Moodplay_distances_analysis_HD.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis of the moodplay dataset using HD set at 70% threshold\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load the moodplay dataset first"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                  song   arousal   valence  dominance\n",
      "0                  JudgeDread-BigSeven -0.746238 -0.262107  -0.302248\n",
      "1        WillieWilliams-ArmagideonTime -0.885024 -0.435744   0.766729\n",
      "2              KrisKristofferson-WhyMe -0.959188 -0.584947   0.932921\n",
      "3           GramParsons-CryOneMoreTime -0.791149 -0.554706   0.370833\n",
      "4  HankWilliams-MySweetLoveAin'tAround -0.887018 -0.207455  -0.167268\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(389, 4)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using Hamming Distance Graph of 70% threshold\n",
    "path = \"/Users/harnooroberai/Data_Science/DigitalMediaSocalNetwork/PROJECT/Specific Idea 2 Network Science and Music - Moodplay Dataset (Updated 10 April added graphs  generat/graphs_mood/moodfeatures.csv\"\n",
    "moodplay_dataset = pd.read_csv(path, sep=\",\")\n",
    "filter1 = np.array([\"song\",\"arousal\",\"valence\",\"dominance\"])  \n",
    "selected_data=moodplay_dataset.loc[:,filter1]\n",
    "adna=selected_data.dropna(axis=1)\n",
    "df = pd.DataFrame(adna)\n",
    "print(df.head())\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Arousal range from -1.39091062285779 to 1.21716316098426\n",
      "Valence range from -1.3514215790383202 to 1.54876960409681\n"
     ]
    }
   ],
   "source": [
    "print('Arousal range from {} to {}'.format(min(df['arousal']),max(df['arousal'])))\n",
    "print('Valence range from {} to {}'.format(min(df['valence']),max(df['valence'])))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then let's load the communities csv from gephi\n",
    "\n",
    "Note: You have to run the modularity statistic before exporting the table\n",
    "\n",
    "(To export the CSV file from gephi go to Data Laboratory -> Export Table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>song</th>\n",
       "      <th>modularity_class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JudgeDread-BigSeven</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>KrisKristofferson-WhyMe</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GramParsons-CryOneMoreTime</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HankWilliams-MySweetLoveAin'tAround</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TheKing'sSingers-Can'tBuyMeLove</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  song  modularity_class\n",
       "0                  JudgeDread-BigSeven                 0\n",
       "1              KrisKristofferson-WhyMe                 0\n",
       "2           GramParsons-CryOneMoreTime                 1\n",
       "3  HankWilliams-MySweetLoveAin'tAround                 1\n",
       "4      TheKing'sSingers-Can'tBuyMeLove                 0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gephi_csv_path = \"/Users/harnooroberai/Data_Science/DigitalMediaSocalNetwork/PROJECT/HD/GEPHI HD Analysis/HD_70.csv\"\n",
    "communities_dataset = pd.read_csv(gephi_csv_path, sep=\",\")\n",
    "filter2 = np.array([\"Id\",\"modularity_class\"])  \n",
    "selected_data_gephi=communities_dataset.loc[:,filter2]\n",
    "adna2=selected_data_gephi.dropna(axis=1)\n",
    "gephi_df = pd.DataFrame(adna2)\n",
    "gephi_df.columns = ['song','modularity_class']\n",
    "gephi_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a look at the column datatypes, the modularity class should be type 'int64'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "song                object\n",
       "modularity_class     int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gephi_df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Store each id in a different dataframe where the modularity class is the key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                      song  modularity_class\n",
      "0                      JudgeDread-BigSeven                 0\n",
      "1                  KrisKristofferson-WhyMe                 0\n",
      "4          TheKing'sSingers-Can'tBuyMeLove                 0\n",
      "5  CharlieRich-LifeHasItsLittleUpsAndDowns                 0\n",
      "8  MerleHaggard-It'sNotLove(ButIt'sNotBad)                 0\n",
      "(140, 2)\n",
      "                                   song  modularity_class\n",
      "2            GramParsons-CryOneMoreTime                 1\n",
      "3   HankWilliams-MySweetLoveAin'tAround                 1\n",
      "9                    TheHouseOfLove-Ray                 1\n",
      "15       RayPrice-HeartachesByTheNumber                 1\n",
      "16                  JohnCale-GhostStory                 1\n",
      "(132, 2)\n",
      "                                            song  modularity_class\n",
      "6                           RosanneCash-TheWheel                 2\n",
      "7                 JohnGorka-WhereTheBottlesBreak                 2\n",
      "11                   Ol'DirtyBastard-Gettin'High                 2\n",
      "24                      ShannonNoll-NewBeginning                 2\n",
      "32  MississippiSheiks-I'veGotBloodInMyEyesForYou                 2\n",
      "(86, 2)\n",
      "                                     song  modularity_class\n",
      "339                    Jazztronik-Phoenix                 3\n",
      "341                  FearOfPop-RootToThis                 3\n",
      "345                 ThePriests-Benedictus                 3\n",
      "346  Innerpartysystem-WhatWeWillNeverKnow                 3\n",
