language_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "458e1dc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy.stats import ttest_ind, pearsonr\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from collections import Counter\n",
    "import re\n",
    "from statistics import mean\n",
    "import ast\n",
    "from itertools import combinations\n",
    "\n",
    "\n",
    "def channel_group(x):\n",
    "    if x.startswith('STAR'):\n",
    "        return 'STAR'\n",
    "    elif x.startswith('Colors'):\n",
    "        return 'Colors'\n",
    "    elif x.startswith('Zee'):\n",
    "        return 'Zee'\n",
    "    else:\n",
    "        return x\n",
    "    \n",
    "sns.set_style('darkgrid')\n",
    "rp_data = pd.read_csv('muse_rp.csv')\n",
    "rp_data = rp_data.fillna('')\n",
    "rp_data = rp_data[rp_data['Program name']!='SANJHER BAATI']\n",
    "rp_data['female_screentime'] = rp_data['feminine_faces']/(rp_data['feminine_faces']+rp_data['masculine_faces'])\n",
    "lng_name_dict = {'hi':'Hindi', 'ta': 'Tamil', 'te': 'Telugu', 'kn': 'Kannada', 'bn': 'Bengali'}\n",
    "pl_dict = {v.upper():k for k,v in lng_name_dict.items()}\n",
    "lng_data = pd.read_excel('language_stats.xlsx', sheet_name=['hi', 'ta', 'te', 'kn', 'bn'])\n",
    "for lang in lng_data.keys():\n",
    "    lng_data[lang] = lng_data[lang][lng_data[lang]['Transcript word count']>=100]\n",
    "\n",
    "rp_data['Channel Major'] = rp_data['Channel'].map(channel_group)\n",
    "\n",
    "blacklist = [x[0] for x in Counter(rp_data.video_key.values).items() if x[1]==2]\n",
    "blacklist.extend([x[0] for x in Counter(rp_data['Cat No.'].values).items() if x[1]==2])\n",
    "\n",
    "\n",
    "\n",
    "def count_der(x):\n",
    "    if x!='None':\n",
    "        return sum([y[1] for y in ast.literal_eval(x)])\n",
    "    else:\n",
    "        return 0\n",
    "    \n",
    "def count_names(x,group='gender',value='female'):\n",
    "    if x!='None':\n",
    "        if group == 'gender':\n",
    "            return sum([y[3] for y in ast.literal_eval(x) if y[2] == value])\n",
    "        elif group == 'religion':\n",
    "            return sum([y[3] for y in ast.literal_eval(x) if y[1] == value])\n",
    "    else:\n",
    "        return 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "22e915ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(languages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "38468cea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hi 205\n",
      "hi 72 10189 169252\n",
      "hi ttest: 1.0307644987328588e-12\n",
      "ta 235\n",
      "ta 0 15082 276245\n",
      "ta ttest: 0.5935133427531922\n",
      "te 245\n",
      "te 0 13321 226721\n",
      "te ttest: 0.5150928907187543\n",
      "kn 225\n",
      "kn 0 10664 200333\n",
      "kn ttest: 0.008016464236299932\n",
      "bn 221\n",
      "bn 66 20627 209898\n",
      "bn ttest: 0.009053260064584762\n",
      "t-test for fraction_derogatory_words\n",
      "hi and ta: 7.276301140882418e-45\n",
      "hi and te: 1.2567464060486417e-13\n",
      "hi and kn: 9.655500627463133e-34\n",
      "hi and bn: 6.667739966364161e-21\n",
      "ta and te: 5.230169428569344e-27\n",
      "ta and kn: 1.6201686004430564e-11\n",
      "ta and bn: 1.0175856784813692e-07\n",
      "te and kn: 3.2554123045857185e-14\n",
      "te and bn: 1.511636321232109e-05\n",
      "kn and bn: 0.003836383815894765\n",
      "t-test for fraction_derogatory_words_nonstop\n",
      "hi and ta: 2.7277053158539254e-50\n",
      "hi and te: 2.7062620237689245e-28\n",
      "hi and kn: 1.1093401456640393e-42\n",
      "hi and bn: 2.2981038969875665e-29\n",
      "ta and te: 7.890601972143108e-27\n",
      "ta and kn: 1.3343224762659837e-11\n",
      "ta and bn: 4.782257172565331e-08\n",
      "te and kn: 1.695568846165566e-14\n",
      "te and bn: 0.0011018889789842752\n",
      "kn and bn: 0.0005547293249247179\n",
      "t-test for fraction_female_names\n",
      "hi and ta: 0.00030640626481311556\n",
      "hi and te: 0.04793934279645262\n",
      "hi and kn: 3.7412556388164125e-05\n",
      "hi and bn: 3.2320783732096756e-19\n",
      "ta and te: 0.0009295602422585182\n",
      "ta and kn: 0.022332712894188735\n",
      "ta and bn: 2.9442405704955865e-29\n",
      "te and kn: 7.8849004314766e-05\n",
      "te and bn: 1.9679372457268573e-24\n",
      "kn and bn: 2.999413539211935e-29\n",
      "t-test for fraction_male_names\n",
      "hi and ta: 1.4504870771946202e-07\n",
      "hi and te: 0.0026563730735928424\n",
      "hi and kn: 1.3504018880057736e-10\n",
      "hi and bn: 4.125086324084996e-10\n",
      "ta and te: 0.03201387234140683\n",
      "ta and kn: 0.02533556694573231\n",
      "ta and bn: 2.0720949633189965e-06\n",
      "te and kn: 0.05374432029028775\n",
      "te and bn: 0.00865189081822342\n",
      "kn and bn: 2.2699840540285737e-05\n",
      "t-test for fraction_hindu_names\n",
      "hi and ta: 0.007275161249103529\n",
      "hi and te: 0.05113449975248272\n",
      "hi and kn: 0.019384886296989402\n",
      "hi and bn: 3.5457050221905597e-14\n",
      "ta and te: 0.016113818869778914\n",
      "ta and kn: 0.06814150279466386\n",
      "ta and bn: 8.797671850181264e-19\n",
      "te and kn: 0.02237405066165508\n",
      "te and bn: 1.145970314746348e-07\n",
      "kn and bn: 2.993942318677368e-17\n",
      "t-test for fraction_muslim_names\n",
      "hi and ta: 0.00032495320809967476\n",
      "hi and te: 0.0002656143546007566\n",
      "hi and kn: 0.00039781769239837905\n",
      "hi and bn: 0.008692631568648173\n",
      "ta and te: nan\n",
      "ta and kn: nan\n",
      "ta and bn: 5.566177210539215e-05\n",
      "te and kn: nan\n",
      "te and bn: 4.245345439347087e-05\n",
      "kn and bn: 7.303385867883026e-05\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6f76Bra2t4qzIqVOnct3GwYMHERAQgLlz5youCRTmF17OZOPHjx/j9u3buS535MgRxdcuLi4F3o6Y3L9/H0lJSQDePbwwt3D4/hjmZ25PgwYNFGP0obuLnj59ChcXF7Rv3x6bN28uSOnFIiEhQfFARk9Pz1wnABf0eBSFjzmmT58+xYABA9CsWTOEhISo9ClXrhwmT54MQ0NDAKp3qlHpwQBDpYZMJgMAREREqP1BHh0djZ9//lnx+v07NnR0dNCtWzcAwL59+5TudMkRExODnTt3AgA6dOiguH04Z7v/XeeHdO/eXTGXZ/bs2WovW0VFRSEgIADAu9uLP/W5AO8fx/v376td5syZM9i9e7fidX6Od6VKleDu7g4A2LVrFy5evKiyTHZ2NubPn4+0tDRERUWpvdurpL1/PHI7U5czXyRHfr//PtbHHNNKlSohPDwccXFxCAwMVDtxOSoqSjFnRt0t2lQ6MMBQqdG8eXMAwN27dzF58mTcvn0bCQkJePDgAdavX4/u3bsr/TX331s/x4wZA1NTU2RkZGDw4MH4/fffER0djZiYGBw5cgQDBw7Eq1evYGBggHHjxin6vX9X1P79+xEfH5/nJEcTExPFo+4vX76Mfv364eTJk4iPj8fz58+xfft29OnTB4mJidDV1cXChQu16tJGcZDL5YrbaLdu3YpVq1YhMjIS8fHxuHbtGvz8/DB8+HDFB34C+ZtDBADTp09H+fLlkZGRAR8fH6xevRqPHj1CfHw8wsLCMHLkSMWnhnft2lXtc4BKmpGRERwdHQG8+3gFPz8/PHjwAAkJCbhz5w6WLl2KPn36KB2D/B6PolDYY6qnp4eBAwcCeHe2c+TIkbhw4QJiY2Px9OlTHD58GMOGDYMgCDAwMECPHj1KbJ9Iu3AODJUaU6ZMwcWLF/Hy5UscPHhQ8aCt97Vp0wavXr3ClStXEBkZqfRepUqVsH79enz99dd48eIF5syZgzlz5igtY2hoiGXLlin9VWhlZYVq1aohOjoa/v7+8Pf3xxdffIEFCxZ8sN4hQ4YgJSUFK1euxM2bN/H111+rLGNiYoJffvkl1zk5nxKZTIa5c+dizJgxyMzMxLJlyxRzYnJIpVIMHz4cmzdvxps3b/L8zKscVlZWWL9+PcaMGYPY2FgsXboUS5cuVVnO3d1dMYlYG3z//fcYOHAgUlNTERgYiMDAQJVlevTogX///RdPnjzJ9/EoCh9zTL/++mvcunULx44dw4kTJ3DixAmVfuXKlcOKFSuUnitEpQvPwFCpYWFhgT179mDAgAGoUaMGdHV1oaenh2rVqqFdu3bw9/fHmjVrFKe+L126pPIkUHt7exw6dAjjx49HvXr1UK5cOejq6sLKygoDBgzA/v37FWd6cujo6CAgIABNmjSBgYEBDAwMcn2w13+NGTMGe/fuxZdffglLS0vo6+ujYsWKcHR0xKRJk3Dw4EE0a9asaA6QCLi7u2Pbtm3o1KkTKlWqBB0dHRgYGKBWrVro2bMndu7ciUmTJimeSpvzF35+uLi44PDhw5g4cSKcnZ1RoUIF6OjowMTEBK1bt8bSpUsREBCgVXd7OTo6Ys+ePejRoweqVasGHR0dlClTRjGJfPPmzZg/f77ieyQkJETl4YDFqbDHVFdXF/7+/vjll1/QqlUrmJmZQUdHB+XLl4dcLsewYcNw+PBhlf9rVLrw06iJiIhIdHgGhoiIiERH6+bAhIaGKiZwqTN27Fje809ERFTKad0lpOTkZLW3SC5duhTXr1/Hzp07UbNmTQ1URvRpy8rK+qinDEulUq2aH1Lc0tPTP+q25Jw5WERUOFp3BqZ8+fIqH9J19OhRnDt3DsuWLWN4ISomYWFhHzz7mRdzc3McP368CCvSbmvWrMHKlSsL3T8/d6IRUe60fg7Mmzdv4OfnhzZt2qBjx46aLoeIiIi0gNZdQvqvgIAALF++HIcOHcr18e9ERERUumj1GZj09HQEBgaic+fODC9ERESkoNUB5vDhw4iNjcWwYcM0XQoRERFpEa2bxPu+I0eOoG7durC1tS30OuLjk6Dpi2QSCWBiYqgVtVDuOE7iwbESB46TOGjbOOXUkxetDTAZGRk4c+bMR599yc6Gxgck5zP2tKEWyh3HSTw4VuLAcRIHbRun/H4urdZeQrp79y7S0tIUn2lCRERElEOrAwwA1K5dW8OVEBERkbbR2gATGxsLAKhQoYKGKyEiIiJto7UB5quvvkJ4eDj09fU1XQoRERFpGa0NMERERES5YYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLR0dF0AURERJQ/b968gYdHK2RnZyu16+np4fjxsyrL//XXfvz44+xc1/fttz+gc+euSm0pKckYNKgvhg4djs6dP1N6b9261di3bzf09fXh4/O10vuCIGDYsIHw8uoPD4+Ohdm9AmGAISIiEon79+8hOzsbP/wwD1WrVle0S6UStcu7ubVAQMBv/2kVsHChH1JSUtC0aXOld16/TsS0aRPx/Hm0yrrOnj2NLVsCMX26L16/TsTChX6wtbVHrVq1AQBHjx5BVlYWOnTw/LidzCcGGCIiIpG4fz8curq6aNOmHXR08v4VbmxsDGNjY6W27du3IDLyEVav/lXpvVOnTmLJkp+Rlpamdl1hYaFwdW0CD49OAID9+/fh8uWLqFWrNjIyMrB27WpMmjQNEon6MFXUOAeGiIhIJO7duwtr65r5Ci/qxMXFYt261eje/UvUq+egaH/9+jVmzpwKF5eGWLx4hdq+EokE+vr6ite6urqKS1l79uxA1apV0bRps0LVVRg8A0NERCQS9+7dhUQixTffjMKNG9egq6sHd/d2GDPmGxgYlMuz//r1ayCTSfHVV6OU2suUKYOgoO2oUcMa0dHP1PatV68+jhxZiMePI5GUlISHD+/D0dEJKSnJ2Lz5VyxatLQodjHfGGCIiIhEIDs7Gw8f3odUKsPIkWMxePAw3L59