CIDh1J17zKmBBv48Lxu6dSZIk9dO4Ea4+ER66At51IZx9G5QtiHoqSZIkSRLjt/l9KXB1GIY/D8NwTRiGlwAbgQtHuP7TwIYwDC/pvv7nwK+Bv9uJ12wJw3BTv4+GsX1rkiRJwKv3wZXvhU1Pwam/hA99F+IFUU8lSZIkSeo25uF3EARJ4DDgrkG/dBdw1Ai3HTnM9XcChwdBULCDr/lXQRDUBUHwTBAE/xYEQekOvwlJkqSRhCHc/x/w649Cuhw+eQ8cfFrUU0mSJEmSBhmPAy/nAnGgetDz1cAHRrhnPnD3MNcnul8v2M7X/C/gNWADcCD5+pS3AscP95sGQfAp4FMAu+46bCOLJElSn2wj3HQxrLkZ9v8onPRjSJdFPZUkSZIkaRjjEX5HJgzDn/X78qkgCF4BHg6C4NAwDB8f4fqfARx++OHhBI0pSZKmopo1sHwJ1L8Cx38TjvwMBEHUU0mSJEmSRjAe4Xcd0AnMG/T8PGDTCPdsGuH6ju7XC3biNQEe7b5vH2BI+C1JkrRdnloFN18CyRJYdgvsfnTUE0mSJEmStmHMO7/DMGwDHgOOG/RLxwEPjHDbgyNc/2gYhu07+ZoAB5OvS9m4HaNLkiQN1NEGt38RrjsP5r8VLviDwbckSZIkTRHjVXvyA+A3QRA8AtwPfBpYCPwUIAiCawDCMFzaff1Pgc8EQfBD4ErgaOBs4OM78Jp7AZ8A/pf8tvgBwPeBJ7qvlyRJ2n6NG2Dl2bD+YTjiIjjuGxAviHoqSZIkSdJ2GpfwOwzD5UEQzAG+AiwAngb+MgzD17ov2XXQ9WuDIPhL4N+BC8kfWPnZMAyv24HXbAOOBT4HlADrgduAy8Iw7ByP9ylJkqaptffCqnOgrQVOuwoOOiXqiSRJkiRJO2jcDrwMw/AK4IoRfu19wzz3e+DQN/Ga64FjdnhQSZKkHmEID/wH3H0ZzNkLlt0KVftFPZUkSZIkaSeMW/gtSZI0pWQb4aaLYM0tcMBJcNKPIVUa9VSSJEmSpJ1k+C1JklSzBpafBfVr4fhvwZEXQxBEPZUkSZIk6U0w/JYkSTPbU6vg5ksgWQLLboHdj456IkmSJEnSGDD8liRJM1NHG9z1FXjkStj1SDj9aiidH/VUkiRJkqQxYvgtSZJmnsYNsPJsWP8wHHExHHcZxAuinkqSJEmSNIYMvyVJ0syy9g+w6lxoa4HTroKDTol6IkmSJEnSODD8liRJM0MYwv0/gnsugzl7w7JboWq/qKeSJEmSJI0Tw29JkjT9ZRvhpotgzS1wwElw0o8hVRr1VJIkSZKkcWT4LUmSpreaNbD8LKhfC8d/C468GIIg6qkkSZIkSePM8FuSJE1fT62Cmy+BZAksuwV2PzrqiSRJkiRJE8TwW5IkTT8dbbD6q/DwT2HXI/MHW5YtiHoqSZIkSdIEMvyWJEnTS+MGWHk2rH8YjrgIjvsGxAuinkqSJEmSNMEMvyVJ0vSx9l5YdQ60teS3vQ86JeqJJEmSJEkRMfyWJElTXxjCA/8Bd18Gs/eEZbdC1X5RTyVJkiRJipDhtyRJmtqyjXDTRbDmFtj/o3DSjyFdFvVUkiRJkqSIGX5LkqSpq2YNLD8L6tfC8d+EIz8DQRD1VJIkSZKkScDwW5IkTU1PrYKbL4FkCSy7GXZ/d9QTSZIkSZImEcNvSZI0tXS0weqvwsM/hV2OgNOvhrIFUU8lSZIkSZpkDL8lSdLU0bgRVp4N6x+Cd10Ix/8zxAuinkqSJEmSNAkZfkuSpKnh1ftg5TnQ1gyn/hIOPi3qiSRJkiRJk5jhtyRJmtzCEB68HFZ/HWbvke/3rto/6qkkSZIkSZOc4bckSZq8chm46WJ49ibY/yNw0hWQLot6KkmSJEnSFGD4LUmSJqea52D5WVD/Mhz3z3DUJRAEUU8lSZIkSZoiDL8lSdLk8/T1cNNnIFkES2+GPd4T9USSJEmSpCnG8FuSJE0ene2w+mvw0BWwy7vg9KuhbGHUU0mSJEmSpiDDb0mSNDlkNsHKs2Hdg/CuT+erThLJqKeSJEmSJE1Rht+SJCl6rz2QD75zGTj1l3DwaVFPJEmSJEma4gy/JUlSdMIwX3Fy11dh1u6w5EaYd0DUU0mSJEmSpgHDb0mSFI1cBm6+BJ65AfY7EU6+AtLlUU8lSZIkSZomDL8lSdLEq30Blp8Fm1+ED1wGR38OgiDqqSRJkiRJ04jhtyRJmljP3Ag3XQyJdL7mZM9jop5IkiRJkjQNGX5LkqSJ0dkBd38dHrwcFr8DTv81lC+KeipJkiRJ0jRl+C1JksZfphpWnQuv3Qfv+CSc8G1IJKOeSpIkSZI0jRl+S5Kk8bXuIVixDLIN8LGfwSFnRj2RJEmSJGkGMPyWJEnjIwzh4Svhrn+Eil3hrOtg/kFRTyVJkiRJmiEMvyVJ0thra4abPwtPr4J9PwwnXwGFFVFPJUmSJEmaQQy/JUnS2Kp7CZafBXXPw7Ffg6P/BmKxqKeSJEmSJM0wht+SJGnsrLkFbrgwf5jlWdfDXu+PeiJJkiRJ0gxl+C1Jkt68zg747T/D/T+ERYfBGddA+eKop5IkSZIkzWCG35Ik6c1pqoVV58Cr98Lh58IHvwuJVNRTSZIkSZJmOMNvSZK089b/EVYshdZ6OPkn8La/jnoiSZIkSZIAw29JkrQzwhD++Au448tQthDOWw0L3hr1VJIkSZIk9TL8liRJO6atBW79PPx5OexzApxyJRTOinoqSZIkSZIGMPyWJEnbb/PL+ZqT6mfg/V+B9/wtxGJRTyVJkiRJ0hCG35Ikafs8fztcf0E+7D5rFez9gagnkiRJkiRpRIbfkiRpdF2d8Ltvw73/BgsOgTN+A7N2i3oqSZIkSZJGZfgtSZJG1rwZrjsPXvkdHLoUPvSvUJCOeipJkiRJkrbJ8FuSJA3vjcdgxTJoqoGP/AcctizqiSRJkiRJ2m6G35IkaaAwhMeuhtu/ACXz4bw7YeHbo55KkiRJkqQdYvgtSZL6tLfCbX8Hf7oW9joWTv0FFM2OeipJkiRJknaY4bckScrb8iosXwKb/gzv/QK870sQi0c9lSRJkiRJO8XwW5IkwYur4brzgRA+vhz2/WDUE0mSJEmS9KYYfkuSNJN1dcEfvgf/912YdxCceQ3M3jPqqSRJkiRJetMMvyVJmqla6uGGC+DFu+CQj8OHfwDJoqinkiRJkiRpTBh+S5I0E218Mt/v3bgBPvx9OPw8CIKop5IkSZIkacwYfkuSNNM88Z9w26VQNAfOvQMWHx71RJIkSZIkjTnDb0mSZoqOHNz+RXjsKtjjvXDqr6CkMuqpJEmSJEkaF4bfkiTNBFvXw4qlsOFxePffwPu/AnG/DZAkSZIkTV/+1CtJ0nT38u/guvOgow3OvBb2/0jUE0mSJEmSNO4MvyVJmq66uuD+f4fffhPm7psPvufuHfVUkiRJkiRNCMNvSZKmo2wD3HAhPH8bHHQqfOQ/IFUS9VSSJEmSJE0Yw29Jkqab6mdh+Sdg6zr44HfhXZ+GIIh6KkmSJEmSJpThtyRJ08lTq+DmSyBVCstugd2OinoiSZIkSZIiYfgtSdJ00NEGq78KD/8Udj0STr8aSudHPZUkSZIkSZEx/JYkaapr3Agrz4b1D8ERF8Nxl0G8IOqpJEmSJEmKlOG3JElT2av354PvtmY47Vf5wy0lSZIkSZLhtyRJU1IYwoM/htVfg9l7wLKboWr/qKeSJEmSJGnSMPyWJGmqyWXgps/AszfCfifCyT+BdFnUU0mSJEmSNKkYfkuSNJXUvgDLz4LNL8IHLoOjPwdBEPVUkiRJkiRNOobfkiRNER+MPQI//xQk0rDkRtjzmKhHkiRJkiRp0jL8liRpsuvs4EuJ/+LTiVuh8jA44xooXxz1VJIkSZIkTWqxqAeQJEmjaKqB35zMpxO3cm3HsXDO7QbfkiRJkiRtBze/JUmarNb/EVYshdZ6/rbt01zX9V7OSqSinkqSJEmSpCnBzW9JkiabMIRHfg5XfQjiBXDeaq7rem/UU0mSJEmSNKW4+S1J0mTS1gK3XQpP/jfsczyc8jMonAWsj3oySZIkSZKmFMNvSZImi/pXYPlSqH4a3vdleO8XIOZ/pCVJkiRJ0s4w/JYkaTJ44U64/pP5x3+9At5yfLTzSJIkSZI0xRl+S5IUpa5O+P2/5D/mHwxn/AZm7xH1VJIkSZIkTXmG35IkRaWlPr/t/dLdcMhfw4k/gILCqKeSJEmSJGlaMPyWJCkKG5+E5WdB40Y48d/hsHMgCKKeSpIkSZKkacPwW5KkifbEf8Jtl0LRHDj3Dlh8eNQTSZIkSZI07Rh+S5I0UTpycPsX4bGrYPf3wGlXQUll1FNJkiRJkjQtGX5LkjQRGl6HFUvhjcfg6M/BX3wN4v41LEmSJEnSePGnbkmSxtsrv4dV5+Q3v8+4Bg44KeqJJEmSJEma9gy/JUkaL2EI9/8I7rkM5uwDZ14LlW+JeipJkiRJkmYEw29JksZDthFuugjW3AIHnAwnXQ6p0qinkiRJkiRpxjD8liRprNU8B8vPgvpX4PhvwZEXQxBEPZUkSZIkSTOK4bckSWPpmRvgxoshWQTLbobd3x31RJIkSZIkzUiG35IkjYXODrj76/Dg5bD4nXDGr6FsYdRTSZIkSZI0Yxl+S5L0ZjXVwMpz4LX74B2fhBO+DYlk1FNJkiRJkjSjGX5LkvRmrP8jrFgCrVvhY1fCIX8V9USSJEmSJAnDb0mSdk4Ywh9/AXd8GcoXwfmrYf7BUU8lSZIkSZK6GX5LkrSj2lrgtkvhyf+GfU6AU66EwllRTyVJkiRJkvr5/+zdd7hlZWH2/+8aulIsRMCCiibWiApGo1GJxm4UG6gUUQR7YuLPqK9JjDExatRoNJGoiQ2VAWkCoth7A1/1NWJDxIqKiKICArN+f+xDQgjIADOzzt7n87mufc2c3eZ+Zu3nlPs8+1nKbwC4Is48tVbvUz/8Uu32f+puz6xVq6ZOBQAAAFyC8hsA1tbXTqgjHj/7+6MPrd+597R5AAAAgMuk/AaAy7NmTX34xbPL9reuPd5S17rx1KkAAACA30D5DQC/yTk/rSMOrK+fUDs/qh7w8tr0alOnAgAAAC6H8hsALssPvliH7lM/+1494GW16/41DFOnAgAAANaC8hsALs0XDqlj/rS2uFY99vi6wR2mTgQAAABcAcpvALi4C35d73lOffb1daO71sP/o7a8ztSpAKL3JFMAACAASURBVAAAgCtI+Q0AF/n59+vQx9R3P1N3flrd829qI18qAQAAYB75iR4Aqr71sTpsvzr/nHrEm+pWu0+dCAAAALgKlN8ArGzjWJ/8l3rvX9e1dqr9jqvfutnUqQAAAICrSPkNwMr2jsfWfx5Zt/jjevC/1uZbT50IAAAAWAeU3wCsbF8+uv7o+XWXP61hmDoNAAAAsI4ovwFYeU4+5r//vs+RtdNuUyUBAAAA1hPlNwArx5oL6wMvqI/9039ft9NuU6UBAAAA1qNVUwcAgA3ilz+pgx86K7532W/qNAAAAMB6pvwGYPF976R67d3rtE/Wg15df/zKqRMBAAAA65ltTwBYbCe9qd71/9WW29f+76nr3m7qRAAAAMAGoPwGYDGdf24d/8z63Jtrpz+sh/17Xf3aU6cCAAAANhDlNwCL56zv1KH71Pf/b931GfWHz61VG02dCgAAANiAlN8ALJZTPljveFytuaAe+ba6+QOmTgQAAABMQPkNwGIYx/rYP9UHXlDb3qz2PLi2venUqQAAAICJKL8BmH/n/ryOelJ95di61UPrQa+qzbacOhUAAAAwIeU3APPtR1+p1XvXmd+s+7yw7vTkGoapUwEAAAATU34DML/+88g66im16dXqMe+sG/3B1IkAAACAZUL5DcD8ufCCev/f1CdeVdf/vdrjTbX1dadOBQAAACwjym8A5ssvflzveGx966N1hwNmW51svOnUqQAAAIBlRvkNwPz47ol16L71q5/U7gfVbR81dSIAAABgmVJ+A7D8jWOd+B91/LNm25vs/97a4TZTpwIAAACWMeU3AMvb+efUcc+oz7+1bvpH9dDX1dWuNXUqAAAAYJlTfgOwfP30tDp0n/rBF+puf1G7PbtWbTR1KgAAAGAOKL8BWJ6+8f46fP9as6YedUjd7H5TJwIAAADmiPIbgOVlzZr62MvqA39f17lF7XlwXfsmU6cCAAAA5ozyG4Dl49yf1ZFPqq8eV7d+eD3on2vTq0+dCgAAAJhDym8AlocffrlW711nnVb3fVHd8Yk1DFOnAgAAAOaU8huA6X3p8Dr6qbXplvWYY+qGd546EQAAADDnlN8ATOfC8+u9z6tP/Uvd4I71iDfV1jtMnQoAAABYAMpvAKbxix/VYY+t0z5Wdzig7vPC2njTqVMBAAAAC0L5DcCG953P1qH71jln1kP+rXZ+5NSJAAAAgAWj/AZgwxnHOvHf6/hn19bXrf3fWzvcZupUAAAAwAJSfgOwYZx/Th375/WFt9VN71UPfW1d7VpTpwIAAAAWlPIbgPXvp6fV6r3r9C/W3Z9Vd392rVo1dSoAAABggSm/AVi/vvH+Onz/WrOmHnVI3ex+UycCAAAAVgDlNwDrx5o19bGX1Qf+vq5zi9rz4Lr2TaZOBQAAAKwQym8A1r1zf1ZHPqm+elzd+uH1oH+uTa8+dSoAAABgBVF+A7Bu/ejkOmSv+um36r4vqjs+sYZh6lQAAADACqP8BmDd+dIRdfRTZ6u8H3NM3eguUycCAAAAVijlNwBX3YUX1PueV598dV3/92qPN9fWO0ydCgAAAFjBlN8AXDW/+HG947H1rY/WHR5f9/mH2njTqVMBAAAAK5zyG4Ar77sn1up96pwza/eD6raPmjoRAAAAQKX8BuDKGMc66Q11/LNqq+1r/xNqh52nTgUAAADwX5TfAFwx559b73pG/d+D6yb3rIe9vq52ralTAQAAAPwPym8A1t5Z355tc/KDz9fdnlm7PadWbTR1KgAAAID/RfkNwNo55YP1jsfVmgvqkW+vm99/6kQAAAAAl0n5DcBvNo71sX+qD7ygtr1Z7XlwbXvTqVMBAAAA/EbKbwAu27k/r6OeVF85tm71kHrQq2uzLadOBQAAAHC5lN8AXLoff7VW710/OaXu/ff1+0+pYZg6FQAAAMBaUX4D8L99+eg66sm18ea171F147tNnQgAAADgClF+A/DfLrxgtrf3x19R19ul9nhLbXO9qVMBAAAAXGHKbwBmfvmTesdj69QP1y6Prfu9uDbebOpUAAAAAFeK8huA+t7n6tB96xc/mp3U8vb7TJ0IAAAA4CpRfgOsdJ97Sx33jNryOvW4d9f1bj91IgAAAICrTPkNsFJdcF4d/6w66Q1147vXw99QV7/21KkAAAAA1gnlN8BK9LPvzbY5+d6JdZen1z3+qjbyJQEAAABYHJoOgJXm1I/OTmx5/jm1x5vrlg+eOhEAAADAOqf8BlgpxrE+9a91wl/VtXaq/Y6