{
 "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/\"\n",
    "images_folder = \"tmp_images\""
   ]
  },
  {
   "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": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_sv_entropy_zones(dict_data, zones_entropy_list, _norm=False, save=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",
    "    fig = plt.figure(figsize=(25, 20))\n",
    "    \n",
    "    sv_data = []\n",
    "    begin, end = interval\n",
    "    \n",
    "    # before plotting something, need to get min and max y value\n",
    "    min_v = 100000000\n",
    "    max_v = 0\n",
    "    \n",
    "    for id_zone, zone in enumerate(zones_indices):\n",
    "    \n",
    "        data = zones_entropy_list[id_zone]\n",
    "        \n",
    "        if _norm:\n",
    "            data = utils.normalize_arr(data)\n",
    "            \n",
    "        if min_v > min(data):\n",
    "            min_v = min(data)\n",
    "            \n",
    "        if max_v < max(data):\n",
    "            max_v = max(data)\n",
    "        \n",
    "    \n",
    "    for id_zone, zone in enumerate(zones_indices):\n",
    "    \n",
    "        data = zones_entropy_list[id_zone]\n",
    "        \n",
    "        if _norm:\n",
    "            data = utils.normalize_arr(data)\n",
    "                \n",
    "        plt.plot(data, \n",
    "                 color=colors[id_zone], \n",
    "                 label='Zone ' + str(zones_indices[id_zone]) + ' of ' + scene_name)\n",
    "        \n",
    "        i = 0\n",
    "        while image_indices[i] < zones_thresholds[id_zone]: \n",
    "            i = i + 1\n",
    "        \n",
    "        threshold_found = image_indices[i]\n",
    "        \n",
    "        plt.plot([i, i], [max_v, 0], 'k-', lw=2, color=colors[id_zone])\n",
    "\n",
    "    x_labels = [str(label) for label in image_indices if int(label) % 50 == 0]\n",
    "    \n",
    "    x = [i for i, v in enumerate(image_indices) if int(v) % 50 == 0 ]\n",
    "    \n",
    "    plt.xticks(x, x_labels, rotation=45)\n",
    "    plt.legend(fontsize=18)\n",
    "    plt.xticks(fontsize=18)\n",
    "    plt.yticks(fontsize=18)\n",
    "    \n",
    "    if save:\n",
    "        fig.savefig(os.path.join(images_folder,'temp.png'), dpi=fig.dpi, transparent=True)\n",
    "    else:\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, save=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], [0.05, 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.ylim(0.05, 0)\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_diff_entropy(entropy_list):\n",
    "    \n",
    "    diff_list = []\n",
    "    previous_value = 0\n",
    "    \n",
    "    for index, value in enumerate(entropy_list):\n",
    "        \n",
    "        if index == 0:\n",
    "            previous_value = value\n",
    "        else:\n",
    "            diff = previous_value - value\n",
    "            diff_list.append(diff)\n",
    "            previous_value = value\n",
    "        \n",
    "    return diff_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 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": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "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": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_sv_entropy_zones(current_dict, zones_entropy_list, False, True)"
   ]
  },
  {
   "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": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IzUrngTmrUlOXJEmSJEmSpF7DoFyHVnZ+7EDP+pdbHdYnK53Txwzg4VdX09gUT0t8SZIkSZIkSYqPQbkOvYqJbbZeATh3fDkbd+zh2Trbr0iSJEmSJElKHINyHXrltbBtVexAz1acNKqUguwM7p9dn6LCJEmSJEmSJPUGBuU69CpqY/c2dpVnZ6RzxtgBPPLaavY02n5FkiRJkiRJUmIYlOvQe+tAz9b7lAOcN76CrQ2NPP3muuTXJUmSJEmSJKlXMCjXoZedDyUjob7tPuXH15RQ2CeTB+asSkFhkiRJkiRJknoDg3J1DRW1cR3omZWRxlljB/LY62to2NuUgsIkSZIkSZIk9XQG5eoaKia2HOi5us2h502oYPvuRp56w/YrkiRJkiRJkjrPoFxdQ3nLgZ5xtF85Zngx/fOyeGBOfZKLkiRJkiRJktQbGJSraxg4DghxtV/JSE/j7HEDeWLeWnbuaUx+bZIkSZIkSZJ6NINydQ3Z+VA6Cupfjmv4ueMr2LW3iSfmrU1yYZIkSZIkSZJ6OoNydR3ltXG1XgE4cmgxZQXZtl+RJEmSJEmS1GkG5eo6Kmph+2rYuqrNoelpgfeOK+fvb6xjW8PeFBQnSZIkSZIkqacyKFfXUTExdo+jTznAeRPK2dPYzOPz1iSxKEmSJEmSJEk9nUG5uo6B4yCkxd1+ZWJlPwYV9eGB2W3vQJckSZIkSZKkgzEoV9eRlQclI+PeUZ6WFjhnfDnT3lzHlp22X5EkSZIkSZLUMQbl6lrKa6H+5biHnzu+nL1NEY+8tjqJRUmSJEmSJEnqyQzK1bVUTITta+I60BNg3KBCqopzuX9OfZILkyRJkiRJktRTGZSra6mojd3jbL8SQuDc8eU8W7eBDdt3J7EwSZIkSZIkST2VQbm6lrcO9GxP+5UKmpojHrb9iiRJkiRJkqQOMChX15KVByWjoD6+HeUAY8oLGF6axwOz42vXIkmSJEmSJEn7MyhX11NRG3frFYi1XzlvfAUvLN7A2m0NSSxMkiRJkiRJUk9kUK6up7y2XQd6Apw3oZzmCB6aa/sVSZIkSZIkSe1jUK6up2Ji7N6OPuU1ZQWMHljA/bPrk1SUJEmSJEmSpJ7KoFxdz74DPdvRfgXg3PHlzFi6ifrNu5JUmCRJkiRJkqSeyKBcXU9WbrsP9AQ4d3wFAA/O9VBPSZIkSZIkSfEzKFfXVDEx1noliuKeMrQkj8MH9eX+OQblkiRJkiRJkuJnUK6uqaIWdqyFbe0Lvc8dX8Hs5ZtZvnFnkgqTJEmSJEmS1NMYlKtrKq+N3dvZfuWcceUAPOCuckmSJEmSJElxMihX17TvQM/6l9s1rbI4l4lVRTwwpz5JhUmSJEmSJEnqaQzK1TVl5ULpaFjVvh3lEGu/8lr9Vhat256EwiRJkiRJkiT1NAbl6rrKa2OtV9pxoCfE2q+EYPsVSZIkSZIkSfExKFfXVTExdqDn1va1URlYmMORQ4ptvyJJkiRJkiQpLgbl6roqWg707Ej7lQnlLFizndfrtya4KEmSJEmSJEk9jUG5uq4Bh7cc6Nn+oPz8CRX0yUzn/55ZnITCJEmSJEmSJPUkBuXquvYd6Fk/q91Ti3KzuPDISu59ZSVrtjYkoThJkiRJkiRJPYVBubq24afAoqdgy8p2T/2344fR1Bxx67NLEl6WJEmSJEmSpJ7DoFxd2zGfhiiC53/e7qlV/XM5+/Bybnt+Kdt3NyahOEmSJEmSJEk9gUG5uraiKjj8gzDzVti1ud3TLz9hGFsbGrnrpeWJr02SJEmSJElSj2BQrq7v+Kthz3aY8Zt2T51Y1Y+jhhbzm+mLaWxqTkJxkiRJkiRJkro7g3J1fQPHQfVp8PwvYW/7D+a84sThrNy8i4deXZ2E4iRJkiRJkiR1dwbl6h6O/zzsWAtz/tTuqaeNLmN4SR63TFtEFEVJKE6SJEmSJElSd2ZQru5h2IlQXgvP3gTNTe2ampYWuPyE4cxduYUXFm9MUoGSJEmSJEmSuiuDcnUPIcR2lW9YCG882O7pH5g0iP55WfzvtEVJKE6SJEmSJElSd2ZQru5jzPnQbyhMvxHa2UIlJzOdjx07lCfmr2Xh2m3JqU+SJEmSJElSt2RQru4jPQOOvRJWzoBlz7V7+mXHDiE7I41fP704CcVJkiRJkiRJ6q4MytW91F4Cuf3hmZ+0e2pxXhYfnjyYqbNWsnZbQxKKkyRJkiRJktQdGZSre8nKhaM+BQsehrXz2j39E1OGs7e5mT88tzQJxUmSJEmSJEnqjgzK1f0cdQVk5sKzN7V76rCSPM48bAB/eH4pO/c0JqE4SZIkSZIkSd2NQbm6n9ximPQxmHMXbFnZ7umfPHE4m3fu5c8zViShOEmSJEmSJEndjUG5uqdjPgtRMzz/83ZPPWJIMZOqivj19EU0NUdJKE6SJEmSJElSd2JQru6p3xA4/AMw81bYtbnd0z954nCWb9zFI6+tTnxtkiRJkiRJkroVg3J1X8ddDXu2w4z/a/fUMw4byJD+ufxq2iKiyF3lkiRJkiRJUm9mUK7uq3w8VJ8KL/wS9ja0a2p6WuDyKcOYvXwzM5ZuSlKBkiRJkiRJkroDg3J1b8d/HravgTl3tnvqh46opF9uJrdMW5SEwiRJkiRJkiR1Fwbl6t6GnQTlE+DZn0Jzc7um9slK57JjhvD4vDXUrduepAIlSZIkSZIkdXUG5ereQojtKt+wEN54sN3TLzt2KJnpafxm+uIkFCdJkiRJkiSpOzAoV/c35gIoGgLP3AjtPJiztCCbD04axD0zV7B+++4kFShJkiRJkiSpKzMoV/eXngHHXQUrXoJlz7d7+iemDGd3YzN/eG5pEoqTJEmSJEmS1NUZlKtnqL0E+hTDMz9p99SasnxOH1PGH55fyq49TUkoTpIkSZIkSVJXZlCuniErF47+FCx4CNbOb/f0K04YzsYde7hn1ookFCdJkiRJkiSpKzMoV89x1CchMxee/Wn7pw4rZsLgQn4zfTFNze3rcy5JkiRJkiSpezMoV8+RWwwTL4M5d8GWle2aGkLgihOHs3j9Dh6ftyZJBUqSJEmSJEnqigzK1bMc+zmImuGFX7R76lljBzK4Xx/+d9qiJBQmSZIkSZIkqasyKFfP0m8IjH0/zLgVdm1u19SM9DQ+MWUYM5ZuYubSTcmpT5IkSZIkSVKXY1Cunuf4q2HPNpj523ZP/cjkSgr7ZPKfD85jb1NzEoqTJEmSJEmS1NUYlKvnKZ8Aw0+B538BjbvbNTUvO4PvXTCWGUs38d+PvJGkAiVJkiRJkiR1JQbl6pmmXAvb18ALv2r31AtqB3HZMUO4ZdoiHn51dRKKkyRJkiRJktSVGJSrZxp+Eow4E6b9N2xf1+7p3zp3DBMGF/LlP89myfodSShQkiRJkiRJUldhUK6e6z0/gL074cn/aPfU7Ix0fnbJJNLTA5+5bRYNe5uSUKAkSZIkSZKkrsCgXD1XyQg46pMw6/ewak67pw/ul8sNF9Yyb9VWvnPvq0koUJIkSZIkSVJXYFCunu2kr0BuMTz8dYiidk8/ZVQZV51aw10zVnDXS8uTUKAkSZIkSZKkQ82gXD1bn35wyjdh6XSYd1+Hlrjm9JEcX9Ofb9/7Kq/Vb0lwgZIkSZIkSZIONYNy9XyT/gXKxsKj34K9De2enp4W+MlFE+mXm8Vnb5vF1oa9SShSkiRJkiRJ0qFiUK6eLz0DzvpP2LwMnru5Q0uU5Gdz80cnsnLTLr5012yiDrRxkSRJkiRJktQ1GZSrdxh+Eow+F57+MWxd1aElJg8t5mtnj+bR19fw66cXJ7hASZIkSZIkSYeKQbl6jzP/A5r3whPf6/ASn5gyjLMPH8gPH57Pi4s3JrA4SZIkSZIkSYeKQbl6j+LhcMxnYPbtsHJmh5YIIfBfHxpPVXEuV94+i3Xbdie4SEmSJEmSJEmpZlCu3uWEL0FeGTz0Nehgn/GCnEx+cekktjbs5eo7XqaxqTnBRUqSJEmSJElKJYNy9S45feG078CKF2Hu3R1eZvTAvnz/feN4btEGbnh8QQILlCRJkiRJkpRqBuXqfWovgfIJ8Ph3Yc+ODi/zoSMGc/FRlfzs73U8MW9NAguUJEmSJEmSlEoG5ep90tLgrB/C1pXwzE87tdR3zxvL2Iq+XHvnKyzfuDNBBUqSJEmSJElKJYNy9U5DjoOx74dnfgJbVnR4mZzMdH5xyRFEwGdvm0XD3qbE1ShJkiRJkiQpJQzK1Xud8T0ggse+26llqvrn8uOP1DJ35Ra+98DrialNkiRJkiRJUsoYlKv3KqqC466CV++GZc93aqkzDhvAp04azu0vLOP+2fUJKlCSJEmSJElSKhiUq3ebci0UVMBDX4Xm5k4t9aUzRzGpqohvTJ3Lsg32K5ckSZIkSZK6C4Ny9W5ZeXD6dbDqFZh9R6eWykxP4ycXTSQEuOpPL7O3qXPBuyRJkiRJkqTUMCiXxn0YBk2GJ/4ddm/r1FKVxblc/8HxzF6+mf959I0EFShJkiRJkiQpmQzKpbQ0OPt62L4Gnv5xp5c7e1w5lxxdxa/+sYh/LFiXgAIlSZIkSZIkJZNBuQQweDKMvxCe+xlsWtLp5b597mGMGlDAF+58hbVbGzpfnyRJkiRJkqSkMSiX9jn9OkhLh0e/3emlcjLTufmjE9mxp5Ev3DWb5uao02tKkiRJkiRJSg6DcmmfvhUw5VqYdx8sntbp5UYMKODfzx/L9IXr+eW0ugQUKEmSJEmSJCkZDMql/R13FRRVwT2Xw8bFnV7uI5MrOXd8OT96dAEzl25KQIGSJEmSJEmSEs2gXNpfZh/46F3QtAd+fwFsXdWp5UII/OAD46goyuHqO15my869CSpUkiRJkiRJUqIYlEvvVjYGLrkHdqyHP34Adm7s1HJ9czK56eJJrNnawNemziGK7FcuSZIkSZIkdSUG5dKBDD4CLr4dNiyE2z8Cu7d3arnayiK+ctYoHnp1Nbe9sCxBRUqSJEmSJElKBINy6WCGnwwf+i2snAl3XgqNuzu13OVThnPiyFL+44HXmb96a0JKlCRJkiRJktR5BuVSa8acC+ffDIv+Hjvgs7mpw0ulpQV+/JEJ9O2TyZW3v8zOPY0JLFSSJEmSJElSRxmUS22ZeAm85z9h3n1w/+ehEz3GS/KzueEjtdSt28737n89gUVKkiRJkiRJ6iiDcikex34WTvwKvPwHePRbnQrLp4wo4bMnV/Onl5Zz/+z6BBYpSZIkSZIkqSMMyqV4nfINOPIKeO5mmP7jTi11zekjmVRVxDemzmXZhp0JKlCSJEmSJElSRxiUS/EKAc7+Lxj3YXjie/DSbzq8VGZ6Gj+5aCIhwFV/epk9jc0JLFSSJEmSJElSexiUS+2Rlgbv+wWMPAv+9kWYe3eHl6oszuX6D45n9vLN/OjRNxJYpCRJkiRJkqT2MCiX2is9Ez58Kww5Dv7yKVjwaIeXOntcOZceU8Wvpi1i6qwViatRkiRJkiRJUtwMyqWOyOwDF98BA8bCXR+Dpc91eKlvnXMYRw0r5gt3zea7975qGxZJkiRJkiQpxQzKpY7KKYRLp0LhYLj9Qlg1p2PLZKZz2+VH84kpw/jdc0u58JbnqN+8K8HFSpIkSZIkSToYg3KpM/JK4LK/QHYB/PEDsKGuQ8tkpqfx7XMP42cfncSC1ds496bpTH9zfYKLlSRJkiRJknQgBuVSZxVVwsf+ClEz/P4C2Li4w0udM76c+66aQv+8LC77vxe4+ck3aW6OElisJEmSJEmSpHeLKygPIaSFEK4NIcwPITSEEJaHEH4UQshL9PwQwkdCCL8NIcwOIewNIUQhhKEHWff8lrHzQwg7Qgj1IYTHQwhnHWT8kpb1DnSVxPMu0gGVjIjtLN+zHX77Xlj/ZoeXqi7N56+fO57zxlfwP48u4PLfz2DLzr0JLFaSJEmSJEnS/uLdUX4D8GPgdeAq4M/A1cD9IYR41mjP/M8CFwG7gLb6WNwCHA/cD3weuBEYBDwUQvjmQebMBy47wLUtjveQDq58AvzLA9C8NxaWr3m9w0vlZWfwk4tq+d4FY3n6zXWcc9PTvLpySwKLlSRJkiRJkrRPRlsDQghjiYXbU6Mo+uB+zxcDPyUWat+ewPkfA+qjKGoMIdwMjGqlvI9GUfTku77vZuBl4LshhJ9HUbTpXXPWRFH0x1bWlDpu4OHwrw/C78+HW8+J7TKvqO3QUiEEPnbsUMYNKuSzt83iA794lv+4YCwXHlmV4KIlSZIkSZKk3i2e3eAXA4HYbu39/S+wE7g0kfOjKFoWRVFjHHXx7pC85dlO4AEgk4OE7CGEjBBC33i+Q2q30pHw8QchKw9+dz4sf6lTy02s6scDV03h6GHFfPWeuXz5z7Np2NuUoGIlSZIkSZIkxROUHwk0Ay/u/zCKogbglZbPkzm/Iwa33Ncc4LOjiQX0W0IIm0MIvwshVCShBvVmxcPh4w9BbjH84X2w5JlOLdc/P5tbP34UV582gj/PXMH7f/4sSzfsSFCxkiRJkiRJUu8WT1BeAayPomj3AT5bCZSEELKSOL9dQggTgA8AT0dRtPhdH78G/D9iu9wvBv4EXAK8aFiuhCuqjIXlfSvgjx+Eun/6P0C0S3pa4AtnjOS3/3ok9Zt3ce5N03ns9QP9LkiSJEmSJElSe8QTlOcCBwq5ARr2G5Os+XELIZQCU4kdBHr5uz+PouicKIq+H0XRPVEU/SmKok8T64k+CPj3Ntb+ZAhhRghhxrp16xJRrnqDvuWxnuX9q+H2i+CNhzu95Cmjy3jgqikM7Z/HFb+fwQ8enGcrFkmSJEmSJKkT4gnKdwLZB/ksZ78xyZoflxBCMfAYsR3s74uiaEE886Iouh1YApzTxrhboiiaHEXR5NLS0s6Wq94kvxT+5X4YcBjceQm8fm+nl6wszuXPnz6Wjx5dxS3TFnHWjdN4ZuH6BBQrSZIkSZIk9T7xBOX1xNqjHCjsHkSsrcqeJM5vU0tI/jgwmlhI3t4eF0uAks7UILUqtxg+di8MOgL+/HGYc1enl8zJTOcH7x/HbZcfDcAlv36BL941m407OvWfkyRJkiRJktTrxBOUv9Qy7qj9H4YQcoBaYEaS57dqv5D8MOD9URQ90oFlajjwwZ9S4uQUwqVTYchxMPWTMOv3CVn2+JoSHr7mRD53SjX3vrKS0370FFNnrSCKooSsL0mSJEmSJPV08QTldwIRcM27nl9BrLf4bfsehBCqQwijOzq/vUII/Yi1WxkLfDCKoodaGVt8kOefAwYD93e0Dilu2flwyZ+h+lS47yp48X8TsmxOZjpffs9o/nb1CQwtyeMLd83mst+8yNINOxKyviRJkiRJktSTZbQ1IIqiuSGEnwFXhhCmAg8CY4CrgX8At+83/AlgCBA6OJ8QwonAiS1/nNxyvzKEsLllve/vN/wxYBJwB9AvhHDpu8p/NoqiRS0/fyyE8AngYWKtVjKAk4H3AXXAd9v6u5ASIrMPXHxHrAXLg1+Cvbvg+KsTsvSogQXc8+njuO2FpVz/8BucecM0rjl9JJefMIzM9Hh+LyZJkiRJkiT1Pm0G5S2uIRYuf5LYoZfrgZuA70RR1Jzg+afyz6H1F/f7ef+g/IiW+8Ut17t9HNgXlL/UsvaFQCmxMH8xcD3wwyiKNsfxHlJiZGTDR34HU6+Ax74NjQ1w4pchhLbntiEtLXDZsUM547CBXHffa1z/8HzufWUl//mBcUys6peA4iVJkiRJkqSeJdjHuP0mT54czZjRqdbqUkxTI9x3Jcy+A0aeBSd/HSpqE/oVj762mu/c+xprtjXwsWOG8KX3jKIgJzOh3yGp+xr6tb8BsOSH5xziSuJwXWHLfcuhrUOSJEmS1G2EEGZGUTS5rXH2YpAOpfQMuODncNp3YdlzcMtJcMdHYdXshH3FmWMH8tgXTuRfjh3K759fyhk/nsajr61O2PqSJEmSJElSd2dQLh1qaWlwC3CqCwAAIABJREFUwhfgmrlwyjdh6XT41YkJDcwLcjK57vyxTP3McRTlZvLJP8zkU3+YwdqtDQlZX5IkSZIkSerODMqlriKnEE76SiwwP/kbsKQlMP/TJbBqTkK+YmJVP+6/agpfPWs0T72xjjNvnMYDc+oTsrYkSZIkSZLUXRmUS11NTiGc/FW4Zk4sMF/8NPzqhIQF5pnpaXzm5Gr+dvUJDOmfx5W3v8yVt89i0449CShekiRJkiRJ6n4MyqWuqk/RfoH5198ZmK+e2+nla8ryuefTx/Ll94zikddWc+aN03hy/poEFC5JkiRJkiR1LwblUlfXpwhO/to7A/NfToE7L+10YJ6RnsbnTqnh3s9NoX9eFv926wy+cvdstjXsTVDxkiRJkiRJUtdnUC51F/sH5id9DRb9IxaY334RLHgUmps6vPRhFX2598rj+ezJ1dw9cwVn3fg0zy5cn8DiJUmSJEmSpK7LoFzqbvoUwSlfbwnMvworZ8DtH4Ybx8Pf/xM2L+/QstkZ6XzlrNHc/ZnjyMpI46O/foHr7nuNXXs6HsBLkiRJkiRJ3YFBudRd9ekHp3wDrn0dPvw7KB0J/7gebhwHt30Y5j0ATe1voTKpqh8PXn0C/3rcUG59dgnv/enTzFy6KQkvIEmSJEmSJHUNBuVSd5eRBWPfB5f9BT4/G078Uqx3+Z2XwA1j4fF/h42L27Vkn6x0rjt/LLdffjR7Gpv58C+f5fqH57O70d3lkiRJkiRJ6nkMyqWepN8QOPVbcM2rcPGfoGIiPHMj/LQWfnc+vHoPNO6Oe7njakp4+JoT+NARg/nFU3VccPMzvFa/JYkvIEmSJEmSJKWeQbnUE6VnwKiz4aN3xkLzU74Z21V+97/Bj8fAI9+EdQviWqogJ5P/+tAEfvMvk9mwYw8X3PwMP3xoPht37EnyS0iSJEmSJEmpYVAu9XSFg+Ckr8DnX4FL74Ehx8ELv4SfHQlTPwVbV8W1zGljBvDoNSdy3oQKfjWtjinXP8kPHpzH2m0NSX4BSZIkSZIkKbkMyqXeIi0dak6HC/8IX5gHU66F16bCTUfA9BviasnSLy+LGy6s5dFrTuTMwwbw66cXccL1f+e6+15j1ZZdKXgJSZIkSZIkKfEMyqXeKL8MTr8OPvcCDD8JHr8Ofn4MvPEQRFGb00cMKODGiyby5BdP5oLaCv74/FJO+q+n+MZf5rJ8485kVy9JkiRJkiQllEG51JsVD4eL74BLp0JaBtxxEdz2IVj/ZlzTh5bk8V8fmsDfv3QyH548mLtnrOCU/3mKL/95NovX70hy8ZIkSZIkSVJiGJRLgprT4DPPwnt+AMtfjO0uf+Sb0LAlrumVxbn8v/ePY9pXTuGyY4dw3+x6TvvRU3z+Ty/z5pptSS5ekiRJkiRJ6hyDckkx6Zlw7Ofgqlkw4WJ47mex/uUv/xGam+NaYmBhDt89byzTv3oqV5wwnMdeX8OZN07js7fN5PX6rUl+AUmSJEmSJKljDMolvVN+KVxwM1zxJPQbBvd+Dn59Gix/Ke4lSguy+fp7xzD9q6dy5Sk1PL1gPe/96dNc/ruXeH7RBqI4+qBLkiRJkiRJqWJQLunABk2CTzwK778FttbDb06Hv3watq2Oe4nivCy+eOYopn/tVL5wxkhmLt3ERbc8z7k3TeeemSvY3diUxBeQJEmSJEmS4mNQLungQoAJF8JVM2DKtfDqPbF2LI9fB2tei3uZwj6ZXH3aCJ77+mn88APj2NvUzBf/PJvjf/h3fvL4m6zfvjt57yBJkiRJkiS1waBcUtuyC+D06+Czz8Pwk+GZn8AvjoOfHQPT/hs2LoprmZzMdC46qopHrjmRP3ziKMYN6ssNjy/guB8+yVfuns28VfYxlyRJkiRJUuplHOoCJHUj/avhottg+zp4/a8w92548vuxq2ISjPsQjH0/9K1odZkQAieMKOWEEaXUrdvOb59ZzD0zV3LXjBUcV92fT0wZximjykhLCyl6MUmSJEmSJPVmwUP12m/y5MnRjBkzDnUZUteweTm8NjUWmq+eAwQYcjyM+yCMuQDy+se3zM493PHicn7/3BJWbWlgaP9cPn78MD50xGDysv2dnpQsQ7/2NwCW/PCcQ1xJHK4rbLlvObR1SJIkSZK6jRDCzCiKJrc5zqC8/QzKpYNY/2asj/ncu2HDm5CWAcNPie00H/VeyOnb5hJ7m5p5+NXV/Gb6Yl5ZvpmCnAwuPqqKj0weTE1ZQQpeQupdDMolSZIkST1ZvEG52zQlJU7JCDj5a3DSV2H1XHj1bnh1KvzlU5CRAyPOgDHnw4gzoU/RAZfITE/jvAkVnDehglnLNvF/0xfzm+mLuWXaIqpL8zj78HLOOnwgYyv6EoKtWSRJkiRJktR5BuWSEi8EKB8fu067Dla8FAvNX78X5t0PaZkw7AQYfS6MPgcKBh5wmUlV/Zj00X6s2drAI6+t5qG5q/n5Uwu5+e8LqSzuw1ljB3LW4eVMrCyyn7kkSZIkSZI6zNYrHWDrFamDmpth5YxYWD7/Adi4KPZ88JGx0HzMebEDQ1uxYftuHnt9DQ+/tppnFq5nb1PEwL45vGfsAN5z+ECOGlpMRnpaCl5G6hlsvSJJkiRJ6snsUZ5EBuVSAkQRrJ0XC8znPwCrZseel46BMefGgvPyCbHd6QexZddenpy/hodfXc1Tb6xjd2MzxXlZnHnYAM46fCDHVZeQlWFoLrXGoFySJEmS1JPZo1xS1xYCDDgsdp30Fdi8DOb/DeY9AE//CKb9NxRWxlqzjD4Xqo6F9Hf+k1XYJ5P3TxzM+ycOZueeRp56Yx0Pv7qaB+as4k8vLacgJ4PTRpdxxmEDOWlUKfnZ/pMnSZIkSZKkf2ZqJKlrKKqCYz4Tu3ashwUPx0LzGb+FF34JOYVQfRqMfA/UnA55Je+YnpuVwXvHlfPeceU07G3imYXreejV1Twxbw1/faWerPQ0jq3uzxmHDeCMwwYwoG/OIXpRSZIkSZIkdTUG5ZK6nrwSmHhp7Nq9HeqegAWPwpuPwmtTgQCDjoARZ8LIM2HgBEh7u8VKTmY6p40ZwGljBtDY1MzMpZt47PU1PDZvDd/666t866+vMmFwYUtoPpCRA/IJrbR4kSRJkiRJUs9mj/IOsEe5dIg0N8OqV+DNx2Kh+cqZQAT5A6DmDBhxBlSfEtt9fgBRFPHm2u089voaHn19DbOXbwagqjj3rZ3mk4f08zBQ9Sr2KJckSZIk9WT2KJfU86SlwaBJsevkr8L2dbDw8VhoPv9+eOWPkJYR62c+4szYVTrqrQNBQwiMHFDAyAEFfO6UGtZsbeDxeWt47PU1/OG5pfxm+mKKcjM5dXQZp48ZwOiBBQzq14fsjPRD/OKSJEmSJElKJoNySd1XfinUXhy7mhphxYuw4JHYjvPHvh27Cqtiu8yrT4FhJ0Fu8VvTB/TN4ZKjh3DJ0UPYvruRpxes47HX1/DEvLVMnbUSaDlztCCHyuI+VBbnUtkvl8riXKqKc6ks7sOAghzS0mzbIkmSJEmS1J0ZlEvqGdIzYMhxseuMf4fNy2M7zeuehNf+ArN+BwSomAjVp8aC88FHQUYWAPnZGZw9rpyzx5XT2NTM7BVbWLJ+B8s37WT5xl0s37iT5+o28JetK9m/Y1VWehqD+/VhcHEulf36UFWcy6iBBRw5tJi8bP+JlSRJkiRJ6g5McST1TEWVcOQnYldTY6yf+aK/x4Lz6TfA0/8DmXkwdMrbwXnJSAiBjPQ0jhjSjyOG9PunZXc3NlG/uYFlG3eyfOPOliA9FqbPWbGZzTv3ApCRFphYVcSx1SUcX92f2qoiW7hIkiRJkiR1UQblknq+9AyoOjp2nfw1aNgCi59uCc7/Dm8+EhvXdxAMb2nTMvxkyCv5p6WyM9IZVpLHsJK8A37V1oa9zF6+mWcWbuC5uvXc/OSb/PSJN8nJTOPIocUcV13C8TX9GVtRSLotWyRJkiRJkroEg3JJvU9OIYw5N3YBbFr69m7z+Q/EDgUFKKiAkhGxneYlI9/+uW/FWweEvlvfnExOGFHKCSNKAdiyay8vLNrAs3UbeLZuPdc/PL9lXAbHDO/P8TUlHFfdn5qyfMJB1pQkSZIkSVJyGZRLUr8hcMS/xq7mJqh/BZZMg3VvwPoFMOdO2L317fFZ+dC/5p8D9P7VkJH9jqUL+2Ry5tiBnDl2IABrtzXwXN0Gnl24gWcXrefR19cAUFqQzbHD+3Pk0H4cMaSYUQML3HEuSZIkSZKUIgblkrS/tHQYfETs2ieKYPuaWGi+fgGsfzN2X/YczL3r7XEhDfoNhbLDYoeGDpoUu/d5u9d5WUEOF9QO4oLaQQAs37iTZ+vWx1q1LNrAfbPrASjIzqC2qojJQ4qZPLQftZVFHg4qSZIkSZKUJKYuktSWEKBgYOwaduI7P9uzAzYsfDs8X/cGrJ4ba+GyT/FwqJjUEpxPgvLxkBXrcV5ZnMuFxVVceGQVURSxYtMuZizdyIwlm5i5dBM3PrGAKIL0tMCY8gImDynmiCH9mDy0H+WFfVL4lyBJkiRJktRzGZRLUmdk5UH5hNi1v12bYi1c6mfBylmx3eev3h37LKRB6RgYNPHtAL1sLCEji8riXCqLc3n/xMFArMf5y8tiofmMJZu486Xl3PrsEgAGFfV5KzSfVNWP0QMLyEhPS+HLS5IkSZIk9QwG5ZKUDH36QfUpsWufbauh/uVYcF4/C+b/DV5uOTg0PRsGjIXS0VC6r/f5KAr7DeXkUWWcPKoMgL1NzcxbtfWtHecvLH67XUtuVjrjBxcyqSoWnE8a0o/ivKxUv7kkSZIkSVK3Y1AuSalSMBBGnR27INb7fNOSWHhePwtWzYa6J2H27W/PScuMtW5pCc8zS0YxvmQE448cyb9NGfZWu5ZZyzYxa+kmZi3bzC3TFtHYHAEwtH/uW6H5pKp+HhIqSZIkSZJ0AAblknSohADFw2LX4R94+3nDFli/ENa/0dL3fAGsnQ/zH4So6e1xfQcRSkZQWTKKytKRXDBhNJw+hl2ZRcxZsZlZyzYza9kmpr25jqkvrwQgLyudCZVFLeF5EYeVF1KUm0lOZnqKX16SJEmSJKnrMCiXpK4mpxAGHxG79te4BzYtfvvQ0PVvxsL0V26DPdvfGtYnt4SjS0dzdOkoGDWaaMpIVmaMYMb6DGYtj4Xnv/hHHU0tu84BsjLS6JuTSd8+GS33TPrmZFDYZ9/P7/yssE8mw/rnUZibmaq/FUmSJEmSpKQxKJek7iIjC0pHxa4x5739PIpg60pYNz8WoO+7z70bdm8hAIOBwTlFvK90NAwZxZ6JI6ljMPP3lLKhMYf1jVlsaYCtDXvZumsvW3btZcXGnWxtiP28tyk6YEkD++YwamABowcWMKrlqinLJzvDHeqSJEmSJKn7MCiXpO4uBCgcHLtqTn/7eRTB9jX/HKDPu5+sXRsZA4zZf53MPMjpC9l9Y/e+fSGnkCi7L41ZBexOz2NnyGNHyGVzlMfChkJmbs1h9rrdPFe3gT1NzQCkpwWGl+TtF6D3ZfTAAgYV9SHN/uiSJEmSJKkLMiiXpJ4qhNgBogUDYfjJ7/xsx/pYcL5pKezeCg1bW+5b3v5zw2bYvJTQsJXM3VvJbGwgf78lJgIfBsjtT/OQoezIHczqtIHUNZYwd2c/XlhWwINz8mgmDYj1Rx85sIBhJXmUFeRQVpBNWd9sygpyKC3I5v+zd+dBk6R5fdi/T13v1dccPbO7sxdeLbDGDpC1i8CS0BFy2IawZYGwwEaSFcA6bK5dsEJ2CAMh2Q6HzALBGtuxIDuMxSrwYgTBIdsSGAIEaFlFcNiwII6B2Zndme6evt5+z6pK/5FZVVnV9Xa/3dNzdX4+ERmZ+eSTR1X3zOx+n6d++cTZjexs+M8SAAAA8MqTSAB00c7jyc6fTN7+J09/zvhoEaYfXEuuPZNcfTq5+nR6V5/O2Su/lrPXfyLvnI7zbzWnVNvDHJ55KldHb8on8mR+6+DR/M6/OJff2R/ln022cz07uV7t5EZ2cpxBdkb9PHFuEZw/cXazCdM38uS5zbz10e286cJW+mamAwAAAA+QoByA0xmMksHjdcieJE/9sdv7TMbJjU/MA/Ry9elsXn06b7z6dN549Wfynv2rzbVy23+Bjnub2e+fzc2jM7l+eScvvrCdy+PNvDjZzh9UO/nVnMkL1YVc6T2W/vk35uzjb85bLl7I2x/bztsf38nbH9sRogMAAAD3RVAOwIPTHySPvL1e1tm/VtdN37+2mJm+fy05uJbhwfUM96/l3MG1PNW05eCTqfavphztLl/nVr1cefpcPlU9kuerR/Jz1SO5XB7N8fYbMjj/xmw+9pY88uRb8oY3vjmfdlGNdAAAAOBkgnIAXjlbF+rlHpSknqm+fzXZ/VRy45PJzXp59MYns3P1E3nb9U9msPur2Tx6MTlM8kKz/GZyVPVzJefz8ZzLwfCRTLceS//sxWxdeCLnH39jHrv4pozOXUy2m9nymxeSXu/Bf3YAAADgNUtQDsBrX3+QnLlYL2/4V+fNJclmu9/4qJ6xfvNTqW48m5uXP5GbL/xhDq59KoPdSzm//2K2dn89Z2/cyNnn9tfealr6mWxcSO/MxfTPXEzOvnHxUtSzb6j3zzxZb492XtaPDQAAALwyBOUAPDwGo+TCW5ILb0nJe3Iuybk13faPJvnNT13JM899Ii988tlcu/xcbl19PpObl3Kuup5Hj2/ksVs384bLz+cNvd/Oo9XVDKuj2y+0cW4RoJ9pBelnn0yG20l/mPSGSX9Uby/tD+p1b7g41h8lvUFSlIgBAACAV5KgHIDO2Rr18663PpF3vfWJJP/avH0yrfLctf38zqXd/O4Lu/mZS7fyB1du5Q8u38qtG5dzMdfyZLmaJ3M1b924kXf0dvPmw+t54vBqzj//e9k6fCG9yZpA/V6UfrJ5/g7LhZOPbV2oA3pBOwAAANwTQTkANPq9krc8up23PLqdP/sZTywdOzie5JkX9/L0lb08fflWnr5yKx+9citPX97Lc9f3U1VJUuVcbuXTNnfzhq0q5zeS86Mq50fJuVGVs8MqZ4ZVzgyq7PSn2R5U2e5Ps9WfZqs/ySiT9Mb7yeGN5mWnzXL5+cX28d6dP0RvuAjNZ8H6Hbb/lfJ72c1WcvNTdSmZ4XbS679s3zEAAAC8FgnKAeAUNof9vPPJs3nnk2dvO3Y4bkL0y3t5+sqt/MGVvby4d5RP7h/nt/aPc/3qca7vH+fGwTiTaXXiPXoleXRnI089spU3P7KVNz+6lTdf2MqbH9nOU49s5akLW9npT1tB+rVFgL5/bdG2tH01ufr0or2aLN3zxzeajQ9806JxsJWMtuvgfHSmDs9HO8vLcCfZOJNsPdIsj9br7Wa9eV7gDgAAwOuGoBwAXqKNQT9/5Imz+SNP3B6it1VVld3DcW4cjHN9rw7P6wD9ODea7Us3D/Pstf38xnM38o//v+dzNJkuXePRnVGeulAH6fX60TpIf2orT57bzCPbw5STSq9UVXK02wrWr+W9H/on2clBvvMvvjM5ulUvx836aK/uf3Srnsm+d2XRZ9bvRKUOy2fB+SxIn4XpozPJcGsxi324XYfzs1B+uLXY7o+UkwEAAOBlJSgHgFdIKSVnN4c5uznMUxe27tp/Oq1yefcwz1zdzyeu7uXZa/v5xNV6+e3nb+anP/5CDsfLQfqwX3LxzEYuntvMk2c38sS5jTxxdjNPtLfPPZ7Hnngq/V7J/z29niT5zvd80b1/oOmkDt33Xqxnru9fTfab7Xlbs751Kbn82/X24Y17u0/p1TPYZ77v30i2H2uWR1vbjy23b15Ier17/1wAAAB0jqAcAF6jer2SJ85t5olzm/ljb3vktuNVVeXy7lGevbafZ6/u5/kbB3nh5mFeuHmQSzcP8wdX9vLRp1/Mtb3j269dksfPbMz3/+P/7WPZHg2yPepnZ6NZjwbZ3mjWo359vLW/szHI2c0LGW4/em8fbDJuZq3v1TPVj/dO3m7v/9L/UJ8/2k5ufCL51K8lty4nk8P19ym9eib7LDjfOLsoJzM6U29vtLZX17NjG2eTwcb6ewAAAPBQEJQDwOtUKSUXz27k4tmNfM5bLpzY73A8yaWbh3WIfuMwl24ezLd/8GPPJEn+4Mpebh2Ns3c4ya2jcQ6Opydeb9XWsJ9zW4Oc2xzm7OYg57aGS9tnN+tj7e2zm3XIfmbn8eyMBun1TlFaZRaU/9UfXbRV1aIszHx5cWW/adt9oVU6ZrdeqlN+zv5G8xLU88nmucX2xrlW24Xlto2zdQmZweZiPdg0yx0AAOA1SFAOAA+5jUE/b35kO29+ZPu2Y7Og/P983xcstU+mVfaOxtk7mmTvaJJbh/V2O0y/dTjOzYNxbjR11m8ejHPj4Dgv3jrK05dvzfePJye/wHTmzMagXjbr9dlmPWs7uzHINzZ9f+o3n89jZzby+JlRHj+zkc3ZC0YvvPXevpiqSo73l4Pz2fZhe/vm4qWp8xepXk+uPbNoGx+c/r79Uf3C1OFmPVN9vr1V7w+3FjPZN87WIfzGuWb/3KJ941xz7GwdwKvjDgAAcN8E5QDAbfq9RT31l6KqqhyOp02YPp6/uHT3cJzdg3F2m7B9af9wnJsHx/nU9YNF+9E439hUP/nK//VjS/c4uzHI42c38thOHZw/frZZt8L0un0jO6P+4mWnpdRlXEbbSS6+pM+Z44MmRG+C9MPr9fb4oA7jx4fJeL/uN272j/fXHN+v67of3aoD+sObpwvhe4MmRD+TjGYlZpplo71/h2PbjyXbjzffBwAAQLcIygGAl00pJZvDfjaH/Txx7v6vM51Wyd+ut3/ka/5ELt88zOXdw1y5dZRLzfbl3cP8zqXd/NLvH66ty54km8NeHtupQ/OLZ0bNdh2mz2apX2yC9fNbw9OVhEnqGeHDzeTME/f/IU8yPqxnuB/eaMLzG4sQfRbOz/dvLs+M331+sX+4e3I996XPsl0H5jtNcL7zeB2i7zze2m/WO4/Xs9/NZgcAAF7nBOUAwGteO7C+Uz32mePJNC8uhehHubK72L68e5hnrx3kVz9xPS/eOspkent5mEGv5NGdUR7dGc1rrJ/bGuR8U4P9/FbdVu8Pcn57OO+3NHP9pRps1MvOYy/9WpPjVqmZ1vrwZl3H/daluqb7rcvJ3uV6/9LH6/3x/vpr9obJ1oW6RvtWU6d9vr1mvXl+sT06o2Y7AADwmiAoBwAeOsN+L0+e28yT5zbv2nc6rXJt/7gO0W8e5vKto/mM9cu79ez06/vHefbafn7zk3XpmJuH4ztesy5dM8j2sJ+tUbM0M+u3m+26bZCtUa91rN7fHg2yMxpkZ6OfnY1Btkf9nNkYZHs0yGjwEoLlfhNqb919sOE2R7fqwHweojfrvReTg2vJ/rV6vXclufK79fbB9bu/MHV0pqnJfma5Nvvd2oZb9ez30U6zvVOXjVGvHQAAuA+CcgCg03qtmeOf/uTZU50znkyzezjO9f3j3Nhv1gfHzX69vnkwzv7xJPtHk/n65sE4l24eZq9pOziaZO94snZG+0lG/V62N/pLQfps++zmMI+dGeXxpqTMYzuLWu2P7Iwy7L+EkH1Wy/yRt53+nOk0Obq5CNGX1tcXL049vNF6iepu/aLUo5uL/Xt5WWpKE6Bv1+vV7VnAPtys14PN29uGW81LVlvto50m1N8RxgMAwENIUA4AcI8G/V4ubI9yYXv0QK53PJnOw/S9o0n2jsbZO5pk93CcvcNJbh2Oc+to3Kyb/ZX2y7uHub5/nCu7RzmarJ/F/cj2cF6L/bEzG3l8Z1Gf/ZHtYc5v16VkLmyPcmFrmO2XWkKm12tKsZxPcg8B+6rJ8aL++uFucrxXz3A/3mu291pt+ycfv/nJ5gWqB82x/bqkzN1mva8qvWYGe3s5s7LfLIOt+nvoDZLST3r9Zrtpm+/Pjq3sl359fumttPWbtt5KW7/+5cBwqynbs1XvC/YBAOCOBOUAAK+yYb+XYb+Xc5vDl3ytqqpy83Ccyzfrl51e2T3MpVaN9itNjfbffO5GLu8e5sbByWVkBr2SC0143g7Q54F6sz2v4b5Z13E/t/kAQva2/jDZfrReHrSqSiZHTcDeBOfHq0sriD/arYP3pVrvzfbeleTaH7aO7SbTO5fpeUWUXj0LfjZ7fhagDzdvb++P6u+7P6qX3mCx3W7vr7TPBg7a5XJmJXKE9AAAvA4IygEAHiKllDqw3hzmX7p49/6H40levHWUa3vHTT32o1zfr7evNesb+8e5tn+U528c5Lc+dfPUddrPbQ7mAfr5rUWIfm5rmLMbg3n99e2NQXZGdY32nY2V9aifwUspGXM3pSxemHo/tdvvZjqpl2pSh+br9qvJon06bh2b1tvVdLlfNbnDseki+B8fNsH/QT2Tfjabfr69X68PriU3P1VvT46T6XF9jUmzHh8mOX15oCWlv1Jv/sxyXfrhdiugH61sj5L+xsnbw61WjfqmXn3/pQ82AQDQTYJyAIAO2xj088bzW3nj+a17Ou94Mp3XZL9xMG7Wdc32en37/qduHMzbD45PX+5kNOgtBelnNgbzWe6z5dzK/mzW+wOf3X6vZuVUXu+mk0VwPl+3to/3lsvjzGbUH7bXN+vZ9ofN7PvDm/V5k6NkfJRMDu+9DM6q3mDxYtf2S17b9eoHm61QfrgSwI9WQvuV42tn4jfrh+HPGQCgwwTlAADcs2G/17wodOO+zj8aT7N3VNdc3z9qaq4fNTXZmxrttw6bdav91uE4u4fjXNo9zO9c2s31vXp2e3WHCc/DfpnPat/ZWITtO81yZumFqLe3n9kY5NzWIGc3h+n3OlpGZBb4Dzdf3vtMJ/UM9slhE54fLWa1L20f1jPiZ/Xn27Xo1+0f3UpuXU6C9+CUAAAgAElEQVSObzUz7Veud78z5tt6g1aQvhqoz7Y3Fuv+xu1tt603VsL7lTB/KdBvZtr3XsZfYAAAPMQE5QAAvOJGg15Gg1EubL/0a02nVW4ejHN9/7ie5X5wPN9uLzf2j+cvQn3u2sFS8H7aGe5nNgZLJWXa5WTWtW+N+hn0eun3Sob9kn6v1Pv9kmFveX/Qq5d+r7x6M+Bfbb1+Pes7D+AvxmlVVTNjfhagH9fbk+NFKD85bkrWHC5K1sxL2ewv1u3j7fXkqJ5BPz5cXKe9fpC17Eu/Ds3X1aA/qTb9uvb2bPnBZjMrvzUIMNxeHFfyBgB4CAjKAQB4Xev1Sl1qZfv+w7rxZJpbR5PsHi7C81vNcvOg3l9XVuaT1w/yW8/fnB+708z2ezHolWyPFjPfz2y2Z74Pmpnv/fnM9zOtWfDbTZmael1vbw573Q3f76aU5uWkg7rO+athMl4E9ash+rzUTTu8P1oT6Lfalq6zUp/+8Gaye2mlVn1Tz/5+A/vSbwLzVp35+az50QnrVr/eoP5zKP365bO9Zl16TVtptbWO9frNC2eHSW9Y78+2+8P6WPt4v9mfbw9bx1vr3tDMfADoIEE5AACdN+j3cn6rl/Nb9x+2T6dVdo+aeu1NcL5/NMl4WmUynTbrKseTO+xPqoynVY4n0+wdTXLzoAnsj+qw/vkbB9ltgvtbR5NMpqdL5ktJtobLAfrWbD2sQ/fNQT+9Xkm/l/RLqbdLPcN9tr1oq18c229mwW8Metlqrr016me7udfWPKyv20d9gf1ar3ZQPzMZL8+QPz6oS9fMAvXj/ZXjK9vtMjmr66O9ZHJ1UY++vW6/jHb2ktqXWq/+pSq9O4Tq/UUIv3ZZPX6nQP+kwL7db1APEPQGdYBf+otrln6rrbnX/Hi/ucdocZ9ZmZ7Zffoj9fUBoCEoBwCAB6DXq2uhn9scJo+8/PerqiqH42l2D8eL8Lyp614vi+392fbxJHtNn/3j+tiV3b3sH0+yfzTJtEqmVR3gT6dVJrPt+fqlPXO/mSm/mOnez2jQy0ZrqffrUH1j2Gut+0v7W8N+tob9bI76zSBAsz+sQ/nZ8V5X68rfj/4g6Z9NNs6+2k9Sm06Xw/NpK0Sf7U+P65n003G9TI6btma/fXxdv+m46bvS57a+48V1q0mrbbLoN9sfHybTW63jK894232OH2z5nXtWlmfiz4P6O4T+d9rvj5av096fh/Rr+vTavyjor6zXtTcDB7PrLV13tHJtvxAA4O4E5QAA8DpUSslmEwzf70tV71VV1WH5LDyfVvUM+IMmaF8E83VQPwvjl8L62fHmnKPJNIfHddmbK7vTen88ydF4msPxdL4+7ez5VfVs90VwvjHsZ9QvGQ16GfZ7S+tRv16Gg5JRv5/hoGSjXx+fh/OtmfM77Vn0o362h/Us+tFAKPdA9HpJeunE/22d1cpfG/w34fx02tqeLNZL2yt9Z9ebDyCsbE/Hi7I9s/tNjk4eBDjtoMD8HkeL/Unz64FXQ+k1gflwObSf/3JgZYb+0iz+1XC+3wrjR8vb87B+JbBvt7Xv2Z79v24QoP3rgXXXmm37pQ7AA9GB/8UBAAA8CKWU9Es9M7zt3ObL/zLH8aQO0WfB+UETwu8fT3LQrGfB/Cy4n7Xtt8L5oyZ8P26udetwXAfyk0Xb8aSq+zX792rQK62yM+1yN4OmLE0/2xtNeZphf+n4zjx4HzQz5OsZ9rP1xrCeea+EzUOmXSt/uPVqP83LZzpthelHraD+qPkFwUrwPwv97zY40A7o58H/bLu5x7o+tw0wnLC/NHgwWRkEOLp9+5XWOyGUn4X3pSQpSUmzLivr3gltTft8e93SfodAa+kNVn4JMMjSrwPmgxErvxxY+nfbyr/nbvv3Xmu//e6CpWde92x3+jyn+cz9k7/L+XOu+55nfap6cKyaNtuzX8q026r1bXf8HKufdeX9Du2Bn9XBoNu+e+gmQTkAAPCaN+j3Muj3sj16Ze9bNbPmD8fTepb8fc2cr9uu7x/nU9f358duHY1zcHx/tbhnJWs2h/152ZrFdh2sb43q2vObzXpr1GvW9cz6WRDfnm3fLoGzbra9Uja8JL1e0mte5vqwqqrlAYC7hvOrAwHj9W2zwH/2Et/VgH58uHyf+QDEuH6mWdB60rodxs7bml86VMfLZY9Wg92lZVYqaeUXENNxq2TSePG5eO046ZcUawcS7jCYMB9oaV+8PahxwmDIrH3+d7D9d6z1dy2rf++yaF8aMFkt29QaUFgaoGmet/0882csy9trj7UGm9qDIkvfxZr9tqW3wVd3ONYcn7dVK33usv9v/jfJ+afCyQTlAAAAJyilZNgvGfZ7ObPx4P/v03RatYL28W0h/GEzg/5wPMnh8TQHzXrWdnDcHBtPm/Z6Rv2VW+PsX21m3B/XM/D3j0//AtiTzL6LeXg+WNnuL5e02ZgH7svlbjZa/dq/UCilzGOT0kyAnc2en+2n6dMr9YtkF7Xr+616963697PZ+ANhP6+AUhblXfIqv6D39WB1UGBmXTi4tLsSLK4L7Vffa7BumU6ydlb3iddaDWzbgw5Z07auT26fub4aqM7b2qFrTvF87c/Rfr/D6q8x2iWV7tJWnfD93BZYr86MP+HP6k7tVXV7CD//vtbM9m//+iFZDNa0XxDd/m6WfrHStE1mfwfWhct3CZ7n30N7e7o+7J/vN33v+AuJnHwsWfMLhpxuf3ywemFWCMoBAABeJb1eyc7GIDsbgyQv/yzb48kiND84qoP3/Vm5muPJvC780Uo5msN2W6sszdF4msPJcjmb48k0e3vjHE2qHI0nS6Vsjlv9Xy2jfvvFsb3bZtLPQvV5AN8qeTNsftkw6JX0e/UgSr/Xa9Ylw14d/A/6JYNme3Zs0Os17Yv9Wd96f6W9V9Lv19dcHVCAh8bsXQT9l7+EF8DdCMoBAAA6YtjM5D77CtSVv5NZSZuj8TTTqqon2LUn76WqJ+G1+s/6VE3rdJomxJ8sZt3PZuC3ZtofrczKX7Qt+h+1ZuXvHY1zbX+6NHO/PVgwfomz8u/XoFfm4X57Jv9s9vw8+G8dm4X6s+B+2C+Ltia4H/bbIf5ymD8L7HtlFuj30i9lHvD3yu1968GEMr//7FcIw76wH4DXNkE5AAAAr6h2SZvXm6qqMpnWQf9kWmU8qTKe1gH6eFplPJnOjx1Pps16ds50ce6kdY12+/x4fZ3jSTUP62cz8w+P2y+3XQwI7B6Oc2V3cWz2LOPmWWbPejx5dcL+XqnfNzDqz0L6Xoa9kuGgNYu+NUN/7Sz73iK0H873e/PAvx4MuH1gYNi+Z3N+ryQlZanMT3u7N6t60bwIs9eU/ekvDR6U+eBB+xn7rWfv9TJ/nq1hP4PX4d97gC4QlAMAAMAplSYgHfRf7Sd5aWZBfjvcH08W4f6kGRCYTJcHBpbb6l8EjCdVplUd6o+n0xyPqxxP61I7x5PZdn3sqAnsjyfNsabEz2LQocpkOl0aNNg/nizaWwMM7YGI8XRx3dnx16pRv5fNYS/bo0G2R/1sDvvZHtUv2t2abw9a2/0mnG/C+lmIn7p802y/Nw/3y1KovzpwMGwGF2algdYNKszD/lLS6y0GB3rNoMDsPgAPE0E5AAAAdEwdhL7O0/47mM5m+Dcz6GeDAbPyOZPpNFWVTKtWqZ8qmTYv6ZuV+ZlWK6V/qrptPJ1mOs3SYMHqAMN4Ws2fY1rV994/mmTvuH43wGK7fpHv7uE4l24ezl/qe3Bcv9T3tZr598r6AH3Q791WlqcdvC/PuC/ptWbi19etZ/bPgv9kMbt/dq/2DP9eSesavfSbGfy33Wf2TP3F/uz4fLu592p7+/P1Wp+j/UyzwYPlQY3l473e4mXEs+Nlpe/sVwzta8wGQ1af1cuJ4cESlAMAAAAPlV6vZNQrGeX1XeakqqocTepQflpVzbII7KdVtRTgz/rMQv9ZYL9aemeypq19bDz/ZUE96DCZ3XtaZTJNvb+mvX3P9iDBYn9anz+dZlJl/iuB48k0+8eLdxNUrc8wH6xoDV5Mm46z45PWfVZ/9TDbfq0OOLwUpWQemK8OQtSBeprwv/5lwKzU0GyQYRbCz8L79n57sKKUctv+rHRRr7f8S4fFtWfn3H7t1eu2BwZ6vWT5VxLL9169V/tXFMsvTC4rL19uv2B58f6G2QBN1fp71P7nZ/Wft/kyrf+uLp57/TPNBkiWnz/zP6/2n91i8Ca3DdK0B2bm7+uY//Oy/G6P2T8vs8+V1MffeH4ro8Hr+9+JLzdBOQAAAMBrUCklG6/3Oj+vEbNgf3XG/yz0n1atAYCmvX4nwSJAXYSnTXA6XQ1QZ4MXi4GDaiXMnwf+s+NZBLFV6/wqi+tXK8+/+lkWz51mwKAekGgPZswGFmbBavve7V9UrA5UVMnSYMXygM0000n7+ZcHcGa/0Lh9wGN5UGc22DOZnze71u3XO2mwiLv7x+//grzzybOv9mO8pgnKAQAAAHio9XolvZQMjTs8dNolkWaDIOPWuwsWbetftrw0Y31l9vdslvtSeZ1ZCaDUgx4nzTxvz1JvH5+1LQ9yzNpuH7BpD+hUqd9PkPavApZeSrx4AfFsZn+ac544t/mq/Pm8ngjKAQAAAIDXpTq8zkP93gVeGQrTAAAAAADQaYJyAAAAAAA6TVAOAAAAAECnCcoBAAAAAOg0QTkAAAAAAJ0mKAcAAAAAoNME5QAAAAAAdJqgHAAAAACAThOUAwAAAADQaYJyAAAAAAA6TVAOAAAAAECnCcoBAAAAAOg0QTkAAAAAAJ0mKAcAAAAAoNME5QAAAAAAdJqgHAAAAACAThOUAwAAAADQaYJyAAAAAAA6TVAOAAAAAECnnTooL6X0SinvL6V8vJRyUEp5ppTygVLKzoM+v5Ty75dS/pdSyq+WUo5LKVUp5e13uPabSinfX0q5VErZL6V8rJTypSf03Sil/O1Syu+XUg5LKb9bSvnmUsrwtN8FAAAAAAAPj3uZUf6dSb4jyW8k+bokH0ny9Ul+rJRymuvcy/n/aZIvS7Kf5HfvdNFSyqNJfj7JFyf5H5N8Q5LdJP97KeWvrznlB5P8l0l+OsnXJPmZJH8nyfee4jMAAAAAAPCQGZymUynls1KH2z9cVdWXtNp/P8l3pw61P/wAz/+rSZ6rqmpcSvnvk3zGHR7vP0/yaUn+3aqqfqy57t9L8otJvr2U8pGqqnab9i9M8heSfEdVVd/UnP99pZRrSb6xlPKhqqp+4e7fCAAAAAAAD4vTzij/8iQlyXettH9vkr0kX/Egz6+q6g+rqhqf8tn+gyS/OwvJm/MnST6Y5NEkX7jSN2ueY7Z/t88BAAAAAMBD5rRB+XuSTJN8tN1YVdVBkl9pjr+c569VSnljkqeS/NKaw7O29rXfk+TZqqqeWXmOZ5I8d7/PAQAAAADA69dpg/I3JblcVdXhmmPPJnm8lDJ6Gc+/03Vn11h33aQO0tv91/Wd9X/qhGMAAAAAADykThuUbydZF3InyUGrz8t1/p2umxOuve66d3uOE5+hlPLeUsrHSikfu3Tp0j0/KAAAAAAAr02nDcr3kmyccGyz1eflOv9O180J11533bs9x4nPUFXVh6qqendVVe++ePHiPT8oAAAAAACvTacNyp9LXR5lXcj8VOqyKkcv4/l3uu7sGuuumyyXWnnuhL6z/ieVZQEAAAAA4CF12qD8l5u+n9tuLKVsJvmcJB97mc9fq6qqT6YOtz9vzeFZW/vav5zkqVLKW1ae4y2p65ff13MAAAAAAPD6ddqg/AeTVEnet9L+1anrev/ArKGU8o5Symfe7/n34R8keUcp5d9pPUM/ydcluZbkJ1f6Zs1zzPZfynMAAAAAAPA6NDhNp6qqfr2U8j1JvraU8sOpw+d3Jfn6JD+b5MOt7j+V5G1Jyn2en1LKFyT5gmb33c36a0sp15rr/Vet7v9tki9N8uFSyneknmH+5Unek+Srqqq62XqOnyil/HiSbyylnE/yi0k+P8lXJvn7VVX9/Gm+DwAAAAAAHh6nCsob70vydJL3JvmiJJeTfDDJt1RVNX3A5/+5JN+60vZNre15UF5V1ZVSyp9IHZh/TZIzSX4jyZdVVfWDa57jS5N8c5KvSPJXUgfr39KcDwAAAABAx5w6KK+qapLkA81yp35vfynnN32/Lcm33cOzPZs69D5N34PUQfk3n/b6AAAAAAA8vE5boxwAAAAAAB5KgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg0wTlAAAAAAB0mqAcAAAAAIBOE5QDAAAAANBpgnIAAAAAADpNUA4AAAAAQKcJygEAAAAA6DRBOQAAAAAAnSYoBwAAAACg004VlJdSeqWU95dSPl5KOSilPFNK+UApZeflOL+U8oWllF8opdwqpbxYSvlIKeXT1vSr7rL8rVP23z3N5wAAAAAA4OEzOGW/70zy9Un+YZIPJHlXs/9HSyl/vqqq6YM6v5TyxUl+KMmvJvkbSc4neV+Sf1pKeXdVVc+1rvtXTrjftyV5R5IfW3Ps55J8aKXt+C7PDwAAAADAQ+quQXkp5bOSfF2SH66q6kta7b+f5LuTfFmSDz+I80spwyQfTPJMkj9VVdVu0/6Pkvzz1AH4e2fXqKrq76+535uTfFqSj1VV9WtrHun31p0HAAAAAEA3nab0ypcnKUm+a6X9e5PsJfmKB3j+n07ypiTfNwvJk6Sqql9J8jNJ/nITpt/JX0/9ub7vpA6llFEp5cxdrgMAAAAAQAecJih/T5Jpko+2G6uqOkjyK83xB3X+bPsX11znl5KcS/LpJ92olFJSB+W3kvyDE7r9pdQB/c1SygullA+WUs7f5TMAAAAAAPCQOk1Q/qYkl6uqOlxz7Nkkj5dSRg/o/De12tf1TZKn7nCvP5e67MpHqqq6seb4R1OXb/lLSf5akp9O8rVJfs4McwAAAACAbjrNyzy3k6wLuZPkoNXn6AGcv93sr+vf7nuSr2rWf2/dwaqq/vhK0/eXUn4tyX+d5Bua9VqllPemqY/+1re+9Q6PAAAAAADA68lpZpTvJdk44dhmq8+DOH+2Xtf/jvcqpTya5C8m+XhVVT9/h+dZ9d+lDum/6E6dqqr6UFVV766q6t0XL168h8sDAAAAAPBadpqg/LnU5VHWhddPpS6rctJs8ns9/7lW+7q+yfqyLEnyH6YO2NfOJj9JVVXHs2e8l/MAAAAAAHg4nCYo/+Wm3+e2G0spm0k+J8nHHuD5v9ysP3/NdT4vyY0kv33Cfb4yyXGS77/L8yxpnuPNSZ6/l/MAAAAAAHg4nCYo/8EkVZL3rbR/dep64T8wayilvKOU8pn3e36Sn03yySRf1X65Zinls5P8mdQv6TxefcBSyruTfHaSH6uq6oV1H6KU8tgJn+/vpK7V/mMnHAcAAAAA4CF215d5VlX166WU70nytaWUH07yk0neleTrUwfbH251/6kkb0tS7uf8qqqOSynfkDpc/7lSyvcmOZfk/UkuJfnWEx7zK5v1993ho3xzKeXzkvw/Sf4wyZkkX5jkzyb5Z0k+eJevAgAAAACAh9Bdg/LG+5I8neS9qV96eTl1sPwtVVVNH+T5VVV9pJSyn+Sbk3x7ksPUAfzfrKrqtvrkpZStJF+e5Jkk/9cdnuFnkvzLSf5akseSTJL8iyR/K8l3VFV1cIrPAQAAAADAQ+ZUQXlVVZMkH2iWO/V7+0s5v9X/x5P8+Cn77ie5cIp+P5rkR09zTQAAAAAAuuM0NcoBAAAAAOChJSgHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOk1QDgAAAABApwnKAQAAAADoNEE5AAAAAACdJigHAAAAAKDTBOUAAAAAAHSaoBwAAAAAgE4TlAMAAAAA0GmCcgAAAAAAOu3UQXkppVdKeX8p5eOllINSyjOllA+UUnZejvNLKV9YSvmFUsqtUsqLpZSPlFI+bU2/byulVCcs/9mD/hwAAAAAADxcBvfQ9zuTfH2Sf5jkA0ne1ez/0VLKn6+qavqgzi+lfHGSH0ryq0n+RpLzSd6X5J+WUt5dVdVza67//iSXV9r++cvwOQAAAAAAeIicKigvpXxWkq9L8sNVVX1Jq/33k3x3ki9L8uEHcX4pZZjkg0meSfKnqqrabdr/Uerg+9uSvHfNbX6kqqqnX87PAQAAAADAw+e0pVe+PElJ8l0r7d+bZC/JVzzA8/90kjcl+b5ZSJ4kVVX9SpKfSfKXmzD9NqWUc6WUO4X/L/VzAAAAAADwkDltUP6eJNMkH203VlV1kORXmuMP6vzZ9i+uuc4vJTmX5NPXHPu1JNeTHDS1zf/tl+FzAAAAAADwkDltUP6mJJerqjpcc+zZJI+XUkYP6Pw3tdrX9U2Sp1pt15J8KHVJlb+Q5L9I8rYkP1FK+Y8e8OcAAAAAAOAhc9qXeW4nWRcuJ8lBq8/RAzh/u9lf17/dN0lSVdVqGZWUUv7nJP9vku8spfxQq4TLfX+OUsp709RGf+tb33rCJQAAAAAAeL057YzyvSQbJxzbbPV5EOfP1uv6n+ZeqarqSpL/KcmFJP/6fT7H6jU/VFXVu6uqevfFixfvdHsAAAAAAF5HThuUP5e6LMm6kPmp1OVMTppNfq/nP9dqX9c3WV+WZdXTzfrx+3wOAAAAAAA64LRB+S83fTEdVgoAACAASURBVD+33VhK2UzyOUk+9gDP/+Vm/flrrvN5SW4k+e1TPPM7m/Xz9/kcAAAAAAB0wGmD8h9MUiV530r7V6eu6f0Ds4ZSyjtKKZ95v+cn+dkkn0zyVaWUM63rfnaSP5PkI1VVHTdtg1LK+dWHLaW8Jcl/kuRKkl+4z+cAAAAAAKADTvUyz6qqfr2U8j1JvraU8sNJfjLJu5J8fepg+8Ot7j+V5G1Jyv2cX1XVcSnlG1KH2j9XSvneJOeSvD/JpSTf2rrXmSS/X0r5kSS/meRqks9I8lXNsS+vqmr/Pj8HAAAAAAAdcKqgvPG+1HW/35vki5JcTvLBJN9SVdX0QZ5fVdVHSin7Sb45ybcnOUwdwP/Nqqra9cn3k/wfSf54kn8vdTh+Ock/SfJ3q6r66MvwOQAAAAAAeIicOiivqmqS5APNcqd+b38p57f6/3iSH79Ln8PUs8dP7V6fAwAAAACAh9tpa5QDAAAAAMBDSVAOAAAAAECnCcoBAAAAAOg0QTkAAAAAAJ0mKAcAAAAAoNME5QAAAAAAdJqgHAAAAACAThOUAwAAAADQaYJyAAAAAAA6TVAOAAAAAECnCcoBAAAAAOg0QTkAAAAAAJ0mKAcAAAAAoNME5QAAAAAAdJqgHAAAAACAThOUAwAAAADQaYJyAAAAAAA6TVAOAAAAAECnCcoBAAAAAOg0QTkAAAAAAJ0mKAcAAAAAoNME5QAAAAAAdJqgHAAAAACAThOUAwAAAADQaYJyAAAAAAA6TVAOAAAAAECnCcoBAAAAAOg0QTkAAAAAAJ0mKAcAAAAAoNME5QAAAAAAdJqgHAAAAACAThOUAwAAAADQaYJyAAAAAAA6TVAOAAAAAECnCcoBAAAAAOg0QTkAAAAAAJ0mKAcAAAAAoNME5QAAAAAAdJqgHAAAAACAThOUAwAAAADQaYJyAAAAAAA6TVAOAAAAAECnCcoBAAAAAOg0QTkAAAAAAJ0mKAcAAAAAoNME5QAAAAAAdJqgHAAAAACAThOUAwAAAADQaYJyAAAAAAA6TVAOAAAAAECnCcoBAAAAAOg0QTkAAAAAAJ0mKAcAAAAAoNME5QAAAAAAdJqgHAAAAACAThOUAwAAAADQaYJyAAAAAAA6TVAOAAAAAECnCcoBAAAAAOg0QTkA8P+3d9/htl1lvfi/byop9ARJCCShhhqUhCLSBPlJUK4gCgICIk3pIALKRRQUVJoUpXn9gVQpKiAgEIGLSAvSOyqEJiT0EELKGfePMZZnZWXvdfZJTs46rPn5PM989tmz7Iz5ZqyxxnznmGMCAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABM2pYS5VW1V1U9rKo+XVVnVNWXquqpVXXQhXF8VZ1QVf9WVT+oqm9V1auq6uiFfaqq7lZVr6iqz1fV6VV1clW9rqpusMnfbZssp23lPAAAAAAAWD/7bHG/pyd5cJK/T/LUJFcfv/9kVd2qtbZtVx1fVXdI8uokH0nyyCQXT/LQJO+uquNaa18du+6f5G+TfDjJK5L8V5LDktw/yXuq6u6ttZdsUJZ3JXn+wrqzdhwCAAAAAADW0Q4T5VV1zSQPSvLa1tovz63/ryTPTHLnJC/bFcdX1b5JnpXkS0lu0lo7bax/U5IPJnl8kvuOP3F2kpu31t658N97QZJPJHlqVb1sgyT+f26SQAcAAAAAYIK2MvXKryWpJM9YWP+CJKcnudsuPP5mSQ5P8sJZkjxJWmsfTvKOJHcayfS01s5eTJKP9V9P8s4klxnLeVTVflV18A7KDQAAAADABGwlUX58km1J3j+/srV2Rvq0J8fvwuNn/37PBn/nvUkuluSqWyjzEUnOTPKdDbbdMT1B//2q+kZVPauqLr6FvwkAAAAAwBraSqL88CSnttZ+tMG2ryQ5pKr220XHHz63fqN9k+RyywpbVSckuX6SV45k/Lz3p0/fcsck90jyL0kemORdRpgDAAAAAEzTVl7meWCSjZLcSXLG3D5n7oLjDxy/b7T//L4bqqqrpL/g8ytJHrG4vbV2g4VVL66qjyb54yQPGT83+9v3zZgf/QpXuMJmuwEAAAAA8GNmKyPKT0+y/ybbLjK3z644fvZzo/2X/req6ugkJyZpSW7TWjtlSZnm/Xl6kv62y3ZqrT2/tXZca+24Qw89dIt/GgAAAACAPd1WEuVfTZ8eZaPk9eXSp1XZbDT5zh7/1bn1G+2bbDAtS1UdleTtSQ5O8nOttY8tKc+5tNbOmpVxq8cAAAAAALA+tpIo/8DY7/rzK6vqIkmum+SkXXj8B8bPG23wd26Y5HtJPrvwd45K8o4kF09Pkn9oB+U5l1GOI5J8fWeOAwAAAABgPWwlUf7K9OlMHrqw/j7p84W/dLaiqq5UVcec3+OTvDPJ15Lce/7lmlV1bJKbJ3nVGAE+W39k+kjySyS5dWvtg5udRFVdepNNT0ifq/31mx0LAAAAAMD62uHLPFtrH6uq5yR5YFW9Nskbk1w9yYPTE9svm9v9xCRHJqnzc3xr7ayqekh6cv1dVfWCJBdL8rAkpyT5g9m+VXXR9CT5UUmeleRqVXW1heK/tbU2Gyn+2Kq64Tjm5PRpWk5Icosk7xt/AwAAAACAidlhonx4aJIvJLlv+ksvT01PLD+utbZtVx7fWntVVf0wyWOTPCXJj9IT8I9qrc3PT37pJEePfz9ok//uLbJ9SpV3JLlGknuMY89J8rkkv5/kaa21M7ZwHgAAAAAArJktJcpba+ckeepYlu131AU5fm7/NyR5ww72+ULmRq5v4W/+Y5J/3Or+AAAAAABMw1bmKAcAAAAAgLUlUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRtOVFeVXtV1cOq6tNVdUZVfamqnlpVB10Yx1fVCVX1b1X1g6r6VlW9qqqO3mTfq1XVP1TVt8f+76qqn91k34tX1bOq6iujHJ+oqt+qqtpqLAAAAAAAWB87M6L86UmeluSTSR6U5FVJHpzk9VW1lb+z5eOr6g5J3pDkgCSPTPLnSW6a5N1VdfjCvldK8m9JbpTkz8b+Byf556q61cK++yV5a5L7J3nlKMdnkvxlkj/YShAAAAAAAFgv+2xlp6q6ZnpS+bWttV+eW/9fSZ6Z5M5JXrYrjq+qfZM8K8mXktyktXbaWP+mJB9M8vgk9537809Kcokk12utfXjs++Ikn0jynKo6prXWxr73TnJ8kge31p411r2gql6T5Peq6m9aa1/cSkwAAAAAAFgPWx1R/mtJKskzFta/IMnpSe62C4+/WZLDk7xwliRPkpEEf0eSO41kesa0LbdL8o5Zknzse1qSFya5anpifOYu47/3goVyPCPJvknutIPzAAAAAABgzWw1UX58km1J3j+/srV2RpIP59zJ6At6/Ozf79ng77w3ycXSE+BJcp0k+y/Z93/+3pje5aeSfGj8d+e9P0nbwnkAAAAAALBmtpooPzzJqa21H22w7StJDhnzf++K4w+fW7/RvklyufOx7yXT5zw/z76jXKfO7QsAAAAAwERsNVF+YJKNktxJcsbcPrvi+NnPjfa/sPad7b/pOVTVfavqpKo66ZRTTtlsNwAAAAAAfsxs6WWe6fN6X2aTbReZ22dXHD/7uf9u3He2/6bn0Fp7fpLnJ8lxxx3XNtsPAH6cfOHJt111Ebbu8d9ddQkAAABYU1sdUf7V9OlRNkoyXy59WpUzd9HxX51bv9G+yfbpU3Zm328n+eFG+45yHZKNp3ABAAAAAGCNbTVR/oGx7/XnV1bVRZJcN8lJu/D4D4yfN9rg79wwyfeSfHb8/rH0qVQ22zezv91a25bk35P85AYJ++snqS2cBwAAAAAAa2arifJXJmlJHrqw/j7p83q/dLaiqq5UVcec3+OTvDPJ15Lcu6oOnvu7xya5eZJXtdbOSpLW2mlJXp/k5mP7bN+Dk9w7yeeSvH/ub798/Pfuu1COhyY5e5QTAAAAAIAJ2dIc5a21j1XVc5I8sKpem+SNSa6e5MHpie2Xze1+YpIj00do7/TxrbWzquoh6Unrd1XVC5JcLMnDkpyS5A8WiveYJLdM8paqenr6iPP7pE+xctvW2vx84i9I8htJnlZVRyX5VJITktw+yRNba1/YSjwAAAAAAFgfW32ZZ9JHXX8hfTT2bZOcmuRZSR43pjXZZce31l5VVT9M8tgkT0mfXuXEJI9qrX1lYd/PV9WNkzw5yaOT7Jc+xcrPt9betrDvmVV1qyRPTPJrSS6d5D+SPCjJc7YUBQAAAAAA1kqde8A1W3Hccce1k04ynTkAAAAAwJ6sqj7YWjtuR/ttdY5yAAAAAABYSxLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJMmUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAAAAAAkyZRDgAAAADApEmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAExatdZWXYYfO1V1SpIvrroc7NAhSU5ddSH2cGK0nPgsJz7Lic9y4rOc+CwnPsuJz3Lis5z4LCc+y4nPcuKznPgsJz7Lic9yU4/Pka21Q3e0k0Q5a6uqTmqtHbfqcuzJxGg58VlOfJYTn+XEZznxWU58lhOf5cRnOfFZTnyWE5/lxGc58VlOfJYTn+XEZ2tMvQIAAAAAwKRJlAMAAAAAMGkS5ayz56+6AD8GxGg58VlOfJYTn+XEZznxWU58lhOf5cRnOfFZTnyWE5/lxGc58VlOfJYTn+XEZwvMUQ4AAAAAwKQZUQ4AAAAAwKRJlAMAAAAAMGkS5QAAAAAATJpEOQAArKkaVl0OAADY00mUA0n6hfSqy7Anm4+PWJ2X+GxuITa+dzeg/iynDnFBtGF+nc/Zdtqf5bQ/y6kzy/l8LSc+y2l/llNnlvP5Wk58NrfPqgsAF4bxQd87yTmLF4dsbKOLaLE7l72TnC0uy4nPhvavqrOTbGutbVt1YfZk6s+m1KFNVNWxSa6R5JJJ/iPJ21trZ662VHuOqrpJkpslOSbJB5O8t7X2ntZaq6q91KfttD+b0v4sof+8Q/rPWyA+m9L+LKH92SHtzxaIz3mVeLBuqurnk9w2ybWTfCnJW5O8urV2+tiuIVhQVTdNcpMkV0hySpIXJ/nyLGZTV1W3SXLnJFdN8t0kL0nyvtba51ZasD1EVd0qyQlJjk6Pz18n+Wxr7esrLdgeoKpul+ReSa6V5HtJ/iHJG1trJ620YHsQ9Wc5dWhzVXW3JE9Nsl+Sg9MviE5M8qLW2ktWWbY9QVX9epJnJflOkkpyufTP2Mtbaw8c+0y6T6T9WU77s5z+83L6z8tpf5bT/iyn/VlO+7Oc9mc5iXLWyrhofkH6qLLvJblykkOS/GOSZ7fWThz7TfrCcF5V3T3Jc5J8K8n+SS6T3li+MMn/aa19aoXFW7lRp16Y5ENJfpQen2OSnJTkca21N6+weCs3EjHPS/KfY9XhSQ5K8rokT2mtvW9VZVu1qrpLkr9J8n/TP1+XTvKzSb6R5OGttZetsHh7BPVnOXVoc1V16yR/n+T/T7/4OSPJTZP8UXrC/GmttcetrIArVlU/neRNSV6U5LlJTk4fef+MJDdM8rYkt2utnTHVkeXan+W0P8vpPy+n/7yc9mc57c9y2p/ltD/LaX+2oLVmsazFkuS6Sf47/SLwymPdtZI8OslpST6W5E5z+9eqy7zqJclPp3/BPi3J1ce6WyR5WZJt6RfZ11t1OVcYn9lTCc9NcuRYt1+SxyT5QXqH5FdXXc4Vxue48Zl75txn7ipJnj7qzyeS3GrV5VxRbK6a5PPpSbzLz63/zbF+W5IHrLqc6s+eu6hDm8ZlNsjjeUk+kuSKC9uvmeQzSc5J8uRVl3eF8XlUkq8muc7C9sOT/NWoPyfOrd9r1WXfzXHS/iyPj/ZneXz0n5fHR/95eXy0P8vjo/1ZHh/tz/L4aH+Wx0f7s5U4rboAFsuuWpL8YvqIslsvrN83ye3SHz3+TJJfXHVZ95QlyQOTnJrk+nPrZhfZTx6N5b8sXmhPZRl16rQkt9lg213Hl/AZSf7Xqsu6ovj8+vhc3WyDbQ9PcmaSzyW56arLuoLY3GzUnV8Zv9fctp9L8r7x+brXqsu6whipP8vjow5tHJfZd9R70kcG1dyy99h25SQfTR9F9OBVl3lFcZpNufITs7hlJMPTn7T7i1F/Xrnqsq4oPtqf5fHR/iyPj/7z8vjoPy+Pj/ZneXy0P8vjo/1ZHh/tz/L4aH+2sHhzMOvkCul3Cz+fJFW1b5K01s5qrb0ufY6qw5I8sqquPPaZ+tt9r53+Ut9PJ0lV7dNGK9lae3SSP0ly8ySPqKrDV1XI3W2uXhyV5MD0ZEuqap/ZG9dbay9N8jvpU/w8vapusIKirsRcfI5Jj89/j/Xz8XlakkckuVKSP6qqY1ZR1hU6JD02B43faxa31tpb00c1fDzJc8cUEpOh/myZOrSB2XdUeif+ckkuOdZVa+2cMY3I55PcMcn3kzywqq6zouKu0slJLpbk+PH73q21bWPquVOT/HGS1yb5lar6zVUVcnfT/myZ9mc5/ecN6D8vp/3ZMu3PctqfDWh/ltP+7ByJcn7szRLi6Y+JJMnDxoXyWfOJ8NbnonpY+uNK9xjrpj5P+b+mX0jfIUlaa2dXN2ssH5vk+ek3GW6YTOPmwly9eFeSs9LvTKe1dnaSNhefVyb5w/Qv5LuOL5opxecd6R2124/1i/F5VpInpM8bfJskmW2bgJPSk3S3SZLW5/+d7+j/S/pcyi09kXepVRV0d1N/tkwd2sBcHXh7kp9I8rRxkbhtNtd2Ve3dWvtskrukjy4/YVXl3d3m4vPq9FFTT6iq/cf3+96ttTaS5d/I9ovFycRH+7Nl2p/lzk//ee3rj/7zctqfLdP+LKf92YD2Zzntz05a9ZB2i+X8LlmYOynJwenzlZ6S5Jey/RGk+ce1Dkuft+ubSY5Y9Tmsekkfafbd9JsMxy9sm8XvCul3rD+QZN9Vl/lCjse+C79fOsk/pT/Cdpf52GRuPtckr0zy9YxH3KeypCegPp7++Nat59bPP+Jf6S/i+XySi666zBdiLA5aOP+9kzx71J2HzG3ba6FNekbGi4dXfQ7qz8rjoQ7tXLwukeS9Iz6PnKszs5/7JLl4kg8meefoI6zlu0mS3CrJzy2s2z/bH8F+3ez7Lck+4+d+4+fTk3w7yRHrGp9NYqb9OXc8tD87Fy/953Ofs/7zzsVL+3PueGh/di5e2p9zn7P2Z+fipf3ZwjK9OwOshaq6R5K3VNW9x+97t9ZOS/Jb6R/sRye58Rg1NX+H7GtJ/iHJJdMvoCdl8W5pa+0DSR6f5OpJHl5V11g8prV2cnqS4Ygkh+6GYq5EVd05yb2q6oDZutbaN9M7aj9M8mdV9QtjfRvH7DN2fVP6Y4LX2q2F3o3GSIVz3XFvfXqDJ6ePavjDqrrxWN8y7kyPf781yWWTHL2Col/oquouSX6/qi6Z9PNvrZ2T5CXp00M8rap+Y2ybjYqZPQnz+vQE3nG7v+S7j/qznDq0uaq6XlXdtaoeWlW/WtunVftO+mipryb5/SQPGX2BbbMR1K2176ZfTKa1dtqs7V4nVXWvJG9JcuQsNqPv86MkT0qvH7+Q5BVVtW/rI8/