C7/9tg6PHkVg5cq1kEpzv7CSkBCPI0cOok8fbxgaGiq9p6enBysrawhC7tt3d2+Hixf/xYABvaGjo4Nhw0bA1tYOAQEr4ezcADY2dlixYgnOnTuNunXlmDBhGipWrFhEe6+KAYaIiEgEBEHAokVLYWpqBisrawCAs3MDmJqaYs4cX4SGnoObW/Nc+//55x5kZ2ejV6++hdq+RCLBlCkzMX78ZMhkMshkMrx8+QK7d+/A+vWbsHv3Dly4cB5+fosQGPgbfv55Pvz8FhZqW/nBOTBEREQiIJPJ0KCBqyK85HBzawHg3R1KH3Ly5DE0btxUZVJvQenp6UEmkwEA1q8PQPv2HqhRwxonTx6Dp2dn1KpVG7169cGpUyeRlZX1Udv6EAYYIiIiEXj58gX+/HMPXryIUWp/+/YtAHzwcs2LFzG4d+8u3N3bF1k9Dx8+wPHjRzF06HAA7y5RGRlVAAAYGhohKysLiYmvimx7/8UAQ0REJALp6elYtGge/vxzj1L78eN/QyqVwsnJOde+t2/fBADUr5/7MgUVELACPXt6wcysEgDA2NgEcXGxAN7d7SSTyRSBpjhwDgwREZEImJtbwNOzM37/fRN0dXVRr54jrl27gsDA3/DFFz1Ro4Y1UlKSERERAXNzC6VLRQ8e3Ieenh7MzS2KpJbLly/ixo3r8PWdq2hzc2uOPXt2Qi63xc6dW9G0abNC3+6dHzwDQ0REJBJTp36LQYN8cOjQQUyd+g0OHz6IoUO/xrhxkwAA4eF3MGLEEJw7d1qpX3x8PMqXN1S3ykJZtWo5vL0HK93N1KtXXzg7N8Ds2d8iMzMTkyfPKLLtqSMRhA/dNCV+sbFJH7wtrCRIJICZmaFW1EK54ziJB8dKHDhO4qBt45RTT154BoaIiIhEhwGGiIiIRIcBhoiIiESHAYaIiIhEhwGGiIiIRIcBhoiIiESHAYaIiIhEhwGGiIiIRIcBhoiIiESHAYaIiIhEhwGGiIiIREdrA8yVK1cwYMAAODs7o1mzZpg2bRri4uI0XRYRERFpAa0MMDdu3MDAgQNhYGCAlStXYvLkyThz5gxGjx6t6dKIiIhIC+hougB1Fi1aBDs7O6xatQoymQwAUL58ecybNw9RUVGwtLTUcIVERESkSVp3BiYhIQH//vsv+vbtqwgvAODh4YGQkBCGFyIiItK+ABMeHg5BEGBqaopJkybBxcUFLi4umDx5MhITEzVdHhEREWkBrbuEFB8fDwCYOXMmWrVqhVWrVuHRo0dYvHgxoqKisGXLFkil+c9dEklxVZp/OTVoQy2UO46TeHCsxIHjJA7aNk75rUPrAkxGRgYAoF69epg3bx4AwM3NDUZGRpg4cSLOnDmDli1b5nt9pqaGxVJnYWhTLZQ7jpN4cKzEgeMkDmIbJ60LMOXKlQMAuLu7K7XnhJbbt28XKMDExSVBEIquvsKQSN59Y2hDLZQ7jpN4cKzEgeMkDto2Tjn15EXrAoy1tTUAID09Xak9MzMTAFCmTJkCrU8QoBUDAmhXLZQ7jpN4cKzEgeMkDmIbJ62bxFu7dm2Ym5vj4MGDSu3Hjh0DALi6umqiLCIiItIiWhdgJBIJpk6diitXruCbb77BmTNnEBgYiB9//BGenp6wt7fXdIlERESkYVp3CQkAOnbsiNWrV8Pf3x8jRoxAhQoV0KdPH0yYMEHTpREREZEW0MoAA7ybxPvfibxEREREgBZeQiIiIiLKCwMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJjtY+B4aIiIjyr0OH1njxIqZQfaVSCbKzC/5BSJUrV0FwcEihtvmxGGCIiIg+AS9exCA6+pmmyygxDDBERESfEokUsnLGxbqJrJQEQMgu1m3khQGGiIjoEyIrZwyL0ZuKdRtP/AchKzmuWLeRF07iJSIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFhgCEiIiLR0dF0AeqkpaWhQYMGyM7OVmrX09PD9evXNVQVERERaQutDDDh4eHIzs7G4sWLYW5urmiXSnnCiIiIiLQ0wNy+fRu6urrw8PCArq6upsshIiIiLaOVpzRu376NOnXqMLwQERGRWloZYO7cuQOpVIohQ4bA2dkZjRs3xqxZs5CcnKzp0oiIiEgLaN0lpOzsbNy9exdSqRSTJ0/GqFGjcP36daxcuRL3799HUFBQgebCSCTFWGwBa9CGWih3HCfx4FiJA8epdCjq8c3v+rQuwAiCgDVr1sDMzAy1a9cGADRq1AhmZmaYMmUKTp06hdatW+d7faamhsVVaoFpUy2UO46TeHCsxIHjVDKk0pJPilKpBGZmmhlfrQswMpkMTZo0UWlv06YNgHd3KBUkwMTFJUEQiqq6wpFI3v0H1oZaKHccJ/HgWIkDx6lkZWeX/EHOzhYQG5tUpOvM+b7Ji9YFmJiYGISEhKBVq1aoWrWqov3NmzcAAGNj4wKtTxCgNf9xtKkWyh3HSTw4VuLAcfq0aWpstW4Sb3p6Onx9fbFt2zal9r/++gtSqRQNGzbUUGVERESkLbTuDIylpSU+//xzrFu3Dnp6enB2dsbFixcREBCAfv36oVatWpoukYiIiDRM6wIMAMydOxdWVlbYu3cvVq1ahSpVqmDcuHHw8fHRdGlERESkBbQywOjr62P06NEYPXq0pkshIiIiLaR1c2CIiIiI8sIAQ0RERKLDAENERESiwwBDREREosMAQ0RERKLDAENERESiwwBDREREosMAQ0RERKLDAENERESiwwBDREREosMAQ0RERKLDAENERESiwwBDREREosMAQ0RERKLDAENERESiwwBDREREosMAQ0RERKLDAENERESiwwBDREREosMAQ0RERKLDAENERESiwwBDRCUqKysLgYEb4eXVHW3bNsegQX1x5MhfH+yTmZmJwMCN6NPnC7Rv3wKDBvXDX38p90lJScZ3302Dp2drDB3aH7du3VB6PzY2Fp06tcWzZ0+LfJ+IqOQxwBBRiVqzxh8bNgTgs8+6Y9GiJXB1bYy5c2fh778P59rn11/XYt26VfDw6IT583+Bg4MjJkyYgBMnjiqW2bhxA+7fv4sffvgRNjZ28PWdjoyMjPfWsQaenp1Rvbp5se4fEZUMHU0XQESlR2pqKnbt2obevfvB23swAMDVtTHCw29j165t8PDoqLbfwYN/okMHTwwdOhwA0LhxE0RE3MeuXTvQpk17AEBYWCg+//xLuLk1R716jti/fy+ioh6jVq3aiIx8hBMnjuGPP3aVyH4SUfFjgCGiEqOnp4eAgN9gamqq1K6rq4vU1JRc+2VkZMDAoLxSm7GxMaKiniheSyQS6OvrK9YHANnZ2QCAgIAV6N27L4yNjYtkP4hI83gJiYhKjI6ODurWlcPExBSCICAuLhaBgb8hLOxf9OjRK9d+Xl79cPjwQZw/fxYpKck4cuQQTp06BU/Pzopl6tWrjxMnjuLVq1c4eHAfjI1NYGlZA9euXcGNG9fh5dW/JHaRiEoIz8AQkUYEBx/GnDm+AAA3t+Zo29Yj12V79vTC1atXMHnyOEXbl19+if79B0IQ3r0eOnQ4fH2noWvX9jA1NcOsWXOgr6+P1auXY/BgH7x9+xZz587C48eP0KqVO4YNGwGZTFas+0hExYcBhog0wt7eAStXrsXjx5HYsCEAI0cOxdq1mxSXgXKkp6dj1KivEB8fh8mTZ8DKyhrXr1/B5s2/QSrVxfjxkwG8u6S0cuVapKWloWzZsgCAkJDjiIuLw+eff4lZs2bAwMAAc+cuxKxZM2BmVglfftm7xPebiIoGAwwRaYSFhSUsLCzh7NwA5uYWGD9+JEJCjsPDo5PScidPHseDB/ewZIk/GjVqAgBo0KAhqlathDlz5qBr1+6oXbuOYvmc8JKZmYk1a/zx1VcjAQBnzvyD1as3oFat2ujUqQtOnjzGAEMkYpwDQ0QlJiEhHocOHUBCQrxSu52dPQAgJiZGpU9MTDQAoH59J6X2Ro0aAQAePXqodlv79+9FmTJl0L69JxITXyErKwtGRhUAAIaGRoiPj/u4nSEijWKAIaISk5qainnzfsD+/XuV2s+fPwcAqFOnrkqfGjWsAQBXr15Rar906RIAoFq16ip90tLS8Ntv6zBixFhIJBJUqFARUqkUcXHvQktcXCyMjU0+cm+ISJN4CYmISoy5uQU6duyCjRvXQyqVws6uHu7cuYVNm35F48ZuaNq0GVJSkhEREQFzcwsYGxujRYtWsLd3wJw5vvDx+RpWVta4desGNm/+Fc2bt4S9vYPKdrZsCUTNmrXQuHFTAO/ufmrUqCk2bVqPnj374MCBfejVq09J7z4RFSEGGCIqUVOnfgtLyxo4ePBP/PrrWpiamqFXrz4YNMgHEokE4eF3MG7cCMyc+T06d/4MMpkMS5asxNq1q7Bx43okJb1G9ermGDlyJD77rKfK+hMS4rF16+9YtmyVUvuUKTMwZ44v5sz5Du7u7fHll14ltctEVAwkgpBzE+KnKTY2CZreQ4kEMDMz1IpaKHccJ/HgWIkDx6lkOTnZIjr6GWTlTWExelOxbuuJ/yBkJcehWrXquHr1TpGuO+f7Ji+cA0NERESiwwBDREREosMAQ0RERKLDAENERESiwwBDREREosMAQ0RERKIjigAzZswYtG3bVtNlEBERkZbQ+gCzb98+BAcHa7oMIiIi0iJaHWBiYmIwb948VK1aVdOlEBERkRbR6gDz3XffoXnz5nBzc9N0KURERKRFtDbA7NixAzdv3oSvr6+mSyEiIiIto5Uf5vj06VPMnz8f8+fPh4nJx33kvURSREUVQQ3aUAvljuMkHhwrceA4lQ5FPb75XZ/WBRhBEDBz5ky0bt0anp6eH70+U9O8PxCqpGhTLZQ7jpN4cKzEgeNUMqTSkk+KUqkkXx+8WBy0LsD8/vvvCA8Px/79+5GZmQngXagBgMzMTEilUkil+b/yFRen+U9BlUje/QfWhloodxwn8eBYiQPHqWRlZ5f8Qc7OFhAbm1Sk68z5vsmL1gWYI0eOICEhAS1atFB5r169ehgzZgzGjh2b7/UJArTmP4421UK54ziJB8dKHDhOnzZNja3WBZjZs2cjJSVFqc3f3x83btzA6tWrUblyZQ1VRkRERNpC6wJMrVq1VNoqVqwIPT09ODo6aqAiIiIi0jZaexs1ERERUW607gyMOgsWLNB0CURERKRFeAaGiIiIRIcBhoiIiERHFJeQiOjT1KFDa7x4EVOovlKppFDPvahcuQqCg0MKtU0i0h4MMESkMS9exCA6+pmmyyAAWVlZ+OOPQBw4sBcvX76EpWUN9Os3AJ6enXPtk5GRga1bg3Do0AG8eBGDSpUqw8OjE7y9B0NXV1dl+ZSUZAwa1BdDhw5H586fKb23bt1q7Nu3G/r6+vDx+VrpfUEQMGzYQHh59YeHR8ei22kSNQYYItI8iRSycsbFuomslARAyC7WbYjZmjX+2L79DwwbNgK2tvY4d+4M5s6dBYlEmmtoWLbsFxw+fACDBg2DnZ097t69g19/XYvnz6MxY8YspWVfv07EtGkT8fx5tMp6zp49jS1bAjF9ui9ev07EwoV+sLW1R61atQEAR48eQVZWFjp0+PiPl6FPBwMMEWmcrJwxLEZvKtZtPPEfhKzkuGLdhlilpqZi165t6N27H7y9BwMAXF0bIzz8Nnbt2qY2wLx+nYh9+3Zh5Mix6NdvoKIPAKxatRwjRoyFicm7UHrq1EksWfIz0tLS1G4/LCwUrq5N4OHRCQCwf/8+XL58EbVq1UZGRgbWrl2NSZOmQcJPhaT3cBIvEVEpp6enh4CA39CnT3+ldl1dXWRkpKvtk5ycjM8//xItWrRSare0rAEAePbsKQDg9evXmDlzKlxcGmLx4hVq1yWRSKCvr6+03ezsd2fL9uzZgapVq6Jp02aF2zn6ZPEMDBFRKaejo4O6deUA3s03iY+Pw19/7UdY2L+YNu1btX2qVzfH5MnTVdpDQk5AR0dHEWTKlCmDoKDtqFHDOtf5TvXq1ceRIwvx+HEkkpKS8PDhfTg6OiElJRmbN/+KRYuWFs2O0ieFAYaIiBSCgw9jzhxfAICbW3O0beuR774nTx7DkSN/oVevPjAyMgLw7uyOlZX1Bz/wz929HS5e/BcDBvSGjo7O/8/DsUNAwEo4OzeAjY0dVqxYgnPnTqNuXTkmTJiGihUrfsxu0ieAl5CIiEjB3t4BK1euxdSp3+Lu3TsYOXIo3r59m2e/EyeOYvbs7+Ds3AAjRowt0DYlEgmmTJmJ4OBT+Pvvf9Cv30C8fPkCu3fvwPDho7B79w5cuHAefn6LIJXK8PPP8wu7e/QJYYAhIiIFCwtLODs3QLduX2DWLD88eHAfISHHP9hn69YgfP/9TNSv74yFC5dAT0+vUNvW09ODTCYDAKxfH4D27T1Qo4Y1Tp48Bk/PzqhVqzZ69eqDU6dOIisrq1DboE8HAwwRUSmXkBCPQ4cOICEhXqndzs4eABATo/5hg4IgYMmSRVi5cinatGmHn35aBgMDg4+u5+HDBzh+/CiGDh2uqM/IqAIAwNDQCFlZWUhMfPXR2yFxK/IAExERgePHjyMkJARPnz4t6tUTEVERS01Nxbx5P2D//r1K7efPnwMA1KlTV22/NWv8sWvXdnh59cPs2T8W+szLfwUErEDPnl4wM6sEADA2NkFcXCwAIC4uFjKZTBFoqPQqskm88fHxmDlzJkJClB/R/fnnn+OHH35AmTJlimpTRERUhMzNLdCxYxds3LgeUqkUdnb1cOfOLWza9CsaN3ZD06bNkJKSjIiICJibW8DY2Bj37oXj9983wdbWHu7uHXDz5g2lddasWRPly5cvcC2XL1/EjRvX4es7V9Hm5tYce/bshFxui507t6Jp02bQ0eE9KKVdkX0H+Pr64vz58+jfvz/q1KmDN2/eICQkBPv27YOBgQFmzZqV90qIiEgjpk79FpaWNXDw4J/49de1MDU1Q69efTBokA8kEgnCw+9g3LgRmDnze3Tu/BlCQk5AEATcuXMLI0YMUVnf8uUBaNjQtcB1rFq1HN7eg2FoaKho69WrLyIiHmL27G9hY2On8pRfKp0kgvChm9vyJz09HS4uLpgyZQoGDx6s9N6XX36JJ0+eIDQ09GM3UyixsUkfvH2vJEgkgJmZoVbUQrnjOJU8JydbREc/g6y8aYk9ibdateq4evVOsW6L3uH/qZL1qfx/yvm+yUu+58BMmDABUVFRat/LyMhAVlaWUmLOYWBggPR09U9yJCIiIiqMfF9Cunr1Kjp16gQvLy+MHj0aJiYmivfKlSsHe3t7/PLLL0hKSkLt2u8+v+LkyZMICwtD+/bti6V4IiIiKp3yHWCOHDmC33//HQEBAdizZw+GDh2KoUOHKm6ZW7hwIcaMGYMFCxYoPnBLEATUqVMHvr6+xVM9ERERlUr5DjC6uroYPHgwevbsiTVr1mD9+vXYsmULRo0ahT59+qBu3bo4dOgQTp06hYcPHyI7OxtyuRzNmjVTPJiIiIiIqCgU+Dkw5cuXx6RJk3DkyBG0bt0aP/74Izp16oRDhw5BKpWidevWGDJkCHx8fNCyZUuGFyIiIipyhX6QXZUqVfDjjz9i3759qFWrFiZMmICePXvi/PnzRVkfERERkYpCPQfm9evXKFu2LHR1dVGnTh0EBATgwoUL+OmnnzBkyBC0aNECkyZNgq2tbVHXSwTg3fyqP//cg927t+PZs6eoWNEELVq0wrBhX6NcOfUPz8rMzMSWLUE4eHAfYmNfwsKiBgYMGIx27d592m509DM0b94t12127vwZZs78HgCwbt1q7Nu3G/r6+vDx+RqdO3+mVNuwYQPh5dUfHh4di3CviYgoR74DjCAI+O2337B+/XokJCRAKpXCwcEBvr6+cHBwQKNGjbB9+3YcPnwYS5YsQY8ePdC1a1d88803qF69enHuA5VCf/yxGWvXrkLfvgPQsGEjPH0ahfXrA/Dw4QMsXeqvmEj+vl9/XYugoI0YPHgYHB2dEBJyHN9/PxNSqRTu7u1hamqGbdu24dWrVKVnVuzZsx3HjgWjS5fPAQBnz57Gli2BmD7dF69fJ2LhQj/Y2tqjVq3aAICjR48gKysLHTp4lsixICIqjfIdYAIDA7Fo0SJUr14dnp6eSE1Nxfnz5zF06FDs378fVapUAQB07NgRHTp0wNatW7F69WocPnwYffv2xYwZM4ptJ6h0yc7ORmDgRnTr1gMjRowBADRq1ARGRhUxa9Z0hIffhq2tvUq/gwf/RIcOnooPiGvUqAnu3g3H7t074O7eHnp6enB2dlZ66NadO7dw7Fgwhg8fDScnZwBAWFgoXF2bwMOjEwBg//59uHz5ImrVevf4gLVrV2PSpGlqQxQRERWNfM+B2bJlC2rUqIFDhw5h6dKlWLt2LdavX4/Xr19j7969SsvKZDL0798ff//9N7766ivs3LmzqOumUiwlJQWenp1UznBYWtYAADx9+kRtv4yMDBgYKF9eqlixIl6/TlS7vCAI+OWXBbCyqgkvr36KdolEAn19fcVrXV1dZGdnAwD27NmBqlWromnTZgXfMSIiyrd8B5inT5+ibt26Sj+4HRwcAADPnz9X28fAwABjx45FcHDwR5ZJ9D+GhoaYMGEq6td3Vmr/558TAICaNWur7efl1Q+HDx/E+fNnkZKSjL//PoTQ0HPw9Oysdvng4CO4ffsWxo+fpHQ3Xb169XH58kU8fhyJmzdv4OHD+3B0dEJKSjI2b/4VI0eOLZodJSKiXOX7EpK1tTXOnj2LkJAQNGnSBG/fvsXq1ashkUjynKz7/lN7iYrD9etX8fvvm9CyZRvFXJT/6tnTC1evXsHkyeMUbV26dEO/fgPVLr91ayAcHZ3QoIHyB9K5u7fDxYv/YsCA3tDR0cGwYSNga2uHgICVcHZuABsbO6xYsQTnzp1G3bpyTJgwDRUrViyyfSUiogIEmEmTJmH06NEYMWKEok0QBNjb26NHjx7FUhxRfly9ehnTpk1A9eoWmDFD/VOf09PTMWrUV4iPj8PkyTNgZWWNa9euYPPmX1G2rAG++Way0vLXrl3B3bvhmD//Z5V1SSQSTJkyE+PHT4ZMJoNMJsPLly+we/cOrF+/Cbt378CFC+fh57cIgYG/4eef58PPb2Gx7DsRUWmV7wDTunVrHDp0CEFBQXj06BGMjIzg5OQELy8v6OrqFmeNRLk6evQIfvxxNiwtrbB48QoYGVVQu9zJk8fx4ME9LFnij0aNmgAAXFwaonx5QyxZsgiffdYdderUeW/5YzA0NIKbW4tct62np6f4ev36ALRv74EaNayxcOE8eHp2Rq1atdGrVx+MHOmDrKwsPtSRiKgIFeg5MJaWlrybiLTGH39sxurVK+Dk5IIFCxajfHn1z38BgJiYaABA/fpOSu0uLg0AAI8ePVQKMGfPnkbLlq2ho5P3f5GHDx/g+PGj2LJlFwAgISFeEaQMDY2QlZWFxMRXMDExLdgOEhFRrgr9JF4iTdq7dxdWrVoOd/f2WLLE/4PhBQBq1LAGAFy9ekWp/dq1qwCAatX+96yi168T8eRJlErYyU1AwAr07OkFM7NKAABjYxPExcUCAOLiYiGTyXI9M0RERIVTqCfxEmlSXFwsVqxYjKpVq+HLL70QHn5H6X1zcwvo6ekiIiIC5uYWMDY2RosWrWBv74A5c3zh4/M1rKyscfPmDWzevAHNm7eEvb2Dov+DB/cBANbWtfKs5fLli7hx4zp8fecq2tzcmmPPnp2Qy22xc+dWNG3aLF9ncoiIKP/4U5VE59y5M3j79i2eP4/G6NHDVN6fOfN7VK1aDePGjcDMmd+jc+fPIJPJsGTJSqxduwobN65HUtJrVK9ujoEDfdCnT3+l/vHx8QDeXf7Jy6pVy+HtPRiGhoaKtl69+iIi4iFmz/4WNjZ2mDFj1kfuMZFmdejQGi9exBSqr1QqQXa2kPeC/1G5chUEB4cUaptUOjDAkOh07fo5unb9PM/lTp8OU3pdrlx5TJgwFRMmTP1gv3btOqBt2w75qmXduk0qbfr6+vD1nZOv/kRi8OJFDKKjn2m6DCIlDDBERJQ/Eilk5YyLdRNZKQmAkF2s26BPAwMMERHli6ycMSxGq551LEpP/AchKzmuWLdBnwbehURERESiwwBDREREosMAQ0RERKKjlQEmKysLa9euRYcOHVC/fn1069YN+/bt03RZREREpCW0chLv4sWLsWnTJowbNw6Ojo4ICQnB1KlTIZVK8dlnn2m6PCIiItIwrQswKSkpCAoKwqBBgzB8+HAAgJubG27evImgoCAGGCIiItK+AKOvr49t27bBzMxMqV1XVxfJyckaqoqIiIi0idYFGB0dHdja2gIABEFAbGwsdu/ejbNnz2Lu3Ll59FYlkRR1hQWXU4M21EK54ziVHhxjceA4iUNRj1N+16d1AeZ9+/fvx5QpUwAArVu3RufOnQu8DlNTw7wXKiHaVAvljuNUcqTSkv8NJZVKYGbGMS4IjpM4lLZx0uoA4+TkhKCgIERERGD58uXo06cPdu7cCX19/XyvIy4uCULBP0esSEkk734pakMtlDuOU8krzIf8FcU2Y2OTSny7YsZxEodPZZxyfhbnRasDjJWVFaysrNCoUSNYWlpi8ODBOHLkCLp165bvdQgCtOaXkTbVQrnjOH36OL7iwHESB02Nk9Y9ByYuLg579uxBXJzyZ2E4OjoCAJ4/f66JsoiIiEiLaF2ASU1NxfTp07Fjxw6l9lOnTgEAbGxsNFEWERERaRGtu4RkaWmJ7t27w9/fH1KpFI6Ojrhx4wZWr16NFi1aoFWrVpoukYiIiDRM6wIMAMydOxfW1tbYtWsXVqxYgUqVKmHgwIEYNWoUJLyvjvKhQ4fWePEipsD9pFJJoSfCVa5cBcHBIYXqS0REBaOVAUZPTw8jR47EyJEjNV0KidSLFzGIjn6m6TKIiKiYaGWAISoyEilk5YyLdRNZKQmAkF2s2yAiImUMMPRJk5UzhsXoTcW6jSf+g5CVHJf3gkREVGS07i4kIiIiorwwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkejoaLoAdQRBwPbt2xEUFIQnT57AxMQEbdu2xfjx41G+fHlNl0dEREQappUBZv369ViyZAl8fHzg5uaGyMhILFu2DPfu3cNvv/0GiUSi6RKJiIhIg7QuwGRnZ2Pt2rXw8vLCpEmTAADNmjVDxYoV8c033+DGjRtwdHTUcJVERESkSVo3ByY5ORndunVD165dldpr1qwJAIiKiirRemJinqNjxza4dCksz2XPnj2Nr74aiLZtm+OLLzpj6dKfkZaWprTMyZPH8NVXA+Hh0Ro9enTBvHk/ID4+TmmZdetWo2vXDvjyy67466/9Su8JggAfnwH4++/DH79zREREIqV1AcbIyAi+vr5o2LChUvvff/8NAKhbt26J1fL8eTQmTBiN5OTkPJc9ffofTJ8+ETVr1sZPPy2Ft/cg/PXXfixc6KdY5vjxo/juu2mQy23h57cQw4ePwpUrlzBu3Ei8ffsWwLsQtGVLIMaNm4i+fb2xcKEfHj58oFjH0aNHkJWVhQ4dPIt+h4mIiERC6y4hqXPp0iWsW7cO7du3L3CAKcx0mezsbBw6dAArVy5TWk9u6xIEAcuX/4I2bdri22+/BwC4ujZCdnY2duzYirdv3wAwxMaN6+Hm1hxTp85U9LW2tsawYYNw7twpuLu3R1hYKBo1agJPz04AgAMH9uHKlYuoXbs2MjIysG7dakyaNA1SKecBaSNOzxIHjpM4cJzEoajHKb/r0/oAExYWhhEjRqBGjRqYN29egfubmhoWuM/t27fx888L0K9fPzRr1gzDhw9HhQoGMDNTv65bt27h2bOn+OmnRUrLjBo1HKNGDQfwLhS1atUSrq6uSss4O9cDACQkvISZmSEMDPRhaFhOsUyZMvooW1YXZmaG2LhxIywszNG1K8++5EUTAU8qleT6PULqcZzEgeMkDqVtnLQ6wBw8eBDTp09HzZo1sWHDBlSsWLHA64iLS4IgFKyPvr4htm3bg8qVqyjmviQmpiI2Nknt8hcuXAYApKVlYcgQH4SFXYC+vh48PDph9OjxKFNGH6amhvjqq9EQBCit5+DBPwEAVataIjY2CbVr22Lv3n24dOkGkpKScPfuXdSqZYvIyGisXr0aP/20NNc66H+ysws46EW0TY5NwXCcxIHjJA6fyjhJJPk7+aC1AWb9+vX4+eef0ahRI6xatQqGhoVLeIKAAgcYQ8MKMDSsoNT3Q+tJSEgAAMycOQXt23uiTx9v3L59Exs2rEVCQgLmzp2vdh1RUY/h778McrktmjRpBkEA2rRph7Cwf+Ht3Rs6OjoYNmwEbGzsEBCwEs7ODSCX22H58iU4d+406taVY8KEaYUKdlQ8Cvq9RprBcRIHjpM4aGqctG4SLwBs3boVP/30Ezp27IgNGzYUOryUlIyMDABAq1ZtMGrUODRo4Ir+/QdhyJCvcPx4MCIjH6n0efQoAuPGjYCurh78/BZCKn03FBKJBFOmzERw8Cn8/fc/6NdvIF6+fIHdu3dg+PBR2L17By5cOA8/v0WQSmX4+ef5JbmrREREWkHrAszLly8xf/58mJubw9vbG7du3cKVK1cU/+Lj4zVdogoDg3IAgGbNWiq1N23qBgC4d++uUvulS2EYMWIoJBIJli9fjerVzVXWqaenB5lMBgBYvz4A7dt7oEYNa5w8eQyenp1Rq1Zt9OrVB6dOnURWVlbR7xQREZEW07pLSCEhIXjz5g2ePn2K/v37q7w/f/589OjRQwOV5c7S0hIAkJ6ertSemZkJANDX11e0/f33Yfz44w+wtKyBX35ZgcqVq3xw3Q8fPsDx40exZcsuAEBCQjyMjCoAAAwNjZCVlYXExFcwMTEtsv0hIiLSdloXYHr27ImePXtquowCcXJqgLJly+Lo0SNo0aKVov306X8gk8ng4FAfwLtnvMyb9z0cHZ2wYMHifH2uU0DACvTs6QUzs0oAAGNjE8TFxQIA4uJiIZPJFIGGiIiotNC6ACMGKSnJiIiIgLm5BYyNjWFgYAAfn6+xcuVSGBoaoXVrd9y4cQ2//74JvXr1hbGxMd6+fYsFC/xQtqwBBg0aikePIpTWWblyZZWzMZcvX8SNG9fh6ztX0ebm1hx79uyEXG6LnTu3omnTZtDR4TASEVHpwt98hRAefgfjxo3AzJnfo3PnzwAAffp4w9DQCFu3BuHAgb0wM6sEH5+v0b//IADvHsaXc+ZkwoQxKuscMuQr+Ph8rdS2atVyeHsPVprE3KtXX0REPMTs2d/CxsYOM2bMKq7dJCIi0loMMHlo0MAVp0+H5dkGAF26dEOXLt3UrsfNzQ1nzoQV6Hazdes2qbTp6+vD13dO/ldCRET0CdK6u5CIiIiI8sIAQ0RERKLDAENERESiwwBDREREosMAQ0RERKLDAENERESiwwBDREREosMAQ0RERKLDAENERESiwyfxFlCHDq3x4kVMgftJpRJkZxfgMbzvqVy5CoKDQwrVl4iI6FPEAFNAL17EIDr6mabLICIiKtUYYApLIoWsnHGxbiIrJQEQsot1G0RERGLEAFNIsnLGsBit+mGLRemJ/yBkJccV6zaIiIjEiJN4iYiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdLQ+wERHR8PV1RWhoaGaLoWIiIi0hFYHmKdPn2LIkCFISkrSdClERESkRbQywGRnZ2PXrl3o0aMHEhISNF0OERERaRmtDDDh4eH44Ycf0L17dyxatEjT5RAREZGW0dF0AepUq1YNwcHBqFq1Kue+EBERkQqtDDAVK1YssnVJJEW2Ko36VPbjU8dxEgeOkzhwnMShqMcpv+vTygBTlExNDYt0fVJpyf+PkkolMDMr2v341HGcxIHjJA4cJ3EobeP0yQeYuLgkCELRrS87uwhXVoBtxsbyTqyC4DiJA8dJHDhO4vCpjJNEkr+TD598gBEEFGmA0ZRPYR9KA46TOHCcxIHjJA6aGietvAuJiIiI6EMYYIiIiEh0GGCIiIhIdLR+DkyTJk0QHh6u6TKIiIhIi/AMDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYmO1gaYf/75Bz169ICTkxPc3d2xZs0aCIKg6bKIiIhIC2hlgLl06RJGjRqF2rVrY8WKFejWrRuWLFmCgIAATZdGREREWkBH0wWo4+/vD1tbW/z0008AgFatWiEzMxNr167FkCFDUKZMGQ1XSERERJqkdWdg0tPTERoaCg8PD6V2T09PpKamIiwsTEOVERERkbbQugATFRWFjIwMWFtbK7VbWVkBAB49elTyRREREZFW0bpLSK9fvwYAlC9fXqm9XLlyAIDk5OQCrU8qBYpy7m/58uVhaGgISDKRuHl00a1YDQNpJmBoiPLly0OqdVFTu3GcxIHjJA4cJ3H4VMZJIsnfcloXYLKzswEAklz2QFrAI2ViYvjRNb3v7t3wIl0fFQ+OkzhwnMSB4yQOpW2ctC7fGhkZAVA905KSkgJA9cwMERERlT5aF2Bq1KgBmUyGyMhIpfac13Xq1NFEWURERKRFtC7A6Ovrw9XVFcHBwUoPrjty5AiMjIxQv359DVZHRERE2kDrAgwAjBw5ElevXsX48eMREhKCpUuXYsOGDfj666/5DBgiIiKCRNDS5/MHBwdj+fLliIiIQJUqVdC/f38MHTpU02URERGRFtDaAENERESUG628hERERET0IQwwREREJDoMMFQq8cqpeHCsiEgdBpgitGLFCtjY2GDJkiV5LvvkyRPY2NigVatWJVAZve/gwYOYOHGipsugfOBYaaeC/KwjzfnUx4kBhkqVCxcuYOLEiXj+/LmmS6E8cKyI6EO07rOQSosqVargr7/+gq6urqZLKVVyPmuLtB/Hiog+hAFGQ3R1dVG7dm1Nl0FERCRKvIRUTP755x/0798fLi4ucHV1hY+PDy5fvqx4n3NgSt706dMxcOBAAMClS5dgY2ODAQMGAAAyMzOxY8cODBo0CE2aNEG9evXQuHFjDBgwAAcOHNBk2aXSh8YKACIiIjBt2jS0bNkSDg4OaNWqFb799ls8ffpUUyUTgD///BN2dnZo2LAhrl69itDQUNjY2GDevHl4+PAhxo0bhyZNmqB+/fro0aMHdu3apemSS40jR47giy++gKOjI1q2bInvv/8eMTExivdzfieNGjUKMTExmDFjBpo3bw5HR0d06dIFv/32G7KysjS4B6oYYIrBkSNHMHz4cMTHx6N58+YwNjbG6dOnMWDAAFy/fl3T5ZVaLi4uaNasGQDAxMQEn332GZo1awZBEDB27Fh89913uHPnDurXrw93d3eYmJjg33//xaRJk7B582YNV1+65DZWAHD69Gl88cUX2Lt3LypWrAh3d3dUqFABO3fuRI8ePXDjxg1Nll5qHT16FDNmzEDZsmWxfv16ODk5Kd67d+8eevbsibCwMLi4uMDe3h43b97EzJkz8euvv2qw6tLh77//xrhx4/DmzRu4u7tDX18fW7duxZdffomoqCilZV++fIlevXohODgY9vb2cHFxwcOHD7FgwQL8+OOPGtqDXAhUZJYvXy7I5XJBLpcLGzZsULRnZGQII0aMEORyuTB58mRBEAQhKipKkMvlQsuWLTVVbql0/vx5QS6XC3369FG0HTlyRJDL5UKvXr2E1NRUpeXXrFkjyOVyoUOHDiVdaqmnbqzi4uKERo0aCXZ2dsKBAweUlt+6dasgl8uFdu3aCW/fvi3pckuVnJ91ixcvFgRBEM6cOSM4ODgIzs7OQlhYmGK5nDGUy+XC2LFjheTkZMV7mzdvFuRyudC0aVMhOzu7xPehNHj/d9LChQsVxzkjI0OYOXOmIJfLhaFDhwqC8L/fSXK5XOjXr58QFxenWM+xY8cEuVwu2NvbC4mJiRrZF3V4BqYY2NvbK31uk46ODgYNGgQACA8P11RZlIuMjAy0bdsWkyZNQtmyZZXe69OnD4B3p1dJ83bu3InExET06dMHXbp0UXrPy8sLbdq0QVRUFIKDgzVUYelz6dIljB49Gjo6Oli3bh0aNmyosoyOjg5mz56NcuXKKdq8vLygp6eH+Ph4xMbGlmTJpU6NGjUwceJESCQSAO/GY9asWTA1NcXp06dVzsL4+vrCxMRE8bpt27awsLBAZmYmHj58WKK1fwgDTDF4/9RpjmrVqgEAkpKSSrocykOXLl2wevVqNGnSRNGWnp6O27dvY//+/QCArKwsrbv+WxqFhoYCANzc3NS+nzOnLGc5Kl7h4eEYPnw4UlNTMW7cOLi6uqpdzsrKCsbGxkptenp6irY3b94Ue62lWefOnaGjo3zPjr6+vuKybFhYmKK9bNmysLGxUVlH5cqVAQBpaWnFWGnB8C6kYmBkZKTSJpPJAIC/BLVUcnIytm/fjlOnTiEiIgIxMTHIzs5W/MUC8Imw2iA6OhoAMGbMmA8ux2fHlIwTJ04ofjEGBgbCy8sLBgYGKsup+5kIQNGXt8wXL3Nzc7XtOX9Yv3jxQtFmaGio9HMvR85YadPPQQaYYqBu8El73bt3D4MGDUJcXBxMTU3h4OCATp06wc7ODo0bN0br1q01XSL9v5w/ANzd3VG+fPlcl6tTp05JlVSq6enpYeXKlQgKCsI///yDJUuW4Ntvv1VZjj8TNUtPT09te04Yef/sjJjGigGGSr05c+YgLi4OX331FSZOnAip9H9XVhMTEzVYGf1X5cqV8ejRIwwcOFBx+ps0x9vbG61bt0atWrXQtWtXBAUFoUuXLnB2dtZ0afSe98+wvC/nsQM5Z2LEhnNgqFRR99fFlStXAABff/21UngBgDNnzii+5mnukqVurBo1agQACAkJUdvnl19+QY8ePbBjx45irY3eyfnL3tLSEiNHjkR2dja+++47pKena7gyet/p06dV2pKTk3H69GnIZDK1E6/FgAGGShV9fX0A7/7z5siZbX/s2DGlZS9cuIC5c+cqXvOHcslSN1Y5cyyCgoJw8OBBpeVPnDiB3377DTdv3oSDg0OJ1kqAj48PateujXv37mHt2rWaLofeExoaqvQsq7dv32LmzJl4/fo1OnXqhCpVqmiwusLjJSQqVSwsLCCTyXD37l0MGjQINjY2GDJkCObPn49p06Zh27ZtqFSpEh4/fozbt2+jYsWKqFSpEl6+fImXL19+cN4FFS11YzVz5kwsXLgQEydOxMSJE+Hv749atWohOjpa8QC7GTNmwM7OTsPVlz66urqYPXs2vL29ERAQgI4dO2q6JPp/Li4umDdvHvbs2QNLS0tcvXoVz58/h1wuh6+vr6bLKzSegaFSxdTUFPPmzYOFhQUuXryIEydOYPDgwVi8eDHq16+Pe/fu4ezZs8jKysKAAQPw559/Kn4QnzhxQsPVly7qxgoAPDw8sGvXLnTr1g1JSUk4efIkYmNj0aZNG2zevBmDBw/WbOGlWKNGjdCjRw9kZGTg22+/5WVXLdG3b1/MmzcPb9++xfHjxyGVSuHj44MtW7agYsWKmi6v0CSCNt0TRURERJQPPANDREREosMAQ0RERKLDAENERESiwwBDREREosMAQ0RERKLDAENERESiwwBDREREosMAQ0RERKLDAENUSu3evRs2NjYYMGCApkshIiowBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiyrfDhw9j+PDhaN68ORwcHNCwYUP07t0bv//+u8onDw8YMAA2NjZ49eoVNm3ahK5du8LR0RHNmjXDjBkz8OzZM7Xb2Lt3L3r27AkXFxc0bdoUM2bMQGxsLDp06AAbGxvFck+ePIGNjQ1atWqldj052w8NDVVqj4mJwcKFC/HZZ5/BxcUFDg4OaNOmDaZNm4aHDx+qXdeJEyfg7e0NV1dXNGrUCOPGjUNkZCQGDx4MGxsbPHnyRGn5N2/eYO3atejWrRucnJzQsGFDDBw4EMePH8/zGBNR/uhougAiEgc/Pz8EBgbCwMAADRo0QLly5RAZGYmrV6/i6tWrePz4MWbMmKHS77vvvkNwcDCcnJzQunVrXLhwAbt378bZs2dx4MABGBoaqmxDX18fTZs2RVZWFvbv349///0XqampH70PDx8+RP/+/REfH4+6deuiRYsWSE1NxbVr17B3714cO3YM+/fvR7Vq1RR9Nm7ciPnz50NHRweNGjVCmTJlcOrUKYSGhqJChQoq20hKSsKgQYNw8+ZNmJiYoEmTJsjIyEBYWBhCQ0MxevRojBs37qP3hai0Y4AhojzduHEDgYGBqFGjBrZt2wYTExPFewcOHMCkSZOwbds2TJ48Gbq6ukp9T58+jY0bN8LNzQ0A8OrVK/Tu3RuRkZHYt28fvL29AQDnzp1DYGAgqlatik2bNsHa2hoAcP/+fQwePBjx8fEfvR+LFi1CfHw8pk+fjiFDhijak5KSMGTIEFy/fh179+7FyJEjAQAPHjzATz/9hPLly+PXX3+Fk5MTgHdncYYMGYIHDx6obGPu3Lm4efMmOnXqhHnz5qFcuXIAgEePHmHIkCHw9/eHq6srmjVr9tH7Q1Sa8RISEeXp9evX8PT0xDfffKMUXgCga9euMDIyQlpaGuLi4lT69u7dWxFeAKBixYro1q0bAODu3buK9s2bNwMApk2bpggvAFCnTh1MmzatSPajWrVqaN++PQYOHKjUbmhoiM8++wwAlC4HbdmyBZmZmRgxYoQivABAlSpV4Ofnp7L+mJgYHDhwAGZmZvjxxx8V4QUArK2tFfuxYcOGItkfotKMZ2CIKE/NmjVTOWOQmZmJR48e4cqVK4r5L+np6Sp9nZ2dVdqqVKkC4N1cEQAQBAHnz5+HTCaDu7u7yvLt27eHTCZDVlbWR+3H999/r9KWkJCAO3fu4NKlSwCU9+HcuXMAgHbt2qn0a9CgASpVqoSXL18q2i5cuICsrCzUr18fBgYGKn1atmwJqVSKixcvIisrCzKZ7KP2h6g0Y4Ahonx5+/atYp7Iw4cPER0djczMTACARCIB8C6I/Je6eSI5v7hzgs+rV6+QmpoKU1NTlC1bVmX5smXLwsTERCksFFZ4eDi2bNmC69ev4/Hjx3j9+nWu+5Az0bh69epq12Vubq5UU3R0NADg+PHjShOO/ystLQ2JiYkqZ7OIKP8YYIgoTy9evIC3tzciIyNhZGQER0dHuLu7w8bGBo0bN8agQYNyvasoJxh8SE4Q+u+dTO9TF44+RN3ZmvXr1+Onn34CAMjlcrRq1Qp169aFo6MjIiMjMXv27ALV9d+acparU6cO7OzsClQvERUMAwwR5WnJkiWIjIxEt27dMG/ePOjp6Sm9n3MWo7CMjY2hr6+PxMREpKamqlx+efv2LRISEpTapNJ3U/hyCxeJiYlKr6OiovDLL7/A0NAQ69atg4uLi9L79+7dU1lH1apV8fjxY0RHR6N27doq7z9//lzpdaVKlQAAdnZ2+Pnnn9XWRURFg5N4iShPly9fBgD4+PiohJerV68iOTkZwIfPoHyIjo4OGjZsiOzsbPzzzz8q74eEhKicUckJOYmJicjIyFB6LyEhAREREUpt165dQ3Z2Npo0aaISXoB3d0sBymdVmjRpAgA4efKkyvI3b95ETEyMUlujRo0AvJsLk5aWprZPx44dMW7cuAKfUSIiZQwwRJSnnLkaR48eVWq/e/cupkyZonj99u3bQm8j586gRYsWISoqStEeFRWFBQsWqCxfsWJFVK1aFenp6di6datSDbNmzVIJPDn7cPXqVaW7pTIyMrB06VKcOnVKZR+8vb0hlUoREBCAmzdvKtrj4+Ph6+ureJ1zmczS0hLt2rXD8+fP8e233yqCHQDExcVh5syZiIiIQNWqVfN1aY2IcsdLSESl3OXLl9G8efNc3+/duzcGDx6MixcvYsWKFTh+/DgsLCwQExODq1evQl9fHxYWFnjy5AliY2MLXYe7uzt69uyJnTt3omvXrmjatCkA4Pz586hcuTIAqDxjZtiwYfDz84Ofnx8OHjwIMzMzXLp0CVlZWXB3d8eJEycUyzZu3Bj29va4desWPD094erqCuDdmZm4uDjUrVsX9+7dU9oHW1tbjB07FsuWLUPv3r3RuHFjGBgYIDQ0FGXKlEHZsmWRlpYGHZ3//SidO3cuIiMjcfDgQZw5cwaOjo6QSCQICwtDamoqXFxc8M033xT6OBHROzwDQ1TKZWRkIDY2Ntd/ycnJ8PDwwIYNG9CoUSM8ffoUp0+fRnJyMr744gvs2bNH8TC69wNDYcydOxezZs2ClZUVzp07h6tXr6Jbt26K56aUL19eafkBAwZg4cKFcHBwwK1bt3DhwgU0adIEO3fuRM2aNZWWlclk2LhxI4YMGQITExOcPXsWt27dgrW1NWbPno09e/bAyMgI165dUwoxo0aNwuLFi1GvXj1cvnwZoaGhaNGiBbZu3aq4nPZ+Xaampti+fTvGjx+PypUr48KFC7hy5Qpq1qyJGTNmYOPGjWpvsSaigpEIvBBLRFrgwYMHKFu2LKpVq6ZyeeXWrVv44osv4OTkhO3bt5dYTY8fP4ZEIkH16tVVntny6tUrNG3aFKampjhz5kyJ1URE7/AMDBFphdWrV8Pd3R1btmxRak9LS1Pc0dO+ffsSrWnXrl1o3749lixZotSemZmJBQsWQBCEEq+JiN7hGRgi0gpXr16Ft7c30tPTYWtrCysrK6SlpeHKlSt4/fo1mjRpgg0bNqjMgylOT548QY8ePZCYmAhra2vI5XJkZGTgxo0bePnyJerWrYs//vgDRkZGJVYTEb3DAENEWuP+/fvYtGkTQkNDERMTAz09PVhbW+Pzzz9H3759NfLo/WfPnmHz5s0ICQnB8+fPIZFIYGlpiY4dO2Lw4MFqnxxMRMWPAYaIiIhEh3NgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdP4P+rYylwqKg/UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VqFChAhUrVsTV1ZVdu3bdMRxlN2PYOnLkSJZfkDLz+OOP8+677zJ69Gh+++0382vj4MGDpKSksG/fPrp168bGjRt1E1o7p3AkYjB16lSSk5Nxd3dn1apV5nsfGWV2AqnxxnFnzpzJ9HyI33//ndDQUMqUKUOrVq3uO7CULFmSP/74g1OnTmW53tmzZ83nhZQqVeq+tmVPjIdUUlJSMpz9uHr16l215enpyYsvvsiLL76IyWRi586dDB06lLi4OBYtWqRw9A83b95k2rRpANSoUYPFixdn+PrO7G/oQTLeByo6OjrLw9EmkynLWSlHR0d8fX3x9fWlX79+xMbGMnHiRL777jsuXrzIjz/+yCuvvJKt/ZecpavVRAwOHDgAwDPPPJNhMAL45ZdfzP83ni9RuXJl82zOzz//nOk2NmzYwMyZMxk/frz5g/teDg+kSz95+MyZM5newwggNDTU/P9atWrd83bsjfEwY2YfwgcPHsywfMKECQQEBDB06FCrZQ4ODjRs2JA2bdoAcOnSpWzo7cPl5MmTXLt2Dbh9V/rMgr/xb+hBncv2T8YLLX766adM1ztw4AC+vr4EBASYZ7eOHDnC66+/ztNPP81ff/1lVcfT05PRo0ebHz+oqwcl5ygciRik3+k3PDw8wzft8+fP89lnn5kfJycnm/+fJ08e8wfnmjVrLK7ISXfx4kVWrlwJQIsWLcxX4xjvMGxsMysvv/yy+dDAuHHjMjxUFBUVZb602MfHJ9Or0h4mXl5e5v8bg2G6yMhI1qxZk2HdtLQ0IiIi2LJli9UNPuF2GD5x4oTVduQ24+v45MmTGa6TfkfvdHf7ev+3atasab6q86uvvsrwDvg3b95k4sSJ3Lp1i7Nnz5qvIixRogRHjhwhLi6OxYsXZ9i+8QuKXhv2T+FIxMDPzw+4fSfd4cOH88cff3DlyhVOnTrFnDlzePnlly2+Ff7zcuABAwZQuHBhkpOT6datG19//TXnz5/n4sWLhIaG0qVLF65evYqrqyuDBg0y1zNePbdu3TpiY2PveAKpp6en+Z4sBw8e5I033mDr1q3ExsZy4cIFli9fTocOHYiLiyNv3rxMnDjxvmao7E29evXMVzFNnjyZJUuWcOHCBc6dO8eyZcvo0KEDTk5OGT4XnTt3Jl++fCQmJhIUFMS3337LmTNniI2N5fDhwwwbNsx8C4VOnTrl6H7ZAx8fHx5//HEAli1bZr6LfGxsLEeOHGHChAn06tXL4uc+7uacuezy3nvvkSdPHuLj42nfvj1LliwhOjqamJgYduzYQbdu3cx31e7Ro4f5MPTjjz9u/uLz3//+l1GjRnHkyBFiY2OJiopi1apVDB8+HLgdpB7E7R4kZ+mcIxGD//znP+zfv5+///6bDRs2sGHDBqt1nn32Wa5evcqhQ4esZhcef/xx5syZQ+/evbl06RIffPCBxU+XALi7uzNt2jSLb5dly5alRIkSnD9/npCQEEJCQnjllVf45JNPsuxvUFAQ169fZ8aMGRw7dizDnxzx9PRk8uTJmZ4D9bApUKAAY8aMYdSoUSQlJTF+/HjGjx9vsfyLL74gKCjI4kMaoFy5cnz44YeMHj2as2fPMnLkyAy30aFDB954440Huh/2yMnJifHjxzNgwABSUlKYNm2a+RykdI6OjvTq1YtFixZx8+bNDGdwHpTatWszffp0hg8fztWrV61eG+natWtn8eUFYPTo0Zw+fZpDhw6xevVqi9mvdEWKFGHmzJkWt8AQ+6RwJGJQunRpvv32W2bNmsW2bds4f/48Dg4OFC5cmKpVqxIYGEjz5s2ZOXMmhw4d4sCBA8TExFjcsK9q1aps3LiRRYsWsWnTJiIiIkhKSqJkyZI0btyYHj16WP3qd548eZg5cyYfffSR+RYCmd2k7p8GDBhA8+bNWbRoEb/++iuXLl0if/78lClThpYtW/Lqq69a3DjvUfDyyy/zxBNPMH/+fPbu3cvVq1d5/PHHadSoEb169aJ06dKZ1m3Tpg1VqlRh8eLF/Prrr5w/f57U1FSKFClC7dq1adeuXZY/4vuo8/f357///S9z5sxh3759XLlyhXz58lG8eHFq167NG2+8QbVq1Th27Bg7d+4kLCzMfBf3nNCsWTPCwsJYvHgx27ZtIyoqilu3blGoUCFq1apF+/btzTPIRu7u7nz99desWLGCjRs38ueff3Lt2jXc3Nzw8vLC39+fLl264O7unmP7Ig+OgymzO3CJiIiIPIJ0zpGIiIiIgc2Go+3btxMYGIivry/+/v7MmjUr09vM/9PRo0epVq2a1Q8iApw6dYo+ffpQu3Zt6tWrR//+/S1uKy8iIiKPNps85+jAgQP069eP559/niFDhrB//36mTJlCWloaffv2zbLu8ePH6d27d4Y/Znj+/HneeOMNypUrx+TJk7l58yZTp06le/furFu3zmZv4S9iK1JTU//V3b8dHR11l+4HKCkp6V9dGp83b16dTCyCjYajkJAQKleuzKRJkwBo3LgxKSkpzJ49m6CgoAxDTFJSEkuWLGHatGmZhpzp06fj5ubG/PnzzW/QpUuXpm/fvhw9ejTLX2MXkdu/O9elS5f7rl+qVCk2b96cjT0So7Fjx/Ltt9/ed/0BAwYwcODAbOyRiH2yucNqSUlJ7Nmzh5YtW1qUBwQEkJiYyL59+zKst337dmbMmEGfPn3M95swMplMhIWF0bZtW4tvrjVq1GDHjh0KRiIiIgLY4MxRVFQUycnJeHt7W5Sn/5RDREQEDRs2tKpXo0YNNm/eTMGCBTO8/0R0dDTXrl2jVKlSjBs3ju+//57ExET8/PwYO3asxe/uiEjG6tWrZ75DtNieTz755I73xhKRO7O5maP4+HgA8x1u06X/wnFmdw0uVqyYxV2G/yn9N5Y+++wzLl68yOTJk5kwYQJ//PEHXbp0ydG7tIqIiIjtsrmZo/Tfs8rsZw6Mv7h9L5KSkoDbdzCdMWOGuZ2yZcvSvn171q5dS4cOHe6rbREREXl42Fw48vDwAKxniNLvFvzPGaW7lV6vcePGFgHrySefxMPDI8tfNc9MbOw1cvsWmg4O4OnpbhN9kaxprOyDxsk+aJzsg62NU3p/7sTmwpGXlxdOTk5Wv1mV/rhChQr31W6ZMmVwdHQ0zyAZpaSk3Ndl/Glp5Ppgp0+w2UJfJGsaK/ugcbIPGif7YGvjdLe/vW1z5xw5OztTp04dwsLCLG76GBoaioeHBzVr1ryvdt3c3KhTpw4//vijRUD65ZdfSExM1NVqIiIiAthgOALo27cvhw8fZvDgwWzbto2pU6cyd+5cevfujYuLCwkJCRw6dIjY2Nh7anfo0KFcunSJN998k23btrF69WqGDRuGr68vTZs2fUB7IyIiIvbEJsNRgwYNCA4OJjw8nP79+7Nu3TrefvttevbsCcCxY8do3749W7duvad2a9WqxaJFi0hLS2PQoEFMnDgRf39/5syZg5OT0wPYExEREbE3Dqa7/cEysXL5cu6fYObgAEWKuNtEXyRrGiv7oHGyDxon+2Br45TenzuxyZkjERERkdyicCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiIgDs3r2LHj0606yZH23btmbx4vmYTKa7qnv8+B80aVKP8+fPWS1bu/ZbOnV6jaZN/Xj99UCWL19q1e5XX31J69YtaNu2Nd9/v85imclkokePzvz44w/3v3P3IE+ObEVERERs2m+/HWbkyKE0a9aCN9/sy5Ejh5g9+wvS0tLo2rVHlnX/+utP3n57CKmpqVbLvvnmGyZO/JCOHbtSt249fv/9KCEhU7l58wZdunQHYNeuHSxdupiRI8cQHx/HxIkTqFy5Kk88UR6ATZtCSU1NpUWLgOzf8QwoHImIiAjz539FxYo+jBkzHoD69Z8hJSWFJUsW0qFDR5ydXazqJCcns3Llf5kz58sMl5tMJr766iuaNm1B374DAahT52mios6watV/zeFo37491KlTj5Ytnwdg3bo1HDy4nyeeKE9ycjKzZ3/JsGEjcHBweFC7b0GH1URERB5xSUlJHDy4n8aNm1qU+/s348aNRA4fPpRhvV9+2cn8+V/RpUt3c/j5pzlz5tC//yCLsjx58pKUlGx+7ODggLOzs/lx3rx5SUtLA+Dbb1dQvHhx6td/5n527b4oHImIiDzizp07S3JyMl5eXhblpUqVASAqKjLDelWqVGXlyrV07doDJycnq+UODg6UL1+e4sVLYDKZiI+PY9267wgN3UBgYDvzetWq1eTgwf2cORPJsWNHOX36JDVq+HL9egKLFs3LNHg9KDqsJiIi8ohLSLgGgKurm0W5q6srANevX8+w3uOPF73rbfz222H69esJQKVKVXj11fbmZf7+zdi//1c6d36NPHny0LNnHypXrsLMmTN48snaVKpUheDgKfzyyw4qVvThrbdGULBgwXvZxXuimSMREZFHXPohrMzO6XFw+PdxoWTJUgQHz2Ls2Alcv55Ajx6diY2NMW/3P/8ZTVjYz/z443beeKMLf/99idWrV9CrVz9Wr17B3r27mTDhUxwdnfjss4//dX+yonAkIiLyiCtQwB2wniFKTEz8/+UF/vU2ihR5nFq1nqJly+eYPDmYv/++xLp131msky9fPvPhuTlzZtK8eUu8vLzZuvUnAgJe4IknytOuXQd+/nlrhlfGZReFIxERkUdcqVKlcXJy4uzZKIvy9Mfe3uXuq93r16+zdu1aoqMt2y1VqjTu7h5cunQxw3qnT59i8+ZNdO/eC4ArV2Lx8HgMAHd3D1JTU4mLu3pffbobCkciIiKPOGdnZ3x9a7Ft2xaLmzNu2fITBQq4U7Vqtftq18nJiXfeeYevv15kUf7HH8eIj4+jQgWfDOvNnBnMq6+2p0iRxwEoVMiTmJjLAMTEXMbJyckclh4EnZAtIiIidO3agyFD+jFmzEhatWrD0aNHWLp0MX37DsTZ2YXr1xMIDw+nVKnSFCpU6K7adHFx4c033+SLL77Aw+Mx8z2O5s2bTYUKPrzwwotWdQ4e3M/Ro7+Z77cE0KCBH99+uxIfn8qsXLmM+vWfIU+eBxdhFI5ERESEp56qy4QJnzJv3ixGjx5OkSJF6ddvMK+/3gmAEyeOM2hQH0aPfi/DUJOZAQMGkD+/O6tXr2D58qV4eHjQtGlz3nyzn8W9jdJ98cV0OnXqhru7u7msXbvXCQ8/zbhx71CpUhVGjRr773c4Cw6mu/3RFLFy+fI1cvvZc3CAIkXcbaIvkjWNlX3QONkHjZN9sLVxSu/PneicIxEREREDhSMRERERA4UjEREREQObDUfbt28nMDAQX19f/P39mTVrFnd7etTRo0epVq0a0dHRWa730UcfUalSpezoroiIiDwkbDIcHThwgH79+lG+fHmCg4Np06YNU6ZMYebMmXese/z4cXr37k1KSkqW6+3du5fFixdnV5dFRETkIWGTl/KHhIRQuXJlJk2aBEDjxo1JSUlh9uzZBAUF4eLiYlUnKSmJJUuWMG3atAyXGyUmJjJq1CiKFi3KhQsXHsg+iIiIiH2yuZmjpKQk9uzZQ8uWLS3KAwICSExMZN++fRnW2759OzNmzKBPnz4MHz48y21MnDiRIkWKEBgYmG39FhERkYeDzc0cRUVFkZycjLe3t0V52bJlAYiIiKBhw4ZW9WrUqMHmzZspWLAgq1evzrT9nTt3smbNGr799lvWr1//r/qayY8X56j0PthCXyRrGiv7oHGyDxon+2Br43S3/bC5cBQfHw9Y/wKwm5sbAAkJCRnWK1as2B3bvnbtGu+88w6DBg2iXLn7+xE9o8KF73wjqZxiS32RrGms7IPGyT5onOyDvY2TzYWjtLQ0ABwyiXeOjvd/JPCjjz6iePHidOvW7b7bMIqJyf07fjo43H7R2UJfJGsaK/ugcbIPGif7YGvjlN6fO7G5cOTh4QFYzxBdv34dsJ5Rultbtmxhw4YNrFq1irS0NPM/gJSUFBwdHe85eJlM2MRgg231RbKmsbIPGif7oHGyD/Y2TjYXjry8vHByciIyMtKiPP1xhQoV7qvd0NBQbt26RevWra2WVatWjVdeeYVPPvnkvtoWERGRh4fNhSNnZ2fq1KlDWFgYPXr0MB9eCw0NxcPDg5o1a95XuwMGDKBjx44WZcuXL2f58uWsXLmSQoUK/eu+i4iIiP2zuXAE0LdvX4KCghg8eDBt27bl4MGDzJ07l+HDh+Pi4kJCQgInT57Ey8sLT0/Pu2qzdOnSlC5d2qJs69atwO0r3URERETABu9zBNCgQQOCg4MJDw+nf//+rFu3jrfffpuePXsCcOzYMdq3b28ONyIiIiLZxcF0tz9YJlYuX879s+8dHKBIEXeb6ItkTWNlHzRO9kHjZB9sbZzS+3MnNjlzJCIiIpJbFI5EREREDBSORERERAwUjkREREQMFI5EREREDBSORERERAwUjkREREQMFI5EREREDBSORERERAwUjkREREQMFI5EREREDBSORERERAwUjkREREQMFI5EREREDPLkdgdERETE9rVo0YRLly7ecz1HRwfS0kz3XK9o0WKEhW2753rZQeFIRERE7ujSpYucP38ut7uRIxSORERE5O45OOLkVuiBNZ96/QqY0h5Y+3dD4UhERETumpNbIUr3X/jA2o8O6UpqQswDa/9u6IRsEREREQOFIxEREREDhSMRERERA4UjEREREQOFIxEREREDhSMRERERA4UjEREREQOFIxEREREDhSMRERERA4UjEREREQOFIxEREREDhSMRERERA4UjEREREQOFIxEREREDhSMRERERA5sNR9u3bycwMBBfX1/8/f2ZNWsWJpPpruoePXqUatWqER0dbbUsNDSUV199ldq1a9OkSRNGjhzJ5cuXs7v7IiIiYqdsMhwdOHCAfv36Ub58eYKDg2nTpg1Tpkxh5syZd6x7/PhxevfuTUpKitWyjRs3MmjQIKpWrcr06dN56623+PXXX+natSu3bt16ELsiIiIidiZPbncgIyEhIVSuXJlJkyYB0LhxY1JSUpg9ezZBQUG4uLhY1UlKSmLJkiVMmzYtw+UAX3zxBU2aNOGDDz4wlz3xxBO0a9eOLVu28Nxzzz2YHRIRERG7YXMzR0lJSezZs4eWLVtalAcEBJCYmMi+ffsyrLd9+3ZmzJhBnz59GD58uNXytLQ0/Pz8eO211yzKy5UrB8CZM2eyaQ9ERETEntnczFFUVBTJycl4e3tblJctWxaAiIgIGjZsaFWvRo0abN68mYIFC7J69Wqr5Y6OjowcOdKq/McffwTAx8cnG3ovIiIi9s7mwlF8fDwABQoUsCh3c3MDICEhIcN6xYoVu+dtRURE8Omnn1KtWjUaN258z/UdHO65SrZL74Mt9EWyprGyDxon+6BxejRk9/jebXs2F47S0tIAcMhkDxwds+dI4KlTpwgKCiJfvnxMmzbtvtotXNg9W/qSHWypL5I1jZV90DjZB41TznF0zNkk6ujoQJEiuTO+NheOPDw8AOsZouvXrwPWM0r3Y/fu3QwcOBA3NzfmzZtHmTJl7qudmJhr3OXdBR4YB4fbbw620BfJmsbKPmic7IPGKeelpeXsE52WZuLy5WvZ2mb66+ZObC4ceXl54eTkRGRkpEV5+uMKFSr8q/bXrVvHqFGj8Pb2Zs6cORQvXvy+2zKZsJk/Slvqi2RNY2UfNE72QeP0cMutsbW5q9WcnZ2pU6cOYWFhFjd9DA0NxcPDg5o1a95329u2bWPEiBHUqlWLpUuX/qtgJCIiIg8nm5s5Aujbty9BQUEMHjyYtm3bcvDgQebOncvw4cNxcXEhISGBkydP4uXlhaen5121eevWLd555x3c3Nzo06cPp06dslhevHhxhSURERGxzXDUoEEDgoODmT59Ov3796dYsWK8/fbbdO/eHYBjx47RpUsXPv74YwIDA++qzQMHDvD3338DmNsxGjBgAAMHDsy+nRARERG7ZJPhCKBFixa0aNEiw2X16tXjxIkTmdYNDAy0Ck0NGjTIso6IiIgI2OA5RyIiIiK5SeFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMTAZsPR9u3bCQwMxNfXF39/f2bNmoXJZLqrukePHqVatWpER0dbLTty5AidOnWiVq1a+Pn5MXHiRJKSkrK7+yIiImKnbDIcHThwgH79+lG+fHmCg4Np06YNU6ZMYebMmXese/z4cXr37k1KSorVsjNnzhAUFISLiwtTp06lR48eLFmyhA8++OBB7IaIiIjYoTy53YGMhISEULlyZSZNmgRA48aNSUlJYfbs2eZw809JSUksWbKEadOmZbgcYM6cObi5ufHFF1+QL18+mjRpgouLC+PHj6dv376UKlXqge6XiIiI2D6bmzlKSkpiz549tGzZ0qI8ICCAxMRE9u3bl2G97du3M2PGDPr06cPw4cMzXGfHjh08++yz5MuXz1z23HPPkZaWxo4dO7JvJ0RERMRu2Vw4ioqKIjk5GW9vb4vysmXLAhAREZFhvRo1arB582b69u2Lk5OT1fKbN29y9uxZypUrZ1Hu6elJgQIFMm1XREREHi02d1gtPj4egAIFCliUu7m5AZCQkJBhvWLFit1Xu+ltZ9ZuVhwc7rlKtkvvgy30RbKmsbIPGif7oHF6NGT3+N5tezYXjtLS0gBwyGQPHB3vb7IrqyvdTCZTptvLSuHC7vfVlwfBlvoiWdNY2QeNk33QOOUcR8ecTaKOjg4UKZI742tz4cjDwwOwniG6fv06kPHMz91wd3e3aMcoMTHRvPxexMRc4y7vLvDAODjcfnOwhb5I1jRW9kHjZB80TjkvLS1nn+i0NBOXL1/L1jbTXzd3YnPhyMvLCycnJyIjIy3K0x9XqFDhvtp1dXWlWLFiVu3GxsaSkJBwX+2aTNjMH6Ut9UWyprGyDxon+6Bxerjl1tja3AnZzs7O1KlTh7CwMItDYaGhoXh4eFCzZs37btvPz4+tW7da3PTxhx9+wMnJifr16/+rfouIiMjDwebCEUDfvn05fPgwgwcPZtu2bUydOpW5c+fSu3dvXFxcSEhI4NChQ8TGxt5Tuz179iQmJoaePXuyZcsW5s+fz8cff0z79u0pUaLEA9obERERsSc2GY4aNGhAcHAw4eHh9O/fn3Xr1vH222/Ts2dPAI4dO0b79u3ZunXrPbVbvnx55s2bx82bNxk0aBDz58+nW7duvPPOOw9gL0RERMQeOZju9gfLxMrly7l/IqCDAxQp4m4TfZGsaazsg8bJPmiccp6vb2XOnz+HU4HClO6/8IFtJzqkK6kJMZQoUZLDh49na9vpr5s7scmZIxEREZHconAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYpAnuxsMDw8nPDwcJycnKlSoQKlSpbJ7EyIiIiIPTLaFo9jYWEaPHs22bdssyl966SXef/99XFxc7qm97du3M3XqVE6dOoWnpycdOnSgV69eODg4ZFpnzZo1zJ49m6ioKEqUKEHPnj1p166dxTqbNm3iiy++IDw8nCJFivDSSy/Rq1cv8uXLd0/9ExERkYdTtoWjMWPGsHv3bjp27EiFChW4efMm27ZtY82aNbi6ujJ27Ni7buvAgQP069eP559/niFDhrB//36mTJlCWloaffv2zbDOxo0bGTFiBF26dKFRo0Zs2rSJd999F2dnZ9q0aQPAzp07GTBgAC+88ALDhg3jzz//5PPPPyc2Nvae+iciIiIPr2wJR0lJSWzdupX//Oc/dOvWzVzerVs32rZty4YNG+4pfISEhFC5cmUmTZoEQOPGjUlJSWH27NkEBQVlOAs1depUAgICGD16NACNGjUiLi6O4OBgczhavXo1JUuWZNKkSTg5OeHn50dMTAwLFixg1KhR5M2b9188CyIiIvIwuOsTst966y2ioqIyXJacnExqairu7u5Wy1xdXUlKSrrrDiUlJbFnzx5atmxpUR4QEEBiYiL79u2zqhMdHU1ERESGdc6cOUN4eLi57fz58+Pk5GRep1ChQiQnJ3P9+vW77qOIiIg8vO46HB0+fJjnn3+e8ePHExsba7HMzc2NqlWrMnnyZBYsWMDPP//M5s2bGTt2LPv27aNhw4Z33aGoqCiSk5Px9va2KC9btiwAERERVnVOnToFcMc6HTt2JDIykjlz5hAfH8+hQ4dYuHAhTZo0oWDBgnfdRxEREXl43fVhtdDQUL7++mtmzpzJt99+S/fu3enevTuurq4ATJw4kQEDBvDJJ5+YT5o2mUxUqFCBMWPG3HWH4uPjAShQoIBFuZubGwAJCQlWda5du3ZXderVq0ePHj2YNGmS+ZBdeqi7H1mcG55j0vtgC32RrGms7IPGyT5onB4N2T2+d9veXYejvHnz0q1bN1599VVmzZrFnDlzWLp0Kf369aNDhw5UrFiRjRs38vPPP3P69GnS0tLw8fHhmWeesTiMdSdpaWn/vwMZ74Gjo/VkV2Z1TCaTRZ333nuP1atX07dvXxo0aEB0dDTBwcH07NmTBQsWkD9//rvuJ0DhwtaHEXOLLfVFsqaxsg8aJ/ugcco5jo45m0QdHR0oUiR3xveeT8guUKAAw4YNo1OnTkybNo2PPvqIhQsX8tZbb/H888/TpEkTmjRpct8d8vDwAKxniNLPCfrn7FBWdRITE811Ll68yPLly+nduzdDhgwBbs8k1ahRgxdffJFVq1bRqVOne+prTMw1/j9/5RoHh9tvDrbQF8maxso+aJzsg8Yp56Wl5ewTnZZm4vLla9naZvrr5k7u+2q1YsWK8dFHH9G9e3c+++wz3nrrLebOncvw4cOpX7/+/TaLl5cXTk5OREZGWpSnP65QoYJVnXLlypnXqVq1aoZ1zp07h8lkonbt2hZ1fXx8KFiwIH/99dc999Vkwmb+KG2pL5I1jZV90DjZB43Twy23xva+fj4kPj6e5ORk4HbwmDlzJosXL8bR0ZGgoCDefPNNjh8/fl8dcnZ2pk6dOoSFhZkPi8Htc548PDyoWbOmVZ2yZctSpkwZQkNDLcpDQ0Px9vamVKlSlC1bFicnJ/bv32+xzunTp7l69SqlS5e+r/6KiIjIw+WuZ45MJhPz589nzpw5XLlyBUdHR6pXr86YMWOoXr06devWZfny5fzwww9MmTKFwMBAWrduzZAhQyhZsuQ9dapv374EBQUxePBg2rZty8GDB82zUi4uLiQkJHDy5Em8vLzw9PQEoF+/fowaNYqCBQvStGlTNm/ezMaNG5kyZQoAnp6edO3alblz5wLwzDPPcO7cOWbMmEHJkiV57bXX7qmPIiIi8nByMJnubtJq0aJFfPTRR5QsWZKaNWuSmJjI7t27cXFxYd26dRQrVsy8bmpqKsuWLePLL78kPj6e119/nVGjRt1Tx8LCwpg+fTrh4eEUK1aMjh070r17dwD27NlDly5d+PjjjwkMDDTXWbZsGfPmzeP8+fOUKVOGXr168fLLL5uXm0wmFi5cyLJly4iOjqZo0aL4+fnx1ltvmUPWvbh8OfePdTs4QJEi7jbRF8maxso+aJzsg8Yp5/n6Vub8+XM4FShM6f4LH9h2okO6kpoQQ4kSJTl8+P6OQmUm/XVzx/XuNhw9//zzpKamsm7dOpydnQH49ddf6dKlC2+99Ra9e/e2qpOYmMjcuXNZsGCB1eGsh4Et/FHqDcJ+aKzsg8bJPmicct6jFI7u+pyjs2fPUrFiRXMwAqhevToAFy5cyLCOq6srAwcOJCws7G43IyIiIpKr7joceXt7s2vXLrZt28bNmzeJi4tj+vTpODg4ULly5Szr3s8hKxEREZHccNcnZA8bNoz+/fvTp08fc5nJZKJq1aoW5/2IiIiI2LO7DkdNmjRh48aNLFmyhIiICDw8PPD19aV9+/b6NXsRERF5aNzTTSDLlClzz1ediYiIiNiT+7oJpIiIiMjDSuFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEQOFIRERExEDhSERERMRA4UhERETEwGbD0fbt2wkMDMTX1xd/f39mzZqFyWTKss6aNWto1aoVNWvWJCAggBUrVlitc+rUKfr06UPt2rWpV68e/fv3Jyoq6kHthoiIiNgZmwxHBw4coF+/fpQvX57g4GDatGnDlClTmDlzZqZ1Nm7cyIgRI/Dz8yMkJIT69evz7rvvsnbtWvM658+f54033uDq1atMnjyZ999/n5MnT9K9e3du3ryZE7smIiIiNi5PbncgIyEhIVSuXJlJkyYB0LhxY1JSUpg9ezZBQUG4uLhY1Zk6dSoBAQGMHj0agEaNGhEXF2cOVwDTp0/Hzc2N+fPnkz9/fgBKly5N3759OXr0KHXq1MmhPRQRERFbZXMzR0lJSezZs4eWLVtalAcEBJCYmMi+ffus6kRHRxMREZFhnTNnzhAeHo7JZCIsLIy2bduagxFAjRo12LFjR44Go927d9GjR2eaNfOjbdvWLF48/46HDENDv6dTp9do2tSP118PZN2676zWadMmgIYN61j9i4m5bF7nq6++pHXrFrRt25rvv19nUd9kMtGjR2d+/PGHbNlPERERe2RzM0dRUVEkJyfj7e1tUV62bFkAIiIiaNiwocWyU6dOAWRZJ0+ePFy7do1SpUoxbtw4vv/+exITE/Hz82Ps2LGULFnywezQP/z222FGjhxKs2YtePPNvhw5cojZs78gLS2Nrl17ZFhn8+ZNTJjwHu3adaBevWf4+eetTJw4AWdnZwICngcgNjaG2NgYBg58i2rValrUf+yxggDs2rWDpUsXM3LkGOLj45g4cQKVK1fliSfKA7BpUyipqam0aBHwoHZfRETE5tlcOIqPjwegQIECFuVubm4AJCQkWNW5du3aHetcuXIFgM8++4yaNWsyefJkYmJi+Pzzz+nSpQtr167F1dX1nvrq4HBPqwMwf/5XVKzow9ix4wFo0OAZUlNTWLJkIa+/3hFnZ+tDhl999QX+/s0YPHgYAPXrNyA+Pp65c2fx3HO3w9Fff50A4Nlnm1K8eIkMt71v3x7q1q1nDlTr16/h0KH9lC9fnuTkZL766kuGDRuBo+N97JjcUfrr5X5eN5JzNE72QeP0aMju8b3b9mwuHKWlpQHgkMkeODpaHwnMrE76oSpHR0eSkpIAKFKkCDNmzDC3U7ZsWdq3b8/atWvp0KHDPfW1cGH3e1o/KSmJgwf3M2jQIIoU+V/dl19+ka+/XkR4+AmrWbHo6Giios7w1ltDLOq0adOKIUPCiI+/TOHC7pw9G4mHhwfVq/tkun1XV2fc3d3M7bi4OJM/f16KFHFnwYIFlC5ditatNWv0oN3r60Zyh8bJPmicck5Of3F2dHSw+NzLSTYXjjw8PADrGaLr168D1rNDWdVJTEw010mv17hxY4uA9eSTT+Lh4cEff/xxz32NibnGHU4VshAREU5ycjKensW4fPmaubxAgcIAHD16nMqVfS3qHDx4FICCBYta1HnssSIA/PbbH5QrV45Dh45QoIA7b77Zh/37fyUtLY1nnmnIoEHDKFLk9rrly1fmu+/WcODAUa5du8aff/7JE09UJjLyPF9++SWTJk212IZkLweH22/k9/q6kZylcbIPGqecl5aWs090Wpop2z+T0l83d2Jz4cjLywsnJyciIyMtytMfV6hQwapOuXLlzOtUrVo1wzoFCxa0mEEySklJyfAKuDsxmbinP8r0w3+urm4W9fLnv3047/r161btZV4n/ZDh7dD4119/cunSRV588WXat3+DiIhw5s6dRf/+vZg//2vy58/Ps882Y9++X+nU6TXy5MlDz559qFSpCjNnzuDJJ2vj41OF6dOn8MsvO6hY0Ye33hpBwYIF7+1JkTu619eN5A6Nk33QOD3ccmtsbe5qNWdnZ+rUqUNYWJjFFVyhoaF4eHhQs2ZNqzply5alTJkyhIaGWpSHhobi7e1NqVKlcHNzo06dOvz4448WAemXX34hMTExR65Wu9MhQwcH6+FIfw4yP2R4u/ydd95j9uwFdO4chK9vLV56KZAJEyYSHX2GH37YYG7jP/8ZTVjYz/z443beeKMLf/99idWrV9CrVz9Wr17B3r27mTDhUxwdnfjss4+zZ8dFRETsiM2FI4C+ffty+PBhBg8ezLZt25g6dSpz586ld+/euLi4kJCQwKFDh4iNjTXX6devHxs3buT9999n+/btvP/++2zcuJHBgweb1xk6dCiXLl3izTffZNu2baxevZphw4bh6+tL06ZNH/h+FShweyov/RBhOuPhv8zrWB4yvHHjdh03t9t1qleviY9PZYt1atZ8kgIFCnDy5J8W5fny5cPJyQmAOXNm0rx5S7y8vNm69ScCAl7giSfK065dB37+eSupqan3saciIiL2yybDUYMGDQgODiY8PJz+/fuzbt063n77bXr27AnAsWPHaN++PVu3bjXXCQwMZNy4cezatYv+/fvz66+/MnHiRF544QXzOrVq1WLRokWkpaUxaNAgJk6ciL+/P3PmzDGHhQepVKnSODk5cfas5c+VpD/29i5nVcfL6/btCKKjoy3K0x+XK/cE8fHxrF+/hvDw0xbrmEwmkpOTzZfy/9Pp06fYvHkT3bv3AuDKlVg8PB4DwN3dg9TUVOLirt7bToqIiNg5mzvnKF2LFi1o0aJFhsvq1avHiRMnrMo7dOhwxyvOateuzeLFi7Olj/fK2dkZX99abNu2hddf72w+VLZly08UKOBO1arVrOqULl2GkiVLsXXrTzRt2txcvnXrT5Qp40Xx4iXImzcPkydPxN+/OWPGfGBe5+eft3Hr1i1q1Xoqw/7MnBnMq6+2p0iRxwEoVMjTfMPImJjLODk5mcOSiIjIo8Jmw9HDqmvXHgwZ0o8xY0bSqlUbjh49wtKli+nbdyDOzi5cv55AeHg4pUqVplChQgB069aTjz4ah4fHYzRs2JgdO7azeXMY48bdPicof/78vPFGFxYsmIOnZ2Hq1WvAqVN/MW/ebJ55piF169az6sfBg/s5evQ3xowZby5r0MCPb79diY9PZVauXEb9+s+QJ49eIiIi8mjRJ18Oe+qpukyY8Cnz5s1i9OjhFClSlH79BvP6650AOHHiOIMG9WH06Pd44YUXAXjhhRdJSkpi2bIlfP/9WkqWLMW7746jWbP/zaz16NGLQoU8+e67laxatZzHHnuMl14KpEeP3hn244svptOpUzfc3f93SWO7dq8THn6acePeoVKlKowaNfYBPhMiIiK2ycF0px/1kkxdvpz799dwcIAiRdxtoi+SNY2VfdA42QeNU87z9a3M+fPncCpQmNL9Fz6w7USHdCU1IYYSJUpy+PDxbG07/XVzJzZ5QraIiIhIblE4EhERETFQOBIRERExUDgSERERMVA4EhERETFQOBIRERExUDgSERERMVA4EhERETFQOBIRERExUDgSERERMVA4EhERETFQOBIRERExyJPbHZD/adGiCZcuXbzneo6ODqSl3d8vLxYtWoywsG33VVdERORhpHBkQy5dusj58+dyuxsiIiKPNIUjW+TgiJNboQe6idTrV8CU9kC3ISIiYo8UjmyQk1shSvdf+EC3ER3SldSEmAe6DREREXukE7JFREREDBSORERERAwUjkREREQMFI5EREREDBSORERERAwUjkREREQMFI5EREREDBSORERERAwUjkREREQMFI5EREREDBSORERERAwUjkREREQMFI5EREREDBSORERERAwUjkREREQMbDYcbd++ncDAQHx9ffH392fWrFmYTKYs66xZs4ZWrVpRs2ZNAgICWLFiRZbrf/TRR1SqVCk7uy0iIiJ2zibD0YEDB+jXrx/ly5cnODiYNm3aMGXKFGbOnJlpnY0bNzJixAj8/PwICQmhfv36vPvuu6xduzbD9ffu3cvixYsf1C6IiIiIncqT2x3ISEhICJUrV2bSpEkANG7cmJSUFGbPnk1QUBAuLi5WdaZOnUpAQACjR48GoFGjRsTFxZnDlVFiYiKjRo2iaNGiXLhw4cHvkIiIiNgNm5s5SkpKYs+ePbRs2dKiPCAggMTERPbt22dVJzo6moiIiAzrnDlzhvDwcIvyiRMnUqRIEQIDA7N/B0RERMSu2dzMUVRUFMnJyXh7e1uUly1bFoCIiAgaNmxosezUqVMAWdYpV64cADt37mTNmjV8++23rF+//l/11cHhX1W3GQ/Lfti69OdZz7dt0zjZB43ToyG7x/du27O5cBQfHw9AgQIFLMrd3NwASEhIsKpz7dq1u6pz7do13nnnHQYNGmQOS/9G4cLu/7oNI0fHnP8rd3R0oEiR7N0PyVp2v27kwdA42QeNU87J6c+o3Px8srlwlJaWBoBDJvHO0dH6SGBmddKvbkuv89FHH1G8eHG6deuWLX2NibnGHS6guydpadnY2D1s8/Llazm+3UeRg8PtN/Lsft1I9tI42QeNU87L6c+oB/H5lP66uRObC0ceHh6A9QzR9evXAevZoazqJCYmmuts2bKFDRs2sGrVKtLS0sz/AFJSUnB0dMwweGXFZOKh+KN8GPbBnjwsr5uHncbJPmicHm65NbY2F468vLxwcnIiMjLSojz9cYUKFazqpB8ii4yMpGrVqhnWCQ4O5tatW7Ru3dqqfrVq1XjllVf45JNPsm0/RERExD7ZXDhydnamTp06hIWF0aNHD/OhstDQUDw8PKhZs6ZVnbJly1KmTBlCQ0N5/vnnzeWhoaF4e3tTqlQpBgwYQMeOHS3qLV++nOXLl7Ny5UoKFSr0YHdMRERE7ILNhSOAvn37EhQUxODBg2nbti0HDx5k7ty5DB8+HBcXFxISEjh58iReXl54enoC0K9fP0aNGkXBggVp2rQpmzdvZuPGjUyZMgWA0qVLU7p0aYvtbN26FYAaNWrk6P6JiIiI7bK5+xwBNGjQgODgYMLDw+nfvz/r1q3j7bffpmfPngAcO3aM9u3bm8MNQGBgIOPGjWPXrl3079+fX3/9lYkTJ/LCCy/k0l6IiIiIPbLJmSOAFi1a0KJFiwyX1atXjxMnTliVd+jQgQ4dOtz1NgYOHMjAgQPvu48iIiLy8LHJmSMRERGR3KJwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJioHAkIiIiYqBwJCIiImKgcCQiIiJiYLPhaPv27QQGBuLr64u/vz+zZs3CZDJlWWfNmjW0atWKmjVrEhAQwIoVK6zWCQ0N5dVXX6V27do0adKEkSNHcvny5Qe1GyIiImJnbDIcHThwgH79+lG+fHmCg4Np06YNU6ZMYebMmZnW2bhxIyNGjMDPz4+QkBDq16/Pu+++y9q1ay3WGTRoEFWrVmX69Om89dZb/Prrr3Tt2pVbt27lxK6JiIiIjcuT2x3ISEhICJUrV2bSpEkANG7cmJSUFGbPnk1QUBAuLi5WdaZOnUpAQACjR48GoFGjRsTFxZnDFcAXX3xBkyZN+OCDD8z1nnjiCdq1a8eWLVt47rnncmDvRERExJbZ3MxRUlISe/bsoWXLlhblAQEBJCYmsm/fPqs60dHRREREZFjnzJkzhIeHk5aWhp+fH6+99prFOuXKlQPgzJkz2bwnIiIiYo9sLhxFRUWRnJyMt7e3RXnZsmUBiIiIsKpz6tQpgCzrODo6MnLkSJo3b26xzo8//giAj49PNvReRERE7J3NHVaLj48HoECBAhblbm5uACQkJFjVuXbt2j3Xgduh6dNPP6VatWo0btz4nvvq4HDPVWzSw7Ifti79edbzbds0TvZB4/RoyO7xvdv2bC4cpaWlAeCQyR44OlpPdmVWJ/3qtozqnDp1iqCgIPLly8e0adMyXOdOChd2v+c6WXF0zPm/ckdHB4oUyd79kKxl9+tGHgyNk33QOOWcnP6Mys3PJ5sLRx4eHoD1bM/169cB69mhrOokJiZmWGf37t0MHDgQNzc35s2bR5kyZe6rrzEx17jD3QXuSVpaNjZ2D9u8fPlajm/3UeTgcPuNPLtfN5K9NE72QeOU83L6M+pBfD6lv27uxObCkZeXF05OTkRGRlqUpz+uUKGCVZ30k6ojIyOpWrVqlnXWrVvHqFGj8Pb2Zs6cORQvXvy++2oy8VD8UT4M+2BPHpbXzcNO42QfNE4Pt9waW5s7IdvZ2Zk6deoQFhZmcdPH0NBQPDw8qFmzplWdsmXLUqZMGUJDQy3KQ0ND8fb2plSpUgBs27aNESNGUKtWLZYuXfqvgpGIiIg8nGxu5gigb9++BAUFMXjwYNq2bcvBgweZO3cuw4cPx8XFhYSEBE6ePImXlxeenp4A9OvXj1GjRlGwYEGaNm3K5s2b2bhxI1OmTAHg1q1bvPPOO7i5udGnTx/zFW7pihcvrrAkIiIithmOGjRoQHBwMNOnT6d///4UK1aMt99+m+7duwNw7NgxunTpwscff0xgYCAAgYGBJCUlMW/ePFatWkWZMmWYOHEiL7zwAnD7rtt///03gLkdowEDBjBw4MAc2kMRERGxVTYZjgBatGhBixYtMlxWr149Tpw4YVXeoUMHOnTokGGdBg0aZFhHRERExMjmzjkSERERyU0KRyIiIiIGCkciIiIiBgpHIiIiIgYKRyIiIiIGCkciIiIiBgpHIiIiIgYKRyIiIiIGCkciIiIiBgpHIiIiIgYKRyIiIiIGCkciIiIiBgpHIiIiIgYKRyIiIiIGCkciIiIiBgpHIiIiIgYKRyIiIiIGCkciIiIiBgpHIiIiIgYKRyIiIiIGCkciIiIiBgpHIiIiIgYKRyIiIiIGCkciIiIiBgpHIndp9+5d9OjRmWbN/GjbtjWLF8/HZDJlWSc09Hs6dXqNpk396NAhkBUrVlgsv349gXffHUFAQBO6d+/I778ftVh++fJlnn++KefOnc32/XlYaZzsx78ZK39/PwICAli79juL5RoryQ4KRyJ34bffDjNy5FC8vb358MNJBAS8wOzZX7Bo0bxM62zevIkJE97j6afr8fHHn/HUU3V59913CQ3daF5nwYK5nDz5J++//xGVKlVhzJiRJCcnm5fPmzeLgIAXKFmy1APdv4eFxsl+/Nux+uSTz6hfvz4TJ07gxx81VpK98uR2B0Tswfz5X1Gxog9jxowHoH79Z0hJSWHJkoV06NARZ2cXqzpfffUFzz7bjEGDhv1/nQbcupXI3LmzaNnyeQD27dvDSy+1pUEDP6pVq8G6dd8RFXWGJ54oT2RkBFu2/MQ336zKuR21cxon+/Fvx8rBAVq1asmlSzEaK8l2mjkSuYOkpCQOHtxP48ZNLcr9/Ztx40Yihw8fsqpz/vw5oqLO0KSJv0V5QEAAZ89Gc+ZMJAAODg44OzsDkDdvXgDS0tIAmDkzmNdee51ChQpl9y49lDRO9iM7x8rfv5nGSrKdwpHIHZw7d5bk5GS8vLwsykuVKgNAVFSkVZ2IiHAAypQpa1FetmzZ/69zBoBq1WqyZcsmrl69yoYNayhUyJMyZbw4cuQQR4/+Rvv2HbN9fx5WGif7kZ1jVbp06f+vo7GS7KNwJHIHCQnXAHB1dbMod3V1BeD69euZ1nFzs6yT/ji9TvfuvTCZTLRu3ZzFixcwduwHODs78+WX0+nWrQe3bt1i1KjhdOz4KrNmhZCampq9O/cQ0TjZj+wcq/Q2NFaSnXTOkcgdpE/JOzg4ZLjcwcH6O0b6FTf/rJNe7uh4u7xQoULMmDGbGzdukD9/fgC2bdtMTEwML73UlrFjR+Hq6sr48RMZO3YURYo8Ttu2r2XPjj1kNE72Q2Mltk4zRyJ3UKCAO2D9bTYxMfH/lxfIok5ChnXc3CzrpL+Jp6SkMGtWCG++2ReAnTu307btazzxRHmef74VW7f+9G9356GlcbIf2TlWN25orCT7KRyJ3EGpUqVxcnLi7Nkoi/L0x97e5azqeHndPi8iOjraojwy8va5FOXKPZHhttat+w4XFxeaNw8gLu4qqampeHg8BoC7uwexsTH/bmceYhon+5GdY5X+WGMl2clmw9H27dsJDAzE19cXf39/Zs2adcebg61Zs4ZWrVpRs2ZNAgICrG7kBnDkyBE6depErVq18PPzY+LEiSQlJT2o3ZCHgLOzM76+tdi2bYvFa3DLlp8oUMCdqlWrWdUpXboMJUuWsvpWGhoaSpkyXhQvXsKqzo0bN5g//yv69BmIg4MDjz1WEEdHR2Jibr95x8RcplAhz2zeu4eHxsl+ZOdYbdnyk8ZKsp1NhqMDBw7Qr18/ypcvT3BwMG3atGHKlCnMnDkz0zobN25kxIgR+Pn5ERISQv369Xn33XdZu3ateZ0zZ84QFBSEi4sLU6dOpUePHixZsoQPPvggJ3ZL7FjXrj34/fejjBkzkl9+2clXX33J0qWL6dIlCGdnF65fT+Do0d+4cuWKuU63bj3ZvDmMzz77hN27d/HZZ5+wceNG8/T+Py1duphy5Z7g6afrA5AnTx7q1q3PwoVz2LVrB+vXr6Fhw8Y5sr/2SuNkP7JjrN5//302bw6jZ0+NlWQvB9OdpmNyQY8ePYiLi2PlypXmskmTJvHNN9/wyy+/4OJifXOwgIAAKleuzLRp08xlQ4YM4dixY4SFhQEwduxYtm7dyqZNm8iXLx8A33zzDePHj2fTpk2UKnVvd0y9fPka2fns+fpW5vz5czgVKEzp/guzr+EMRId0JTUhhhIlSnL48PEHuq2HxbZtW5g3bxZnzkRSpEhRAgPb8frrnQA4cGAfgwb1YfTo93jhhRfNdb77bhXLli3h0qWLlCxZir59+9CwYTOr182VK7G0b/8K06Z9QZUq//vWfOHCeT74YAynT5/E3785Q4eOMN+7RTKmcbIf/3asypQpwxtvdCEgoJVV2xqr7JdTn1EP8vPJwQGKFHG/83q2Fo6SkpKoXbs2gwYNolevXubyI0eO0K5dO+bOnUvDhg0t6kRHR9OsWTM+//xzWrX63x/Jxo0bGTJkCD/88APlypWjadOmNGzY0GKmKDY2lgYNGvDBBx/Qvn37e+qrwpHci/Q/yux+3Uj20jjZB41TznuUwpHNHVaLiooiOTkZb29vi/L0m7JFRERY1Tl16hRAlnVu3rzJ2bNnKVfO8kQ/T09PChQokGG7IiIi8uixufscxcfHA9aXcqbf+CshIcGqzrVr1+5YJ7N209fLqN07cXQkW7+xFChQAHd3d3BIIW5R/+xrOAOujing7k6BAgVwtLmIbPvmzJnN3Lmz77meo6MDaWn39qLp0aMXPXv2uvOKYkXjZB80TvYhpz6jHuTnUya31rJic+HoTjcHc8zgmcqszv9uDuaY5ZVuJpMp0+1lxdPzzlNz9+LPP09ka3vy4IwYMYwRI4bldjfkDjRO9kHjZB8epc8om5sz8PDwAKxniNJvFpbRzE9mdYw3FHN3z/imY+nrpS8XERGRR5vNhSMvLy+cnJzMN2FLl/64QoUKVnXSzyPKqo6rqyvFihWzWic2NpaEhIQM2xUREZFHj82FI2dnZ+rUqUNYWJjFobDQ0FA8PDyoWbOmVZ2yZctSpkwZQkNDLcpDQ0Px9vY2X6Lv5+fH1q1bLW76+MMPP+Dk5ET9+vUf0B6JiIiIPbG5c44A+vbtS1BQEIMHD6Zt27YcPHiQuXPnMnz4cFxcXEhISODkyZN4eXnh6Xn77qb9+vVj1KhRFCxYkKZNm7J582Y2btzIlClTzO327NmTDRs20LNnT4KCgoiIiODzzz+nffv2lChhfXdVERERefTY3H2O0oWFhTF9+nTCw8MpVqwYHTt2pHv37gDs2bOHLl268PHHHxMYGGius2zZMubNm8f58+cpU6YMvXr14uWXX7Zod9++fXz66af88ccfFCpUiJdeeonBgweTJ49N5kQRERHJYTYbjkRERERyg82dcyQiIiKSmxSORERERAwUjkQeAB2ttg8aJxHJiMKRnQgODqZSpUoWV99lJjo6mkqVKtG4ceMc6Jn804YNGxg6dGhud0PuQONkm+7lvU5yz8M+TgpHItlo7969DB06lAsXLuR2VyQLGicRyYquX38IFStWjO+//568efPmdlceOem/8ye2TeMkIllROHoI5c2bl/Lly+d2N0REROySDqvZoe3bt9OxY0dq1apFnTp16NGjBwcPHjQv1zlHuWPkyJF06dIFgAMHDlCpUiU6d+4MQEpKCitWrKBr167Uq1ePatWq8fTTT9O5c2fWr1+fm91+5GQ1TgDh4eGMGDGCRo0aUb16dRo3bsw777zD2bNnc6vLAqxdu5YqVarw1FNPcfjwYfbs2UOlSpX48MMPOX36NIMGDaJevXrUrFmTwMBAVq1aldtdfmSEhobyyiuvUKNGDRo1asR7773HxYsXzcvTP5P69evHxYsXGTVqFH5+ftSoUYNWrVoxf/58UlNTc3EPrCkc2ZnQ0FB69epFbGwsfn5+FCpUiB07dtC5c2d+++233O7eI61WrVo888wzAHh6evLiiy/yzDPPYDKZGDhwIO+++y7Hjx+nZs2a+Pv74+npya+//sqwYcNYtGhRLvf+0ZHZOAHs2LGDV155he+++46CBQvi7+/PY489xsqVKwkMDOTo0aO52fVH1qZNmxg1ahT58+dnzpw5+Pr6mpf99ddfvPrqq+zbt49atWpRtWpVjh07xujRo5k3b14u9vrR8OOPPzJo0CBu3ryJv78/zs7OLFu2jLZt2xIVFWWx7t9//027du0ICwujatWq1KpVi9OnT/PJJ5/w0Ucf5dIeZMIkdmH69OkmHx8fk4+Pj2nu3Lnm8uTkZFOfPn1MPj4+puHDh5tMJpMpKirK5OPjY2rUqFFudfeRtXv3bpOPj4+pQ4cO5rLQ0FCTj4+PqV27dqbExESL9WfNmmXy8fExtWjRIqe7+kjLaJxiYmJMdevWNVWpUsW0fv16i/WXLVtm8vHxMTVr1sx069atnO7uIyX9ve7zzz83mUwm086dO03Vq1c3Pfnkk6Z9+/aZ10sfQx8fH9PAgQNNCQkJ5mWLFi0y+fj4mOrXr29KS0vL8X14FBg/kyZOnGh+npOTk02jR482+fj4mLp3724ymf73meTj42N64403TDExMeZ2fvrpJ5OPj4+patWqpri4uFzZl4xo5sjOVK1a1fwbcwB58uSha9euAJw4cSK3uiVZSE5OpmnTpgwbNoz8+fNbLOvQoQNwe9pZctfKlSuJi4ujQ4cOtGrVymJZ+/btefbZZ4mKiiIsLCyXevjoOXDgAP379ydPnjx89dVXPPXUU1br5MmTh3HjxuHm5mYua9++Pfny5SM2NpbLly/nZJcfOV5eXgwdOhQHBwfg9niMHTuWwoULs2PHDqvZozFjxph/MB6gadOmlC5dmpSUFE6fPp2jfc+KwpGdMU4npytRogQA165dy+nuyF1o1aoVX375JfXq1TOXJSUl8ccff7Bu3ToAUlNTbe6Y+6Nmz549ADRo0CDD5enn8KWvJw/WiRMn6NWrF4mJiQwaNIg6depkuF7ZsmUpVKiQRVm+fPnMZTdv3nzgfX2UvfDCC1Y/3O7s7Gw+VL1v3z5zef78+alUqZJVG0WLFgXgxo0bD7Cn90ZXq9kZDw8PqzInJycAfbjasISEBJYvX87PP/9MeHg4Fy9eJC0tzfxtC3S35tx2/vx5AAYMGJDlero3Us7YsmWL+UN38eLFtG/fHldXV6v1MnpPBMx1dduGB6tUqVIZlqd/ab906ZK5zN3d3eI9L136WNnSe6DCkZ3J6IUltu2vv/6ia9euxMTEULhwYapXr87zzz9PlSpVePrpp2nSpElud1H435cLf39/ChQokOl6FSpUyKkuPdLy5cvHjBkzWLJkCdu3b2fKlCm88847VuvpPTF35cuXL8Py9KBjnFWyp7FSOBJ5wD744ANiYmJ48803GTp0KI6O/zuaHRcXl4s9E6OiRYsSERFBly5dzIcEJPd06tSJJk2a8MQTT9C6dWuWLFlCq1atePLJJ3O7a2JgnBkySr/1RfoMkr3ROUci2Sijb0aHDh0CoHfv3hbBCGDnzp3m/2v6P+dkNE5169YFYNu2bRnWmTx5MoGBgaxYseKB9k1uS5+RKFOmDH379iUtLY13332XpKSkXO6ZGO3YscOqLCEhgR07duDk5JThSfT2QOFIJBs5OzsDt98c0qVfmfHTTz9ZrLt3717Gjx9vfqw3/ZyT0Tiln9OyZMkSNmzYYLH+li1bmD9/PseOHaN69eo52leBHj16UL58ef766y9mz56d290Rgz179ljcp+3WrVuMHj2a+Ph4nn/+eYoVK5aLvbt/Oqwmko1Kly6Nk5MTf/75J127dqVSpUoEBQXx8ccfM2LECP773//y+OOPc+bMGf744w8KFizI448/zt9//83ff/+d5bkukn0yGqfRo0czceJEhg4dytChQwkJCeGJJ57g/Pnz5ps/jho1iipVquRy7x89efPmZdy4cXTq1ImZM2fy3HPP5XaX5P/VqlWLDz/8kG+//ZYyZcpw+PBhLly4gI+PD2PGjMnt7t03zRyJZKPChQvz4YcfUrp0afbv38+WLVvo1q0bn3/+OTVr1uSvv/5i165dpKam0rlzZ9auXWt+o9+yZUsu9/7RkdE4AbRs2ZJVq1bRpk0brl27xtatW7l8+TLPPvssixYtolu3brnb8UdY3bp1CQwMJDk5mXfeeUeHoW3E66+/zocffsitW7fYvHkzjo6O9OjRg6VLl1KwYMHc7t59czDZ0rVzIiIiIrlMM0ciIiIiBgpHIiIiIgYKRyIiIiIGCkciIiIiBgpHIiIiIgYKRyIiIiIGCkciIiIiBgpHIiIiIgYKRyKS7VavXk2lSpXo3LlzbndFROSeKRyJiIiIGCgciYiIiBgoHImIiIgYKByJiE344Ycf6NWrF35+flSvXp2nnnqK1157ja+//trqF9g7d+5MpUqVuHr1KgsXLqR169bUqFGDZ555hlGjRnHu3LkMt/Hdd9/x6quvUqtWLerXr8+oUaO4fPkyLVq0oFKlSub1oqOjqVSpEo0bN86wnfTt79mzx6L84sWLTJw4kRdffJFatWpRvXp1nn32WUaMGMHp06czbGvLli106tSJOnXqULduXQYNGkRkZCTdunWjUqVKREdHW6x/8+ZNZs+eTZs2bfD19eWpp56iS5cubN68+Y7PsYjcnTy53QERkQkTJrB48WJcXV2pXbs2bm5uREZGcvjwYQ4fPsyZM2cYNWqUVb13332XsLAwfH19adKkCXv37mX16tXs2rWL9evX4+7ubrUNZ2dn6tevT2pqKuvWrePXX38lMTHxX+/D6dOn6dixI7GxsVSsWJGGDRuSmJjIkSNH+O677/jpp59Yt24dJUqUMNdZsGABH3/8MXny5KFu3bq4uLjw888/s2fPHh577DGrbVy7do2uXbty7NgxPD09qVevHsnJyezbt489e/bQv39/Bg0a9K/3ReRRp3AkIrnq6NGjLF68GC8vL/773//i6elpXrZ+/XqGDRvGf//7X4YPH07evHkt6u7YsYMFCxbQoEEDAK5evcprr71GZGQka9asoVOnTgD88ssvLF68mOLFi7Nw4UK8vb0BOHnyJN26dSM2NvZf78enn35KbGwsI0eOJCgoyFx+7do1goKC+O233/juu+/o27cvAKdOnWLSpEkUKFCAefPm4evrC9yefQoKCuLUqVNW2xg/fjzHjh3j+eef58MPP8TNzQ2AiIgIgoKCCAkJoU6dOjzzzDP/en9EHmU6rCYiuSo+Pp6AgACGDBliEYwAWrdujYeHBzdu3CAmJsaq7muvvWYORgAFCxakTZs2APz555/m8kWLFgEwYsQIczACqFChAiNGjMiW/ShRogTNmzenS5cuFuXu7u68+OKLABaHyJYuXUpKSgp9+vQxByOAYsWKMWHCBKv2L168yPr16ylSpAgfffSRORgBeHt7m/dj7ty52bI/Io8yzRyJSK565plnrGY6UlJSiIiI4NChQ+bzjZKSkqzqPvnkk1ZlxYoVA26fmwNgMpnYvXs3Tk5O+Pv7W63fvHlznJycSE1N/Vf78d5771mVXblyhePHj3PgwAHAch9++eUXAJo1a2ZVr3bt2jz++OP8/fff5rK9e/eSmppKzZo1cXV1tarTqFEjHB0d2b9/P6mpqTg5Of2r/RF5lCkciUiuu3Xrlvm8nNOnT3P+/HlSUlIAcHBwAG6HnH/K6Lyc9FCQHqquXr1KYmIihQsXJn/+/Fbr58+fH09PT4sgcr9OnDjB0qVL+e233zhz5gzx8fGZ7kP6SeMlS5bMsK1SpUpZ9On8+fMAbN682eLk8X+6ceMGcXFxVrNwInL3FI5EJFddunSJTp06ERkZiYeHBzVq1MDf359KlSrx9NNP07Vr10yvPksPHVlJD1n/vOLNKKPglZWMZpnmzJnDpEmTAPDx8aFx48ZUrFiRGjVqEBkZybhx4+6pX//sU/p6FSpUoEqVKvfUXxG5NwpHIpKrpkyZQmRkJG3atOHDDz8kX758FsvTZ1/uV6FChXB2diYuLo7ExESrQ1K3bt3iypUrFmWOjrdPx8wsuMTFxVk8joqKYvLkybi7u/PVV19Rq1Yti+V//fWXVRvFixfnzJkznD9/nvLly1stv3DhgsXjxx9/HIAqVarw2WefZdgvEckeOiFbRHLVwYMHAejRo4dVMDp8+DAJCQlA1jM/WcmTJw9PPfUUaWlpbN++3Wr5tm3brGaC0gNUXFwcycnJFsuuXLlCeHi4RdmRI0dIS0ujXr16VsEIbl9VB5azQfXq1QNg69atVusfO3aMixcvWpTVrVsXuH3u0Y0bNzKs89xzzzFo0KB7ngkTEUsKRyKSq9LPjdm0aZNF+Z9//sl//vMf8+Nbt27d9zbSryD79NNPiYqKMpdHRUXxySefWK1fsGBBihcvTlJSEsuWLbPow9ixY63CVPo+HD582OKquuTkZKZOncrPP/9stQ+dOnXC0dGRmTNncuzYMXN5bGwsY8aMMT9OP3RYpkwZmjVrxoULF3jnnXfMoREgJiaG0aNHEx4eTvHixe/qcKOIZE6H1UTkgTl48CB+fn6ZLn/ttdfo1q0b+/fvJzg4mM2bN1O6dGkuXrzI4cOHcXZ2pnTp0kRHR3P58uX77oe/vz+vvvoqK1eupHXr1tSvXx+A3bt3U7RoUQCreyj17NmTCRMmMGHCBDZs2ECRIkU4cOAAqamp+Pv7s2XLFvO6Tz/9NFWrVuX3338nICCAOnXqALdnlGJiYqhYsSJ//fWXxT5UrlyZgQMHMm3aNF577TWefvppXF1d2bNnDy4uLuTPn58bN26QJ8//3qbHjx9PZGQkGzZsYOfOndSoUQMHBwf27dtHYmIitWrVYsiQIff9PInIbZo5EpEHJjk5mcuXL2f6LyEhgZYtWzJ37lzq1q3L2bNn2bFjBwkJCbzyyit8++235hs5GsPI/Rg/fjxjx46lbNmy/PLLLxw+fJg2bdqY7wtUoEABi/U7d+7MxIkTqV69Or///jt79+6lXr16rFy5knLlylms6+TkxIIFCwgKCsLT05Ndu3bx+++/4+3tzbhx4/j222/x8PDgyJEjFgGpX79+fP7551SrVo2DBw+yZ88eGjZsyLJly8yHGI39Kly4MMuXL2fw4MEULVqUvXv3cujQIcqVK8eoUaNYsGBBhpf5i8i9cTDp4LSIPOROnTpF/vz5KVGihNUhp99//51XXnkFX19fli9fnmN9OnPmDA4ODpQsWdLqnkRXr16lfv36FC5cmJ07d+ZYn0TkNs0cichD78svv8Tf35+lS5dalN+4ccN85Vfz5s1ztE+rVq2iefPmTJkyxaI8JSWFTz75BJPJlON9EpHbNHMkIg+9w4cP06lTJ5KSkqhcuTJly5blxo0bHDp0iPj4eOrVq8fcuXOtzjt6kKKjowkMDCQuLg5vb298fHxITk7m6NGj/P3331SsWJFvvvkGDw+PHOuTiNymcCQij4STJ0+ycOFC9uzZw8WLF8mXLx/e3t689NJLvP7667nycxvnzp1j0aJFbNu2jQsXLuDg4ECZMmV47rnn6NatW4Z39BaRB0/hSERERMRA5xyJiIiIGCgciYiIiBgoHImIiIgYKByJiIiIGCgciYiIiBgoHImIiIgYKByJiIiIGCgciYiIiBgoHImIiIgY/B/0Ib4N6d4GawAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "languages = list(lng_data.keys())\n",
    "for lang in lng_data.keys():\n",
    "    #l = len(lng_data[lang])\n",
    "    print(lang, len(lng_data[lang]))\n",
    "    #print(lang, l, len(lng_data[lang]))\n",
    "    der = lng_data[lang]['Derogatory words (dictionary) word count']\n",
    "    lng_data[lang]['Derogatory words raw count'] = der.map(count_der)\n",
    "    per = lng_data[lang]['Person names word count']\n",
    "    #print(der)\n",
    "    lng_data[lang]['fraction_derogatory_words'] = lng_data[lang]['Derogatory words raw count']/lng_data[lang]['Transcript word count']*100\n",
    "    lng_data[lang]['fraction_derogatory_words_nonstop'] = lng_data[lang]['Derogatory words raw count']/lng_data[lang]['Transcript non-stopword count']*100\n",
    "    lng_data[lang]['female_names_count'] = per.map(lambda x: count_names(x, 'gender', 'female'))\n",
    "    lng_data[lang]['male_names_count'] = per.map(lambda x: count_names(x, 'gender', 'male'))\n",
    "    lng_data[lang]['hindu_names_count'] = per.map(lambda x: count_names(x, 'religion', 'hindu'))\n",
    "    lng_data[lang]['muslim_names_count'] = per.map(lambda x: count_names(x, 'religion', 'muslim'))\n",
    "    \n",
    "    lng_data[lang]['fraction_female_names'] = lng_data[lang]['female_names_count']/lng_data[lang]['Transcript non-stopword count']*100\n",
    "    lng_data[lang]['fraction_male_names'] = lng_data[lang]['male_names_count']/lng_data[lang]['Transcript non-stopword count']*100\n",
    "    lng_data[lang]['fraction_hindu_names'] = lng_data[lang]['hindu_names_count']/lng_data[lang]['Transcript non-stopword count']*100\n",
    "    lng_data[lang]['fraction_muslim_names'] = lng_data[lang]['muslim_names_count']/lng_data[lang]['Transcript non-stopword count']*100\n",
    "    print(lang, lng_data[lang]['muslim_names_count'].sum(),lng_data[lang]['hindu_names_count'].sum(), lng_data[lang]['Transcript non-stopword count'].sum())\n",
    "    print('{} ttest: {}'.format(lang, ttest_ind(lng_data[lang]['fraction_male_names'], lng_data[lang]['fraction_female_names']).pvalue))\n",
    "def plot_fraction_words(group):\n",
    "    fig, ax = plt.subplots()\n",
    "    plot_data = [round(np.mean(lng_data[lang][group]),2) for lang in languages]\n",
    "    ax.bar(languages, plot_data,\n",
    "           edgecolor='black',\n",
    "           linewidth=2, width=0.25)\n",
    "    for i, v in enumerate(plot_data):\n",
    "        ax.annotate(str(round(v, 2)) + \"%\", xy=(i, 1.1*v), ha='center', va='bottom', fontsize=12)\n",
    "\n",
    "    ylim = min(100, max(plot_data)*1.2)\n",
    "    # set the title and axis labels\n",
    "    ax.set_title(f'{group}', fontsize=20)\n",
    "    ax.set_xlabel('Language', fontsize=16)\n",
    "    ax.set_ylabel('%', fontsize=16)\n",
    "    ax.set_ylim([0, ylim])\n",
    "    # get the x-tick labels\n",
    "    labels = ax.get_xticklabels()\n",
    "    yticks = ax.get_yticks()\n",
    "    ax.set_yticks(yticks)\n",
    "    ax.tick_params(axis='y', labelsize=12)\n",
    "    ax.tick_params(axis='x', labelsize=16)\n",
    "\n",
    "    #plt.show()\n",
    "    plt.savefig(f'plots/{group}.png', bbox_inches=\"tight\", dpi=300)\n",
    "    combns = list(combinations(languages, 2))\n",
    "    #print(list(combns))\n",
    "    print(f\"t-test for {group}\")\n",
    "    for comb in combns:\n",
    "        #print(comb)\n",
    "        pval = ttest_ind(lng_data[comb[0]][group], lng_data[comb[1]][group]).pvalue\n",
    "        print(f'{comb[0]} and {comb[1]}: {pval/len(combns)}')\n",
    "    \n",
    "plot_fraction_words('fraction_derogatory_words')\n",
    "plot_fraction_words('fraction_derogatory_words_nonstop')\n",