r37rZ1KkAAAAA1gvlN8BK8Otf1tFPrf88om7+wNr9NbX51lOnAgAAAFhvlN8Ai+4np9TqvevHX6l7Pq/+4M9qGKZOBQAAALBeKb8BFtlX311HHFirVtXeh9dN7jF1IgAAAIANQvkNsIjWrKkPv6g+/OLa/ja158F1zRtOnQoAAABgg1F+Ayyac346W+399RNq50fXA19em2wxdSoAAACADUr5DbBITv9Srd6rfva9esDLatf97e8NAAAArEjKb4BF8cXD6p1Pq823qf2Oqx3vOHUiAAAAgMkovwHm3YXn1wl/VZ9+Te1453rEG2ur7aZOBQAAADAp5TfAPDv7h3XYfvXtT9Qdn1j3/rvaaJOpUwEAAABMTvkNMK++85k6dN8656x66OvqNntMnQgAAABg2VB+A8ybcawT/6OOf1Ztc716/Htr+9+dOhUAAADAsrJqfT3xMAxPHobh1GEYzh2G4aRhGO56Ofe/+9L9zh2G4ZvDMDzxij7nMAybDcPwqmEYzhiG4ZfDMLxzGIbrr+uxAUzm/HPq6KfWcX9eO+1WB35I8Q0AAABwKdZL+T0Mw57VK6sXVrerPlEdPwzDjpdx/xtX71q63+2qf6heNQzDw67gc76ielj1qOqu1dbVscMwbLROBwgwhbO+Xf9x3/r8wXW3v6hHr64trjl1KgAAAIBlaX2t/P7z6o3jOL5uHMeTx3F8WvWD6kmXcf8nVt8fx/FpS/d/XfWm6v9b2+cchmGbav/qmeM4vnccx89V+1S3qf5ofQwSYIM55YP1b3evM79Zjzqk7vHcWuX3egAAAACXZZ2X38MwbFrtUp1wiZtOqO58GQ/7/Uu5/3uqXYdh2GQtn3OXapOL32ccx+9UJ/+GfxdgeRvH+tgr6uCH1pbbzbY5udn9pk4FAAAAsOytj5Xf21YbVT+8xPU/rLa/jMdsfxn333jp+dbmObevLqzOuAL/LsDydd7Zdei+9b7n1S0fXI9/X137JlOnAgAAAJgLG08dYErDMBxYHVi1446Xuh05wDTO+Hodslf95Bt177+r339qDcPUqQAAAADmxvoov89otgJ7u0tcv111+mU85vTLuP8FS883rMVznt5sdfi21Y8vcZ+PXto/Oo7ja6vXVu26667jZWQD2LBOPraOfGJtvGnte1Td+G5TJ1pMf/OzqRNcId960QOmjgAAAABzZZ1vezKO46+rk6p7XeKme1WfuIyHffIy7n/iOI7nr+VznlSdf/H7DMNw/eoWv+HfBVg+1lxY739Brd6rtv3tesJHFN8AAAAAV9L62vbk5dVbhmH4TPXx6onVdauDqoZheHPVOI77Lt3/oOqpwzC8ovq36i7VftWj1vY5x3H82TAM/169ZBiGH1U/WXrMF6v3radxAqwbvzqzDn98nfL+ut0+df+X1iabT50KAAAAYG6tl/J7HMfVwzBcu/rLaofqS9X9x3E8bekuO17i/qcOw3D/6p+qJ1Xfr/5kHMfDr8BzVj292VYpq6stqvdX+47jeOF6GCbAuvGDL9bqvevn368HvqJ2fezUiQAAAADm3jCOtrqu2Z7fJ5544tQxgJXmC6vrmD+tLa5Ze7y5bnCHqRMBAAAALGvDMJw0juOul3e/9bXtCQC/yYXn1wl/WZ8+qG54l3rEG2vL60ydCgAAAGBhKL8BNrSzf1iH7Vff/kTd6Sl1r+fXRptMnQoAAABgoSi/ATak73ymVu9T5/6sHvbv9bsPnzoRAAAAwEJSfgNsCONYJ/57Hf/s2uZ6tffhtf2tp04FAAAAsLCU3wDr2/nn1HHPqM+/tW56r3rY62YnuAQAAABgvVF+A6xPZ317ts3JDz5fd/uL2u05tWrV1KkAAAAAFp7yG2B9OeWD9Y7H1ZoL6pFvr5vff+pEAAAAACuG8htgXRvH+sQ/1/v+prb9ndrz4Nr2t6dOBQAAALCiKL8B1qXzflFHP6W+fFTd8sH14H+pzbaaOhUAAADAiqP8BlhXzvhGrd6rzvha/dHz6y5/WsMwdSoAAACAFUn5DbAufOVddeQTatXGtfcRdZM/nDoRAAAAwIqm/Aa4KtasqQ+/qD784tph59rjLXXNG06dCgAAAGDFU34DXFnn/LSOOLC+fkLt/Oh64Mtrky2mTgUAAABAym+AK+eH/1mH7FU/+07d/6V1h8fb3xsAAABgGVF+A1xR/+8d9c6n1WZb1X7H1Y53mjoRAAAAAJeg/AZYWxdeUO97Xn3y1XWDO9Ueb6qttp86FQAAAACXQvkNsDZ+eUYdtl9966N1hwPqPi+sjTedOhUAAAAAl0H5DXB5vndSrd63fnVG7f6auu2jp04EAAAAwOVQfgP8Jp97Sx33jNpyu3rce+q6t506EQAAAABrQfkNcGkuOK+Of1ad9Ibaabd62H/U1a89dSoAAAAA1pLyG+CSfv79OnTf+u5n6y5Pr3v8VW3k0yUAAADAPNHmAFzcaZ+oQx9Tv/5lPeJNdavdp04EAAAAwJWg/AaoGsf6zGvrPf+nrnHDesw76zq3mDoVAAAAAFeS8hvg/HPqmKfXFw+p37lfPfTfavNtpk4FAAAAwFWg/AZWtp+eVqv3rtP/X+32f+puz6xVq6ZOBQAAAMBVpPwGVq5TPlDveFytWVOPXl2/c5+pEwEAAACwjii/gZVnHOvjr6j3/21te7N65Fvr2jeZOhUAAAAA65DyG1hZzju7jn5KffnoutVD6kGvrs22nDoVAAAAAOuY8htYOc74Rq3eq874Wt3rBXXnp9UwTJ0KAAAAgPVA+Q2sDF89vo44sFZtXPscWTvtNnUiAAAAANYj5Tew2NasqQ+/uD78otph59rz4LrGjlOnAgAAAGA9U34Di+ucs+rIJ9TX3l07P6oe+E+1yRZTpwIAAABgA1B+A4vpRyfXIXvVWafV/f6xfu8A+3sDAAAArCDKb2Dx/OdRddSTa9Or12OOqRveeepEAAAAAGxgym9gcay5sN7/t/XxV9T171B7vLm2vu7UqQAAAACYgPIbWAy/OrPe8bj65gdrl8fW/V5cG282dSoAAAAAJqL8BubfD75Qq/eus0+vB72qbr/v1IkAAAAAmJjyG5hvX1hdx/xJbXGteuy76/q7TJ0IAAAAgGVA+Q3MpwvPrxP+qj79mrrhXeoRb6wtrzN1KgAAAACWCeU3MH9+8aM6bL867eN1xyfVvV9QG20ydSoAAAAAlhHlNzBfvnvSbH/vc35aD3lt7bzn1IkAAAAAWIaU38D8+Nyb67hn1Fbb1/4n1A63mToRAAAAAMuU8htY/i44r45/Vp30htppt3r4G+pq15o6FQAAAADLmPIbWN5+/oM6dN/67mfqLk+ve/51rdpo6lQAAAAALHPKb2D5+vanZsX3eb+oR7yxbvWQqRMBAAAAMCeU38DyM4712dfXu59d19ix9jmqtrvl1KkAAAAAmCPKb2B5Of/c2UktP39w/fZ96qGvrS2uMXUqAAAAAOaM8htYPn723Vq9d33//9bdn1V3f3atWjV1KgAAAADmkPIbWB5O/Wgdtl9dcF498m118wdMnQgAAACAOab8BqY1jvXpg+o9z61r32RWfG/721OnAgAAAGDOKb+B6fz6V3XMn9b/O7Ru/sDa/TW1+dZTpwIAAABgASi/gWn89LRavVed/qW6x1/WHzzD/t4AAAAArDPKb2DDO+UD9Y7H1Zo19ehD63fuPXUiAAAAABaMZZbAhjOO9fFX1sEPq612qAM/qPgGAAAAYL2w8hvYMH79yzr