2aa2dOf7EAekXS99cx/gk2p8d0f7smP7z5vSfl9P+LKf92THtz+a0P8tpf84/iXJ+7FTVPZP8Tfqbnt+UJK3PS1pJPpR+wXyt9AvEW84unOf+xEHpb4r+0e4s9ypV1S2r6glJ/r6qnlhVt51ta609PclfJrlTkkdX1bFj/fwF8/fTX3pxzm4s9m4zbry8LMl55nFrrb0pyYPGtmdX1ewxt22tP6qUbK9TX989Jd69qurn09+M/bYkL66qu1fVwUnSWntJkv+d5AZJ/qSqbjbWt7nPXUsf8XHabi/8hWzUnZekj1o4a35ba+29SX43/dyfW1X3276pzfY9PD1J9YXdUuAVUH+WU4c2V1W/np4E/sv07/xXJPngSJhfprX2hfRHj09Pn5PzT+aSxKmqn0yfnuVTVbXv4sXmj7vRH3ph+ufrTbM6MQYI7D1uFNwr/WLn9kneWVVXnDv+2CTXSB+VtpbXBNqf5bQ/y+k/L6f/vJz2Zzntz3Lan+W0P8tpfy6gtgcMa7dYtrok+Y30L9OnJ7n8JvscnOSh6R/sT6XPS77/2HadJCemvy374qs+n90Us19Pb+D+c8TjjBHD5yS5xtjnkulzmW1Lb0xvM3f8NdMfb39j5h6NW5clyT3Hef/5Yp1Kf/nZ7N/3G/udnv5G6IuO9T+VnoR4f5JLr/p8LoT43C39jvzHk/xbkm+MOPx9zv241h+O9Z9Ncre59ddJf3TrHev2mZurO0/ZoO7MPxp6xyRfGfs+Ocm1xvobjc/Vx5JcZtXno/6oQ3vSkj6dyGnpCfLrp4/6eUiSj6Z/vz8hyeXGvtcYdWdbkn9P8uD00VYnpk+1drVVn8+FWHeetkHd2Wvh90ulJ9TPGPH4hyR/O2L1rSTXXPX5XEgx0v5srQ5pfzaOj/7z1uqP/vPG8dH+bK3+aH82jo/2Z2v1R/uzcXy0Pxc0hqsugMWy1SXJ3ee+UC8zt/4uSR6b5K+T3HXWWCb5lbkv1k+lv/jr00lOnX3JrvuSnlz4VvqF9OxL9aZJnpc+ov4tSX5mrN8/PfGwLcnZ6SP3XpF+U2EtL6TnvmSfMf8lm+1z2x64sP+vJvnk3BfKh0edOiXJtVd9PhdCfK6b/kbsZ2TM/5f+tMajR+ft40nuPLf/A9JHL2xLf9zvrTNp6gAAFsJJREFUxBGjb67bZy79hcDnSVKlP8Z2WBbmu0tP+r05fVTH99NHv5ycPorhOqs+H/VHHdrTlvSLn/9IcvW5dfsmudqIw+wC6bCx7ZD0m+gfH9tOTX/h1TrWnTuOc/zTzL1vJcm900cP/d2IxdGz77H0QQS3H9u+nN4ves18fNdp0f7sMD7an+Xx0X9eHp97Rv95WXy0P8vjo/1ZHh/tz/L4aH+Wx0f7syviuOoCWCxbWcYX5+xO6vxLPV6Tfrfs9LFsS39x1/Fj+2HpF9JvTfLuJM9NctVVn89ujNs9RsP30wvrL5P+ONLp6XcKrze37XbpjzF9dXyZrOWFdJITRn151vwXapLHJfnn0QH7QPq89wfMbb9Wkvuk37l/a5K/SHKVVZ/PhRSjXxyfu1svrN931JPvjDryS3PbbpI+BcJHx2fxb7JmoznTO+zb0kdkHjq3/k/S79qfmuRL6SNarzy3/Ygk/1+SF6c/avqHSa646vNRf9ShPW1JnwbkbUk+NrdufoTQJZK8If2C8cEZo6VG3TowfaTZEUkuuepzuRBic8n0ZPe2JE+YW/+69Ivk74/P1rb0Gw13ysJosiSXT0+cH7g7y76b46T92Tw22p8dx0j/efPY6D/vOEban81jo/3ZcYy0P5vHRvuz4xhpf3ZFHFddAItlq0uSY8eX58npdwb/Yfz+iLHtikmeOhrPj2fhDmH6hfdeqyj7CmP2uBGPi43f953bdkD640g/TL/zvPjG8YPT78zuv+rzuBDisleSJ45zn0/EvHl8sXw0/W3Z3xzxe/Yshhv9rVWfz4UYpweM87/iYv0Zv/98+hQI/3fxyzTJPvM/12UZn437jHboP7L9CZY3j/r0nvRO/GfSR768drGjmu1vpK/dWXb1Z89Y1KEtx+lp6YnwG26y/fD0EeNfSnKlsW6vdY/LOL/rJ3nl+Hz9VpKXpz9We/f0Fy8dlH6h/ckkX0zyk+O42edqreMzzlH7s3FctD9bi5P+88Zx0X/ePDbz04VofzaIz6g/99P+7DBW2p+N46L92VqctD+7Io6rLoDFsjNL+nxJ3x0f/s+k31W8yMI+Txzbf2/8PtkPevr8VNuSPCpjNN5CR+5iSf5o7POAufV7zf17LTsi6aMOH5P+8pgPpo/Q+0r6i+EOGftcP8mLRnweOR+fiXTUbpHtd+03TEAl+c30UYzzIxvXsv7M/T/fb3y2vpz+6N4/pSfrfjHJJcY+V0kf7XJmkqfN/40p1B31Z4ex2S99/kl1aPt5zaYImZ3bXUf9eVGSwzc55jbpF0wvXHX5d1d85n6/bnoSYVv648O/MN/fGXXsjuPz9epVl383xmnf8fPm2p9NY+Q7bMcx0n8+b0xmn6ODov+8UXx+Yu7f+j/njc9lx88Dov+zGJta+Dmbblb7c95zPyjJ72l/lsZL+7Mr4rjqAlgsO7skuXb6nFsvyrkfuZndATtgfOG+edVlXfWS5NLp87h9NMlxc+vnv3CuPrZ/NP1x9rVvGOe+NC4yvmy/nT4a79dy3ruux6bflDll1smbyjI6Yh8d5/5LG3Uu0qc3elP63fsjVlHOFcVm/9GR/Wz6I2x336DuHJn+boRtmdCUT+qPOnQ+YvG/0l9IdcWF9X+bPkroEZmbRmWuLu2f/rKqdyfZb9XnsYL4/FT66Lu/THKpDeJzUPoTdh/NeIHVui5JbrXw+8FJPqL92TQ++6Ynqybf/oxzvV6Sn519jqL/vFl8Dh2/6z+f+1xnN3avN36/qPZnw/jMpkadDRbQ/rT/6cvsl/FSyfQpVk7W/pwnPrP256D099NpfzaOl+uvXbDsFfgx01r7WJIbJPnT1trpc5vOme0yfp65Wwu2B6iqvef/3Vr7ZnpH9kpJHltVRyVJa61V1V7j359K8qokxyQ5uI3Wcx3N4tNa21ZVe7XWzkh/4dmz098CfWJr7ayxb419P5I+F+6l02/CrKWqulJV3bSqfqeqjq+qw1tr30vy2+l34B+d5MZVVQv152vp0yBdMv0FKmtng9hctrX2o/SpD56Snqh626zujGOqtfbF9McBk560WVtVdc2qukNV/VlV3aqqjhj157cy8fqTbBify6lDXVXdJL39vUuSh1TVFeY2/3H6C6kel+TXq+rQ2WFJMmL4tfSLqL2zhpbFp7X27+kv73xSa+1bi8e21n6Q3hf6fvrI+7VUVfdI8paquvf4fe/W2mnp7U9F+7MYnxptzSvT3+Mz2fYnSarqzulPZ/x2kiPGues/DwvxOSxJ9J+3G5+vvx2/3rqq9mmtfT/anyTnic+tRvt8ZrQ/SZKqumWS56TPz/6Gqrp1a+0b6U9tXDnan1l83p3kdSM+P4j2J0lSVdeqqttW1SOq6qer6uiF6/fHZMLtzwWy6ky9xXJBlmx8h+z26XOXP3px27oumZtfKgtzbiU5NMmT0m8kvDr9C3Xx8ZsnpL/849ALu6x7UnyyfWT5AUkOW3L8K9If69pwnrMf9yX98fx/T38T9rb06Y2em+QKY/v9x7Z3pb+EZ++F4x8+PnNX3t1lX2Fsjhrb98941G/umPn26Hnpd/Q3rV8/7kv6ywI/me0vEDw9Pfl7cPoIkPtNtf4sic+fZ/vck/tNuQ6lj4r6fvrozW3pF0SztmfvJDdNv4A8LcmTkxwzd+y100dM/03WdJq1TeJz+SX7z9edWyX57/QXNK1lXyjJPUdcnpLkcvNxyPa5XKfc/mwWn9nj/Ptnoe83sfbnzuk3k/4qyc8ubLvMaHO2Zbr9503jM7YfOF+vNti+7v3n2efrRUk+leRjGXNDa3+Wx2dsn3r/567j//9n0p+O25Y+wvcKSS4V1++bxecqY/vUr9/vmt43PD19GpVzxufsNul9oPul9x//dYrtzwWO76oLYLFc0CXnTnxeL/1Nxp/PuNBe9yU9CbMtyeM2isn4/aj0F6Odmf4Y2x3ntl0r/c3Zb0+/I73yc9qd8VnsdCyuS3KjJJ9If5P4Or4Y5U7jC/blo0N7+/T5Arcluf/Y55AkD0lP9H0qycOy/ULgOklOTB/1efFVn89uis05s9hscMx83To+yYfTRzscuDvKvIIY3SX9hYsvTH+T+pWTvH50zGYd2UNH/fnelOrPDuLzvVl85vad3fidTB1K78hfIf3x699I8tfZngw+cuyzT5Ljkrwu299P8rvpo83fnj4V2zGrOocVxmf2ErT576u95/59wyT/nP749tGrPpcLKT6/MeLx9Gxy8yD9ht1DJ9r+7DA+83Vt/JxS+3PV9Bttz53/jIzvrEulJ/EOTPKM0Y6/I9PqP28Wn0NGfC61sP//zB89fl/3/vM9s/0m1FHp11mLcyJfKhPsP+8gPr8ztp/nZYoTa39uM76XnprkWmPdfUaMbjR+P2q0P2dNsP3ZYXwW683E2p/bj3rxgvTri6umz0m+bSz3S3LFJA9OH+Q1qfZnl8R41QWwWHbVkuS+Sf4l/c7YtVddnt10zjdPT0jNRik+em7bYrL8cunzvH5zNKz/muQ16Xf3v5Xkmqs+n1XGZ6P1SW6Snmj4RtZwfrz0l518Pn2k0JFz6w9Lfxv9e7N97v+Dk/xy+vz/28YX7tvTX8Rz6qwTsy7LFmLzniyMYF3ooN1i1J1Ts/BG8XVZ0kcnfDl9fuSj5tY/Nv2i8PiF/X8lfWTH2tefLcbnuPl6k55kmE90rn0dmjvXN6Q/mn1g+qOgs2TwUWP7vulzLj5y1J3ZCyz/7zrWnZ2Iz2zk/b7ZfvGzf5IHJHlnkq8nuc6qy38hxWT2srOnJLnM3Pq7jM/YX6ePtprdUJha+7Oj+Lxw/PtKY/3k2p8kNxtt8Qlz656e5APpN5g+kOTn0+dKfnh6//nsTKD/vIX4fHH8vEM2TlKte//5N8fn66kZL5tOT2p+K8kbFvadVP95Z+Mzd8wk+tDZ/rTTK5K8LX16p1k/cHZz4FpJjk6fe3y/JL8zlfZni/G5xojP4XPHTeL6fcTnUulPqfxT5q4vxvbZU1Db0hPjF01/Onoy/Z9dFutVF8BiuaBL+gXi49M7tSclucaqy7SbzvvI9Ivn/0qff+rT6SNdlyXL9x5fLq9If8nMR5O8NGs4Gu/8xGdu/T7pFwPvTk90rV2iYXS8/iT9YuenF2MyOmFfycILUJL8RJI/S39y493pI43WrROy1dj8xAbHHpCegHjvOH7t6s44z0uMtuNfs3BjMn3OwK+nPzL7l+kXSrMXOB2ePu3I2tafnYzPc0Z8bji3/cAp1KFxrrOLn6cnOWn8+4DxGduWPjrmmukjqu40F9srp0+LsO4vqNxKfK4xtt9ttF0PGNveleTqqz6HCykuF0t/yeu2JA+ZW/+a9LnYTx/LtiQfnGt/DptI+7Oz8bnB3D5Tan8enuQ7c7+/JX2ajLcneWP6oJJt6UmqA0db9HdZ8/7zTsTnzBGf38t4kV76Ndm6959vMurGMzP6yOnJq/2S/J8Rk9tvcNza958vSHzGflPpQ19sfD5evrD+0enJ8FOyfZqRu43P1WTany3G55wRn3vNbV/79mec52HjO/wpc+tmgyWOTE+Af2PUoV+aO2bt259dGudVF8Bi2RVL+qPJd8ncncV1X9LvzG9L8sTx+43SH8/eNBmcc49c3G90SPbdXWXe0+Mzft87/Y71p9NfIrNWIxnmznP/9Hl9n7F4/uPn49NHEl1xSaz2Wly3Dsv5ic3cPkekP+r3+ixMrbFOS/rNpHsnucfC+vuPTuw7R5xenX5hfUaSW459/ucR/3WsPxcgPjcd+1w+/XH3ta5DC3XhFqNTf53x+0XTX1K1Lcl/jnb7lqN9Xsu5tndBfG4+t/+ts3CTc92WJMemXwyenORX00fan5r+5Nyx6Y8cP3XE6OM57w2rtW1/zmd8jhnHHTGh9udu6VOq3CTJg9JHZ/5cxjQPSU5IfzR9W5K7j3V7Z837zzsZn7eN+Nx1rLt+1r//fHiSX9uojU3yiyMef5fkoGzvNy7ODby27c9OxmfxumIS7U/6Cya/nJ6wvH56v+/B6TcYXpnkXumjgT8yvt/vPatHU2h/diI+Hx7xudc47vrp0/OtbfszzvNK6TcqnzJ+3yfb+3/XG23wH6Zfq34pC3OQr3P7s0vjvOoCWCy7asmELp7nzvkamZv+IcmNxxfEYjJ434Xj9t4d5Vv1cgHis1f6zZdLrvocLuT4HJbtj+4vdlZ/N/1u9RUW1l9k1eXeg2NzwPh5ySSXWPU57IYYLX5ubpbtj/ofObd+9gjuO9MTfJPonJ3f+Ix1F8+E5gwcbfUPk9xubt1l05/cODt9JONkR76Iz6ZxuU763JuzuetPWPyOSvLEsf33xu9r+dLXXRWfsW4S7c/4XJ2ePsruielJ8Yvk3ANMbpn+Qtz/yMJLB9d92Yn4fG3E5xJj3RT6z5v2Y9JvgM+/cHCK16c7HZ+5n1Npfx6YfiPqjPSBXNvSp3s8dG6fmyX53GjH1/JdI7swPrNp1qbQ/hyQ7S83/YWFbX812uP9kvzvsc/PjW2TuP7aVctegTXRRgswJa21T7bWzq6qvcbv706/y/r5JH9cVY8e68+q7krj93NWVujd6HzE58rj922ttZNba99eWeF3g9ba11prJ49/b0uSWazSOydJvyjK2HZMksdX1bV3a0FX4HzG5g+q6tjW2rdba9/ZrQVegdbaWQurTk8fufhHrbUvzu331+nz6F0t/Sbdtt1XytU5v/Gpqmqtfbe19t3dV9rVGef7yfRHiW8y1l0y/bHQg9KnhvjZJI+pqiNWVtAVEZ/NtdY+muRn0kdNvTfJO1prZyRJVe0zdvvj9BsKNx3HnL2Coq7ETsbnZmP9XhNqfz6d5MXpU6s8IsmPWmtntNa2zeLTWjsxfcqay6VPvzIlW43Pa9Pjc7Gxbgr952X9mBPTB0w8pqr2n+j16U7Hp7XWJtb/eWH6yPs3pY+c/nCSl7bWTqmqSpLW2jvTR1BfNP0lw1Oys/E5bKybQvvzw/SXdZ6T5LVV9YSqelRVvSr9JbqPaq2dmeQl6YMpjh/HTeL6a1eRKIc1MN/wbZAMfuTYdNMkL6yqP1pBEVdqJ+LzginGZxNnp39HnJMkVXWN9DfW3z99ZOOULYvND1ZYrpVqrX0gyWtaa99LznVjIekJvVPT32A/SVuNz9QuqufO94tJblRVB6XPY3qz9Jd0/0L6hfXt0z97kyI+y7XWPpbkBkn+tLV2+tym2YCAWfzO3K0F20PsRHx+NPafzIX0ONcnJ/n39EfXr1tVtx7bzp4lY9JjdGom1vc5H/E5YyUF3fM8P33KjBunv1Nj8ft+6jaNz5T6P+Om02vTX/T6oPSYfH1s3mdu14OSfDt91PRkiM9yrbWPpE8188kkv5/kSenTzN4lfeqipD+5MZnP1K6m0YY1NJLB905/HOnJVfW8JH+a5Lj0O6+TJj6bm7tI3if9ca1zxpMIf5o+mvHmrbXPr6p8qyQ2Oza7yBmjEmcj8W+d/nKZt47fa/O/sN7E57zmzveN6XF4e/oI6d9O8obW2ilJ7pDkWq21/15NKVdHfHastfa51tonZ7EaoxJnF4e3SX9M+d9m21ZUzJURn8211r6Q5B7pgycum+S3qmr29EGrqusmuWH6Ex2TuxG+k/E5bVXl3FNU1d7jqd0XJ7lK+tRqk7oBtYz4nNc490ulf87uMNadlSRV9ZPpA7k+lD7F0eSIz+Zaax9Kv/48Lv2G+DVba3/fWps9+Xyb9AFKH0im9/1+Qe2z412AHzejI/KuqrpX+mM390l/9PbGrbVPrLZ0qyc+W3JO+s3U66SPwL95kp8Zd7CnTmyWWEgC/1SSR6a/gOiZU74YmhGfc5tL2L0v/fH9g9NHSr9uPF6a1toPMsEkVSI+O2Mk7uY/X9dLv6HwnSQvm+2zwiKulPhsrLX2iar6pSTPS39C49iq+udsf5Hl0ekv8zx9yZ9ZW+KzdW371JZvTX/56T2q6qVtbrq1KROfTX0lPSZPGsnMd6VPx3f39Bcv33j2NOJEic8mWmvfT3/q51zGTYR7psfuo2PfyX2/XxAlXrC+quq4JC9Pf3v0jVtrn1pxkfYo4nNes5FmVfXbSZ6ZPoro8unx+fBqS7daYrNzqure6Y8AHpvkFq3Pl8sgPuc1bhwcneSfW2uTH524SHy2rqrum+TO6Tc0bzGmIGEQn/OqqssmuWuShyc5JP2x9U8keUjr7wmYNPHZOVX17CR3SnL11tqpqy7PnkZ8zm286+h1Sa48Vv0wyclJflX7LD47o6p+N/3Jw+PTn3YWn/NBohzWVFXdOMlfJDkmyY00kucmPstV1T3T58H9fvpoafEZxGa5qtov/UbCbdNHMtzLRfR24rPcwrQQLBCf5apq3/T5Ou+V5BvpI119vgbx2bGqOiQ9EXx6km+5KXVu4rM14zrjq621/1p1WfZE4nNeVXWFJCek38B8X5ITW2tfXm2p9hzis2NVdeUkb06fz/0+vt/PP4lyWFOjoXx1+kXQ5EcqLhKf5UZn5NlJfre19ulVl2dPIjY7VlVXTZ+39K2ttcnNG7gj4gMXntFG/0ySd7TWvrrq8uxpxAcA1lNVHZHkR+MdNpxPEuWwxqrqIq01b6HfhPgsV1X7tdbOXHU59kRis2NGvi4nPnDh8flaTnwAADYmUQ4AAAAAwKTtteoCAAAAAADAKkmUAwAAAAAwaRLlAAAAAABMmkQ5AAAAAACTJlEOAAAAAMCkSZQDAAAAADBpEuUAAAAAAEyaRDkAAAAAAJP2/wAFwwfLFb35uwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_sv_entropy_zones(current_dict, zones_entropy_list, True, 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_diff_entropy(entropy_list)\n",
    "    zones_diff_entropy_list.append(diff_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 3 et 6 de la scène Appartement (non normalisées)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "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",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "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": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "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": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "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",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "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_diff_entropy(entropy_list)\n",