      "349                        Flobots-Combat                 3\n",
      "(9, 2)\n"
     ]
    }
   ],
   "source": [
    "available_classes = list(gephi_df.modularity_class.unique())\n",
    "available_classes.sort()\n",
    "\n",
    "classes_dict = {}\n",
    "\n",
    "for modularity_class in available_classes:\n",
    "    class_name = str(\"class_{}\".format(modularity_class))\n",
    "    classes_dict[class_name] = gephi_df.loc[gephi_df['modularity_class'] == int(modularity_class)]\n",
    "    print(classes_dict[class_name].head())\n",
    "    print(classes_dict[class_name].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do an inner join to merge the tables, this way we get the arousal, valence and dominance values for the songs in one particular community"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                      song   arousal   valence  dominance  \\\n",
      "0                      JudgeDread-BigSeven -0.746238 -0.262107  -0.302248   \n",
      "1            WillieWilliams-ArmagideonTime -0.885024 -0.435744   0.766729   \n",
      "2                  KrisKristofferson-WhyMe -0.959188 -0.584947   0.932921   \n",
      "3          TheKing'sSingers-Can'tBuyMeLove -0.964922 -0.209416  -0.345068   \n",
      "4  CharlieRich-LifeHasItsLittleUpsAndDowns -0.791149 -0.554706   0.370833   \n",
      "\n",
      "   modularity_class  \n",
      "0                 0  \n",
      "1                 0  \n",
      "2                 0  \n",
      "3                 0  \n",
      "4                 0  \n",
      "(140, 5)\n",
      "                                  song   arousal   valence  dominance  \\\n",
      "0           GramParsons-CryOneMoreTime -0.791149 -0.554706   0.370833   \n",
      "1  HankWilliams-MySweetLoveAin'tAround -0.887018 -0.207455  -0.167268   \n",
      "2                   TheHouseOfLove-Ray -0.791149 -0.554706   0.370833   \n",
      "3     BlindLemonJefferson-RamblerBlues -1.129287 -0.511057  -0.511048   \n",
      "4       RayPrice-HeartachesByTheNumber -0.791149 -0.554706   0.370833   \n",
      "\n",
      "   modularity_class  \n",
      "0                 1  \n",
      "1                 1  \n",
      "2                 1  \n",
      "3                 1  \n",
      "4                 1  \n",
      "(132, 5)\n",
      "                             song   arousal   valence  dominance  \\\n",
      "0            RosanneCash-TheWheel -1.129287 -0.511057  -0.511048   \n",
      "1  JohnGorka-WhereTheBottlesBreak -0.791149 -0.554706   0.370833   \n",
      "2          MethodMan-PerfectWorld -0.906140 -0.253969   0.197257   \n",
      "3     Ol'DirtyBastard-Gettin'High -0.925306 -0.276050   0.136423   \n",
      "4        ShannonNoll-NewBeginning -0.737156 -0.343185   0.295392   \n",
      "\n",
      "   modularity_class  \n",
      "0                 2  \n",
      "1                 2  \n",
      "2                 2  \n",
      "3                 2  \n",
      "4                 2  \n",
      "(86, 5)\n",
      "                                   song   arousal   valence  dominance  \\\n",
      "0                 ThePriests-Benedictus -0.902935 -0.363039   0.874369   \n",
      "1  Innerpartysystem-WhatWeWillNeverKnow -0.730102 -0.250260   0.347161   \n",
      "2                    Jazztronik-Phoenix -0.906140 -0.253969   0.197257   \n",
      "3                        Flobots-Combat -0.881362 -0.253361  -0.446208   \n",
      "4                     Akasha-JazzGarage  0.540014  0.771785  -0.280235   \n",
      "\n",
      "   modularity_class  \n",
      "0                 3  \n",
      "1                 3  \n",
      "2                 3  \n",
      "3                 3  \n",
      "4                 3  \n",
      "(9, 5)\n"
     ]
    }
   ],
   "source": [
    "class_df_dict = {}\n",
    "\n",
    "for class_number, values in classes_dict.items():\n",
    "    class_df_dict[class_number] = pd.merge(df, values, on='song', how='inner')\n",
    "    print(class_df_dict[class_number].head())\n",
    "    print(class_df_dict[class_number].shape)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the different values for the communities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpl.rcParams['figure.figsize'] = (20, 10)\n",
    "mpl.rcParams['axes.grid'] = False "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Note: If the csv file contains many communities (+20) this will not work due to memory consumption\n",
    "for key in class_df_dict.keys():\n",
    "    hist_plot = class_df_dict[key].hist(bins=20, alpha=1)\n",
    "    plt.suptitle(\"{}\".format(str(key).upper()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "type(class_df_dict[\"class_0\"])\n",
    "class_df_dict[\"class_0\"].to_csv('test', sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fSkKs3jd3ip4/cE79bBcPAHCZp/ed1eT4GN02b0pIrvfQjcW61NWvZ/bx8AVA9CAEAoAJ+OnOU8pPm6Sb5+SE5Hr3LclTU2eftlQ2huR6AACEg57+Qb18+ILuWDA1aPP3Rls2PV0l2Ul67sDZkFwPAEKBEAgAxqmqoUNbK5v0sfLp8nqCuyzdb/3sHKUlxuqZfdyQAgDcY+OxenX0Duj+Jfkhu6YxRvcuztPOmmZdaGVANIDoQAgEAOP03P5zMkb6cNm0kF0zLsajuxfm6tUjF9XZy4wCAIA7PL3vrHKS47W6JDOk1713cZ6slV48dD6k1wWAYCEEAoBxeuXIBa2YkaGc5ISQXvf+pfnq7h/Uq0cvhPS6AAA4oaWzT5tO1uu+JXkhW3nrV5I9WfPzUvT8AeYCAYgOhEAAMA6nmjp1/EK7bpsfmuGUIy2fnq5p6ZP0NIMqAQAu8OKh8+oftLovhK1gI927OE/7z1zSmeYuR64PAIFECAQA4/DKkaFVOLfPnxrya3s8RvctydOWigY1tPeG/PoAAITSs/vPambO0IocJ9y9MFeS9PxBHr4AiHyEQAAwDq8cuah5uSkqyEh05Pr3L8mXz4rl6QCAqHamuUu7a1t0/9J8GRPaVjC/goxELZuepucPMBcIQOQbUwhkjLnDGHPCGFNpjPnyFb6eaox53hhzwBhzxBjze4EvFQDCQ317j94+3eLIKiC/mVOSNT8vRc/uZ5cwAED0em74Ycf7F+c5Wse9i/N07HybKuvbHa0DACbqmiGQMcYr6buS7pQ0T9JHjTHzRh32iKSj1trFktZL+mdjTFyAawWAsPCboxdlrXTHAudCIEl6YGm+DtS1qqqhw9E6AAAIBmutnt53VisK0x1beet398JcGSNWAwGIeGNZCbRSUqW1ttpa2yfpSUn3jTrGSko2Q2s0J0tqlsTexQCi0itHLqowM1Gzpkx2tI57F+fJY6Rn97EaCAAQfY6ca1NlfYfuX+rMQOiRclIStKooU88fOCdrrdPlAMC4jSUEypd0ZsTHdcOfG+k7kuZKOifpkKQ/stb6Rp/IGPOQMWaPMWZPQ0PDOEsGAOe0dvdrW2Wjbp8/1bHZBH5TUhK0uiRTLxziqSQAIPo8s++sYr3m8mBmp71/SZ6qGzt15Fyb06UAwLiNJQS60ruc0fH37ZL2S8qTtETSd4wx7xrfb639vrW2zFpblp2dfd3FAoDT3jherwGf1W0OzgMa6X1zp6i6oVO1jZ1OlwIAQMBYa/XK0Qu6YWa20hLDY8rEHfOnKsZj2CUMQEQbSwhUJ6lgxMfTNLTiZ6Tfk/QrO6RSUo2kOYEpEQDCxytHLignOV5LC9KcLkWStGHOFEnS68frHa4EAIDAqajv0Jnmbt06d4rTpVyWnhSnG2Zm6YUD52kJAxCxxhIC7ZY00xhTNDzs+SOSnht1zGlJt0iSMWaKpNmSqgNZKAA4rad/UG+eaND75k2Rx+NsK5jf9MxEzcyZTAgEAIgqG48Nva5tmJPjcCXvdNfCXJ291E1LGICIdc0QyFo7IOnzkl6RdEzSU9baI8aYh40xDw8f9jVJa4wxhyRtlPQla21jsIoGACe8VdGo7v5BR7eGv5INc3O0s6ZJ7T39TpcCAEBAvH78oubnpWhqaoLTpbzD+tlDodSbJ3j4AiAyjWUlkKy1L1lrZ1lrS6y1Xx/+3OPW2seHf3/OWnubtXahtXaBtfanwSwaAJzwypELSk6I0ariTKdLeYdb5kxR/6DVlgqydwBA5Gvp7NPeUy26JcxWAUlSdnK8Fk1L1Rsn2OQGQGQaUwgEAG436LPaeOyibpmTo7iY8PrRuWx6mlInxWojLWEAgCjw5sl6+ax0SxjNAxpp/ewc7TvdopbOPqdLAYDrFl7vZAAgTB2su6SWrn5tCMMb0hivR+tnZ+uN4/Xy+RhUCQCIbBuP1StrcrwW5qc6XcoV3Tw7Wz4rba5gNRCAyEMIBABj4G+1WlsSXq1gfhvm5Kips08H6i45XQoAAOPWP+jTppMN2jAnO2w2YRht0bQ0ZSTF6U1awgBEIEIgABiDLZWNmpeboszJ8U6XckU3zcqW12PYJQwAENF21zarvWdAG+aE38pbP6/H6KZZ2dp0skGDrMAFEGEIgQDgGjp7B/T26RbdMDPL6VLeU1pinJbPSL+8pS4AAJHo9WP1ivN6wvo1V5LWz85Wc2efDrICF0CEIQQCgGvYVdOs/kGrdWF+Q3rLnBwdPd+m863dTpcCAMC4vH68XqtKMpUUH+N0KVd148xseYzYJQxAxCEEAoBreKuiUXExHq0ozHC6lKu6Ze7QVrq0hAEAIlF1Q4eqGzvDcmv40dKT4rR0errePMFrLoDIQggEANewpbJBKwszlBDrdbqUqyrJnqzpGYl6nZYwAEAE8j/E2BABIZA0tEvYwbpWNbT3Ol0KAIwZIRAAXEV9W49OXuwI+1YwSTLGaMOcHG2pbFR336DT5QAAcF02HqvX7CnJKshIdLqUMVk/eyis2nSSljAAkYMQCACuYkvl0Nbw60rDPwSShlrCegd82l7d6HQpAACMWWt3v3bXNmvD3MhYBSRJ8/NSlJMcrzdoCQMQQQiBAOAqtlQ0KiMpTvNyU5wuZUxWFmVoUqxXm08SAgEAIsdbFQ0a8NmIaQWThlbgrp+drc0nGzQw6HO6HATQoM9q0Gfl81lZa50uBwio8B67DwAOstZqS2Wj1pRkyuMxTpczJvExXq0oytDWSkIgIBoYY+6Q9K+SvJJ+aK39+1FfXy/pWUk1w5/6lbX20ZAWCQTAlopGJSfEaGlBmtOlXJebZ+foqT11evv0Ja0sCu8NJHBt1lo99maVvvXaSfUPvjP8WZCfosc+tlzTMyOjXRF4L4RAAPAeTl7sUH17r26IgHlAI60rzdTfvnRcF9t6NCUlwelyAIyTMcYr6buS3iepTtJuY8xz1tqjow59y1p7T8gLBALEWqu3Khq1ujhTMd7IalRYOzNLMR6jN07UEwJFuJ7+Qf3ZLw7quQPndNu8KVqQnyprJZ+1GvD59NMdp/X+727RYx9bpjURMiYAuBJCIAB4D29VDA16XDcz2+FKrs/a4RuTrZWN+sCyaQ5XA2ACVkqqtNZWS5Ix5klJ90kaHQIBEe10c5fOXurW799U7HQp1y0lIVbLZ6Rr88kGfemOOU6Xg3G62Najh368RwfPturP7pitz91UImPeuQr8w8sL9Nkf79Enf7RLX7l7rn53TeG7jgEiQWRF7QAQQlsrG1WclaT8tElOl3Jd5k5NUUZS3OWh1gAiVr6kMyM+rhv+3GirjTEHjDEvG2PmX+lExpiHjDF7jDF7GhrYyQjhxf96tTZCV1esLc3S0fNtaunsc7oUjMPBukt6/3e2qKK+Q9/7xHL9wfrSK4Y7hVlJevqRtdowJ0dfff6ovvTLg+odYDdWRB5CIAC4gr4Bn3bWNEfE1vCjeTxGa0oytbWykWGGQGS70iPm0f+o35Y0w1q7WNK/SXrmSiey1n7fWltmrS3Lzo6s1Y2IflsrG5WbmqDirCSnSxmXtaWZslbaUd3kdCm4Tudbu/WxH+xUjMejX35ujW6bP/Wqx0+Oj9H3PrFcf7ihVE/tqdNXn2NhJiIPIRAAXMHbp1vU1TcYsU8l15Vm6WJbr6oaOpwuBcD41UkqGPHxNEnnRh5grW2z1nYM//4lSbHGmMj8wQVXGvRZbatq0trSrIhtrVk0LU1JcV5trWIFbqR59Pmj6h/06YnPrtLcMe4E6/EY/clts/X7NxbriV2ntY3/74gwhEAAcAVbKhrl9RitLsl0upRx8YdXWyq4MQEi2G5JM40xRcaYOEkfkfTcyAOMMVPN8DtnY8xKDd3bsRwBEePIuVZd6uqPuE0YRor1erSyKEPbqvinF0neOFGvlw9f0B/eMnNcO3598dZZKsxM1P/7q0Pq7qMtDJGDEAgArmB7dZMW5qcqJSHW6VLGpSAjUTMyE7WlkhtSIFJZawckfV7SK5KOSXrKWnvEGPOwMebh4cM+JOmwMeaApG9L+oilDxQRxD8PaE1J5IZA0tDDl+qGTl1o7XG6FIxBT/+g/u+zR1ScnaTP3FA0rnNMivPq7z6wSKeauvQvr50McIVA8BACAcAo3X2DOlh3SauKI3MVkN/a0iztqG7SwKDP6VIAjJO19iVr7SxrbYm19uvDn3vcWvv48O+/Y62db61dbK1dZa3d5mzFwPXZWtmoOVOTlZ0c73QpE+JfOUxrUGR47I1KnW7u0t/ct0DxMd5xn2d1SaY+Vj5dP3yrWgfOXApghUDwEAIBwCj7Treof9CqvCjD6VImZF1pljp6B3SgrtXpUgAAeJee/kHtrm2J2Pl7I82dmqL0xFhtZQVu2Ktu6NDjm6p1/5I8rQnA370v3zlHOckJ+rNfHFTfAA/eEP4IgQBglJ01zfIYaXlhutOlTMjq4kwZM/SUFQCAcLOntkV9Az6ti4IQyDM8R3B7FTtzhjNrrb7y7GHFx3r0F3fPC8g5UxJi9Tf3L9CJi+369zerAnJOIJgIgQBglJ01TZqXlxKx84D80pPitCAv9fK8BQAAwsmWykbFeo1WRvjKW781JVk619qj2qYup0vBe3j+4HltrWzSn90+O6AtiLfOm6J7F+fpO29U6DT//xHmCIEAYITegUHtO31JKwsjex6Q39rSLO073aLO3gGnSwEA4B22VjZq6fR0JcXHOF1KQPjb2liBG56stfr2xgrNzU3Rx8pnBPz8f3HXXEnSD96qDvi5gUAiBAKAEQ7Wtap3wKfy4uh4KrmuNEv9g1a7apudLgUAgMtaOvt0+FxrVLSC+RVmJio3NUHb2So+LG2tbFJlfYc+s65IXo8J+PmnpibogaX5emrPGTV29Ab8/ECgEAIBwAi7aobCkhWF0REClRWmKy7Go60VPJUEAISPbVVNslZRMRTazxijNSVZ2lbVKJ+PuUDh5j+31SozKU73LM4N2jUeurFEfYM+/de22qBdA5goQiAAGGFHdZNmT0lWRlKc06UEREKsVysK05kLBAAIK1sqGzU5PkaLp6U6XUpArSnJVEtXv45faHe6FIxwprlLG49f1EdXTp/QlvDXUpozWe+bO0U/3n6KVnyELUIgABg2MOjT3lMtUTOg0m9NSZaOX2hnaTIAIGxsrWzUquJMxXij6+3ImtKhmYLbqnj4Ek5+suOUPMbo46umB/1aD68vUWt3v57YdTro1wLGI7p+6gLABBw+16auvsGomQfkt6Zk6IZ0ZzVzgQAAzqtr6dLp5i6tLY2OTRhGyk2dpOKsJG1jLlDY6O4b1M93n9Ed86cqN3VS0K+3bHq6VhZl6P/bUqO+AV/QrwdcL0IgABi2q2bohm1llMwD8luQn6qkOK92VHNDCgBwnn9w8uqS6AuBpKHVQDurm9Q/SAAQDp7Zf1at3f363TWFIbvm59aX6Hxrj547cC5k1wTGihAIAIbtqmlWUVaSclISnC4loGK9HpUVZhACAQDCwo7qZqUnxmpWTrLTpQTFmpIsdfYN6mDdJadLcT1rrf5rW63m5qZoRWF6yK67fla25kxN1vc2VTEkHGGHEAgAJA36rHbVNKs8yuYB+a0qzlRFfQdzgQAAjttR3aRVxZnyBGGb7nCwunhohRNbxTtvZ02zjl9o16fXzJAxofv7ZozRwzeVqKK+Q68frw/ZdYGxIAQCAEknLrSrrWcg6oZC+60annPEXCAAgJPONHfp7KVurSqOzlYwSUpPitPsKcnaWcNrrtP+a1ut0hJjdd+S/JBf+55FucpPm6Tvb64O+bWBqyEEAgBJO4fnAZVH6U0pc4EAAOFg+/DrUDSHQJJUXpyhvadamAvkoHOXuvXq0Yv6nRUFSogN3rbw7yXG69EnV8/QrtpmVTd0hPz6wHshBAIADc0Dyk+bpPy04O8a4QT/XKDthEAAAAftqG5SRlKcZuZMdrqUoCovylRX36AOnW11uhTXenrfWQ36rD5RPsOxGj6wNF9ej9H/7K1zrAZgNEIgAK5n7fA8oCjbGn60VcWZqqzvUEM7c4EAAKFnrdXO6matKs6I2nlAfv72ctqwnfPCwfNaNj1NBRmJjtWQk5Kgmwemgs0AACAASURBVGdn65d76zTAqjCECUIgAK5X1dChps6+qB0K7effitff+gYAQCjVtXRH/Twgv+zkeJVkJ/Ga65DK+g4dO9+mexblOV2KPlxWoPr2Xm062eB0KYAkQiAA0K6aFknSisLoDoEW5KUwFwgA4Bj/blluCIGkoTmDe2pbWAHigBcOnpMx0t2Lcp0uRRvm5Chrcpye2nPG6VIASYRAAKA9tc3Kmhynoqwkp0sJqhivRyuKMrSDpekAAAfsqG5SpgvmAfmVF2Woo3dAR8+3OV2Kq1hr9fyBc1pZmKEpKQlOl6NYr0cPLM3XxmP1auygJR/OIwQC4Hq7TzVr+Yx0GRPd8wkk5gIBAJxhrdWO6iatKs50xeut9NsVT8wFCq3jF9pV1dCpexY73wrm92BZgQZ8Vs/sO+t0KQAhEAB3u9jWozPN3VHfCuZ3+YaUGQUAgBA609ytc609WhXlmzCMNCUlQYWZibzmhtgLB8/J6zG6c8FUp0u5bOaUZC2dnqaf7z4ja63T5cDlCIEAuNqe2qF5QGUuCYGYCwQAcML26kZJ7pkH5FdelKldNc0a9PHGPxSstXrh4HmtKclU1uR4p8t5hwfLClRR36EDda1OlwKXG1MIZIy5wxhzwhhTaYz58nscs94Ys98Yc8QYsymwZQJAcOw51ayEWI/m56U4XUpIMBcIAOCEHdVD8/dKXTIPyK+8OENtPQM6foG5QKFw6GyrTjV16d4w2BVstHsW5Soh1sOAaDjumiGQMcYr6buS7pQ0T9JHjTHzRh2TJukxSe+31s6X9OEg1AoAAbentkVLCtIU63XPwkj/XKD69h6nSwEAuIB/HlC5i+YB+ZUzFyikXjh4XrFeo9vnh08rmF9yQqzuWpir5/efU3ffoNPlwMXG8q5npaRKa221tbZP0pOS7ht1zMck/cpae1qSrLX1gS0TAAKvc3jHDrfMA/JjUCUAIJRON3fpfGuP61rBJCk/bZKmpU9iLlAI+HxWLxw4pxtnZis1Mdbpcq7owbICtfcO6NdHzjtdClxsLCFQvqSRa9bqhj830ixJ6caYN40xe40xnwpUgQAQLPvPXNKgz2r5jHSnSwkp/1yg7cwFAgCEwPaqodeb1S4aCj2Sfy6Qj7lAQbXvTIvOtfbonsW5TpfynsqLMpSfNknP7j/ndClwsbGEQFdaszn6J1iMpOWS7pZ0u6SvGGNmvetExjxkjNljjNnT0NBw3cUCQCDtrm2WMdIyl4VA/rlAOwmBAAAhsKO6SVmT41SS7a55QH6rijPU0tWvivoOp0uJas8fOK+4GI9unTvF6VLekzFG9y7O05aKRjV39jldDlxqLCFQnaSCER9PkzQ6uqyT9Gtrbae1tlHSZkmLR5/IWvt9a22ZtbYsOzt7vDUDQEDsPdWi2VOSlZIQnkuGg6m8KFNVDZ1qaO91uhQAQBSz1mpnTbMr5wH5XW7DpiUsaHw+q5cOndeG2TlKDvP7unsX52rAZ/XrwxecLgUuNZYQaLekmcaYImNMnKSPSHpu1DHPSrrBGBNjjEmUVC7pWGBLBYDAGRj06e1TLa6bB+RXPrwkf1cNc4GAcDaWHVqHj1thjBk0xnwolPUB13J5HlCRO19vJWla+iTlpSYwiy+IDp5tVX17r+5YEH4DoUebl5ui4uwkPX+AljA445ohkLV2QNLnJb2ioWDnKWvtEWPMw8aYh4ePOSbp15IOStol6YfW2sPBKxsAJub4hXZ19g2qrNBdrWB+C/NTlRjn5akkEMbGskPriOO+oaF7NSCs+IOPchcOhfYzxqi8OFM7a5pkLXOBgmHjsYvyGGn97PDvNjHG6N5FedpR06T6NnZqReiNaU9ka+1L1tpZ1toSa+3Xhz/3uLX28RHH/KO1dp61doG19lvBKhgAAmFP7dBNaZlLVwLFej1aPiOdp5JAeBvLDq2S9AVJv5TE7qwIOztqmpSRFKeZOe6cB+RXXpShxo4+VTd2Ol1KVHrtWL3KZmQoLTHO6VLG5N7FubJWevEQu4Qh9MYUAgFAtNl9qkV5qQnKT5vkdCmOWVWcqRMX2xlMCISva+7QaozJl/SApMd1FWzOAafsrG7WysIM184D8ltZRBt2sJy71K1j59t0y9wcp0sZs9KcZM3NTaElDI4gBALgOtZa7alt1nKXrgLyK+eGFAh3Y9mh9VuSvmStHbzaidicA06oa+nS2UvdWuXSreFHKspKUtbkeHbmDIKNx4cWQd4SxruCXcm9i3P19ulLOtPc5XQpcBlCIACuU9fSrYttvVrh0nlAfoumpSkh1sNcICB8jWWH1jJJTxpjaiV9SNJjxpj7Q1MecHXMA/qtoblAGdpZ08xcoADbeOyiCjMTVZKd5HQp1+XeRXmSaAlD6BECAXCdvadaJEllM9z9ZDIuxqNl05kLBISxa+7Qaq0tstYWWmsLJf1C0h9Ya58JfanAu+2saVJaYqxmT0l2upSwUF6UofOtPapr6Xa6lKjR1TegbVVN2jBnSsS1HBZkJGpJQRotYQg5QiAArrO7tlnJ8TGaPZWb0vKiTB270KbWrn6nSwEwylh2aAXC2c6aZq0ozJDHE1lvzoPFPxdoJ23YAbOlolF9Az7dGkHzgEa6d3GejpxrU1VDh9OlwEUIgQC4zp7aFi2dkS4vN6UqL86QtdKuWm5IgXA0lh1aRxz7aWvtL0JfJfBu51u7daqp6/L8OUizcpKVlhirXbRhB8zGY/VKTojRigj9e3b3wlwZI71wgJYwhA4hEABXae3q18n6dpXNcPc8IL8lBWmKi/EwqBIAEFD+VuNVzAO6zOMxWlGYwYYMAeLzWW08Xq+bZmUr1huZb2unpiZoZWGGnjtwlllRCJnI/NcCAOP09ukWWSuVuXwotF9CrFdLC9JYmg4ACKidNU1KTojR3NwUp0sJK+VFGapt6tLFth6nS4l4h862qrGjV7dG2K5go927OE9VDZ06fqHd6VLgEoRAAFxlz6lmeT1GSwrSnC4lbJQXZ+rIuVa19TAXCAAQGDurm7WyMIPW61GYCxQ4G49dlMdIN83KdrqUCbl9/lR5jPTy4QtOlwKXIAQC4Cq7a1u0IC9FiXExTpcSNlYVZchnpb21LU6XAgCIAvVtPapu7FR5cWTOaQmmebkpmhwfw1ygAHjtWL3KZmQoPSnO6VImJDs5XisKM/Trw8wFQmgQAgFwjb4Bnw6cuaTlLt8afrSl09MV6zXawQ0pACAA/KtcyouYBzRajNej5TPSmQs0Qecudevo+TbdEqG7go1218JcnbzYocp6WsIQfIRAAFzj8LlW9Q74tIJ5QO8wKc6rxdPSLg/xBABgInbWNGlyfIzm5zEP6EpWFmXo5MUONXf2OV1KxHr9eL0k6ZYInwfkd8eCqZKklw/REobgIwQC4Br+dqflhEDvUl6coUNnW9XZO+B0KQCACLejulllhemKidAdm4KtfHguEKuBxu+N4/WanpGokuwkp0sJiCkpCSqbka6XmAuEEOAnMwDX2F3brBmZicpJTnC6lLBTXpSpQZ/V3lPMBQIAjF9jR68q6ztoBbuKRdPSFB/jIQQap96BQW2ratLNs7NlTPQMHr9zYa6OnW9TTWOn06UgyhECAXAFa4cCjjLmAV1RWWG6YjxGO6qZCwQAGD9/sMFQ6PcWF+PRsunp2sksvnHZU9ui7v5B3TQ7sncFG+1ySxgDohFkhEAAXKGmsVNNnX0qoxXsihLjYrS4II0QCAAwITuqm5QY59XC/FSnSwlrK4sydPR8m9p6+p0uJeJsOtmgOK9Hq4qja7VZftokLS5I069pCUOQEQIBcIU9w21ODIV+b6uKM3SwjrlAAIDx217VpBWFGYplHtBVlRdnyNrfzivE2G060aCVRRlKjItxupSAu2vBVB2sa9WZ5i6nS0EU46czAFfYU9ustMRYFWdNdrqUsLWqOFMDPns5MAMA4Ho0dvSqor4j6lZoBMPSgnTFeo120BJ2Xc63duvExXbdNCu6WsH87lyQK0msBkJQEQIBcIU9tS0qm5Eujyd6BggG2vIZQzek26u4IQUAXD9/S/HqEkKga5kU59XiaWnaWc1w6Oux+WSDJEXdPCC/6ZmJWpCfopeYC4QgIgQCEPWaOnpV3dip5QyFvqrEuBgtnsZcIADA+OyoblJSnFcL8lKcLiUirCrO1KGzreqgDXvMNp1sUG5qgmbmRO/K7jsX5Grf6Us6d6nb6VIQpQiBAEQ95gGN3eoSbkgBAOOzvapJK4oyFMM8oDFZVZypQZ/VnlpWA43FwKBPb1U06qZZ0bU1/Gh3Du8SRksYgoWf0ACi3t5TLYrzerSAnUquyX9DupsbUgDAdahv71FVQ6dWMw9ozJbNSBuaC0RL2JjsO3NJ7T0DUTsPyK84e7LmTE1mq3gEDSEQgKi3u7ZZi6alKiHW63QpYW/Z9OFBlbSEAQCugz/IYCj02NGGfX02nWiQ12O0pjTL6VKC7s4FudpzqkX1bT1Ol4IoRAgEIKr19A/q8NlWLacVbEwmxXm1tCBdOxgODQC4Djuqm5QcH6P5zAO6LswFGrtNJxu0bHqaUifFOl1K0N21cKqslV45QksYAo8QCEBUO3DmkvoHrVYwFHrMVhVn6NDZVrX39DtdCgAgQuyoZh7QeDAXaGwaO3p16Gxr1LeC+c2ckqyS7CS9zFwgBAE/pQFENf9Q6OUzWAk0VqtKMuWz0p7aFqdLAQBEgIttPapmHtC4+OcCbacl7KreqhjeGn5WjsOVhM5dC3O1o7pJTR29TpeCKEMIBCCq7a5tVkl2ktKT4pwuJWIsm56uOK+HG1IAwJj4Z9owD+j6/XYuECuBrmbTiQZlTY5zVbvhnQty5bPSq0cvOl0KogwhEICoNeiz2lvbopVF3JRej4RYr5ZOZ1AlAGBsdlQ3KTkhRvNc9AY9kFaXZOowbdjvyeez2lzRqBtnZsvjid6t4Uebm5usGZmJtIQh4AiBAEStY+fb1N47oPIi5gFdr1XFQzekbdyQAgCuYUd1s8qLMuR10Rv0QLo8F+gUbdhXcvhcq5o7+3TTbHfMA/IzxujOBbnaVtmoS119TpeDKEIIBCBq7aoZWlq9khDouq0qHpoLtLuG5ekAgPd2obVHNY2dtIJNwLLp6Yr1GlbgvodNJxpkjLTOBVvDj3bXwqka8Fn9hpYwBBAhEICotbu2WdPSJykvbZLTpUScpdPTFBfj4YYUAHBVzAOauElxXi0pYC7Qe9lc0aCF+anKnBzvdCkhtzA/Vflpk/RrWsIQQIRAAKKStVa7apq1spBVQOOREOvVsulpDIcGAFzV9qompSTEaG4u84Amwt+GzVygd2rt7tfbpy/pxpnuagXzG2oJm6q3Khr5u4GAIQQCEJWqGzvV1NlHK9gErC7O0pFzbWrt4qYDAHBlO2qaVF6cyTygCbo8F6iWuUAjbats1KDPum4e0Eh3LpyqvkGfXj9e73QpiBKEQACiEvOAJm5taaasFauBAABXVNfSpVNNXbSCBQBzga5sc0WDkhNitLQgzelSHLO0IF1TUuL10qHzTpeCKBHjdAFAsHX3DWrf6RbtrGnW6eYulWQnaW5uiubmpig3NUHG8OQqGu2qaVbW5DgVZSU5XUrEWlyQpqQ4r7ZWNuqOBVOdLgdwJWPMHZL+VZJX0g+ttX8/6uv3SfqaJJ+kAUlftNZuCXmhcKVtlUOBxQ0z3TewN9B+OxeIEMjPWqtNJxq0tiRLMV73rl3weIZ2CXti12l19g4oKZ638JgY/gYhKrX39OsHb9XorYoGHapr1YDPyhgpJzleT+87e/m4tMRYbZiToy/fMUc5KQkOVoxA21XTrJVFGYR8ExDr9ai8OFNbKxudLgVwJWOMV9J3Jb1PUp2k3caY56y1R0cctlHSc9Zaa4xZJOkpSXNCXy3caEtlo7KT4zUzZ7LTpUSF1cWZ+s4blWrv6VdyQqzT5Tiusr5D51p79IVb3NsK5nfHgqn6z221euNEve5ZlOd0OYhwhECIOq8fv6i/ePqwLrT1aPn0dH32xmKtLMrQ8hnpSkmIVXtPv05caNex8206dLZVz+w/p1ePXNQXb52pT68pdPWThmhR19Kls5e69dkbipwuJeKtLc3S68frdfZSt/LZZQ0ItZWSKq211ZJkjHlS0n2SLodA1tqOEccnSbIhrRCu5fNZba1s1A0zs3jgEiCrijP17dcrtbu2WRvmTHG6HMdtOtkgSbpxFiHQisIMZSfH68WD5wmBMGGEQIgaTR29evSFo3p2/znNmjJZj318jZZOT3/XcckJsSorzFDZ8K5Rf7C+VF99/oj+5sVj+sXeOj163wLmyES43bVD84BW8P9xwtaVDi3x31rZqAfLChyuBnCdfElnRnxcJ6l89EHGmAck/Z2kHEl3h6Y0uN2Ji+1q6uzT2lJawQJl2Yx0xcV4tLWyiRBIQyFQac5kHkJJ8nqM7lowVU/uPkNLGCaMJQ+ICq8euaD3/ctmvXTovL5460y98IUbrhgAXUlhVpL+49Mr9P1PLld7z4Ae/N52fef1iiBXjGDaVdOi5IQYzZnKdrUTNWvKZGVNjqclDHDGlZZXvGulj7X2aWvtHEn3a2g+0LtPZMxDxpg9xpg9DQ0NAS4TbuR/XSAECpyEWK9WFKZrSwWvud19g9pZ0+zareGv5O5Feeod8Om1YxedLgURjhAIEe+Fg+f08E/3alr6JL34hzfoi7fOUlzM9f3VNsbotvlT9dqf3KQHlubrn149qX99jSAoUu2qadKKwgy2qw0AY4zWlWZqa2WTrKXLBAixOkkjl+BNk3TuvQ621m6WVGKMede7cmvt9621Zdbasuxs3lRh4rZWNqo4O0l5rNIIqHWl2TpxsV317T1Ol+KonTVN6hvwuXpr+NHKZgztEvbiQXYJw8QQAiGivXzovP7oyf0qm5GhJz67SrOmJE/ofJPivPqnDy/WB5dN07+8dlLfeu1kgCpFqDR29KqqoZOWvgBaU5qlxo5enbzYce2DAQTSbkkzjTFFxpg4SR+R9NzIA4wxpWZ4IIsxZpmkOElsL4Sg6hvwaWdN8+WWYQTOyDZsN9t0skHxMR6Vcz93mcdjdNfCXL15skHtPf1Ol4MIRgiEiPXqkQv6whP7tKQgTT/6vRUB6431eoz+4UOL9KHl0/St1yr0L78hCIoke/zzgAq5aQgU/1L/LS6/IQVCzVo7IOnzkl6RdEzSU9baI8aYh40xDw8f9kFJh40x+zW0k9jvWJbtIcj2n7mkrr5BWsGCYH5eitISY7Wlwt1Z7qaTDSovzlRCrNfpUsLKPYvy1Dfg02+O0hKG8RtTCGSMucMYc8IYU2mM+fJVjlthjBk0xnwocCUC77bx2EU98t9va0F+qv7z91ZocoCHo3k9Rt/44CJ9ePk0/evGCn2TIChi7KxpVkKsRwvzU50uJWrkp01ScVaS659KAk6w1r5krZ1lrS2x1n59+HOPW2sfH/79N6y18621S6y1q621W5ytGG6wpbJRHjO0mxUCy+MxWluSpa2Vja5twz7T3KXqhk7dxK5g77K0IE15qQm0hGFCrhkCGWO8GnqydKekeZI+aoyZ9x7HfUNDT6uAoNle1aTP/fRtzctN0Y//90olJ8QG5Tr+IOjBsmn69sYKPbv/bFCug8DaVdOsZdPTr3suFK5ubWmWdlQ3qX/Q53QpAACHba1s1MJpaUqdFJx7MLdbNzNLF9p6VNXgzjbszRVDw+tvmsVKs9E8HqO7F+Vqc0WDWrtoCcP4jOVd0kpJldbaamttn6QnJd13heO+IOmXkuoDWB/wDvXtPfrCE/tUkDFJP/5f5UoJUgDk5/EY/e0DC1U2I11//qtDqnbpi3GkaOvp17HzbbSCBcHa0ix19Q1q/5lLTpcCAHBQe0+/9p+5pHWlrAIKFv9cILfuErb5ZIPy0yapJHuy06WEpbsX5al/0OrVoxecLgURaiwhUL6kMyM+rhv+3GXGmHxJD0h6PHClAe806LP64pP71dHbr8c+vlypiaF5+hTj9ejbH12q2BiPHvnvferpHwzJdXH99ta2yGfFUOggWF2cKY9x7w0pAGDIrppmDfos84CCqCAjUTMyE105i69vwKetlU26cVaWhmfeY5TF01I1LX2SXqAlDOM0lhDoSv/6RjeofkvSl6y1V313bIx5yBizxxizp6GhYaw1ApKkb2+s0LaqJj163wLNnjqxXcCuV17aJH3zwcU6dr5Nf/Pi0ZBeG2O3rapRcV6Pls9Id7qUqJOaGKuF+anaVuW+G1IAwG9tqWxUQqxHy6bzWhtM60qztKO62XVt2Htqm9XRO6D1s3OcLiVsGTPUEra1slEtnX1Ol4MINJYQqE5SwYiPp0k6N+qYMklPGmNqJX1I0mPGmPtHn8ha+31rbZm1tiw7m0FfGLutlY369usV+uCyaXqwrODa3xAEG+ZM0UM3FuunO07rhYOj/wkgHGyratKyGWnsJBEka0uztO/0JXX0DjhdCgDAIVsrG7WiMIPX2iBbV5qljt4BHXBZG/brx+sV5/VcbonDld27KE8DPqtXjtAShus3lhBot6SZxpgiY0ycpI9Iem7kAdbaImttobW2UNIvJP2BtfaZgFcLV6pv79EfPblfpdmT9bX75ztay5/ePltLCtL05V8e0qmmTkdrwTu1dPbp6Pk2rSnhpiFY1pVmacBntavG3dvWAoBb1bf16OTFDlrBQmBNSZaMketawl4/Ua/y4gwlBXjn32gzPy9FMzITaQnDuFwzBLLWDkj6vIZ2/Tom6Slr7RFjzMPGmIeDXSDczeez+qMn9quzd0CPfXyZEuOcfUGI9Xr0bx9dKo+Rvvjz/fL53Ll1ZzjaUd0ka6W1DKoMmmUz0hUf49FbzAUCAFfaVjX0EIBVGsGXmhirRfmprprFd6qpU9UNnbqZVrBrMsbonkW52lbVqIb2XqfLQYQZ0x7K1tqXrLWzrLUl1tqvD3/ucWvtuwZBW2s/ba39RaALhTv9bNdpba9u0l+/f75mTgntHKD3UpCRqP9773ztO31JT+4+c+1vQEhsq2pSYpxXi6alOV1K1EqI9WplUQYhEAC41FsVjUpLjNW83BSnS3GFdTOztO/MJbX3uGMr8NePD20yvWEOIdBY3LckXz4rxlTguo0pBAKccKG1R//w8nGtK83Sh8umOV3OO3xgWb7KizL09y8fU2MH6Xs42FbVqJVFGYr18mMtmNbPzlFlfYfONHc5XQoAIIR8PqtNJxt0w8xseTzs2hQKa0uzNOiz2lnd7HQpIfHGiQYVZyWpMCvJ6VIiwqwpyZqXm6Jn9p11uhREGN4tIWx99bkj6hv06esPLAi7LSKNMfr6AwvU3T+ov33xmNPluN6F1h5VNXRqLfOAgm797KGh/m+eZIdHAHCTo+fb1NjRq5tns7lLqCyfka6EWI8r5gJ19Q1oR3WTbmYV0HX5wLJ8HahrVVVDh9OlIIIQAiEsvXLkgn595IK+eOsszcgMz6cBpTnJeujGYv1q31m2zXbY9uqh//6rS5gHFGzFWUmanpGoN4eXbAMA3OGN4Z/7N84iBAqV+BivVhZluiIE2lrZpL4BH61g1+n9i/PkMWI1EK4LIRDCTntPv/7q2cOaMzVZn7mhyOlyrurzN89UQcYk/eUzh9U7MOh0Oa61rbJJqZOYURAKxhitn52tbVVN6unn7zwAuMUbJ+q1eFqqsibHO12Kq9w4M0uV9R2qa4nuNuzXj9drcnyMVhRmOF1KRMlJSdDa0iw9ve+srGXDGowNIRDCzj++ckL17b36+w8uCvv5LpPivHr0/QtU3dCpH2yudrocV7LWaltVk1YXZzKjIERunp2j7v5B7apxx4wCAHC7ls4+7T9zSevZtSnk/Ctj3ojiFbjWWr15ol7rSrMUFxPe9/7h6IGl+apr6daeUy1Ol4IIwb8yhJW9p1r0kx2n9Ok1hVpSEBm7PN08J0d3Lpiqf3u9UqebovspTTg63dyls5e62Ro+hFYVZyouxqM3TzAXCADcYHNFg3z2t3PhEDrF2ZNVlJWkjVEcAh07367zrT20go3T7fOnalKsV0/TEoYxIgRC2Bj0WX3lmcOampKg/+e22U6Xc13+6t558hijb/z6uNOluM62qiZJ0mqGQofMpDivVhdn6s0T0XtDCgD4rU0nGpSRFKdF0yLjAV202TAnR9uqmtTVN+B0KUHxxvD9xPo5hIzjkRQfo9vnT9GLB88zngJjQgiEsPGLvWd09Hyb/vyuuZocH+N0OdclN3WSPntjsV48dF77TrMUM5S2VTUpJzleJdnhOUA8Wt08O1vVjZ061dTpdCkAgCDy+azePNmgG2dmyUvbtSNumZOjvgGftlY2OV1KULx+vF4L81OVk5zgdCkR6/6l+Wrt7tcbx1mljWsjBEJYaO/p1z++8v+3d9/xVZYH/8c/V072ICGbDGbC3ksZIiIIWhVn3VqrtVattv76WDue9umyQ1s71LrqaKu1DrQqCAICKoIQ9kwIMwlkkBCyyDq5fn8k0IgBAiS5z/i+X6+8OOM+9/neXHdyrnPd18hhTK/uXDq8h9NxzshdU/oSHxnMr+dt18RsXcRay4qdB5mUEY8xqph2paPzQmhImIiIb9tYcJiy6not3e2gsb1jiQoJZPG2IqejdLhD1fWs23dI59dZmpwRT3xkiFYJk3ZRI5B4hKeW7uRgVR0/uXSw136ZjwwJ5IHp/Vm1p4xF2zRMpivkFFVxsKpeS8M7oHd8BH3iIzQkTETExy3NLsYYmJKpoTpOCQ4MYEr/BD7aXkxTk29daFyW0zzflOYDOjuBrgAuH5HCR9uLOVzT4HQc8XBqBBLH5ZXV8LdPdnPV6FRGeMlk0Cdy/bh0+sZH8JsPttHobnI6js/7bOdBACaqEcgR5/fXUvEiIr5uSXYJI9Nj6B4R7HQUnSjUMwAAIABJREFUvzZtYCLFlXVs2V/hdJQOtWhbEfGRwQxPjXY6ite7anQq9e4m5m464HQU8XBqBBLH/fqDbbgCDA/NHOh0lLMW5ArgoVkD2VlSzetZ+U7H8XnLc0vpGRtOWvdwp6P4pQsGJlLX2MTKXb45R4GIiL8rrapjY345F2hpeMdNHZCAMbB4u+8MCattcLNkezEzBicRoPmmztqQlG5kJEby1lp9B5GTUyOQOGrV7jLmbSrk7vP7kRztG5PBzRySxJhe3Xl8UQ7Vdb65ioMnaHQ38fmuUvUCctA5fWIJDdJS8SIivurjHSVYLQ3vEeIiQxjdszsf+dBS8Z/uOEh1vZtZQ71zPlBPY4zhq2PTWLP3EDuKKp2OIx5MjUDimKYmy8/f30KP6FDumtLX6TgdxhjDDy8ZSEllHc9/stvpOD5r7b5yKusaOb+/KqZOCQ1yMbFfvOYFEhHxUUu2lxAfGczQFA3V8QTTBiayMf8wxRW1TkfpEPO3FNItNJAJfXVBr6NcNTqNIJfhtdV5TkcRD6ZGIHHM2+sK2FxQwcMXDyQs2OV0nA41plcss4Yk88zHzRNeS8dbkl1MYIBhUma801H82tQBCewprWH3QS0VLyLiS9xNlo93lHB+/0QN1fEQFw5qHpbnC72BGtxNLNxaxPRBSQQH6itpR4mPDGHG4CTmrM2nrlFzNkrb9BsnjqhtcPOHhTkMS43msuEpTsfpFN+bOYDaBjfPLNvpdBSftGR7MWN7d6dbaJDTUfza0XkifHHZWhERf7Y+r5zymgYNBfMgA5KiSI0JY7EPNAKt3FXK4SMNzBqa7HQUn3P9uJ4cqmlgwRbVzaRtagQSR/xz5V4Kyo/wg4sH+uzVpYzESK4YmcrfV+z1mW67nqLwcC3bCyuZqokqHZceG86gHt1YsKXQ6SgiItKBPtxaSGCAYYqGXXsMYwzTBiby6Y6DXr8y5/zNhYQHu3R+dYLJGfGkdQ/jtVX7nI4iHkqNQNLlDh9p4IkluZyXGc/EDN8eynP/hZk0NlmeWqreQB3p6Bw0Wq3EM8wckkTW3kOUVGroo4iIL7DWsmBzIRMz4okOU49bTzJtUCJHGtxevTKnu8myYEsRFwxIJDTIt6aE8AQBAYbrxqbz2c5S9pZquL58mRqBpMs9s2wn5TUNfH+W9y8Jfyq94yO4ZnQar36+j/3lR5yO4zOWZBeTEh1K/6RIp6MIMGtoMtbCwq3qdiwi4guyiyrZU1rDrCEaquNpJvSNIyzIxeJt3jskbM3eQxysqtNQsE507dh0AgyaIFrapEYg6VJFFbW8sHw3s0emMDTVP1aa+PaFGVgsTyzJdTqKT6hvbOLTHQc5f0AixvjmUEJvMyApit5x4czXkDAREZ8wf3MhxsCMwUlOR5HjhAa5mDoggQ82F9LobnI6zhmZv7mQ4MAALhioHt2dJTk6lGkDE3kjK58GLz1PpPOoEUi61B8X7cDdZPl/MwY4HaXLpHUP57px6by+Oo+8shqn43i9rL1lVNe7uUATVXoMYwwzhyTzWe5BDh9pcDqOiE8xxswyxmQbY3KNMQ+38fxNxpiNLT+fGWNGOJFTfMv8zYWM6xVLQlSI01GkDZeNSOFgVR2f7y5zOspps9ayYEshUzLjiQwJdDqOT7t+XE8OVtV5da8x6RxqBJIuk1tcxetZedx0Ti96xoU7HadL3XdBJgEBhj8v3uF0FK+3NLuEIJdhko/PJ+VtZg5NprHJssQHViwR8RTGGBfwJHAxMBi4wRgz+LjNdgPnW2uHA78Anu3alOJr9hysZnthJTM1VMdjTRuYSESwi3fX73c6ymnbVHCYgvIjzBraw+koPm/qgASSuoXw2mpNEC1fpEYg6TKPLcgmNDCA+6ZlOB2lyyVHh3LTOT2Zs66A3Qc1QdvZWLK9mHP6xBGhq0ceZWRaDEndQpi/WUPCRDrQeCDXWrvLWlsPvAbMbr2BtfYza+2hlrsrgbQuzig+5uhqjzOHaCiYpwoNcnHRkGQ+2HyA+kbvGurzwebmVeemD9JQsM4W6Argq2PTWZZTQoHmJpVW1AgkXWJ9XjnztxTyjSl9iY/0z67F35rajyCX4U+LcpyO4rXyD9Wwo7iKqRoK5nECApqHhC3NKeZIvXcvWyviQVKB1rN65rc8diJ3AB90aiLxefO3FDIsNZq07v7Va9vbXD4ihYraRj7OKXE6SrtZa5m/uZAJ/eKICQ92Oo5f+OrYdAD+9bl6A8l/qRFIusSjC7YTFxHMnef1dTqKYxKjQrl1Qm/e3bCfnSVVTsfxSkuzmys6U7U0vEeaOSSZ2oYmlnlRhVTEw7U1+71tc0NjLqC5Eej7J3j+LmNMljEmq6REv6PStsLDtazbV65Vm7zApIx4YsKDeG+j9wwJyy6qZPfBap1fXSg9Npzpg5J45fO91DboIp00UyOQdLpPdxxkeW4p91yQ4fcTwN01pS8hgS6e+EgrhZ2JpdnFpMeG0S8hwuko0obxfWKJCQ/iQ60SJtJR8oH0VvfTgC994zPGDAeeB2Zba0vb2pG19llr7Vhr7diEBPWmlLZ9uPXoUDB9Sfd0wYEBXDy0Bwu3FnlND9w5awsIDDDM0vnVpb4+qQ+Hahp4Z12B01HEQ6gRSDqVtZZHF2wnNSaMm87p6XQcx8VHhnDrhF78Z32BegOdprpGN8tzS7lAS8N7rCBXANMHJbFoW5HXzVEg4qFWA5nGmD7GmGDgeuDd1hsYY3oCc4BbrLUabyxnZf7mQjISI8lIjHQ6irTDZSN6UFPvZvH2IqejnFKju4k5awuYNjCROD+dGsIp5/aNZXCPbrywfDfWttmZVPyMGoGkUy3YUsiG/MM8MD2T0CCX03E8wjfUG+iMrNpdxpEGt+YD8nAzhyRTUdvIyl1tdkYQkdNgrW0E7gMWANuA1621W4wxdxtj7m7Z7CdAHPCUMWa9MSbLobji5cqq6/l8d5l6aXiRc/rEkRgV4hWrhC3LKeFgVR3Xjk0/9cbSoYwxfH1yH3KKqvg096DTccQDqBFIOk2ju4lHF2TTLyGCq0adbB5L/6LeQGfmo+3FBAcGMKGvlob3ZOdlxhMe7GK+hoSJdAhr7TxrbX9rbT9r7a9aHnvaWvt0y+07rbXdrbUjW37GOptYvNWirUW4m6zma/EirgDDV4b3YGl2CRW1DU7HOak31+QTHxmsi3kOuWxED+IjQ/jbp7udjiIeQI1A0mnmrCtgZ0k137toAIEunWqtHZ0b6C+LdzgdxSs0NVkWbC5kSmY8YcHqUebJQoNcXDAgkQ+3NH+ZEBER7zB/SyGpMWEMSenmdBQ5DZeNSKHe3cSCzZ578aWsup5F24q4YmQqQfpO4IiQQBe3nNuLpdkl5BbrIrS/02+hdIq6Rjd/WrSD4WnRuqLUhrjIEG6d2It3N+zXH+J2WJ9fzv7DtVwyrIfTUaQdLhnWg4NVdazYqSFhIiLe4HBNA5/uOMjMIcmad8/LjEqPIa17GO9tPOB0lBN6d30BDW7L1WPSnI7i1246tyfBgQG8uFy9gfydGoGkU7yych8F5Ud4aOZAVSZO4K7zjs4NpN5Ap/LBpgMEuQwXDkpyOoq0w4WDEokKCWTOunyno4iISDu8v2k/9e4mrtTwfa9jjOGyESkszz1IaVWd03Ha9MaafIamdmNQD/Uyc1J8ZAhXjEzhrbX5lNfUOx1HHKRGIOlwlbUNPLEkl4n94picqflbTkS9gdrHWsu8TYWcl5lAdFiQ03GkHUKDXFwyrAfzNxdSU9/odBwRETmFt9cWkJEYydBUfUn3RrNHpuBusrztgUuAb91fwZb9FVw7RhNCe4KvT+5DbUMTr67a53QUcZAagaTDPffJbsqq6/n+rIFOR/F4d53Xl9AgF3/W3EAntCH/MAXlRzQUzMtcNTqVmno3H27x/GVrRUT82d7SarL2HuKq0anqve2lBiZ3Y0yv7vxj5V6aPGw+vjfX5BPsCuDyESlORxGaz5VJGXH8/bO91Dc2OR1HHKJGIOlQJZV1PP/JLr4yrAcj0mOcjuPx4iJD+NrE3ry3cT/ZhZVOx/FIR4eCzdBQMK8yrncsqTFhzPHAq5IiIvJfc9YWYAxcMVJDwbzZbRN7s7e0hmU5JU5HOaa+sYl31hcwfXAi3SOCnY4jLe48ry+FFbXMWath+/5KjUDSof7y0Q7qGpv43swBTkfxGt84ry8RwYH8aXGO01E8jrWWuZsOMCkjnuhwDQXzJgEBhitHpfLpjhKKK2qdjiMiIm2wtnkI0cR+caTEhDkdR87CxUOTSYwK4aXP9jgd5Zil2cWUVddzjSaE9ihT+ycwIi2aJ5bk0uBWbyB/pEYg6TB7Dlbz6uf7uH5cOn3iI5yO4zW6RwTz9cl9mLepkC37Dzsdx6NsKjhM/iENBfNWV45OpcnCuxv2Ox1FRETasGbvIfaV1XDlKH1J93ZBrgBuOqcXy3JK2FXiGXNNvrEmn4SoEKZkJjgdRVoxxvDA9EzyDx3h7bXqse2P1AgkHeb3C3MIcgXwwIWZTkfxOndM7kNUaCB/XKS5gVqbt6mQwADDRYM1FMwb9UuIZERaNHNUwRAR8UhvrS0gLMjFrKHJTkeRDnDDOekEuQx/X7HX6SjsLa1m8bYirhmTRqBLXzk9zQUDEhmu3kB+S7+R0iE25R/mvQ37uWNyHxK7hTodx+tEhwXxjfP6snBrERvzy52O4xGaVwU7wMSMeGLCNY7cW105KpWtByo055WIiIepbXAzd+N+Zg1NJjIk0Ok40gESo0K5ZFgP3lyTT1Wds6tzPvPxLgJdAdw+sbejOaRtxhjun5bJvrIa3tH8jX5HjUDSIX63YDvdw4O46/y+TkfxWrdP6k1MeBCPL9TcQABb9lewr6yGrwzT1UlvdtmIFAIDDHPWafJBERFP8tH2YipqG7lqtCaE9iW3TexNVV0jbzs46W9xRS1vZuVzzZg0XRz2YBcOSmRoajeeWJJLo3oD+RU1AslZ+2RHCZ/sOMi9F2TQLVST956pqNAg7prSlyXZJazZe8jpOI6bt+kArgDDjMFqBPJmcZEhnN8/gf+s24/bw5atFRHxZ3PW5pPULYSJ/eKdjiIdaFR6DMPTonl5xV6sdeZz9/lPd9PY1MTdU/o58v7SPkd7A+0treE/6zV/oz9RI5CcFXeT5Vdzt5EeG8YtE3o5Hcfr3TahN3ERwX7fG+jYULB+ccRqSVGvd+XoVAoralm5q9TpKCIiApRW1bE0u4QrRqbiCjBOx5EOZIzhtgm9yS2uYnlu13/uHq5p4JWVe7lsRAo948K7/P3l9MwYnMTgHuoN5G/UCCRn5c01eWwvrOThWYMICXQ5HcfrRYQEcvf5/fg09yCf7TzodBzHbNlfwZ7SGq0K5iOmD0oiKiSQt9ZoSJiIiCd4b8N+GpssV43WqmC+6NIRPYiLCHZkufiXV+yhut7Nt6aqF5A3MMZw/4WZ7D5YrdVc/Ui7GoGMMbOMMdnGmFxjzMNtPH+TMWZjy89nxpgRHR9VPE1VXSOPfZjDmF7duUTztnSYWyb0IiU6lN9+sN2xbrxOeyMrj2BXALOG6LzyBaFBLq4Ylcr7mw5QWlXndBwREb9mreXVVfsYmtqNAclRTseRThAS6OKmc3qyeHsRmwsOd9n71tQ38uLy3Vw4MJGByd267H3l7Fw0OIlBPbrxx0U7qGt0Ox1HusApG4GMMS7gSeBiYDBwgzFm8HGb7QbOt9YOB34BPNvRQcXzPLNsJyWVdfzoK4MwRl2JO0pokIvvzOjPhvzDfLC50Ok4Xa62wc3b6wqYNTSZ7hoK5jNum9iL+sYm/p2V53QUERG/tmJnKTlFVdw2obfTUaQT3TmlL7Hhwfz8/a1ddlHxX6vyOFTTwD0XZHTJ+0nHCAgw/ODigewrq+FlB3qPSddrT0+g8UCutXaXtbYeeA2Y3XoDa+1n1tqjM9muBNS31MftLz/Cc5/s4vIRKYzu2d3pOD7n6tFp9E+K5LEF2TT42fjceZsOUFHbyPXj052OIh0oIzGKSRlxvLJyn8aci4g46MXP9hAbEcxlI1KcjiKdqFtoEA9e1J9Vu8uY3wUXFesbm3ju412c0yeWMb303cDbTOmfwAUDEvjL4lz12vYD7WkESgVaX7rNb3nsRO4APmjrCWPMXcaYLGNMVklJSftTisd5bEE2TRYemjXA6Sg+yRVgeGjmQHYdrOZ1P+s58dqqPHrHhTOhb5zTUaSD3TqhNwXlR1i0rdjpKCIifimvrIbF24q4YXw6oUGay9HXXTc2nYHJUTzywbZOH+bz1tp8Citq1QvIi/3oK4OoaXDz+CL/XqDGH7SnEaitcT5t9ik0xlxAcyPQ99t63lr7rLV2rLV2bEJCQvtTikfZmF/OnHUF3DG5D2ndNet/Z7lwUCJje3XnT4t2UFPf6HScLrGzpIpVe8q4blxPDTH0QdMHJZEaE8bfV+xxOoqIiF/6x8q9GGO4+Vyt6OoPAl0B/Pgrg8krO8KLy/d02vuUVNbx2/nbGd0zhimZ8Z32PtK5MhKjuPmcnrz6+T5yiiqdjiOdqD2NQPlA63EZacCXpg43xgwHngdmW2u1DrCPstbyy7nbiIsI5h7N+t+pjDE8fPFAiivrOvWD25P8e3UegQGGq8ecrLOheCtXQPMXj892lrJDlQsRkS5VU9/Ia6v2MWtIMj2iw5yOI11kcmY80wcl8sRHuZRUdvwwH2stP35nEzX1bn53zXBdxPNy35nen8iQQH41d5vTUaQTtacRaDWQaYzpY4wJBq4H3m29gTGmJzAHuMVaq/5jPuzdDftZtbuMBy/qT1RokNNxfN7Y3rHMGJzE00t3cqi63uk4naq+sYm31uRz4aBEEqNCnY4jneS6cekEBwbw8oo9TkcREfEr76zbT0VtI1+b1