6KfWfR9Ytd68H/0tttuXUqQAAAABYUMpvYP0785t1yN7145Prj55fd/nTGoapUwEAAACwwJTfwPr19ffW4ftXQ+31jrrpPadOBAAAAMAKoPwG1o9xrI++rD7wd7XdrWvPt9S1bjx1KgAAAABWCOU3sO6dd3Yd9aQ6+Zi69cPrQa+qTa82dSoAAAAAVhDlN7Bu/eSUOuTRdcbX6t5/X7//FPt7AwAAALDBKb+Bdeer764jDqxVG9U+R9VOd586EQAAAAArlPIbuOrWrKmP/GN96IW1/W3qkW+ta+w4dSoAAAAAVjDlN3DVnPvzOvKJ9dXj6jZ71h+/sjbZYupUAAAAAKxwym/gyvvx12b7e5/5zbrvi+uOT7C/NwAAAADLgvIbuHK+clwd8YTaeLPa9+i68V2nTgQAAAAA/0X5DVwxa9bUh19UH35x7XDb2vPgusYNpk4FAAAAAP+D8htYe+f+rI44sL727tr50fXAl9vfGwAAAIBlSfkNrJ0ff3W2v/dPv1X3+8f6vQPs7w0AAADAsqX8Bi7fycfWkU+YrfLe9511o7tMnQgAAAAAfiPlN3DZ1qypD/1DfeQldd3b155vqW2uP3UqAAAAALhcym/g0p1z1mx/76+/p267dz3gZbXJ5lOnAgAAAIC1ovwG/rcffWW2v/dZp9X9X1p3eLz9vQEAAACYK8pv4H/68jvrqCfVJlerxxxbN/z9qRMBAAAAwBWm/AZm1lxYH3xhffSldb1dao+31DbXmzoVAAAAAFwpym9gaX/vA+rrJ9Tt9q4HvLw23mzqVAAAAABwpSm/YaX70clL+3t/e3ZSy133t783AAAAAHNP+Q0rmf29AQAAAFhQym9Yif7H/t671p5vqa2vO3UqAAAAAFhnlN+w0vyP/b33mW11Yn9vAAAAABaM8htWkh99ZWl/79Ps7w0AAADAQlN+w0px8jF15BPt7w0AAADAiqD8hkW3Zk196IX1kX+s6+1Se7yltrne1KkAAAAAYL1SfsMiO+esOuLA+vp76nZ71/1fVptsPnUqAAAAAFjvlN+wqC6+v/f9X1p3eLz9vQEAAABYMZTfsIhOPraOfEJtskU95pi64Z2nTgQAAAAAG5TyGxbJmjX1oX+oj7ykrnv72vNg+3sDAAAAsCIpv2FRnPuz2f7eX3t33XavesDL7e8NAAAAwIql/IZF8OOvzfb3/ump9vcGAAAAgJTfMP++8q7Ziu+NN6t931k3usvUiQAAAABgcspvmFdr1tSHX1wfflFd93ZL+3tff+pUAAAAALAsKL9hHp378zryCfXVd9XOj64Hvrw22WLqVAAAAACwbCi/Yd6c8fXZ/t4/OaXu++K64xPs7w0AAAAAl6D8hnny1XfXEQfURpvUvkfXje86dSIAAAAAWJaU3zAP1qypj76sPvj3tf3v1iPfWtfYcepUAAAAALBsKb9huTvv7DryifWVY+s2e9Yfv9L+3gAAAABwOZTfsJz95JTZ/t5nfL3u88K605Pt7w0AAAAAa0H5DcvV199b79i/Vq2qfY6onXabOhEAAAAAzI1VUwcALmEcZ/t7v/URs329D/yQ4hsAAAAAriArv2E5Oe8XdfST68tH160eWg9+dW169alTAQAAAMDcUX7DcnHmqbP9vX/8lbrX39ad/8T+3gAAAABwJSm/YTk45QN12GNnf9/rHXXTe06bBwAAAADmnD2/YUrjWB//5zr4YbX1devADyq+AQAAAGAdsPIbpvLrX9Uxf1L/77C6xYNq99fUZltOnQoAAAAAFoLyG6Zw1rdn+3uf/qW6x1/VXZ9hf28AAAAAWIeU37ChnfqROmy/uvD8evTq+p37TJ0IAAAAABaOPb9hQxnH+tRB9ebd62rXrgM+oPgGAAAAgPXEym/YEM4/t479s/rC2+pm96+H/FttvvXUqQAAAABgYSm/YX372fdq9d71/c/V3Z9dd39WrfKmCwAAAABYn5TfsD59+1O1ep86/1e151vrFg+cOhEAAAAArAjKb1hfTvyPetdf1DVuUI85pq5z86kTAQAAAMCKofyGde2CX9fxz6yT3lg3vVc97PW1xTWmTgUAAAAAK4ryG9als39Yh+5b3/lU/cGf1T3+qlZtNHUqAAAAAFhxlN+wrnzvpDpk7zr3rHr4G+rWD506EQAAAACsWMpvWBc+/7Y65um11Xa1/wm1/e9OnQgAAAAAVjTlN1wVF55fJ/xlffqguvHd6uFvrKtfe+pUAAAAALDiKb/hyvrlT+qwx9S3Plp3enLd6wW1kSkFAAAAAMuBpg6ujB98sQ7Zq37xw9r9oLrto6ZOBAAAAABcjPIbrqgvHV5HPaW2uGY97vi63i5TJwIAAAAALkH5DWtrzYX1gRfUx/6pbnCn2uPNsxNcAgAAAADLjvIb1sY5Z9Xhj69vvLd2eWzd7yW18aZTpwIAAAAALoPyGy7Pj79ab39UnXVaPeDldYf9p04EAAAAAFwO5Tf8Jl89vg4/oDbZvB5zTN3wzlMnAgAAAADWgvIbLs041kdeWh/8+9rhNvXIt9U21586FQAAAACwlpTfcEnn/aKOelKd/M763T3qQf9cm2wxdSoAAAAA4ApQfsPFnXlqHbJX/fjkuvff1e8/tYZh6lQAAAAAwBWk/IaLfPNDddh+Na6pvd5RN73n1IkAAAAAgCtp1dQBYHLjWJ/813rLQ2vL7euADyq+AQAAAGDOWfnNynb+uXXsn9UX3lY3f2A95KDabKupUwEAAAAAV5Hym5Xr5z+o1XvV906q3Z5Td/uLWuXNEAAAAACwCJTfrEzf+Wyt3rvOO7v2PLhu8cdTJwIAAAAA1iHlNyvP/z14ttXJ1tetfY6s7W45dSIAAAAAYB1TfrNyXHh+nfCX9emDaqfd6uFvqKtda+pUAAAAAMB6oPxmZfjVmXXYY+rUj9SdnlL3+tvayMsfAAAAABaV9o/Fd/qX6pBH19mn1+4H1W0fNXUiAAAAAGA9U36z2L58dB35xNp8m3rs8XX9XaZOBAAAAABsAMpvFtOaNfWhf6iPvKSuf4fa8+DaavupUwEAAAAAG4jym8Vz3tl1xBPqq8fVbfeuB768Nt5s6lQAAAAAwAak/GaxnPnNevuj64yv1X1fXHd8Qg3D1KkAAAAAgA1M+c3iOOWDddh+s7/vc0TttNuEYQAAAACAKa2aOgBcZeNYn3pNHfyw2mqHOvCDim8AAAAAWOGs/Ga+XXBeHfvn9fmD6+YPrIccVJttNXUqAAAAAGBiym/m19mn1+q967ufrbs/q+7+7FrlzQwAAAAAgPKbefW9k+qQvevcs2qPN9ctHzx1IgAAAABgGVF+M3++sLre+bTaarva/721/a2nTgQAAAAALDPKb+bHmgvrfc+rT7yqbnTXesSb6urXnjoVAAAAALAMKb+ZD+ecVYfvX994X93h8XXfF9VGm0ydCgAAAABYppTfLH9nfKPe/sj66an1wFfUro+dOhEAAAAAsMwpv1nevvG+OuxxtdHGte8760Z3mToRAAAAADAHVk0dAC7VONYnXl1vfURd4wZ1wAcV3wAAAADAWrPym+Xn/HPr2D+rL7ytbvGg2v01tdmWU6cCAAAAAOaI8pvl5ezT65C96nsn1m7Pqbv9Ra3yBgUAAAAA4IpRfrN8fO+kWfF97s9qj7fULR80dSIAAAAAYE4pv1kevnhYvfOpdfXr1P4n1Pa/O3UiAAAAAGCOKb+Z1poL6/1/Wx9/Rd3wLrXHm+vq206dCgAAAACYc8pvpnPuz+uIA+pr765dHlv3e0ltvOnUqQAAAACABaD8Zhpnnlpvf2Sd8fW6/0vr9w6YOhEAAAAAsECU32x4p36kDt23xrH2OaJ22m3qRAAAAADAglk1dQBWmM++vt7ykNmJLQ/4gOIbAAAAAFgvrPxmw7jw/Hr3s2fl92/fux72+tp8m6lTAQAAAAALSvnN+verM2fbnHzro3XnP6k/+ptatdHUqQAAAACABab8Zv360Vfq7XvWz79fux9Ut33U1IkAAAAAgBVA+c3689V31+GPr02vVvu9q25wh6kTAQAAAAArhBNesu6NY338lfX2R9a1d6oDPqj4BgAAAAA2KCu/WbfOP7eOfXp94e11q4fUg/91tvIbAAAAAGADUn6z7vziR3XIXvXdz9QfPrfu9swahqlTAQAAAAArkPKbdeMHX6y3P6p+9ZN6xJvqVrtPnQgAAAAAWMGU31x1X35nHfmE2uKatf97aoedp04EAAAAAKxwTnjJlTeO9ZF/rEP3qevcsg74gOIbAAAAAFgWrPzmyjn/nDr6KfWlw+t396gHvao22XzqVAAAAAAA1XpY+T0Mw2bDMLxqGIYzhmH45TAM7xyG4fpr8bgnD8Nw6jAM5w7DcNIwDHe9os87DMN4KZcnrusxrng//0G94f71pSPqns+rh75W8Q0AAAAALCvrY9uTV1QPqx5V3bXaujp2GIaNLusBwzDsWb2yemF1u+oT1fHDMOx4JZ73gGqHi13etA7GxEW+97l63R/Wj79aj3xr3fXPaximTgUAAAAA8D+s0/J7GIZtqv2rZ47j+N5xHD9X7VPdpvqj3/DQP6/eOI7j68ZxPHkcx6dVP6iedCWe96xxHE+/2OWcdTnGFe1LR9Qb7lerNqn9T6ibP2DqRAAAAAAAl2pdr/zepdqkOuGiK8Zx/E51cnXnS3vAMAybLj3uhEvcdMLFHnNFnveVS1ujfHYYhicOw+CknlfVONaHXlTveGztcNvZiS23v/XUqQAAAAAALtO6PuHl9tWF1RmXuP6HS7ddmm2rjZbuc8nHXLSqe22f96+rD1a/qO5ZvWzp+f9urUfA/3TxE1vu/Oj641fUxptNnQoAAAAA4Ddaq/J7GIa/q557OXf7w6se56oZx/EFF/vwAueY2QAAIABJREFU80v7gT+3yyi/h2E4sDqwascdd7y0u6xsZ59ehzx6ts/3H/1N3eXp9vcGAAAAAObC2q78fkV18OXc59vVnZqt4t62+vHFbtuu+uhlPO6MZqu6t7vE9dtVpy/9/fQr8bxVn662HoZhu3EcL7myvHEcX1u9tmrXXXcdf8PzrDw/+GK9/ZF1zk9rz4PrFg+cOhEAAAAAwFpbq/J7HMcz+t9bjvwvwzCcVJ1f3at629J1169uUX3iMp7710uPu1d12MVuuld1+NLfr/DzLrltdW511uVl52JOPraOOKC2uGY97j21w22mTgQAAAAAcIWs0z2/x3H82TAM/169ZBiGH1U/qV5efbF630X3G4bhK9Wrx3F89dJVL6/eMgzDZ6qPV0+srlsdtLbPOwzDHzfb//uT1TnNtmH52+q14ziety7HubDGsT7+inrf8+t6t69Hvq22uqyt2gEAAAAAlq91fcLLqqdXF1Srqy2q91f7juN44cXuc7NmW5hUNY7j6mEYrl39ZbVD9aXq/uM4nnYFnvf86snNSvFV1TebnQDzX9b1ABfSBefVMU+vL7ytbvXQ2v1fa5Mtpk4FAAAAAHClDONoq+ua7fl94oknTh1jGr88o1bvXd/+ZO32nLr7s5zYEgAAAABYloZhOGkcx10v737rY+U38+RHJ9fb9qhf/Kge/h9164dNnQgAAAAA4CpTfq9ka9bUOx432/Jkv3fV9XeZOhEAAAAAwDqh/F7JVq2arfbebKva5vpTpwEAAAAAWGeU3yvddW4xdQIAAAAAgHVu1dQBAAAAAABgXVN+AwAAAACwcJTfAAAAAAAsHOU3AAAAAAALR/kNAAAAAMDCUX4DAAAAALBwlN8AAAAAACwc5TcAAAAAAAtH+Q0AAAAAwMJRfgMAAAAAsHCU3wAAAAAALBzlNwAAAAAAC0f5DQAAAADAwlF+AwAAAACwcJTfAAAAAAAsHOU3AAAAAAALR/kNAAAAAMDCUX4DAAAAALBwlN8AAAAAACwc5TcAAAAAAAtH+Q0AAAAAwMJRfgMAAAAAsHCU3wAAAAAALBzlNwAAAAAAC0f5DQAAAADAwlF+AwAAAACwcJTfAAAAAAAsHOU3AAAAAAALR/kNAAAAAMDCUX4DAAAAALBwlN8AAAAAACwc5TcAAAAAAAtH+Q0AAAAAwMJRfgMAAAAAsHCU3wAAAAAALBzlNwAAAAAAC0f5DQAAAADAwlF+AwAAAACwcJTfAAAAAAAsHOU3AAAAAAALR/kNAAAAAMDCUX4DAAAAALBwlN8AAAAAACwc5TcAAAAAAAtH+Q0AAAAAwMJRfgMAAAAAsHCU3wAAAAAALJxhHMepMywLwzD8uDpt6hyslW2rM6YOsZ4Y2/xa5PEZ23wytvlkbPNpkcdWiz0+Y5tPxjafjG1+LfL4jG0+GRtVNxzH8bcu707Kb+bOMAwnjuO469Q51gdjm1+LPD5jm0/GNp+MbT4t8thqscdnbPPJ2OaTsc2vRR6fsc0nY+OKsO0JAAAAAAALR/kNAAAAAMDCUX4zj147dYD1yNjm1yKPz9jmk7HNJ2ObT4s8tlrs8RnbfDK2+WRs82uRx2ds88nYWGv2/AYAAAAAYOFY+Q0AAAAAwMJRfgMAAAAAsHCU3wDA3BuGYZg6AwAAAMuL8pu5NyyZOsf6MgyDecqyYb6xXI1LJzFZtNenOQcbltckAMBi2XjqAHBlDcOw+TiO51abjOP466nzrEvDMFytOr/aeBzHc6bOsy4Nw3DT6lHVFtWp1RvHcTx/2lTrxjAMv1M9obpms7EdPI7jqdOmWjfMt/m0EufbOI7jMAzDOOdn9Dbn5tNKnHPTplo3Fvk1eXHDMKwax3HN1DnWJXNuPjlui2kRvv+6LMY2n4yNi1jZwFwahuFW1WHDMHyoev8wDA8YhmGbiWOtE8Mw3Lo6vvpE9Z/DMDx56RvEubd03E6sdqv+oHpl9a5hGO497ysbh2G4ZfXZ6ubV1aqnVwcPw3DAvK8iM9/m00qebxcV4JOGvArMufm0kufcpOGuokV+TVYNw7D1MAzXHIbhmgtYfJtzc8hxWxzDMGwzDMP1hmHYvmbvwpv3Y3iRYRi2HYbht5eOaYtUMi742LYbhuH2wzDc7aKfCabOtK4s8nHbEAb/X8ybpR9ITqwOqU6vdmq2cuBV1WvHcfzKhPGukmEYblydVL1t6c+bVY+pPlj96ziOH5sw3lUyDMPm1eHVaeM4PnnpG8AbVUdUv6z+cRzHoyaMeKUNw7Bp9abql+M4Pn7put+q/q26XvX26p/n8YdO820+mW/zOd/KnJsw3lVizs3nnFvk12TVMAy/W72x2qTasTqoOnocx09OmWtdMOfmds45bnN43C7N0ueX11fXqX5RnVwdOI7jWZMGWweGYbhNs68LWzZbMPqt6snVV8ZxvGDCaFfZChjbEdVQbdPs++hnVx8dx/FnU2a7qhb5uG0oC/fbR1aEfarPjuP4xHEc/2Ycx32bTfyHV09b+kFmXu1e/ec4jk8dx/EN4zg+u3pqs/LjGcMw/N608a68pbfvX6P63tJVq8Zx/GZ132qsnrm0EmTuLG1JcM1mb5luGIaNxnH8cfX46