    "    zones_diff_entropy_list.append(diff_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 3 et 6 de la scène Cuisine (non normalisées)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NmzcvY8eOzeDBBsLBK1FRFGloaMiIESPS2NiYuXPnCqr/YZVl8sTsF0ZNP/LbpOxIBm+QjN832eodyev2SppW/QR57JnF+cndc/OT2XNz25yn01Emm28wJJ/cc4u8e4eNs9Vrhr1EJwQAAAD8o1i2bFmam5ur7gawDjQ3N2fp0qXrrD1B9SvJnP9JrvhY8twjnestOyRv/XRnOL3xzkmttsrdH3xyQX4ye26uv3tuz5zTr99oWI7aa8u8Y9uNsnXLMP+7DQAAAPCikj3Aq8O6fi0Lql9Jhr822XjHZOJnki0mJeu1rLJ6WZb54+PP5fqukdP3PbEgSbLDa9fPZ975+rxzu42ymWk9AAAAAICKCapfSUZsmrz/4gFVvWH23My47k95aN7C1IrknzYbmZPfs03evu1G2Xh9/4sNAAAAAPDyseq5InjFeeyZxTn8otty+MzbM6iultMP3D63nrBPLj18txz6ls2E1AAAAAC8Itx0001505velGHDOqervfDCCyvry6GHHrpWU13MmTMnRVHk5JNPXvedepURVL9KtLV35IL/eSiTvvrz/OL+J3Pcvq/Pjz+1ew56wyYZNbSx6u4BAAAA/EMpimJAt5tvvrnqrg7IV77ylUycODEtLS1pbGxMS0tL9txzz8yaNetFOd78+fNzwAEHZOHChfnKV76SmTNn5m1ve9tq93v00Udz7LHHZsKECRk2bFgaGxszbty4HHzwwfnZz372ovT15ebZZ5/NUUcdlTFjxqSpqSnbbrttvvWtb6UsyxXqzpgxI+973/uy+eabpyiKjBs37qXvcBdTf7wK3PnIM/nsFXdl9mPPZc/xo3Pqe7fLa0cOrrpbAAAAAP+wZs6cudJtDz74YE466aRssMEGGT9+/EvYq7X329/+NuPGjct+++2XDTbYIE8//XQuv/zyHHDAATn11FNz4oknrtPj3XrrrXnmmWdywQUX5IADDhjQPtdcc02mTp2apUuX5n3ve18OP/zwNDc3Z86cOfnRj36UffbZJ9dcc03222+/Ne7Pd77znZx77rlrvN+mm26axYsXp77+pYlhly1blkmTJuWOO+7IUUcdla233jrXXXddPv7xj+eJJ55YYWT38ccfn5EjR2bnnXfOM88885L0cWUE1a9gzy9pzVduuC8X/XpONhjamG/+y87Zd7uN/HouAAAAQMUOPvjgfssXLVqU3XbbLXV1dbnsssvS0tLyEvds7Vx22WUrlP3rv/5rdtlll3zpS1/K8ccfn7q6unV2vLlz5yZJRo4cOaD6s2fPzvve976MHDkyP/3pT7P11lv32X7qqafm4osvTlNT01r1p6GhIQ0NDWu8X1EUa33MtXH++efn1ltvzVlnnZWjjjoqSXLYYYflwAMPzGmnnZYPf/jD2XTTTXvq//nPf87mm2+eJNluu+2yYMGCl6yvyzP1xytQWZb5yd2PZ5+v/jzf+/WcHPymTXPj9D2y3/YtQmoAAACAl7Fp06blzjvvzOmnn5699tqrz7a2tracfvrp2WabbdLU1JRRo0Zl8uTJueuuu/rU6z3v8Y9//OO84Q1vSFNTU1paWnLMMcekra1thePef//9OeSQQ9LS0pJBgwZl3LhxOeaYY7Jw4cK1Ppf6+vqMGTMmCxcuTGtr64D2ufPOOzN58uSMGjUqTU1N2WabbfKlL30p7e3tPXXGjRuXD33oQ0mSPffcs2ealFX593//9yxevDjnn3/+CiF10hkYH3zwwT2P+c0337zSea/7m4+6v7K//vWvmTZtWjbddNM0NjZmww03zJvf/OZ873vf66nT3xzVL+b1u+SSSzJ48OAcdthhfcr/9V//Na2trSt84dAdUr8cGFH9CvPI/EU56crZ+dmf/patW9bLtw/ZNTu+dv2quwUAAADAapxxxhm57LLLctBBB2X69OkrbP+Xf/mX/OAHP8ikSZNy5JFHZu7cuTnnnHOy22675ZZbbslOO+3Up/61116bb37zmzniiCMybdq0XHnllfnyl7+cESNG5Pjjj++pd/vtt2evvfbK+uuvn4997GMZM2ZM/vCHP+Sss87KL3/5y/z85z8f8Gjhp59+Ou3t7Zk3b14uv/zy/OQnP8mee+45oFHDt912W/bYY480NDTkE5/4RDbaaKNcffXV+cxnPpM//OEPufjii5MkZ555Zq677rqcd955Of744/sNnntbsmRJrrnmmrz2ta/NO9/5zgGdx9+rra0tkyZNyqOPPpqPf/zj2WqrrfLss8/mzjvvzC233NITtK/Kur5+HR0d+d3vfpedd955hevxT//0TymKIrfeeus6fyzWFUH1K8gv7nsyH5t5e5Lkc+/aOoe+eVzq6wyKBwAAAHi5u/HGG/PZz34222+/fS644IIVtv/0pz/ND37wg0yZMiWXXnppz+jdKVOmZJdddsmnPvWp3HLLLX32mT17dmbPnt3zA3hHHHFEtt9++5x99tl9gs5p06alpaUlt956a4YNG9ZTvvfee+eAAw7IxRdfnEMPPXRA57HVVlvlqaeeStI5ovrAAw/MN7/5zQHt+3//7//N0qVL8+tf/zoTJkxIknzyk5/MQQcdlEsuuSTTpk3L3nvvnf333z/PPPNMzjvvvEyaNCkTJ05cZbv3339/li5dmh133HFA/VgX/vjHP+bee+/N6aefnmOPPXat2ljX12/+/PlZvHhxxowZs8KxGhsbs8EGG+TRRx9dq76+FATVryATxg7PvtttlKPfvlXGjvBjiQAAAMCrwylXz84fH3uu6m70sc3G6+Wk92y7TtqaM2dO3v/+92fYsGGZNWtWhgwZskKdWbNmJUlOOOGEPlNM7LDDDnnPe96TH/3oR3nyySczevTonm37779/T8iZdE5vseeee+Yb3/hGFixYkKFDh+auu+7KnXfemVNOOSVLly7N0qVLe+rvvvvuGTJkSG644YYBB9VXXHFFlixZkkcffTSXX355Fi9enOeff75Pv/rzt7/9Lb/61a8yefLknpC6u88nnHBCLr/88syaNSt77733gPrR23PPdT531ltvvTXed20NHz48SXLTTTfl0EMPzYYbbrjGbazr67do0aIknaF0f5qamnrqvBwZjvsKsv7gQfnqQTsKqQEAAABeIRYtWpTJkydn/vz5ueSSS/K6172u33oPPfRQarVav9NcbLvttj11eutvfuFRo0YlSc+o53vuuSdJctJJJ2X06NF9bhtuuGEWLlyYJ554YsDn87a3vS1vf/vb8+EPfzjXXntthg0blre85S2ZP3/+Kvfr7nv3ufS29dZbp1ar5cEHHxxwP3rrDqiff/75tdp/bWy66aY54YQTcsMNN6SlpSW77LJLjj322DWaWmNdX7/Bgzszw95hdm9LlizpqfNyZEQ1AAAAAJVaVyOXX44OO+yw/P73v8/nP//57Lvvvuu07bq6upVuK8uyz/306dNXOn/ziBEj1roPH/rQh3LppZfmiiuuyEc+8pG1bufvseWWW6axsTG///3vB7zPqn6csb8fM+zPF77whUybNi3XXHNNbrnllpx//vk544wzcuyxx+b0009f7f7r+vqNGDEizc3N/U7vsXTp0sybNy977LHHavtVFUE1AAAAALwIvvrVr+aSSy7Je9/73pxwwgmrrLv55puno6Mj99xzT5+pMZLO+ZCTZLPNNlvjPmy55ZZJOkPRffbZZ433X53Fixcn6fyRxVXp7vvs2bNX2PanP/0pHR0d/Y4wHoimpqbst99+mTVrVm644Ya8/e1vX+0+I0eOTNJ/v9dkZPfmm2+eo446KkcddVSWLFmSd7zjHfnSl76U6dOnr9V0IMtbk+tXq9Wy884754477sjSpUv7TAHy29/+NmVZZtddd/27+/RiMfUHAAAAAKxjN910U4499tiMHz8+F1100SpH8Cad8xUnyYwZM3pG0SbJ3Xffnauuuiq77777aueB7s9OO+2U7bbbLueee26/AWxbW9tqQ+aFCxdmwYIFK5S3t7fnnHPOSZK86U1vWmUbG264Yd785jfn6quvzt13391TXpZlZsyYkSSZPHnyas9nZU499dQ0Nzfnox/9aO69995+61xyySX57//+7ySdwXl9fX1uvPHGPnV+9atf5Te/+c1qj/fss8+mtbW1T1lTU1PP1C2rmwploNb0+k2dOjWLFi3Keeed16femWeemfr6+hx00EHrpF8vBiOqAQAAAGAdevzxxzNlypS0t7fnwAMPzFVXXbXSuhMmTMiECRMyadKkTJkyJZdeemnmz5+fd7/73Zk7d27OOeecNDU15ayzzlqrvhRFkZkzZ2avvfbKhAkTMm3atGy77bZZtGhRHnjggVxxxRWZMWPGKn9M8f77788ee+yRf/7nf8748eMzcuTIPProo/n+97+fe++9Nx/60Ify1re+dbV9+frXv5499tgjb33rW/OJT3wiG220UX784x/n+uuvzwc+8IG1+iHFbtttt10uv/zyTJ06NTvssEOmTJmSN77xjWlubs5f/vKXXHnllfnDH/6Q6667LkkydOjQHHrooTn//PMzderUTJw4Mffff3+++93vZsKECfnDH/6wyuPddNNNOfzww3PggQdm/PjxGTp0aG6//facf/75eeMb35jx48ev9bn0tqbX77DDDst3v/vdHH300ZkzZ0623nrrXHvttZk1a1Y+97nP9fnxxiSZOXNm/vKXvyRJnnzyySxbtixf+MIXknTOw33IIYesk/MYCEE1AAAAAKxD9957b+bNm5ckOe2001ZZ96STTuqZ6uPiiy/OzjvvnAsvvDDTp0/PkCFDsscee+Tzn/98tt9++7Xuz4477pg77rgjM2bMyFVXXZVzzz03w4YNy7hx43LooYeuNiAeO3ZsDjnkkNxyyy2ZNWtWnn/++QwfPjw77bRTTjzxxHzgAx8YUD923XXX/OpXv8pJJ52Ub37zm1m4cGE233zznH766Zk+ffpan1+3d73rXbnnnnty5pln5ic/+UmuuOKKtLa2ZuONN87uu++eM888MxMnTuyp/7WvfS1lWWbWrFm58sors8suu+Tqq6/Oeeedt9qgeocddsgBBxyQm2++ORdffHHa29uzySab5Pjjj18n59Lbmly/QYMG5cYbb8znPve5fP/7389TTz2V173udTn77LPziU98YoW2L7jggvz85z/vU3biiScmSfbYY4+XNKguev+vBK8Uu+66a3nbbbdV3Q0AqnDy8K77Z6vtxxoYd9w1SZI5X3xXxT0BAIBq3XPPPT1TIwCvfAN5TRdFcXtZlqudHNsc1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAADAy85//dd/ZYcddkhzc3OKosjNN99cWV8mTpyYcePGrfF+N998c4qiyIUXXrjO+/RqI6gGAAAAgHWsKIoB3aoMX9fGNddck3322ScjRozI4MGDs9VWW+WTn/zkOj/Offfdl6lTp2b48OH5xje+kZkzZ2brrbce0H4f//jH8/rXvz5DhgxJc3Nzttpqqxx++OG59dZb13k/X44ee+yxfPCDH8zo0aPT3NycXXfdNZdffvkK9RYsWJBTTjkl/+f//J+MHTs2RVFk4sSJL32Hu9RXdmQAAAAAeJWaOXPmSrc9+OCDOemkk7LBBhtk/PjxL2Gv/j6nnHJKTj755LzjHe/IKaecksGDB+fhhx/OnXfeuc6PdfPNN6etrS1nnnlmdt555wHtc8EFF+TII49MU1NTpk6dmh133DH19fW577778sMf/jDf+c53Mnv27GyzzTZr3J8bbrghZVmu8X5ve9vbsnjx4jQ0NKzxvmvj6aefzu67756//e1vOfroozN27NhccsklmTJlSv7f//t/+fCHP9xTd968eTn55JPzmte8JrvsskueeOKJl6SPKyOoBgAAAIB17OCDD+63fNGiRdltt91SV1eXyy67LC0tLS9xz9bOjTfemJNPPjmnnnpqTjzxxBf9eHPnzk2SjBw5ckD1b7zxxhx++OHZZpttcv3MwHdfAAAgAElEQVT112fjjTfus33GjBk5++yz17o/gwYNWqv9arVampqa1vq4a+qLX/xiHnrooVx11VV5z3vekyT5yEc+kt122y2f/vSn8773vS9Dhw5NkrS0tOSvf/1rxo4dmyQ95VUx9QcAAAAAvESmTZuWO++8M6effnr22muvPtva2tpy+umnZ5tttklTU1NGjRqVyZMn56677upTb86cOSmKIieffHJ+/OMf5w1veEOamprS0tKSY445Jm1tbSsc9/77788hhxySlpaWDBo0KOPGjcsxxxyThQsXDqjfp512WjbccMN89rOfTdI5bURHR8can/8vfvGLTJo0KcOHD09zc3N23nnnXHDBBX3qFEWRk046KUmy2WabpSiK1c4P/ZnPfCZlWeayyy5bIaROkvr6+vzbv/1bz2jqCy+8cKVTr/Q3H3V/ZbNnz8773ve+jBkzJo2Njdloo42y55575pprrump098c1b3Lvvvd72bbbbdNY2NjNt1003zpS1/q9/xuu+22TJ48ORtssEEaGxszfvz4/Md//McK1/qSSy7J6173up6QOknq6upy1FFH5emnn861117bU97Y2NgTUr8cCKoBAAAA4CVwxhln5LLLLstBBx2U6dOnr7D9X/7lX3Lcccdl7NixOeOMM3LEEUfkpptuym677ZY77rhjhfrXXnttpk2bln333Tdf+9rXssMOO+TLX/7yCmHn7bffnl133TW/+MUv8rGPfSznnHNO3v3ud+ess87KpEmT0trausp+L1y4ML/4xS/yxje+MRdccEHGjBmTYcOGZejQoXn/+98/4Ckjrr766uy111655557Mn369Jx22mlpaGjIRz/60Zxwwgk99WbOnJnJkycnSb72ta9l5syZOfPMM1fa7kMPPZTf/e532X333ddqWo+18dRTT2WvvfbKL37xi3z0ox/Nt771rRx99NEZPXp0/vd//3dAbZx77rk59dRTM3Xq1HzlK19JS0tLPvOZz+SSSy7pU++aa67JW97yltx3332ZPn16zjrrrOy2227593//90ydOrWn3uOPP55HH300b3rTm1Y4VnfZy3meblN/AAAAAMCL7MYbb8xnP/vZbL/99iuMIE6Sn/70p/nBD36QKVOm5NJLL01RFEmSKVOmZJdddsmnPvWp3HLLLX32mT17dmbPnt0z0veII47I9ttvn7PPPjvHH398T71p06alpaUlt956a4YNG9ZTvvfee+eAAw7IxRdfnEMPPXSlfX/ggQfS3t6e3/zmN7nhhhty3HHHZYcddsgtt9ySr3/967nzzjtz2223ZfDgwStto729PZ/85CczdOjQ/Pa3v+0Z9fyJT3wie+65Z774xS/m0EMPzZZbbpmDDz44DzzwQGbNmpX9999/taOp77777iTJjjvuuMp669Ivf/nL/O1vf8tll12WKVOmrFUbDz/8cO65554MHz48Sed12nTTTXP22WfnAx/4QJJkyZIl+chHPpI3vvGN+e///u/U13fGuR/72Meyww475Oijj87NN9+ciRMn5rHHHkuSjBkzZoVjdZc9+uija9XXl4KgGgAAAIBqXXdcMveu1dd7KW20fbLvF9dJU3PmzMn73//+DBs2LLNmzcqQIUNWqDNr1qwkyQknnNATUifJDjvskPe85z350Y9+lCeffDKjR4/u2bZ8iFsURfbcc8984xvfyIIFCzJ06NDcddddufPOO3PKKadk6dKlWbp0aU/93XffPUOGDMkNN9ywyqD6+eefT5I8+eST+c53vpOPfvSjSZLJkydnvfXWyymnnJLvfe97OfLII1faxu23356HH344//Zv/9Znao5Bgwbl2GOPzf77758rr7wyn/70p1faxso899xzSZL11ltvjfddW93h8nXXXZd3vvOda3XsD3/4wz3tJMngwYPzpje9Kb/+9a97yn7605/miSeeyIwZM/LMM8/02X+//fbL0UcfnRtuuCETJ07MokWLknRO6bG87nmyu+u8HJn6AwAAAABeJIsWLcrkyZMzf/78nvmD+/PQQw+lVqtl6623XmHbtttu21Ont80333yFuqNGjUrSOTVFktxzzz1JkpNOOimjR4/uc9twww2zcOHC1U7d0dzcnKTzhwEPOeSQPts+9KEPJUm/cz0vf369z6W/83vwwQdX2cbKdIfE3YH6S2GPPfbIBz/4wVx44YXZYIMN8pa3vCUnnXRS/vjHPw64jZVdv+5rl7xw/aZNm7bC9Xv961+fJD3Xr3tEe+8vI7otWbKkT52XIyOqAQAAAKjWOhq5/HJ02GGH5fe//30+//nPZ999912nbdfV1a10W1mWfe6nT5+ed77znf3WHTFixCqP0/2DeyNGjFhhtG5LS0uSZP78+QPr9Itgu+22S5J+5/Femd6j1pfX349R9ud73/tejjnmmFx33XW55ZZb8pWvfCX/8R//kTPPPDOf/OQnV7v/qq5ft+7rd8YZZ6x0apPuEerd9/1N79Fd1t+0IC8XgmoAAAAAeBF89atfzSWXXJL3vve9fX4ssD+bb755Ojo6cs8992TChAl9tnWP0t1ss83WuA9bbrllks5QdJ999lnj/ZPkNa95TTbZZJP89a9/zaJFi/qMyn3kkUeSJBtuuOEq2+gePTx79uwVtnWfX38jjAdis802y0477ZRf/vKX+dOf/tQz0nhVRo4cmSR5+umnV9j20EMPpaGhYUDH3m677bLddtvlmGOOyTPPPJM3vvGNOe644/KJT3xilWH4QHVfvyFDhqz2+rW0tGTMmDH5zW9+s8K27rJdd9317+7Ti8XUHwAAAACwjt1000059thjM378+Fx00UWrDS3333//JMmMGTN6RtEmnT8UeNVVV2X33XfvMz/1QO20007Zbrvtcu655/Y7tUZbW1u/Ye3yDjnkkJRlmW9/+9t9yr/1rW8l6ZwveVV23nnnbLLJJvnud7+buXPn9pS3trbmjDPOSFEUee973zuQU+rX6aefniR5//vf36f9bu3t7TnzzDN7QvGtttoqSeePXPb2/e9/v+dHCVfl6aefTkdHR5+y9ddfP5tttlkWLVrUM9XG3+sd73hHNtxww3zxi1/s9zotXry4z5QnU6dOzZ///OdcffXVPWXt7e05++yzs/7666/2OlXJiGoAAAAAWIcef/zxTJkyJe3t7TnwwANz1VVXrbTuhAkTMmHChEyaNClTpkzJpZdemvnz5+fd73535s6dm3POOSdNTU0566yz1qovRVFk5syZ2WuvvTJhwoRMmzYt2267bRYtWpQHHnggV1xxRWbMmLHKH1NMkmOPPTY//OEP8+lPfzr33Xdfdthhh/zP//xPLr744uy111456KCDVrl/XV1