    "plot_fraction_words('fraction_female_names')\n",
    "plot_fraction_words('fraction_male_names')\n",
    "plot_fraction_words('fraction_hindu_names')\n",
    "plot_fraction_words('fraction_muslim_names')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5f136be7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "TAMIL 235\n",
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      "TAMIL 235\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TAMIL 235\n",
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      "TELUGU 245\n",
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     ]
    }
   ],
   "source": [
    "rp_cat = rp_data['Cat No.']\n",
    "rp_vkey = rp_data['video_key']\n",
    "columns_transferred = ['fraction_derogatory_words', 'fraction_derogatory_words_nonstop', 'fraction_female_names', 'fraction_male_names', 'fraction_hindu_names', 'fraction_muslim_names']\n",
    "for col in columns_transferred:\n",
    "    rp_data[col] = np.nan\n",
    "    #print(rp_data[col])\n",
    "    \n",
    "for idx in range(len(rp_data)):\n",
    "    sam_data = rp_data.iloc[idx]\n",
    "    lng = sam_data['Programme Language']\n",
    "    cat = sam_data['Cat No.']\n",
    "    vkey = sam_data['video_key']\n",
    "    if vkey in blacklist or cat in blacklist:\n",
    "        continue\n",
    "    #print(cat, vkey)\n",
    "    lng_key_options = [cat, cat + '.mp4', cat + '.mov', vkey, vkey + '.mp4', vkey + '.mov']\n",
    "    #print(lng_key_options)\n",
    "    lng_data_sam = lng_data[pl_dict[lng]]\n",
    "    #print(lng, len(lng_data_sam))\n",
    "    for i, lng_vid in enumerate(lng_data_sam['Video ID'].values):\n",
    "        if lng_vid in lng_key_options:\n",
    "            #fr_der = lng_data_sam.iloc[i]['fraction_derogatory_words']\n",
    "            #print(lng_data_sam.iloc[i]['Video ID'],lng_data_sam.iloc[i]['fraction_derogatory_words'])\n",
    "            for col in columns_transferred:\n",
    "                rp_data.loc[idx,col] = lng_data_sam.iloc[i][col]\n",
    "            #    rp_data.loc[idx,col] = lng_data_sam.iloc[i][col]\n",
    "            continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26d3befb",
   "metadata": {},
   "outputs": [],
   "source": [
    "#lng_data['hi']['fraction_derogatory_words']\n",
    "#rp_data['fraction_derogatory_words'].isna().sum()\n",
    "#rp_data[rp_data['fraction_derogatory_words'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7ea557c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# rp_cat = rp_data['Cat No.']\n",
    "# rp_vkey = rp_data['video_key']\n",
    "# der_data = {k: [] for k in lang}\n",
    "\n",
    "# for lang in languages:\n",
    "#     l = []\n",
    "#     for idx in range(len(lng_data[lang])):\n",
    "#         vid = lng_data[lang].iloc[idx]['Video ID'].split('.mp4')[0].split('.mov')[0]\n",
    "#     #print(vid)\n",
    "#         if vid in rp_vkey.values:\n",
    "#             f = rp_data[rp_data['video_key']==vid]['female_screentime'].values[0]\n",
    "#         elif vid in rp_cat.values:\n",
    "#             f = rp_data[rp_data['Cat No.']==vid]['female_screentime'].values[0]\n",
    "#         else:\n",
    "#             f = 0 \n",
    "#             print(vid, lang)\n",
    "#         l.append(f)\n",
    "#     lng_data[lang]['female_screentime'] = l\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6b034162",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "analysing variable ['Programme Language']\n",
      "dict_keys(['BENGALI', 'HINDI', 'KANNADA', 'TAMIL', 'TELUGU'])\n",
      "\n",
      "\n",
      "BENGALI\n",
      "found 211 samples\n",
      " r:-0.05805729554290612, p-value: 0.40145291840001684\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "HINDI\n",
      "found 184 samples\n",
      " r:-0.24032950965202682, p-value: 0.0010159633954586417\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "KANNADA\n",
      "found 222 samples\n",
      " r:0.03594790438829297, p-value: 0.5941995338039635\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "TAMIL\n",
      "found 228 samples\n",
      " r:0.10806782199478873, p-value: 0.1036119529706415\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "TELUGU\n",
      "found 220 samples\n",
      " r:0.03862694968180953, p-value: 0.568759658682428\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#rp_data = rp_data[rp_data['fraction_derogatory_words_nonstop'].notnull()]\n",
    "from matplotlib import pyplot as plt\n",
    "dep_variable = 'fraction_hindu_names'\n",
    "group_variable = [\"Programme Language\"]\n",
    "\n",
    "group_data = rp_data[rp_data[dep_variable].notnull()]\n",
    "group_data = group_data.groupby(group_variable)\n",
    "print(f\"analysing variable {group_variable}\")\n",
    "print(group_data.groups.keys())\n",
    "\n",
    "# if len(group_data.groups.keys())<6:\n",
    "#     plt.subplot\n",
    "for group in group_data.groups.keys(): \n",
    "    print(f\"\\n\\n{group}\")\n",
    "    grp_data = group_data.get_group(group)\n",
    "    num_samples = len(grp_data)\n",
    "    if num_samples < 30:\n",
    "        print('Less than 30 samples, skipping group')\n",
    "        continue\n",
    "    else:\n",
    "        print(f\"found {num_samples} samples\")\n",
    "        \n",
    "    #m, b = np.polyfit(grp_data['female_screentime'], grp_data[dep_variable],  1)\n",
    "    r, p = pearsonr(grp_data['female_screentime'], grp_data[dep_variable])\n",
    "    print(f' r:{r}, p-value: {p}')\n",
    "\n",
    "    ax = sns.lmplot(data=grp_data, x='female_screentime', y=dep_variable, fit_reg=True, markers='.',scatter_kws=dict(color='c'))\n",
    "    plt.xlabel('Female Screentime')\n",
    "    plt.ylabel(dep_variable)\n",
    "\n",
    "    if isinstance(group, list) or isinstance(group, tuple):\n",
    "        grpnamelabel = '_'.join([x.replace('/', '_') for x in group])\n",
    "    else:\n",
    "        grpnamelabel = group.replace('/', '_')\n",
    "    plt.title(f\"Female screentime X {dep_variable} ({grpnamelabel})\")\n",
    "    plt.show()\n",
    "    ax.savefig(f'plots/fsc_{dep_variable}_{grpnamelabel}.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "370b5a16",
   "metadata": {},
   "outputs": [],
   "source": [
    "## same analysis with age bins\n",
    "## Add number of samples for each slide \n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "dep_variable = 'fraction_muslim'\n",
    "group_variable = [\"Programme Language\"]\n",
    "\n",
    "group_data = rp_data[rp_data[dep_variable].notnull()]\n",
    "group_data = group_data.groupby(group_variable)\n",
    "print(f\"analysing variable {group_variable}\")\n",
    "print(group_data.groups.keys())\n",
    "\n",
    "# if len(group_data.groups.keys())<6:\n",
    "#     plt.subplot\n",
    "for group in group_data.groups.keys(): \n",
    "    print(f\"\\n\\n{group}\")\n",
    "    grp_data = group_data.get_group(group)\n",
    "    num_samples = len(grp_data)\n",
    "    if num_samples < 30:\n",
    "        print('Less than 30 samples, skipping group')\n",
    "        continue\n",
    "    else:\n",
    "        print(f\"found {num_samples} samples\")\n",
    "        \n",
    "    #m, b = np.polyfit(grp_data['female_screentime'], grp_data[dep_variable],  1)\n",
    "    r, p = pearsonr(grp_data['age_2_screen_time'], grp_data[dep_variable])\n",
    "    print(f' r:{r}, p-value: {p}')\n",
    "\n",
    "    ax = sns.lmplot(data=grp_data, x='age_2_screen_time', y=dep_variable, fit_reg=True, markers='.',scatter_kws=dict(color='c'))\n",
    "#     sns.regplot(data=grp_data, x='age_2_screen_time', y=dep_variable, fit_reg=True, marker='s',scatter_kws=dict(color='g'), ax=ax)\n",
    "#     sns.regplot(data=grp_data, x='age_3_screen_time', y=dep_variable, fit_reg=True, marker='x',scatter_kws=dict(color='r'), ax=ax)\n",
    "\n",
    "    plt.xlabel('Adult Screentime')\n",
    "    plt.ylabel(dep_variable)\n",
    "\n",
    "    if isinstance(group, list) or isinstance(group, tuple):\n",
    "        grpnamelabel = '_'.join([x.replace('/', '_') for x in group])\n",
    "    else:\n",
    "        grpnamelabel = group.replace('/', '_')\n",
    "    plt.title(f\"Adult screentime X {dep_variable} ({grpnamelabel})\")\n",
    "    plt.show()\n",
    "    ax.savefig(f'plots/a2sc_{dep_variable}_{grpnamelabel}.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5751ca72",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(len(rp_data[(rp_data['Programme Language']=='HINDI') & (~rp_data['fraction_derogatory_words_nonstop'].isna())]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a60ffc1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b995e95a",
   "metadata": {},
   "outputs": [],
   "source": [
    "blacklist"
   ]
  }
 ],
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