mvVntX9pkt4lZhvc8h8m9v5VubcXDLn5nbOLexrchiGHav3Vx+tnlk9v9nr8e+HYXjIlNnWBXNuPuec4zafx+2ShmG4YfXe6sPV06p/rW5VfXoYhl2mzHZVDcNwveq46pjq0dWBzbYLPqF68DAMm00Y7ypZ8LFt16z4PqR6YHXX6pTqNdXjh2G49oTxrpJFPm4bkvKbeXT1auNhZuOqcRxfV/1Vs28qHlFze8KiVdU1l95CNlSN43h49XfNVkXsPQzD1ebt7WRLx2rzZiuPblw1juMFwzBsMo7j6dVDm43vGdOlvHKGYdhkGIZNmq1WuX7VOI4XLo3tzGZvdxyalVfzyHwz35aNFTDfypwz55aRFTDnFvI1uWS3ZivDnjGO43vGcfynZsfrrOpZwzDcf8JsV4k5N59zznGbz+N2GW5X/aB64TiOx47j+JrqHs1W2h42DMPNam6/V/ntZivZ/2Ucx0+M4/jucRzvXH2q2btn7lFze4L1RR7bdZvNsbeN43jy0uXB1VHN5t0ew+zdGfNokY/bhjOOo4vLXF2a/Xb57OoGSx9verHb/qL6VXWTqXNeybHtUZ1b3fFSxrZf9etql6lzXoXxPbzZaojHXOy6zZf+fEizb5hu2tKWTMv5Um13iY/vWF1Y/X8Xu27TpT93qc6rbj917isxTvNtGWS9kuMz35ZB9isxVnNuGWS9kuMz55ZB9is4zj0X9TVZ7V19v7rRJa7//Warxw6/6PPMvF7Mufmbc47b/B63S4zzSdWZF/t446U/t6o+WZ04dcarMLZHVD+vtlz6ePOL3XZM9c2LXzdPl6W5t6hj2606s7rF0sdXu9htr2/2y5qdlj5e9p9bVspx25CXefxNHBxUfb46chiGbcdx/PXSKoKa7an2o2bf2C97wzDcbBiGu1z08TiOhzZ7S8vhwzBstzS2zZZue2Ozt+7cc5KwV9AwDDsOs5O0PX4YhusOw3C16sjqtdXfDcOwV/3X2x9r9sPnz6qzx6XP5MvVMAw7V58fhuG/fss6juOnq/9TvXgYhqfVf7398SLfaja+eWO+zQHzbWHmW5lz5tzEFnnODcOwahiGjS76eBzH1dV7WoDX5KX4brVZszLuv1ZgjrP9vg+q7l3dcrJ0V5A5N7dzznGbw+N2WS62svS46rxhGP6y/msF/0bjOJ5dPaG69jAMj58q5xV1iRWzxzd7h8xLa/baHP57W4m9qjXVczZswnXm3c1efwsxtku8s+DDzbZTenHVOI6/utjX88c3+6Xac5c+XtafWy7FQh23qSi/WdaWfnB++TAMhwzD8OxhGG4/juP51V8v3eXwYRiudbFvmGr2lpBfbfi0V8wwDLetPlfdfunji77oPq/6dvWZYRhuOI7jeUu3b95sbGdMEPcKGWYnZPhMs7cNv7TZWc+fX/1W9bfN9qf652EYnj4Mw1bDMGzV7Gzv57a0T95ytfSN7qeqN4/j+IH6H19A31S9sPqnYRhePAzDzYfZ/mMPafb59uwpMq8t8818W24Web6VOWfOLT+LPOeGYbhF9e/Vu4dheNkwDLsv3fSnzVZIz+1rsmYnnxuG4b4XfTyO44ea7X160DAMu47juOai4n8cx+OqL1f3mSTsFWTOze2cc9zm8LhdmuG/fwm/ydKfP232+eX+wzDsU7NtXpZuO6XZKtUbbNCQV9IwDDdvdk6VTZa+Vzmn2ev1LsMwPKdqHMfzlj5//qr6RrXtZIGvgGG2bdcmwzBsUTWO4y+ql1R3XYCx3ap6yTAMmw/DsGpp/j2nuu0wDP9S/zW2i7Y6OanZySKXvUU+bpOaeum5i8tlXZqtRjmrOrZ6a7PVbh+vnrJ0+wOqE6vTqj9utoLl76sfVjecOv/ljG3nZnvCvfRSbhuavS3uw0vjf2qzt66+qPpJy/zt7s1OYnNis0/Q11q67vnN3gJ3VLP9uK7VrNw5t9kKiC8uHbfbTZ1/LV6T51TPu9ix2rH6vf777X6bVY9p9k3h96qvNlt9tazf4mi+mW/L7bLI8+1i4zPnzLllc1nkOVfdfOn1trp6RbN3V3y++sel22/R7MSQc/eaXMq/c7OtFv566eNVS39uXR3drMC/W0tv9a42qj5U/fnU2ddibObcfM45x20Oj9tljPdWzbZW+FD1sWbfkwzN9jY/dum6Ay7xmOOq5170/zP1GH7D2HZutmr2GZe4/rrVq5e+Tjz/ErcdXr186f9gOY/t1s2+1/pss20xnro0ri2rVy3Nt3kd287NfkH23Etcf41m5ww4pfr3S9z21uqNzb7+LeexLexxm/oyeQAXl0u7NPut8puq11/suhtVr6u+0NI+av3/7Z13tFfVlcc/+wmCoIPdKIqIiopPEcXeu5kxozITe7DGFjUaR1GJmcQ2FqxjjYmFxBo1loyAvQ2OXRHMRFFR7CWxILG+nT/2vrzrj1d+7/Hg3nPf/qx1F++W31r7y7n7nnP33Wcfe5m5FvgAW0V7UgIDppV9kHdqTusu/mDbg+YB4kL+EPsz8P/AxLJrc7sHYAPY7WuO74cFdq4FFsu13/5YbbWBRdvejq5+bv+buWM3Ai94e051Lf/k5/pjGVXbAcsWbX872sLfwt9KtVXZ33L3Yfhc+Fxptir7HPaiey5wfe7YElhpgqnARX6sN3BegvfkWtjHprNaOb8E8AcsO+wsLDBwLhaUG1y0/XXoC5/TtHwu2i3ddmtB70rYR8HLgF8CY7Gg4/lYpukA1/8ilgm+P1ai7dOyP1+ANVt6dgLz+b8DsRIa04D7sQ81V2EzglYr2v52tK2A1b++yH3uDKzsxw3AGn4fn4ElWKSmrb12WxSrSf8ONqb+LXCda1u9aPu7a7uVYSvcgNhia23DpsJd6X9nmSrLABdiX8J2y127CrB0Nogq6wb0AC7wh9pufuwu7KvyVGxhpf8BNsv9Zhl/0PUr2v46NfbHXhwPzDTnzh0KTAFGFm1nJ7X9B/AANmB/CsuC2MXvv7HAa8C/F21nJ7WFv2mS/rZchf3tuKr6m+urlM9h2SY9u4HPLVthnzu2qj4H3AqMqzm2MHA0FrQZlTuezD0JrOh+dbLvzw+MxIJUhwNr5K49HrgPC9JNANYq2v46NYbPlcDWTmhbDst2rmK7HYdlZlau3VrQ+ivgnppjPwamYwHxfsCSwAFYWYkn/TkztGjb29E1GAvQ/9r3G/yZeQEWvB/mx/th6z6Md11/zD9Xy7p53/ZIzbF/Ax7HZgOtis1O2ColbTQHh6/LtdtoLKHkLmBHmmc+DQKuxD7+XkXJA99VbreybIUbEFtstRuWodPTH1a3A32xl+rsQbY8FjS4M/ebZKZ3YFlxl/vgYDoWCBjsutfAso1uSVFbzubbsS+ti2dtmjt3CzCxaBs7qEdyfx+JvSiPB5apue7u2g4rhQ17Wb4SuKOC/jbY/e2pqvgbFphpzO3fURV/c21Dc/s/dX+bUAV/ozkrpVfV+rictlWq1sdhU0375PZvq5DPLYhnKPr+EVXp47Csva387xOAh6kpYYIFbS7HAlnZrISGom3vgMZjsPrB2WyR8cCzWL39j1zzyNz1C2EZ7n2Ltr2DOu+sis+1oC3r56rgcw15/8EygqdUod1cW8/c/o+x4H7y7daO7jHYBxrhux8w9vFnzAk11/cCehdtdx269sbKnRyHBUkf9O0hrIzLN8DeLfyu57y2tZP6jgEmY8H7/HvsjlhCwkXA/Klpc/unu/3Dsezn+4GbsY/cTVgwvGfN