dvvGNb2Ty5Ml5wxvekMMPPzzDhg3LZZddlt/85jc5/vjje0YPr41JkyblvPPOy5FHHpnx48dn6tSp2XHHHVNfX58HHnggP/zhD/PnP/85d999d5Jk/Pjx2WefffLtb387ZVlmxx13zO9///vMmjUrW2yxRVpbW1d5vIsuuihf+9rXMnny5GyxxRZpaGjIz3/+81x//fWZMmVKz7zef68hQ4bkoosuyv7775/x48dn2rRp2WKLLfLMM8/kT3/6U6644orMmjUrEydOTJIcd9xxufzyy/OBD3wgRx99dMaMGZPvf//7ufXWW3P++edn2LBhfdr/xje+0fMjja2trfnLX/6SL3zhC0le+CHPl4qgGgAAAADWoXvvvTfz5s1Lkpx22mmrrHvSSSf1TPVx8cUXZ+edd86FF16Y6dOnZ8iQIdljjz3y+c9/Pttvv/1a92fHHXfMHXfckRkzZuSqq67Kueeem2HDhmXcuHE59NBDs/fee6+2jfXWWy+33HJLTjzxxFx55ZW54IILMnbs2Bx//PE58cQTBzTf8nve85787Gc/yxe+8IWcccYZWbZsWbbeeuucf/75+chHPrLW59ftIx/5SHbfffeceeaZ+dnPfpaLLrooHR0d2XTTTbPXXnvlBz/4QbbZZpue+jNnzsxRRx2Viy++ODNnzsxb3/rW3HTTTTnyyCMzZ86cVR5r4sSJueOOO/LjH/84jz/+eOrq6rLZZpvly1/+8oDmp14T73jHO3Lrrbfmi1/8Yv7zP/8zTz75ZEaMGJHXve51Ofroo/tMFTNq1Kj88pe/zHHHHZdzzjknCxYsyDbbbJNLL7203y8TvvzlL+cvf/lLz/qcOXNy4oknJun8ocyXMqguev+vBK8Uu+66a3nbbbdV3Q0AqnDy8K77Z6vtxxoYd9w1SZI5X3xXxT0BAIBq3XPPPdl6662r7gawjgzkNV0Uxe1lWa52cmxzVAMAAAAAUClBNQAAAAAAlRJUAwAAAABQKUE1AAAAAACVElQDAAAAAFApQTUAAAAAAJUSVAMAAADwkinLsuouAOvAun4tC6oBAAAAeEnU1dWltbW16m4A60Bra2vq6urWWXuCagAAAABeEsOGDctzzz1XdTeAdeC5557LsGHD1ll7gmoAAAAAXhIjR47M/PnzM2/evCxbtsw0IPAKU5Zlli1blnnz5mX+/PkZOXLkOmu7fp21BAAAAACr0NjYmE022SRPP/105syZk/b29qq7BKyhurq6DBs2LJtsskkaGxvXWbuCagAAAABeMo2NjWlpaUlLS0vVXQFeRkz9AQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUGHFQXRfHxoigeKopiSVEUtxdF8dbV1N+jq96SoigeLIriiOW2v60oiquKoni0KIqyKIpD1/IcAAAAAAB4BRtQUF0UxUFJvp7ktCQ7JflVkuuKothkJfU3S3JtV72dksxIcnZRFAf2qjY0yd1J/m+SxWt7AgAAAAAAvLINdET10UkuLMvyO2VZ3lOW5VFJHk9y5ErqH5HksbIsj+qq/50k30vy6e4KZVleW5bl8WVZ/leSjr/jHAAAAAAAeAVbbVBdFMWgJLskuWG5TTckefNKdtutn/rXJ9m1KIqGNe0kAAAAAACvXgMZUb1BkrokTyxX/kSSjVayz0YrqV/f1d4aK4ri8KIobiuK4rYnn3xybZoAAAAAAOBlaMA/pli1sizPK8ty17Isdx09enTV3QEAAAAAYB0ZSFA9L0l7ktcsV/6aJHNXss/cldRv62oPAAAAAACSDCCoLstyWZLbk0xabtOkJL9ayW6/Xkn928qybF3TTgIAAAAA8OpVP8B6X00ysyiK3yb5ZZIjkmyc5NwkKYrioiQpy/KDXfXPTfLJoijOTPLtJG9JcmiSqd0NFkUxNMkWXau1JJsURbFjkqfLsnz47zgnAAAAAABeQQYUVJdleVlRFKOSfC5JS5K7k+xXluVfuqpsslz9h4qi2C/J15IcmeSxJJ8qy/KHvartmuSmXuundN2+l85QGwAAAACAfwADHVGdsiy/meSbK9k2sZ+ynyfZeRXt3ZykGOjxAQAAAAB4dRrIjykCAAAAAMCLRlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAAAAAEClBNUAAAAAAFRKUA0AAAAAQKUE1QAAAAAAVEpQDQAAAABApQTVAAAAAABUSlANAMD/Z+9uQi497zqO//4kbTcWwXbItIuBgOCmlSYdqWlaEgpBTTdKF7WFlqAYJrEpGApSzEI3jau8EB3TZNMXBQsGKsWGBF/oognUGZCaEpWSIShpwhT7YoSYJlwu5kSHx+fkOZl0+uMZPx94mDn3/b/uc93bLzf3AQAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqBKqAQAAAACoEqoBAAAAAKgSqgEAAAAAqNo5VM/MrTNzZmZemJnTM/P+A+av28y9MDNPzcyJPec/PTN/PzM/nJmzM/OVmXnHhd4IAAAAAACH006hemY+nOTeJJ9JclWSx5I8PDPHtsxfmeSrm7mrktyZ5L6Z+dB5Y9cnOZnkvUk+kOSlJH89Mz9zQXcCAAAAAMChdPmOc7cn+dxa68HN59tm5peT3JLk0/vMn0jyzFrrts3nJ2fmPUk+leShJFlr/dL5C2bmY0l+kOTaJF95TXcBAAAAAMChdeAT1TPzxiTvTvLonlOP5tzT0Pu5Zp/5R5Icn5k3bFnz5s1+vnfQngAAAAAAuHTs8uqPtya5LMlze44/l+ToljVHt8xfvrnefu5N8g9JHt9hTwAAAAAAXCJ2ffXHRTUzdyV5X5L3rbVe3jJzc5Kbk+TYsX1fjQ0AAAAAwCG0yxPV303ycpIr9hy/IsmzW9Y8u2X+pc31/sfM3J3kI0k+sNZ6atsm1loPrLWOr7WOHzlyZIdtAwAAAABwGBwYqtdaLyY5neSGPaduSPLYlmWPb5k/tdb60SsHZube/G+k/qddNw0AAAAAwKVj11d/3JXkizPzjSRfT3IiyduT3J8kM/OFJFlrfXwzf3+ST8zMPUk+m+TaJDflXJTOZs0fJ/lYkl9N8r2ZeeV918+vtZ5/HfcEAAAAAMAhslOoXmt9aWbekuSOJG9L8kSSG9daT29Gju2ZPzMzNya5O8ktSZ5J8sm11kPnjd26+fdv9nzdHyT5/ddyEwAAAAAAHF47/5jiWutkkpNbzl2/z7GvJbn6Va43u343AAAAAACXrl1+TBEAAAAAAC4aoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgA7M4wsAACAASURBVCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAqp1D9czcOjNnZuaFmTk9M+8/YP66zdwLM/PUzJzYc/63Z+abM/PDzd/jM/PBC70RAAAAAAAOp51C9cx8OMm9ST6T5KokjyV5eGaObZm/MslXN3NXJbkzyX0z86Hzxv4tye8muTrJ8SR/m+TLM/PzF3YrAAAAAAAcRrs+UX17ks+ttR5caz251rotyXeS3LJl/kSSZ9Zat23mH0zy+SSfemVgrfWXa62H11rfXmv9y1rr95L8R5JrLvx2AAAAAAA4bA4M1TPzxiTvTvLonlOPJnnvlmXX7DP/SJLjM/OGfb7jspn59SQ/lXNPYQMAAAAA8P/ELk9UvzXJZUme23P8uSRHt6w5umX+8s31kiQz886ZeT7JfyW5P8mvrbX+cb8LzszNM3NqZk6dPXt2h20DAAAAAHAY7PxjihfJPyd5V5L3JPmTJJ+fmXfsN7jWemCtdXytdfzIkSM/yT0CAAAAAHARXb7DzHeTvJzkij3Hr0jy7JY1z26Zf2lzvSTJWuvFJN/efDw9M7+Q5HeS/OYO+wIAAAAA4BJw4BPVm5h8OskNe07dkO3vk358y/yptdaPDtjPmw7aEwAAAAAAl45dnqhOkruSfHFmvpHk60lOJHl7zr1XOjPzhSRZa318M39/kk/MzD1JPpvk2iQ3JfnIKxecmT9M8ldJ/jXJm5N8NMn1ST74em4IAAAAAIDDZadQvdb60sy8JckdSd6W5IkkN661nt6MHNszf2Zmbkxyd5JbkjyT5JNrrYfOGzua5E83//4gyTeT/Mpa65HXcT8AAAAAABwyuz5RnbXWySQnt5y7fp9jX0ty9atc76ZdvxsAAAAAgEvXge+oBgAAAACAi0moBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgSqgGAAAAAKBKqAYAAAAAoEqoBgAAAACgaudQPTO3zsyZmXlhZk7PzPsPmL9uM/fCzDw1MydeZfbTM7Nm5o9ey+YBAAAAADj8dgrVM/PhJPcm+UySq5I8luThmTm2Zf7KJF/dzF2V5M4k983Mh/aZ/cUkNyf55oXcAAAAAAAAh9uuT1TfnuRza60H11pPrrVuS/KdJLdsmT+R5Jm11m2b+QeTfD7Jp84fmpmfTvJnSX4jyfcu6A4AAAAAADjUDgzVM/PGJO9O8uieU48mee+WZdfsM/9IkuMz84bzjj2Q5C/WWn+323YBAAAAALjU7PJE9VuTXJbkuT3Hn0tydMuao1vmL99cLzPzW0l+Nskdu2x0Zm6emVMzc+rs2bO7LAEAAAAA4BDY+ccUf5xm5udy7n3XH11r/WiXNWutB9Zax9dax48cOXJxNwgAAAAAwE/MLqH6u0leTnLFnuNXJHl2y5pnt8y/tLneNTn3ZPW3ZualmXkpyXVJbt18ftOO+wcAAAAA4JA7MFSvtV5McjrJDXtO3ZDksS3LHt8yf2rzBPWXk7wzybvO+zuV5M83/39xx/0DAAAAAHDIXb7j3F1Jvjgz30jy9SQnkrw9yf1JMjNfSJK11sc38/cn+cTM3JPks0muTXJTko9s5r6f5Pvnf8HM/GeSf19rPfE67gcAAAAAgENmp1C91vrSzLwl53748G1Jnkhy41rr6c3IsT3zZ2bmxiR3J7klyTNJPrnWeujHtnMAAAAAAC4Juz5RnbXWySQnt5y7fp9jX0ty9Wu4/v+5BgAAAAAAl75dfkwRAAAAAAAuGqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAAAAgCqhGgAAAACAKqEaAAAAAIAqoRoAAADgv9u777hbrrJe4L/nkJAQwFACAQIhIJ1ACESqdEFEvJSrgIA0QxUURToWFLgCkSYlFCm50tQgPQGkc0MLRQQRpUqvgoQQWtb9Y603Z/NyTs57Ss68M/l+P5/55OzZs/NZzzv72TPzzJq1AJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJiUQjUAAAAAAJNSqAYAAAAAYFIK1QAAAAAATEqhGgAAAACASSlUAwAAAAAwKYVqAAAAAAAmpVANAAAAAMCkFKoBAAAAAJjUhgvVVXX/qvpsVZ1WVR+squvvYPsbju1Oq6rPVNV9173/51XV1i1f3dVAAAAAAACYpw0VqqvqDkmeluTxSY5MclKSE6rq0O1sf6kkbxjbHZnk/yT5m6r63+s2/WSSi64sV9mFGAAAAAAAmLF9NrjdHyV5UWvteeP1A6vqFknul+QR29j+vkm+3Fp74Hj9iaq6VpI/TnL8ynY/aa3pRQ0AAAAAcDa2wx7VVXXOJNdI8qZ1b70pyXW387HrbGP7NyY5qqr2XVl36ar68hhS5OVVdekNthsAAAAAgIXYyNAfByU5R5KvrVv/tSQX2c5nLrKd7fcZ/78keV+Suye5RZJ7jc+cVFUX3ECbAAAAAABYiI0O/bHHtdZOWH1dVe9N8pkkd0vy5PXbV9W9k9x7vDylqj55ljeSPeWgJN+cuhFnoSXHt+TYkmXHt+TYkuSgPKZmF189YcObLnn/LTm2RHxztuTYkmXHt+TYEvHN2ZJjS8Q3Z0uOLVl2fEuOLRHfkl1yIxttpFD9zSQ/TXLwuvUHJ9ne+NJf3c72P8l2dkhr7ZSq+niSy27n/ecmee4G2ssmU1Unt9aOmrodZ5Ulx7fk2JJlx7fk2BLxzdmSY0vEN2dLji1ZdnxLji0R35wtObZEfHO25NiSZce35NgS8bGBoT9aaz9K8sEkN1v31s2SnLSdj71nO9uf3Fr78bY+UFX7J7lCkq/sqE0AAAAAACzHRsaoTvpQHHevqqOr6opV9bQkF0tybJJU1XFVddzK9scmOaSqnjq2Pzp9POpj1jaoqmOq6oZVdamqulaSf0xy7iQv3v2wAAAAAACYiw2NUd1ae8WY5PDRSS6a5GNJbtla+/zY5NB123+2qm6Z5ClJ7pfky0l+v7V2/MpmF0/ysvTxWb6R5L1Jrr3y/2Q5lj5ky5LjW3JsybLjW3JsifjmbMmxJeKbsyXHliw7viXHlohvzpYcWyK+OVtybMmy41tybIn4zvaqtTZ1GwAAAAAAOBvb6NAfAAAAAABwllCoBgAAAABgUgrVAMCkqqqmbgMAAADTUqhmr6th6naclapKbrGpyDs2szYmzFjid3TpuSfv2Kx8NwEA5mefqRvA2UdV7d9aOy3Jvq21H03dnj2tqg5I8uMk+7TWfjB1e/akqrpMkt9Ocq4kn03yotbaj6dt1Z5RVZdLcp8k50+P7e9aa5+dtlV7jrybr7Nj3rXWWlVVW8BMz0vOvSXnXXL2zL1pW7XnLP27uaqqtrTWTp+6HXvKkvMuWXbu2XfLtZRzsu1ZcnxLji0R39LpacBeUVVXTvIPVfX2JG+pql+vqgMnbtYeU1WHJzkhyUlJPl5V9x8nbbM39t3JSW6U5JeTPC3JG6rq5nPvJVhVV0rygSRXSHJAkgcl+buqutcSemLJu/k6O+fdWrF60kbupiXn3pLzLjl7596kjdsDlv7dTJKq+oWqOn9VnX9hRerF5l2y7Nyz75alqg6sqkOq6iJJf+JtCftxTVUdVFWXHfs1SyoELjm2JKmqg6vq6lV1g7XrhanbtCctff/trDqbx89eMC4STk7y8iRfTXLp9Lvuf5Pkua21f5+webutqi6V5INJXjr+e/kkd0vytiTPaq29e8Lm7Zaq2j/J8Uk+31q7/zghOyzJK5N8P8mTWmuvmrCJu6yqzpnkxUm+31o7eqy7UJLnJDkkycuSPH2uF4LyTt5tRkvPu2TZubfkvEvkXmace0v/biZJVV0lyYuS7Jvk0CTHJnl1a+09U7Zrdy0575Jl5559N999ty3jN+b5SS6c5JQkn0hy79badyZt2B5SVVdNP0acJ73D5ueS3D/Jv7fWfjJh03bbkmNLzojvlUkqyYHp59cPT/Ku1tp3p2zbnrD0/bcrFncXkE3pd5J8oLV239ban7fW7pqeeL+Z5IHj4mLObpPk4621B7TWXthae3iSB6QXJx5cVdectnm7bjy2fr4kXxqrtrTWPpPkFklakoeMnhSzMx7FP3/6I8KpqnO01r6R5Ogk/5HkDkl+bboW7jZ5N1PybtZ5lyw79xabd4ncy7xzb9Hfzao6NMlbkrwryUOSPCb9e/m4qrrtlG3bXUvOu2TZuWffzXffrVdVl0zy5iTvSPLAJM9KcuUk76uqa0zZtj2hqg5J8vokr01ypyT3Th8G901Jbl1V+03YvN2y5NiS3pM6vUj98iS3SnL9JJ9O8uwkR1fVBSds3m5b+v7bVQrV7A3nTrJPdfskSWvteUn+JP0A/1vJrCe92ZLk/ONRqUqS1trxSR6b3qvgLlV1wNwemxr7a//0njuXSpLW2k+qat/W2leT3C49vgdP18pdU1X7VtW+6b09Lp4krbWfjti+nf5YX6UXl+ZK3sm7TeVsknfJsnNvkXmXyL3MP/cW+90cbpTew+rBrbU3ttaekr7fvpPkYVV1ywnbtsuWnHfJsnPPvpvvvtuOI5N8JcnjW2uva609O8lN0nuu/kNVXT6Z7blLklw2vZf4M1trJ7XWTmytXTfJe9OfTrlJMttJvZccW5JcLD3XXtpa+8RYbp3kVen5d/vqTz/M1dL3365prVksZ+mSflf2e0kuMV6fc+W9hyY5NckvTt3O3Yjv9klOS3KtbcR39yQ/SnKNqdu5G/H9ZnpPgrutrNt//Pe26Scwl8kYSmgzL0kOXvf6Wkl+muSPV9adc/z3Gkl+mOTqU7d7F2OVd/JuUyxnp7wbMSw295aedyMOubcJ2r4Lsd5hyd/NJHdJ8uUkh61bf530XljHr/3mzHFZUt6NNp+dcs++m+m+Wxfn/ZJ8e+X1PuO/503yniQnT93G3Yzvt5L8T5LzjNf7r7z32iSfWV03p2Xk4CJjGzHcKMm3k1xxvD5g5b3np99gufR4PYvfmbPT/tvVZa53xJiXY5N8JMk/VdVBrbUfjTvwSR/j6+vpJ9qzUFWXr6rrrb1urf19+uMax1fVwSO+/cZ7L0p/NOWmkzR2J1XVodUn/Tq6qi5WVQck+ackz03y2Kq6c3LGo35Jvyj8bpLvtfFrullV1RFJPlJVZ9yVbK29L8kjkzyhqh6YnPGY35rPpcc3R/JO3k3ubJh3yYJyb8l5l8i9ZL65V1Vbquoca69bPssKTgAAG95JREFUa69I8sYs5Lu5DV9Msl960eyMXo2tj099bJKbJ7nSZK3bCUvOu2TZuWffzXffbc9KL83XJ/lhVT06OaN3/Dlaa99Lcp8kF6yqo6dq565Y1wP1hPQnUI5J+ne0tg6pcOckpyd5xN5t4R5zYvp3cDGxreu5/4704YWekCSttVNXju9Hp98Me9R4vel/Z7ZhcftvT1CoZo8aF7VPrqqXV9XDq+rqrbUfJ/nTscnxVXWBlROYpD/qcOreb+3Oq6qrJflQkquP12sHwD9L8l9J3l9Vl2yt/XC8v396fN+coLk7pfog/u9Pf0z2mPQZrh+T5EJJ/iJ9nKSnV9WDquq8VXXe9Nm9T8sYu22zGiee701yXGvtrcnPHMhenOTxSZ5SVU+oqitUHwvrtum/kd+bos07Q97Ju81o6XmXLDv3lpx3idzLjHOvqq6Y5G+TnFhVf11Vtxlv/UF6r+NZfzeTPqlZVd1i7XVr7e3p43MeW1VHtdZOXyvUt9Zen+TfkvzqJI3dCUvOu2TZuWffzXffbUttvYG+7/jvf6f/xtyyqn4n6UOdjPc+nd7j8xJ7tZG7oaqukD4vyL7j/OUH6d/b61XVI5KktfbD8Tt6apJPJTlosgbvhOrDWO1bVedKktbaKUmemOT6c48tSaqPa//Eqtq/qraMPHxEkqtV1TOTM+JbG+7jg+mTEM7C0vffHjN1l27Lcpb0nhzfSfK6JC9J7zX2/5L83nj/15OcnOTzSX4jvffH45J8Lcklp27/BuI7In2csmO28V6lP/71jvE3eED6Y5p/leRb2eSPeadPhHJy+o/kBca6x6Q/6vWq9LGhLpBefDktvffAR8e+O3Lq9m/ge/mDJH+2sq8OTXLNbH2sbb8kd0s/SftSkk+m917a9I/yyTt5txmXpefdSoyLzL0l592IQe7NNPeSXGF8716R5KnpTy98JMmTxvtXTJ9wcJbfzRHDEelDDfzpeL1l/PcXkrw6veB+g4xHnJOcI8nbk/zR1G3fQVyLzbsRy2Jzz76b777bTrxXTh9S4O1J3p1+jlLpY3G/bqy