75Lo16vabmXZCjcgttiyLd+h+v7m3vEcnTuWBQfW94dbKlkrtdpWxDID/gSsWnNuG9fWOK/sm0NtCwKL4C+NfmxxrNbWveQCBn7uIGyBmPnnpZ1dpc2Pj8Tq3WX3Y1bf78xUBrvYlLAhwCq+v777289y16Tqb4ti9QlX8/3+FfK3/ljt1juADf3Y4liWUer+Nps2P75P6v7m9q6NBaL6+n6V+ri1sXrJC/l+lfq4Riy4sX1OX1X6uNm0+fEq9HGrY1Oeb/P99bAg8bnUBH6xet9NwJZF290BfSu4pgWxwP5LWDbcHXjZCCz4Pw4LXC3ix1L42LQcFpjaG9jIjy2O1T5N3edm0+bHq+BzQ/y5fz/2cff7WMmd57CAYsrtltf2W2AnP74zMCLldqtD+xH+7FzO9+fPnTsOq32+UtF2dlLbkVg99jewZIT+mT7gHKyUxAo1vyn9M9Tt3BUrw7N+C+22L1a6Znii2nbHZhm8iyVYLJXzvWOAL6kpWZaQtsq2Wxm2BoKgBIjIYOAkEVk5O6aqDwGjgDEicogfa/LTM7ApkDPnta0dpRVtrwA/x77eveLXiZ/ujb3EvD+PTe0wIjIEy4B7APiLiBwqIn1U9UNgLyzbb7yIrJ6tVox9pf0UyyAoLa1o6wugqmOB8dn9qKrf+M+WBqaISEOuPUuHiDRiL5A3ApNF5BRVfRybEn22iBwKyfpbpu0GYJKInKyqbwEnkbi/OYOxbIAFgcNFZH33t92xAM49KfqbU6ttAwBVvQabcpukvwGIyFAs8P2kqn4uIuJ93AlYH3cYJOtzmbYnVPUz1/YKVofwIixglaTPeT/wCPZx6QVV/Qwg18etRtp93GzaYFYfl6zP+T35JHaPbSkiK6nqE8CBWLDjRBFZNPeTT7BSIKX3NwARWR2rRz5aVWdgQbnrsQDjL1R1mvvhNGysuTn2MQD1N+WyIiJrYlmXh2N1TU8XkaHuc3tiM0tS9bmWtK0Fs3xuQsI+tyqm7Svso2e2WOBo4DAsKeG+RNutVlt/4DwRGaOqt6nqram2W51chn3A+KOILK6qX4lIbz93ObZA6QaFWTcHqOqF2DoIbwOnqOpbqvqVn74QC6JuUPObsj9DBUBVb8ICw7eIyFLebr383NVYKbqt8r9NQNt8AKp6A3A2VgrkFFV9L+d7F2LrWWyR/23ZtWV4u91FhdqtVBQdfY8tNmwhjQ+wrJsLyC10AvTBXqCbsIHielgWwX9hQaylira/s9r8/Gxf6rBsgXspea1J7KX/A+zL+AjgVCyLcZPcNY3YAm2vYl9o78QGumsWbf+caqu5vrdf8z6eSV3WDXsB/hAbNAzBvpA3YQvW9AD+0/fPStDfWtO2gp9P1t9y9i6GZaccgE1rvwGvYYctevYoFsxKxt/a0TbUz+Wn2ibjb27vmlgwu3Zhnt7+7yjg20R9rjVtfdr4TRI+h40/7gIurtG7Pl46w585UxLs41rTtl5LPpWSzwFDsYWwTsWCas8DlwK9/Py+3i+MxbI2B/k9+RY1pQvKuLm+ma7rk9y9uBSwMT792bULsBH2IW1Q0bbXoW154E1//vUGtsQW9do8d02qPteats1auT4ln+sF/B64sMb+Z93XrsdKXj2GLRyYUru1pu0Z13Ztqu3Wit5VsNkxN2AJMWv78S2x8oGzykP58X5YiYYRRdveCW3r5s6tAyzgf2drsAxxbRvNa1s7oW0pYEBuP5uJkH0ofR1YPne+N/aBeP+ibe+EtnzppNWoKbGDzXh6FtihaNvr0LYCNnviEmxxy6z/bky93cq6FW5AbN17w2qd/gZbpOBg7IXlYr4bAG8AfoRNX30Hqxf6JjXTWcq21aktX8up0QdMn1DyRQuwDI4J+cGgHx9PzQJu/vdh2ID/F2UfDHZC2z9jgZwU7sklfOB6Xu6YuLaNgGE+aNgRy4J4NyF/a03bOCwgsHbNAGKNVPwtZ3ODDwKnYllFI3wQdBXwv8BYv+6IVPytHW1P5LTd4tftmIq/ub3f835rgu/Ph2WljMeC2z/3e3OnBH2uNW3jsA8wJ+Evzn4+mT7O7e2JZUav49om+D35CVaf9/DctYen5HNtaPsYCywekbs2GZ/DAvhfAKf5vmCZiVOABXPXbYdljL2HzUJ4peza3O6WAvuX0EbZCOB07CW6tIvl5mw9CKu5m68ZfSdwFLA/sHXueFL9XDva9qvRlozP5Wy+l+ZFV7MPTWdidb2fAg7zYz9Jqd3a0XYzFsjP6u0n8z7Qis4h3gf8CVvI831s/PUTP/8v3pavYyV6tgNO8+fo8kXb3wltjwDHtvGb0719lyza/na0rYaVnrkLWLaF88OxWcwfY2OVvbGEwo+oWQOjbFtr2mijfrf3j5Mo+cds7D30TWz89QCWZHeKnxNg3VTbrcxb4QbE1r03YAEfCO3h+zvTHCSurbE1ENgMq03Zv2jb51DbwBa0jcNewEpf4xULUj2BZ6zQvNDZRcDNuevmm9e2zSttuev7YAGs0g/isZqZo8nV5sMCVE3YS/R0bNXolbDA1mbAton4W1vannNt97qmpbHg48sp+FtOT5aNchNemxarqfkBVo/xoKJtnIva9vNjyfib2/s9bAGeZ4Fd/Dl/D/bCeA4WRP0DtgjdgMR8ri1tY1zbTVi21YDUfA5bCPE97AV/jNu/OjaV9ldYf55k9k2d2n7k1/YBTkzB57CXxSxIlT1TlsNqYY+uOb4E9mI9nJIHN9zedgP7fDewOgx7US59dm3O5oOxzOB1fH801offh33o/Qg4uGg754K2J1zb/n4uJZ8Tt/chLKiYBYf7u979gN8BDxdt61zUdn9q7daC1p5YstZvcscGAldg7wdZgH9V/7/4APtwOImSB/rb0fYM8POa6zemuXRGqccr2Dvro1gfntW/bikAvijW1/8ZS7CYmEC71aUtd/32WIwlhXYb4P5zJs1Z+rtiY5XG3HXJtVvZt8INiC02Zl94aAT24nUJzYv29CA35SWVrR1ty/uxBuxFdGBKGoHBub+zaTonAjfWXLdE7u8kFmTogLbSvzC3oC2/qNnu2MvXrt7BboZldZxWtJ1zSduTNH9VH5qSv9XovB6r6wo2u+SvWADkar67gFYS/tYBbRsXbV8nNS2NlVj4AgsOL5Y7NwILeuxetJ1zSdsHwG6+v2ZqPgdcB/w3tojgDrnjiwO/9vt1AZpfXpLxuTq03UAb5WtS2Hx8tYA/P+4DFvZjybRTTktbgf0Ta65dGluzZBJeOiqFDZsCPhEraXKL9+E7YUHIJbGA1CP+d1I+1wFtpS511Ya+jbDyXY9iZUJmAFf4uUbsI8yqNCeUJNFudWr7DF9gPeUNuJuaGa5Y7fYLsfHzbrlrV/HnTOlnlNSh7XFgLz/WH/sw9TQJfDQEdvC+fBiW3f4ebQSJXV8/Sl52rqPasLWCjsJKK5V6ZqGPQUZhCSML+zEBVsZmVcx236XUbmXfehAEBaOqn8OsRQyaVPVWX6xhLKAicj5wCDBQREYCM9WfBGWnA9oGYRniXxRnbcdQ1ZcARKRBVb/2w/Nj2VT4udHAEiIySlW/TKjdOqLt+MTa7bPc7mPYitHP+P7DIvIOFhhOjjq0vQsM84XAnp/3Fs4Zbrdi01D7ichF2DTb4VhgcQzwtYg8o6pfpOJv0CFtTwPJPEsAVPUdETkem954n6p+5M+WrE84FdgECzYmRZ3aNsU+HE4q1tpOcS5WqqAPliUG2IKXIvIeli39pTYvdpbMfUn72hqxxb6Sxdvl7yJyI/bSvJ6q3l2wWZ1CVZ/EAlCoqopIA7bGxR3A1iJyCVaSJ/PLnwFfqOrbRdncUVT1NRHZE3vur4aNm2/30++LyFvY4p0zUvO5OrVtgQVSk0NVJ/oi1UdiH0OPU9VL/PQgrI94R1W/9euTaDeoS9t0rGxZkvg7agPWRouJSF9gpvflb4vIOVgfsTdwo//spRTasAPadsMy2t/GEi8uU9WPirK7AzyFPeefBRCRrYH7gctF5BBVne7He6jqN6r6VoG2dpR6tYmqzhCRC4BrVPVvxZncPqraJCKPYYHvj/2YAi+LyDfYR6VJNb9Jqd1KTQS/g9Kgqt+K0aCqt4iIAldiX/4GYAtTfF6slZ2jDm3rpRRAzZO9gOT4BkBETsbr2apqki/QdWpLst0AVPV17Ctztjp4L2xmwgtF2tUVtKUthQF7S+TsfhnLGHgX+IGqvgq86gu8P5/iPVllbQD+knUG9uKcDX4Fy0T9EMsySpKKa3tKRL6PTXs/SEReVdUpfnpBrFRZD+CromzsLHVom4rVA/+2KBu7ClUdJyLjgKNE5P9U9dOibZpTWgvs+1hT/NmZHKo6DZgmIgcCG4pI79xzfymsX5ei7JsT6tA2jUS1gX2gEZGRLYyxNsWyNpMce0E1teUCot8C34rINdgMmYNU9TwsSatBVV8XkZOAx0RkLVV9ruzj6E5qW9sTZt4r0vb2yLSBfazGPmJnxyeLyJZYrejLRORgrL75ASIyVVXvKcrueugCbaUNfNdoexh42I9Lzp8UK9OT/WaH1ZJLAAAFQElEQVRn4BVVTf69vCxE8DsoFe786g+CW0XkEGxBpmGqOrlg8+aIKmvLMv2w4PAbInIstnrxcFV9rljr5owqa8vjmWQnAhtitbIrQwW1PYJN73tQVSdlAydVva1ow7qAymqrDbj5fXk0luXxQDFWdQ0V1/aIiGyBlTi5UkQmYy8n/wpsqqrJBb4zqqytBe7GFtpbGivBUAmqGNh3JmLrIhzlWdGNWI3lzVJNhMlRWW35oKiIrAEcCuyFaUv63qySNhEZDOwlIr9X1ZcBVPUhERkFjBGRv6vqZbkkoBlY3eGZBZlcN3OgbUZBJtdNS9py4+Rv/O8p3q8/CFyK9Xc/xGaclJY51DakKLvroR1tKiI9sLFXE7bAJSJyGlYeZcWi7K4iEfwOykqDiJwNbIMtWpB0cLiGymnLDSCagP2xqbebaHPJiWSpsrYMEfkhNpV4d2DbrGOuAlXUpqozReRiTXD6cHtUWVseEdkdm+K+K7C1ZwRWgipqU9WHRWQrbNr3BsBfsH6gCv13ZbXBd7Kqrgb2AL5u+xdJUrnAvqq+6FlvV2CzD94GNq9CBlyVtWWISC9s8fRFsA9pKZa9apHUtYnISliJucWAhUXkvFw/fSnQF7hERAZii1q/hvUPvfHSSmWlO2rLj5M9kCr+jNkWW5D8b8AGqvpKMZa3Txdom1qM5e1TjzYsxtCElej52mcj/BTT9vo8N7rCiFbzvTJIHLEaXfsCT1cpuxYqr204tmp9o6q+WLQ9XUnFtTUCv8QWGgxtQTCXEZE1gdOBUdpcaqISVFkb2GwgaLEsVvJUWRuAiPRR1dJnLtZLFtgXkX7ABGBPTbTcSWuIyKJYRtyX6vVRq0KVtcGsIHGP1LPZWyJVbWI1ry/A7ruJ2NoPVwNnZ0Fi7wf2As7yn32ClcL6gXr95TLS3bXVXN8Lm12yD7B+md9/Qtt3rn8GC4KvAWysqk/NM2O7CRH8DkpLTQ2kSlFxbX1TGwzWS8W19dTmxT0rRZW1BekiIvNrtcpKzKLK2oKgjFQtsB8EQdcjIgtgs1j/qqrX+wyEa7GA3BhVfS137UBsXaoFgMla8kX3urG22QKpIrIucBWwn9piyaUltM1KjOwHvIp9jBlWpZlAZSKC30EQBEEQBEEQBEEQBBWmNpFHREYAvwOuAc5S1Wleg3gZVX2jKDs7QzfWdqba4p0NQH9VnS4ii6hqaReAzBPaZD6sjNI6wJtVnDVZFqLmdxAEQRAEQRAEQRAEQYXJAnEecGtS1VtFRICxgIrI+cAhwEARGQnMTGW2cmjjEGCQiOyZSnAYQhu2eO5AYO+YwTV3iczvIAiCIAiCIAiCIAiCboIH4URVmzwj9UrgI6wkyLopr03VjbWtV+b65e3RjbUlfU+mQgS/gyAIgiAIgiAIgiAIuhm5xXPvxkovbK6qk4u2qysIbWkS2oK5QZQ9CYIgCIIgCIIgCIIg6H40iMjZwDbAWhULxIW2NAltQZfTULQBQRAEQRAEQRAEQRAEQSFMAdZW1UlFGzIXCG1pEtqCLiXKngRBEARBEARBEARBEHRDslIMRdsxNwhtaRLagq4mgt9BEARBEARBEARBEARBEARB5YiyJ0EQBEEQBEEQBEEQBEEQBEHliOB3EARBEARBEARBEARBEARBUDki+B0EQRAEQRAEQRAEQRAEQRBUjgh+B0EQBEEQBEEQBEEQBEEQBJUjgt9BEARBEARBEARBEARBEARB5YjgdxAEQRAEQRAEQRAEQRAEQVA5IvgdBEEQBEEQBEEQBEEQBEEQVI5/ABpv50pEec3EAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_diff_entropy_zones(current_dict, zones_diff_entropy_list, True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utilisation de la scène Salles de bain droite pour aperçu des tendances de l'entropy des SV" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_sdb_d\n", "interval = (0, 200)" ] }, { "cell_type": "code", "execution_count": 32, "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": 33, "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": 34, "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": 35, "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": 36, "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": 37, "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_minus_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": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_diff_entropy_zones(current_dict, zones_diff_entropy_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 7, 11 et 15 de la scène Salle de bain droite (ici normalisées)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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