717rPvD7Jo9b+PlPHsIP4jkjvhfrgdesvluQZ45jxmHXvHZ/kyePvsGnjS3J4+vnXB9KHhHjAiOs8Sf5m5N0sY1vZdz9e+66trD9f+nj3n07yt+vee0mSF6UfCzd7fIvef3v0bzV1AyzLWNLvxr44yfNX1h2W5HlJ/iVjXK/0C4yXJPlG+mzJH53JCcxlx4nXY1five34cfntbD1pO+/4IflEkn9PctJM4js0/aTyV9etv0d64eUlSS64sg/vmT7W12FTt30HcR042v/FlXWvSPKvY39+asTyC+O9Q9J7JN08ycWnbv8G4pN3Td5ttmXpebfyXVxk7i0970bb5V6bX+6lX4Q+OcnLVtZdKP2x/E8lecZYt3+Sp8z0u3m19JtET9zO+xdK8g/pvayemH7h/uT04tnlpm7/DmJbZN6N9i499+y7me67bcR7mfQbeccm+fMkx6UXBp+a3mvz0BH/v6X3sL5n+rBl/7PZf2NGfFfd1m9oknOM/x6WPoTE55K8Nf3mygvTn7q54tTt30Fsl0ofq/kZI/f+Kn3Yi5cnucr4Lv9VegeJWcW2wX13gfSx1L+Sfq79t0leOuK78tTtP7vvvz3+95q6AZblLOmPfL1g/Hutl8fFkjw9/a7RHVa2vXySi66d1GzmJck+SZ42fljuMNa9If1u7KfSJ+h5fZIbrHzmYuPH5sCp27/BGA9Jv6A7ei3mlfful+TjSe46dTt3MbY/TvK29JPok9N7ENx2fAePS/LZJL85dTt3Iz55t/Uzc8u7Syw47x665LwbMS4q99J7auy79Lwbbb74gnPvIUvOvSSvTHLCunXnS/KH6YWVh62sn9V3M8kvjhz7i/H6nEnuml5MekCSq6xs+/Akb0kvpr0xydWmbv8G4lts3o0YFpt743zlkwvedw9N7+W4uH23jVgfk+TN69bdK8kX0ovXBya5cJLfTR9S4QPjt+aIqdu+gdgul15Qf+54vWX8dj4tvdh+5Fh/YPqcBSeO2P5p9fd1sy7jOPeudev+d5L3pT9tc4X0nv83mWFsa0Xcl67su0eldwp5Q5JbZevTRZdO8oL0m7YvzAyK1Evff2fJ32vqBljmv6T3cNl3/GC8Osm50y94135MLpl+Qf/alc/M6rGF9B5mzxkH6y+kX6hfbsR+lfQeO8fPNb7R5len3508aG2/rrx3fJKTpm7jTsZTK//+/fQL2BOTXGzddm9af9CYy5J+EfuCJK9ZaN5dbuTdyUvJu/TCyeErr1+zlLwbsR2x8voPRt69cSl5l629OvZb2jFvJbbLL/F4l/5Y5epM8a9aUO6dJ6O333j9wCUd89J7wN1k/PsRSd6ZdcN4pBdWnpNebFrr9b9l6rbvZJwPTh/rdu2JjBOTfDh9rPhvjbjvurL9edN7j5976rbvRIyvXUrebSe+tePe7HMvvVC0ZeX1K9IL0ovYdyO+fVde3yu9GD/7fbeDuI9Jv6FS+dkbDncbvzOPWLf9fkn2n7rdG4ztLulDfjw0vZj59rG8I304k58kucs2Prfv3m7rLsb34CQfSy+0r17n3iq9Q8EzkpxzprHdKv2c8xlJjkrvUfzWJP+YfoP69PTC9b7rPjeb4/yS999Z8veaugGW+S6rB7fx+objAPCHK+vWLtyvNX5gNn2PjzOJ7xfT76q/LskV1r33KyO+w/dW+3YztvMkOX/GxdxYd1D6uE//nJWL+fHevdMnGDnn3mznnoptrL9r+hhsa9/JtTHnnjCnk8/0x56ulOTy4/W1Rt790co2c867C6SPnXfF8fqQBeXdIelji74myXXGuoPSe+rMPe9+Lrax/m5LyLvR5qunF4rOPV4v5pg3YntXkvOO14s53o02H55efPjVlRiXcsz7udjG+qUc866c/pjvq8bra6YXc5+cdQXa9PGpT09y46nbvZMxXmrEdZ70Qvx/pPcse03G0AnpxfoT0gtM5x/rNvVNovReuHcZy3XHuoPSx+Wcdd5tL76xfva5l36eeVx6oegFSX4tfdiZj6QX/ea+71bj+9sktx7rb5PkdnPedxuI/YHjN/QS4/U5V957aPpY3ZeZup27Ed/vp48h/l/pnQkOWYsxyV+nD6NwqXWf2dS/pSvtvH36cDTX2sa+u3v6EC5HzTG20dY7pvfi/2p6J4mDV3LwwUl+mHXDeM0svkXvvz29bAnsgqq6XJI/qarLrq1rrb0jycOSHFNV9x3rTh9vn5L+uN+pe7utu2I78X06yaPT73Z9emxX4+390y8svr6Xm7rTqupK6T3J3pbkk1V1v6o6oLX2zSR3Tu85d2JVXXltNtr0O5v/k373fdPaTmznTpLW2nFJTlz7TrbWfjI+dtEkH6+qLSv7c1OqqsPTL+5ekeRjVfWXrbX3pT8C/KSqul8y67xbi+/lST5aVX/RWvtSkj/JzPNuuFz6XfTzJHlAVV1r5N0d0wssb55j3g3rY7t2krTWXpz+iOls8y5JquqI9CL1B1pr36+qGse8R6Qf8+6fzDP3VmJ7f2vteyO2T6ePjfeM9KLSbPNuHBfelX5D6F9ba99LkpVj3hUz72Pez8WWnHHMm3Xuje/mB9K/azeuqsu01t6f5Oj0YsQjq+oCKx/5bvpQGJs+79ZU1ZXTx9B+VGvtlPTi2cvSi4F/2lr73MjJz6Wfg94wvXifNq5iN6Oqump6D8YHpI+5+fiqOmLk3Z3Sn9yYZd4l243vaskZuffGueZeVV0hPbYfpd+sXJuA7lFJ7p/eoeAtM9536+M7JMlTquqY1tqrWmuvnOu+26Bj0284/FNVHdRa+1FV7T/ee076BJjXnqx1u6m19vT08fu/nOQvW2tfaq39aLz99PRi57XXfWbT/pYmW8+/Wmt/n17APb6qDh77br/x3ovSh2i7yepnN3tsSVJV50iS1trLkzwpfSiMv2ytfW0lB5+ePhfDjVY/O4f41oz994YsbP+dZaaulFvmt6RPwvCN9F4rT8vKRBlJDki/uD09/cTtmul34P9PepHp4Knbvzvxjfd/7s5W+p32f84mHwcx/YL8G+l3lG+X5LHpPQJ/eWWbw9Mn/PpM+l3N16affF516vbvbmzrtt9/bPP1jN7Jm3lJvzD9ZvoB/Erpd5ZPT5/0ZJ8kfzZeP3Gmebe9+C413p9t3q2094LpvTt+N/1R7pdnjKuWPoHWu9MLTrPJux3EdsR4b/XR0lnl3WjzVdMLz+snd9l//PdhSX46x9w7k9gOOJPPzCbv0s9J3pDkmetivlbG0BHjt+fjMzzmbS+2a24rt+aWe0mOSJ9U6bHpxa9/SfLsJPuN9+8+jhHHpfeCvPT4bn4p6x7b36zLiPHUEdt3V76TBye5XsYjvyP+SnLd9Btgl5667TuI65JJvjh+B/dPcuP0yaFuuLLNLPNuB/HdYDvbzyb30od5+LskT1/X/g+PfHtZ+hBQ70mfjG5u+2578X1oxPeSue677cR7+fSnT16e3qnl6mP9jdOH1TtjqKSx/sD0oQluN3XbdzG+X1p57xpJzjX+vTaPyJVGfNfd223dhdgOTnLoyuu1Xv5rNzc/n+SSK+/vn35j955Tt30X41sdSuiKWTfcTPpTRR9Ocoup277B+C6V/oTCs9InTlw7nh++hP23V/6GUzfAMq8lfSzO56cPbH+f9IuIZ+Zni9VbkvxO+qOaX0kfz/KLmcGM6xuMb3VMocPHCcx3s8kHuk/vAfHG1ZOzsf7ErJsQbPz7/ukn4X+62U/OdiG2W6YXWubyvbzQOJl8ysq6GvFdN8mR4wB+q/QeBF+dWd5tL74T0i/Wr77uYH6VueTdSpu3jJOyT6X3zLndOCF5Yfps88eN7R44l7zbQWzvX4nt+LHdreaUd6PNFxnHsTeO1+dI79VxYnoh+tHj+3nrueXemcR2QvoNkz/JuKgd78/meLfS5n3TexxfY8T3xvHd/G76OLIPWNn2AXPKvTOJ7TvpBcAHrmw7q9xLL7ifluRx43Wl9/T7eJLzrGx38/SeV19L7+X/6TnEN9q+rUL8s3ImQyckeXz6Be6mnZR1tPPe6ePCro5v/NokD0pyzyQ3XVk/x2PemcV3j3XxzSr3Rpv/OVsn9Fy7MfSE9HGoT05y/7Hu9+a273YQ3z+mF97Xxoif1bXCNuK80jgevC59ksivp5+T/d54/9fH/vx8+lA1N0/yuPF7esmp27+L8b0ryUPO5DOPH/v4wlO3fwexXTF9CJY3JLn4Nt4/Kv3p4e+kn7vcJb2D4Leybv6GzbhsL76cyXjT41j50czgRnT6deoX08/L3pbece4vx3uV5JfmvP/22t9x6gZY5rUkOdc4Mfnt8fo22VrMXT/e02FJbpA+buIhU7d9D8R32DbiOyH9wmjTj0OaXkh6f0aPj2ydOOsZSf5xZbtz7O227a3YVrY/IL3ANIsT6/QxHR+VlTHj0otIp6df3H4hfWbgy6QXn26Q5GYzyrszi+8jI75/HnFdNL1I+J9zyLuVeNZ6c/x9xvip6WM+fiN9rMB7T93GszC2e4x1s8q70eaLpE/i8uEktx2/+W9Ov5j76/Ri5z+kT2p26JxybwexHTNi+/v0HkuHzjTvLpx+0X3zEdOJ6b2RbpTkMenH91n2XtlgbL8ztj0gySPnknvpF3FrhaS135dLpI/b/Kh16y+UftF7VDZ58WElvh0W4vOzRdAj0y9i59Jr9T7pvW2vMV4/Kv14/pb0G7TfSnKfqdt5FsX3/hHfPcd7s8m98T08IL3jwEuytYh7yIj3Hkn+b5J3Tt3Wszi+t85t320j1n3TO109f2XdYUmel37dsFaMv8L4W3wj/WbfRzODovwO4vtQkkev2/562Tp0xKY+h0m/pn13+jF9bazmbRWrL5B+7P9EegeJk2ay7zYU38r2v5peh9n0+26099CRS0/I1l7wt08/fzl8ZbtZ7r+9+recugGW+S35+clrbpd+QfSsbJ30ZZ+sPM4xp2UH8V1yrNuSfpF42JziTHK5lX+vPYLyyCSvWLfdhVb+PYtB/HcitllcyG4jvtVJsu6YflF0+3Ggu0F6r4jHTd3OszC+D2Tr3egj5pR36+J8Wfq4o0l/euPb6cWJF+VnJ2OaRd7tRGzXm7p9uxHXRdOHFzgtvZB7wZX3bpdelLjj1O08i2L7RpI7jNdXnWPeJXlpkr9Jn5juFivrD0ry3PG9PVe2XlDMJvc2ENvLcybDuMxlGedc5xq/JW9Jcr6xbjb7al08Z1aIf+S6bS+aPvfGRzOGU9rsS/ojzyelD+tx/Die3zq9UHjh9ILRu8a/55h3G41vUw/9dCbxXTd9OKt3pw+TcUqS5433Dk+/YXKFbO0UMpt9t8H4vpcxofeclyRvyrqnStPHG396+jn1HVa2vfz4rdnUT2vsRHzvS3Lnse6Q9JtJH8w8bvTdYhzbj0zvNf61nEkxd8R3YGYwHNvOxpc+782D0oca2vRP8o3zkoeld/w431hXSS6b/uTCz33/5rb/9uayT2Antda+n5wx8P3prbVXjkH+j0vSquqpSe6b5LCqumuSU9vIxDnYifgund7z+rTpWrtzWmv/kSRVtaW19uOx+pzpPZIy3ntUkgtV1cNaaz+cy77bydgePqf9liRtZZKs9AP2Ua21D43X76yqr6QXcGdpA/F9NcmRY1Kpf9n7Ldw9o90t/bHLA6vqGemPlR6VXgA8JsmPq+pDrbXT5pJ3yU7F9sEks/lNWdNa+0pVPTz9Mb63tNa+NX5n1o4Pj03yy+lFwVnZYGzXT7/h99FpW7vLnpz+mP4B6b2tkvTJFKvqa+m9kH/Ytk6eNafv545iOzx94qhZG/vmB1X1ivQL2mu21t40cbN2WWvtA+mForTWWlVtSZ+j4TVJblpVz0ofnmYtR/8oyWmttS9P1ead0Vr7bFXdKf0YcMX0c+lXj7e/XlVfSp8U8pQ55t0G47tResFzdlprJ40JkX8//SbmQ1trzxpvXzr9ePGV1tpPx/az2XfJhuL7QvpQXrM0rl+3pO+nC45J5U8dx/YvV9Vfpx8v7pI+OXuS/Mdc9uNOxHeH9N7iX07vPHFsa+1bU7V7J5yc/nv/4SSpqpsmeWuS51TVfVtrXxjr92mt/aT1SefnZKPxVWvtlKp6WpIXt9b+e7omb0xr7fSqek96kfo7Y11L8p9V9ZP0m0EfXfeZue2/vUahml3WWvtpdVtaa8dXVUvygvQ7ZYemT2jw/Wlbues2EN8151bsXLN2YbDiJ0lSVX+RMeZqa22WF7cbjG2W+21Na+3z6Xdm12aC3i+91/+/TtmuPeXM4pvLifR6K+3+z/Q77V9N8huttc8k+cyY0Ptf5vjdXHJsa8bFz1+lX9SunYxWes/Ob6b31JmlJceWJK21k6vq19If9753VX2mtfbx8fZ50ofv2ifJj6Zq467aQGyfSh+/+qdTtXFPaq2dUFUnJHlQVb23tfY/U7dpT9heIX6cg9b4LZ2V1trnknyuqo5Ocp2q2n/lGHBw+jG+pmrf7tpAfJ/LvOP7QFXddRvnXNdP7wE5y3OxNUuMb6Vw+dMkP62qF6c/gXLv1tpT0jtbbWmtfb6q/iTJe6rqaq21j8zh3HoX47v66PTytSnbviNrsSX9RnP6Dei19R+rqhunj2l8bFXdJ3087t+tqk+11t48Vbs3ag/Et6mL1Ovie2eSd471tZJbLX3ImrXP3CbJp1tri7h2PysoVLNbRvK1kYivrKr7pk/sc2Rr7WMTN2+3LTm+tV5z6YXc/6qqh6TPTntUa+0j07Zu9yw5tvVGb6xHJrlO+rjOi7LA+N6V/hjb21trH107iWmtvWrqhu0BS44t64ti47v5h+k9JN42Tav2jCXHliSttXdV1Y3Sh/l4QVV9LP2C4X8luX5rbXZF6jVLjm073pQ+gdtF04cgWIyFFuJPSh/P/0Gjp/Hh6WMB32DOnVlWLDa+1eJlVV0lyf2S3Dk9ttl/N5cUX1VdLsmdq+rvWmv/mSSttXdU1cOSHFNVP2itHbvSmeeU9LFxT52oyTtlN+I7ZaImb9i2Yls5f/7J+PfHx3H+7UmenX7s+630Jzo2td2M70pTtXujdhBfq6p90s/JTk+fPDFV9bj0IUJ+cap2z4FCNXvKlqp6UpJfSR/oftZF3G1YXHwrB/PT02dh/26SX25bh1uYrSXHtqqqfiv98dk7JrnZ2gFyKZYYX2vt1Kp6ZpvpI7NnZsmxrVdVd0x/tPv2SW46etctwlJja629s6pukv6487WTfDL9uLCE4/liY1uz0jPpRUl+O8mPz/wTs7WoQnxr7d9Gz7Hnpffs/3KSGy6lF9nS40uSqtovfbLu86ff/JrrMFDbNPf4quoy6UOvXTDJ+arqKSvH7WcnOXeSZ1XVYekTKH82/Vixf8YQQ5vZkuPbXmyr58+j2Fnjt+Zm6RNg/3eSa7fWPj1NyzdmD8T3qWlavjEbiS+9FnF6+nA1Px69/f8gPb7P7/VGz0i15V5HshdVHy/q7kk+uLQeq8my46uqo9JnKT+8tfZvU7dnT1pybElSVYcn+fP0CezEB3tJVV01yeOTPKxtHWphEZYc25rqYwJva6io2VtybGuq6oDW2ix6Am7UWiG+qg5M8sYkd2ozHPJje6rqAum9yn7YxtidS3I2iG+/JPvMvZf49sw1vurjMz8t/bt3Uvq8BS9K8qS1Yu44Jtw5yRPHx76bPjTUb7QxTvBmteT4NhLbuu33S396425JrrXZr4vE93Pbfyi9YH2V9AnmT95rjZ0phWr2mHXj8CzOkuOrqnPP7eRso5YcW5JU1b5t6+SRi7P0+JivqjpnW96wCkmWHRtsdkssxAN7XlWdK/3J0W+31l42eve/JL1gdkxr7bMr2x6WPsfSuZJ8rM1gErclx7eD2H6u2FlVv5TkhUnu0fqEvJua+M64kXKOJAcm+Uz6DZQjl/TEzVlJoRoAAABgRtZ3yKmq2yX5v0lenOSJrbXPjXFyL9Za+6+p2rmrlhzfDmJ7QusTQ25Jckhr7QtVdf7W2qaeWHCV+NrnR6H6/OlznH1xqU8qnhWMUQ0AAAAwI2uFslEQO7219sqqqiTHJWlV9dQk901yWFXdNcmpc3pCeMnx7URsl66qO82piJuIb8R3vySHJbmLJ6V2jh7VAAAAADM1imTVWjt99O58QZJvpQ+J8Utzn2dpyfHtILZrbubxtjfibB7frL+bU1GoBgAAAJi5lclZ35Q+5MANW2sfm7pde8qS41tybIn42DhDfwAAAADM35aqelKSX0lytQUWypYc35JjS8THBm2ZugEAAAAA7BEfT3L11tpHp27IWWTJ8S05tkR8bIChPwAAAAAWYG0IgqnbcVZZcnxLji0RHxujUA0AAAAAwKQM/QEAAAAAwKQUqgEAAAAAmJRCNQAAAAAAk1KoBgAAAABgUgrVAAAAAABMSqEaAAAAAIBJKVQDAAAAADCp/w/NDWxyRI7yGAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "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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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "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": [
       "<Figure size 1080x576 with 3 Axes>"
      ]
     },
     "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",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "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": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "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_diff_entropy(entropy_list)\n",
    "    zones_diff_entropy_list.append(diff_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Affichage des différences d'entropies (des SV) au court du rendu sur les zones 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",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "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",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_sv_diff_entropy_zones(current_dict, zones_diff_entropy_list, True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "thesis-venv",
   "language": "python",
   "name": "thesis-venv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}