NvpKNLFfnjJIGob3PxhYcd/TXt/4wEWbCniwRn9yUjUanPerntEMPdfmMmynBKWZmv4vq86ZSOQtbYRuA9YAGwDXrfWbjHG3G2Mubtls58AccBTxpj1xpisTkssjqmsbeBXc7cxPC2a68f1dDqO33ho5gCq6xv5y0e5TkfpVAu3FlFaXc/143Vu+bLYiGBmj0hhztoCKmobnI4jIuIXrLW89NluhqR0Y6wm7fU7fRMiuW1ib/69eh/bDlR02H4PVtXxk/9sZkR6DHdO7tNh+xVn3TqhN33iI/jV3G1azMNHtacnENbaedba/tbaftbaX7U89rS19umW23daa7tba0e2/IztzNDijD8t2kFJVR2/mD0UV4C6enaVzKQorhuXzt9X7CG32HeH0Ly2eh+pMWFMydR8Yb7utom9qal389aafKejiIj4hRW7WpaFn9hbw3X81P3TMokOC+K7/15PZQddhPnJfzZTXefmsWuGE+hq19dK8QLBgQH84OKB7Ciu4uUVe52OI51Av63SLtsLK3jxsz1cP64nI9JjnI7jd7530QDCg1387L2tWNvmvOxeLa+shk92HOTasWlqYPQDQ1OjGd0zhr+v2EtTk++dzyIinual5c3Lwl+uZeH9VnR4EH++YRS5xVXc/c811DeeXQ+PuRsPMG9TId+d0Z/MJA0D8zUzBicxbWAijy3IJq+sxuk40sHUCCSnZK3lJ+9sISo0kIdmakl4J8RFhvDgjP58suMgH24tcjpOh/v36jwCDHx1bPqpNxafcNvE3uw+WM2ynBKno4iI+LS8shoWaVl4Ac7LTOC3Vw9neW4pD7254YwvxOSV1fC//9nMiLRovnGehoH5ImMMv7yiefTHD+Zs8smL0P5MjUBySu+sL2DVnjK+P2sg3SOCnY7jt24+txcDkqL4xftbqW1wOx2nw9Q2uHk9K4/z+yeQEqPVSvzFxUN7kBoTxp8W71DFQkSkEz25JJfAgAAtCy8AXD0mjf+ZOYB31u/ndwuyT/v1a/cd4oonl+Nusjx27QgNA/NhKTFhPHzxQD7NPcgbGsLvU/RbKydVUdvAr+ZuZ0R6DNepl4ajAl0B/PTyweQfOsKzH+9yOk6HeWNNPsWVddwxua/TUaQLBQcGcN+0DNbnlbNUvYFERDrF3tJq3liTzw3j07UsvBxzz9R+3HROT55etpOXP9vT7tfN3XiAG55dSURIIHPumahhYH7gxvE9Gd8nll++v5Xiilqn40gHUSOQnNTvF2RTWl3HL2cPJUBztThuYr94vjKsB08tzSX/kPePz61vbOLppTsZ1TOGSRlxTseRLnb16DTSuofxx4U56g0kItIJ/rR4B4EBhnsvyHA6ingQYww/nz2U6YOS+L/3tvD9Nzeyq6TqhNtba3lqaS73vrqWoanRvH3PRPolRHZhYnFKQIDhN1cNo66xiR+/s1n1NR+hRiA5oVW7y3h5xV5um9CbYWnRTseRFj/8yiAAHpm3zeEkZ+/tdfkUlB/h/mmZWq3EDwUHBnDfBRlsyD/M0mz1BhJpizFmljEm2xiTa4x5uI3nBxpjVhhj6owx33Mio3im3OIq3llXwK0TepHYLdTpOOJhXAGGv9wwilvO7cXb6wu48A/LuPeVtWwuOAxAVV0jq3aX8eLy3dz5cha/m5/NpcN78Mqd5xAXGeJweulKfRMi+e6M/ny4tYgPNhc6HUc6QKDTAcQzHal389CbG0iPDeOhWZoM2pOkxoRxz9QM/rAwh092lHCely6p3uhu4sklOxmWGs3UAd55DHL2rh6TxhNLcnl8UQ5TBySoMVCkFWOMC3gSmAHkA6uNMe9aa7e22qwMuB+4woGI4sH+tHgHoUEu7j6/n9NRxEOFBbv4+eyhfHtaJi8s380/V+xl7qYDpMaEsf/wEY52+oiPDOE70zO5f1qmRgb4qTsn9+H9jfv5yX82M653LAlRagj0ZuoJJG167MNs9pTW8NurhxMerLZCT3PXlL70TYjg4bc2UVnb4HScM/Luhv3sK6vh29My9MXfjwW5Avj2tAw25h/mo+3FTscR8TTjgVxr7S5rbT3wGjC79QbW2mJr7WrAOz8MpFNkF1by/sb9fG1ib/XakFNKiArh+7MGsvwH03ho1gBGpsfw3en9eeFrY1n1wwvJ+vF0vjO9vxqA/FigK4DfXzuSytpGHnx9/RmvLCeeQY1A8iVr9pbxwvLd3HxuTyb2i3c6jrQhNMjFo9eM4MDhIzwyb7vTcU6bu8nyxJJcBiZHMWNwktNxxGFXjU6jZ2w4f1yklcJEjpMK5LW6n9/ymMhJPb4wh8jgQO6aokUXpP26hQZxz9QMnrxpNPdfmMm0gUkaSijHDEiO4v8uH8InOw7y1NJcp+PIWVAjkHxBbYOb/3ljIynRYTx88SCn48hJjOnVnW+c15d/rdrHx162utK8TQfYVVLNtzUXkNDcG+i+aRlsKjjM4m3qDSTSSlt/IM+opdQYc5cxJssYk1VS4l2fGXJ6NhccZv6WQr4+uQ8x4cFOxxERH3L9uHQuH5HCHxbm8PmuUqfjyBlSI5B8weMLc9h1sJrfXj2cyBANA/N0353Rn34JETz81kYqvGRYWFOT5YmPcslIjOTioclOxxEPceWoVHrGhvP4ohx1MRb5r3wgvdX9NGD/mezIWvustXastXZsQoLmYfNlf1iYQ3RYEHec18fpKCLiY4wxPHLVMHrFRXD/a+sorapzOpKcATUCyTFr9pbx3Ce7uGF8TyZnahiYNwgNcvHYtSMorKjlkbnesVrYh1uLyC6q5L4LMjS2XI4JcgXw3RmZbNlfwetZead+gYh/WA1kGmP6GGOCgeuBdx3OJB5s8bYiPtpezN3n96NbaJDTcUTEB0WGBPLEjaM4VNPAg69v0MU7L6RGIAGgvKaeb7+6jrTu4fzwkoFOx5HTMKpnd+6a0o/XVuexzMOHhR2pd/PIvG30TYjg0uE9nI4jHuaKkamM7x3Lb+Zvp6y63uk4Io6z1jYC9wELgG3A69baLcaYu40xdwMYY5KNMfnAg8CPjTH5xphuzqUWp9TUN/KT/2whIzGSOyarF5CIdJ4hKdH876WDWZZTwl+X7XQ6jpwmNQIJ1lq+98ZGSqrqeOLGUUTpypHX+c70TDITI/n+mxs9ulvmHxflsK+shkeuHEagS39+5IuMMfziiqFU1Tby2w+8b8Jzkc5grZ1nre1vre1nrf1Vy2NPW2ufbrldaK1Ns9Z2s9bGtNyucDa1OOFPi3ZQUH6ER64cRnCgPmNFpHPdfE5PLhuRwmMfZjN/8wGn48hp0CeE8MLyPSzaVsQPLh7E8LQYp+PIGQgNcvH4dSM5VFPPva+upcHd5HSkL9lccJjnPtnF9ePSObdvnNNxxEMNSI7ijsl9+HdWHmv2ljkdR0TEK2zdX8Hzn+7m+nHpjO8T63QcEfEDxhgevWY4I9Nj+M6/17Mhr9zpSNJOagTycxvyyvnNB9uYMTiJ2yf1djqOnIWhqdH8+qphrNxVxq89bNn4RncT339rI7ERIfxAq87JKdx/YSY9okP50dubafTABk0REU/ibrL88O1NxIQF8fDFGtIvIl0nNMjFc7eOJT4yhDteziL/UI3TkaQd1Ajkxw4faeC+f60lMSqUR68ZrqW6fcBVo9O4fVJvXli+m7fX5Tsd55gXlu9my/4Kfnb5EKLDNdxQTi4iJJCfXjaY7YWV/H3FXqfjiIh4tFc/38v6vHL+99LBWhJeRLpcfGQIL90+jrpGN19/abXXrFjsz9QI5KestTz81kYOlNfy5xtGqdLgQ354ySDO6RPLw29tYnPBYafjsK+0hj8szGH6oCQuGaYl4aV9Zg5J5vz+CfxhYQ5FFbVOxxER8UhFFbX8bn42kzPimT0yxek4IuKnMhKjeObmMewqqebeVzxzagr5LzUC+anHF+3gg82FPDRrAGN6dXc6jnSgIFcAT940mriIYL75jzWOrrJkbXMX9cCAAH5xxRD1NpN2M8bws8uHUO9u4sfvbMZYR3mfAAAd4ElEQVRaLT8qItJaU1PzBb06dxO/vGKoPmNFxFETM+J55MphfLLjIA++vkFD+j2YGoH80Jy1+fx58Q6+OjaNb5zX1+k40gniI0N4+pYxlFTVOdot86mlO/k09yAPzRpAj+gwRzKI9+odH8FDMwewcGsRLy7f43QcERGP8uSSXJZkl/Djrwyid3yE03FERPjquHR+cPFA3tuwn//3xgbcTbqI54nUCORnPt9Vyvff2siEvnH88ophumrkw4anxfDEDaPYsv8wtzz/OYdrurYh6I2sPB5dkM0VI1O4+ZxeXfre4jvumNyH6YOS+PUH21ivVSdERAD4OKeEPyzK4YqRKdxyrj5jRcRzfPP8fjw0awD/Wb+f/1FDkEdSI5Af2X2wmm/+cw09Y8N5+uYxBAeq+H3dRUOSefrmMWw7UMlNf1vJoS4aGrYku5iH52xickY8v7tmBAEBamyUM2OM4bFrh5MYFcq9r6zt8sZMERFPU1B+hAdeW0f/xCgeuUoX9ETE89wzNYPvXdSfOesKeOjNjWoI8jBqBfATh6rruf3FVQQYw4tfG68VmvzIhYOSeOaWMeQUVXHj859TWlXXqe+3Ia+ce/65loHJUTx9ixob5ezFhAfzxI2jKKqo5XtvbtD8QCLit+oa3dzzzzU0ui1/vXk04cGBTkcSEWnTfdMy+e70/ry1Np+H31JDkCfRtzM/UFHbwO0vrWb/4Vqeu3UMPePCnY4kXeyCgYk8d+tYdpVUceNzn1NQfqRT3mfPwWq+/tJq4qOCefH2cUSGqHIqHWNUz+48fPFAFm4t4gXNDyQifuoX729lQ/5hHr12BH0TIp2OIyJyUg9Mz+SBCzN5Y00+3/xHFjX1jU5HEtQI5PMqahu49W+r2FxwmCduGMWYXrFORxKHnN8/gRe+No78QzXMevxj5qzN79AeFSt3lXLDcyuxwMu3jycxKrTD9i0CzfMDzRicxK/nbWPlrlKn44iIdKm/fbqbf67cxzen9GXW0GSn44iItMt3Z/Tn57OH8NH2Ym54diUllZ07KkFOTY1APqx1A9BTN43moiGqMPi7SRnxzHvgPAYkR/Hg6xu499W1Zz1PUF2jm0fmbeOG51YSGuTiH3eM19VJ6RTGGB67ZgS94sK58+UsNuZromgR8Q9/X7GHX7y/lVlDkvmfmQOcjiMiclpundCbZ24ZS3ZRJVf9dTk7S6qcjuTX1Ajko9QAJCfSKy6Cf39zAg/Nal56+6I/fsyCLYU0ncE43W0HKpj9xHKe/XgXN47vydz7JzMkJboTUos0iw4P4pU7zyUmPIjbXljFjqJKpyOJiHSqf63ax0/+s4Xpg5L48w2jCHSp+i4i3mfG4CT+9Y1zqalzc/VfP2PV7jKnI/ktfYr4oMM1agCSk3MFGO6ZmsE7904iNjyYb/5jDef9bgmPL8whr6zmpK+tb2xiWU4JP3p7E7OfWM7Bqnpe+NpYfnXlME1QKV0iOTqUV+48hyBXADc9/zn7Sk9+zoqIeKs3svL44dubmDoggSdvGqXFFkTEq43q2Z0590yke3gwNzy3kmc/3qkFPxxgnPpPHzt2rM3KynLkvX3ZrpIq7ng5i/xDNTx5oxqA5NTqGt0s2FLEG1l5fJp7EGthQt84xvTqTkRIIBEhLiKCA2mylo93HGTp9mIq6xoJD3Yxa0gyP/rKIOIiQ5w+DPFD2YWVXPfsCqJCA3nz7okkddM8VJ7GGLPGWjvW6RzyRaqDeYd31hXw3dfXMzkjnuduHUtokMvpSCIiHaKitoGH3tjI/C2FTB+UxO+vHaHVqzvYyepgagTyIctzD/Ktf64h0BXAM7eMYVxvTQItp6eg/Ahvrclnztp89pXVcPwIsfjIYKYPSuKiIUlM7BevCqk4bkNeOTc+t5Lk6FBeun086bFa/dCTqBHIM6kO5tmamix//mgHf1y0g3P7xvLi18YTFqzPWxHxLdZaXvpsD4/M20ZSt1CevHE0I9JjnI7lM9QI5Af+uXIvP313C/0SIvjbbeP0RUjOmrWWusYmquoaqalzU+9uok98BK4A43Q0kS9YtbuMO19eTaArgKdvHsP4PmoA9xRqBPJMqoN5rsraBh58fQMLtxZx1ehUHrlymC64iIhPW59Xzr2vrKW4spbvTO/PXVP6EqS5z87ayepg+t/1crUNbv73nc38+J3NTMmM561vTVQDkHQIYwyhQS7iI0PoGRdORmKkGoDEI43vE8s7904iJiyIm55fyetZeU5HEhE5bbtKqrjyqc/4aHsxP7l0ML+/doQagETE541Mj2Hu/ZO5aEgyjy7I5vInlrMp/7DTsXyaGoG82OaCw1z2l0/5x8q93Dm5D8/fNo6oUI2lFBH/0zchkrfvmcT4PrE89OZGHpm3DfcZrHgnItLVrLXM23SA2U8up6y6nn/cMZ6vT+6DMbrwIiL+ISY8mCdvHM0zt4yhtKqOK55azq8/2EZtg9vpaD5JjUBeqNHdxJ8X7+CKJ5dTUdvAS7eP48eXDnakl8bjC3O+cP+6Z1ac1b6Ovr69+5n0m8XHXns0y9H9HJ/t8YU59P3B3GOPH92m9Xu1fk3rfbZ+7uj2xz8P0PcHc9uVW7zT4wtzmPSbxVz3zAque2YFk36z+Nh5cPS8GPbT+Ty+MIdhP53PsJ/OZ9JvFh87T/v/aB4AvR+ee+zx1ufR0e2OOrqvoz9H3/v4c/hotuN/D46/3/rxto7L0xyf81Siw4N46fbx3HJuL579eBc3a+UwEfFweWU13PFyFve8spbecRG8e98kJvaLb3Pb0/2b2FXaqisdf7/1423V8U72GdRWne7oY31/MPfY7aP7aF03PLrt0e1a5zr6Wd460/Gfr60/M49+ph/d7vjMJ6pPHn+cZ1NXlrM37Kfzj5X9dc+sOFauR8+To3Wz4+v7rc+VE9W/jq9jnaqs2/r9ONE2rR1/jnem1r8nXWHmkGQWPng+Xx2bxjPLdjHzjx/zwaYDWkGsg2k9Zy+TU1TJ/7y5kQ155Vw+IoWfzx5CTHiwY3n+tHgH353R/9j9z3eXndW+Tnc/BeW1X3jtd2f0P3b7891lX8h29PGjmT/fXfal92l9PK33efzr2noe+NJEyuJbjpb50fOu9WNHVda5v/BYZd1/r2DUu/97grR17rbeb1v7Ovq6o+f20XO49Xl/dF9t3W/9eFu/G57m+L8v7RHkCuAXVwxlaGo3fvH+Ni764zK+d9EAbp/UR8MZRcRjNLibeHH5bh5f2Pz398dfGcTXJvYm8CTzYJzJ38SucHzd6fjPl9afQdB2He/4z7/WWn/WHf/Y8bdb7+v4elvrbY7/3Gtdt2urjvjdGf2prHMf+0xv63Pz+P23VVYF5bUnPVbpfJV17i+dg5V17mPlUlBe+4XyPdG50lb966iTneuttfX7caJtWjv+HO9MZ/Pd7kxFhwXx66uGc9nwFH723la+9cpaRveM4YeXDGKsFj7qEGoE8hIllXU8viiH11bto1tYEE/cOIpLh6c4HUtExCNdN64nU/on8OO3N/PLudt4b+MBfnf1cAYkRzkdTUT8mLWWj7YX8+iCbLYXVjJ9UCL/d/kQ0rprPkcRkdYmZsQz74HzeGtNPr9fmM01T69g5pAkvnfRADKTVJ87G2oE8nBH6t08/8kunl62k7rGJm6d0JtvT8sgLjLE6WgiIh6tR3QYz982lvc2HuD/3t3CpX/5hOvGpfOtqRmkxoQ5HU9E/Ii7yTJ/cyFPLMll24EKUmPCePrm0cwckqy5f0RETsAVYPjquHQuHdGDFz7dzdPLdrFgy8dcODCRu6b0ZXyfWP0NPQNqBPJQh4808O/V+/jbp7spqqhj1pBkvn/xQPrERzgdTUTEaxhjuHxECpMz4nnsw2z+vTqPf6/O49qx6dwztZ+uvotIp6qua2TuxgM88/FOdpZU0zc+gseuHcHskSlaAllEpJ3CgwO5b1omN57Ti3+s2MvLK/Zw3bMrGZEewzen9OWiwUknHU4rX6RGIA+zq6SKlz7bw5tr8qmpd3Nu31ieuHE04zT+UUTkjMVGBPPIlcO494IM/ro0l9dX5/NGVh5XjkrlunE9Gd0zRleSRKRDNDVZVu4u5a01BXyw+QA19W4GJkfxlxtGccmwHpqfTETkDMVGBPPA9EzumtKXN9fm8/wnu7jnlbXER4Zw1ehUrhmTRn8NFTslNQJ5gIraBhZuKeLdDftZllNCsCuAy0emcPuk3gxJiXY6noiIz0iNCeOXVwzjnqkZPL1sJ29k5fN6Vj59EyK4ZkwaV41KIzk61OmYIuJl6hubyNpbxtLsEuZuPEBB+REiQwK5fEQKV49JY2yv7mpoFhHpIGHBLm45txc3ju/J4m1FvLkmnxc+3c2zH+9ieFo0V45KZcbgJPX4PgE1AjmkoraBJduLeX/jAZZll1DvbiI1JowHLszk5nN7kRClOX9ERDpLSkwYP589lIdmDWTexgO8uSaf383P5rEF2YztHcv5/ROYOiCBwT266YubiHyJtZadJdVk7Wlu+Pk09yBVdY0EuQwT+sXz0KwBXDQ4mbBgl9NRRUR8livAcNGQZC4akkxpVR3vrN/PG1l5/Oy9rfzsva0MTI5i+qAkpg9OYnhqNAHqiQmoEajLHKl3k7W3jM92lvLZzlI25ZfTZCG5Wyg3n9uLS0f0YFS6hiOIiHSlyJBAvjouna+OS2fPwWrmrCtg0dYiHl2QzaMLskmMCmFK/wTG9urOiPQYMhMjNeZcxM9YaymprGN7YSUb8spZu+8Q6/LKKa9pACAlOpTLR6ZwwYBEJvaLIyJE1WsRka4WFxnCHZP7cMfkPuwsqWLxtiIWbSvmqaW5PLEkl+iwIMb26s64PrGM6x3LsNRoggP9s07Xrk8pY8ws4E+AC3jeWvub4543Lc9fAtQAX7PWru3grF6juq6R7YWVbNl/mC0FFWzef5icokoa3JbAAMPI9Bjum5bJeZnxjOnZXS2SIiIeoHd8BA/O6M+DM/pTXFHLspwSluaUsKilmzFAWJCLYanRDE2NJiMxkozESPolRGjFRuk0qoN1nbpGN/mHjrCvtIa9pdXsPljN9sJKcooqOdTS4AOQmRjJrCHJjO7ZndG9YuiXEKmLeCIiHqRfQiT9EiK5a0o/DlXXszSnmJU7y1i9p4zF24sBCAkMYGByFIN6dGNwSjcG9ehG/6QoosOCHE7f+U7ZCGSMcQFPAjOAfGC1MeZda+3WVptdDGS2/JwD/LXlX59UVddIUUUtRRW1FFfUUVB+hD0Hq9lbWsPu0mpKKuuObRsbEcyQlG7cMbkv5/SNZXzvWF0hEhHxcIndQrl2bDrXjk3HWsue0ho25JWzPq+cDfnlvLpqL7UNTce27x4eRM/YcFJiwv77Ex1KfFQIcRHBxEWE0C0sUF8U5bSoDtYxahvclFXXU1ZdT2l1PWXVdRRX1FHYUpcrPFzLgcO1FFbUYu1/XxcR7KJ/chSzhiYzICmK/slRDEmJ9osvCCIivqJ7RDBXjkrjylFpAJRU1pG1p4ysvYfYur+C+VsKeW113n+3Dw+iV1wEveLC6RUXQWpMKIndQkmKCiWpWwixEcFeX59rT2vEeCDXWrsLwBjzGjAbaF0BmQ383VprgZXGmBhjTA9r7YEOT3wKdY1uahuacDdZGpuaaGqCxqYmGt2WBncTDcf+baKusYnaBvexf480uKmpc1NV10h1XSPV9Y1UHGmk/Eg95TUNlNc0cKimnpp695feNzEqhN5xEUztn0Dv+Aj6J0UxJKUbPaJDvf4kERHxZ8YY+sRH0Cc+gitGpQLNq/8UlB9hZ0kVO0uqyS2uIv9QDTuKq1iaXcKRhi9/TgS5DDHhwXQLDaRbWBDdQoPoFhZEZIiLsKBAwoNdhIe4CA9yERrkIiQogJBAFyGBAQQHBhDkav4JdgUQFGgIDDC4AgIIDDAEugwuYwgI+O+/AaZ5rHxAy2dQgGl+zBiDAUzLbfFoXlUHg+ahU9ZCk7VYWv5tud909N8mi7vJ4raWpiZwW4vbbWloVV9zN1nq3U00NDZR526ivrH5p7bBTW1jE3UNbmob3NTUN/9U1zVSU99ch6usbaCitpGKIw1U1DZ8ocG2tYhgF8nRoSRHhzKhXxzp3cNbKv3hpMeGkxAZot8REREfkxAVwsXDenDxsB5A8+dWYUUt2w5UkFNUxd7SGvaVVZO15xDvbtj/hYsD0Fyfiw4Lpnt4EN3Dg4kJDyI6LIiIkEAiQwIJD3ERGRJIWEt9rvkngNAgV0tdzhDsCiDQFUBIYAApMWFd/n/QnkagVCCv1f18vnyFqa1tUoEur4D8delO/rhox1nvJzzYRXhwINFhgcSEB5PcLZSByd2ICQ8iqVsISd1CSWxpDUyODiU8WL17RET8RUCAIT22+Yvi1AFffM5ay+EjDewvr6W0uo7SqnoOVtVRWl3Poep6KmsbqahtoPxIA/vKao59ea2pb6TJtv1+nckY+PA7U8jUkqqeyKvqYNf89TOy9h7q0vd0BRgigl0tFe/mxtRuoUEkR4cS3aqxNTYimNiIYOJa/k2ICiEqVD16RET8nTGGHtFh9IgOY9rApC88V9fopriijuLKWooq6lpGA9Vx+Eg9h6qbO4jsK6vh8JGGYx1JTqcul9QthM9/OL2Dj+jUjD2+aev4DYy5Fphprb2z5f4twHhr7bdbbTMX+LW19tOW+4uBh6y1a47b113AXS13BwDZZ5E9Hjh4Fq/3Fv5ynKBj9VX+cqz+cpygY/VFnXWcvay1CZ2wX7/gwXUwp/jL76M3UFl4DpWF51BZeA6VxUnqYO3pvpIPpLe6nwbsP4NtsNY+Czzbjvc8JWNMlrV2bEfsy5P5y3GCjtVX+cux+stxgo7VF/nLcXohj6yDOUXnqedQWXgOlYXnUFl4DpXFybVnTbTVQKYxpo8xJhi4Hnj3uG3eBW41zc4FDjs1Fl1ERETER6gOJiIiIh3qlD2BrLWNxpj7gAU0L0/6grV2izHm7pbnnwbm0bw0aS7Ny5Pe3nmRRURERHyf6mAiIiLS0do1m7G1dh7NlYzWjz3d6rYF7u3YaKfk1V2aT4O/HCfoWH2Vvxyrvxwn6Fh9kb8cp9fx0DqYU3Seeg6VhedQWXgOlYXnUFmcxCknhhYREREREREREe/XnjmBRERERERERETEy3lNI5Ax5lFjzHZjzEZjzNvGmJgTbDfLGJNtjMk1xjzc1TnPljHmWmPMFmNMkzHmhDOaG2P2GGM2GWPWG2OyujJjRzmNY/XqMgUwxsQaYxYaY3a0/Nv9BNt5ZbmeqoxaJiz9c8vzG40xo53I2RHacaxTjTGHW8pwvTHmJ07kPFvGmBeMMcXGmM0neN6XyvRUx+orZZpujFlijNnW8rf3gTa28ZlyFd/T3rqgdL721uGk8/hC/dhXnKoeIV2jPfUcaeY1jUDAQmCotXY4kAP84PgNjDEu4EngYmAwcIMxZnCXpjx7m4GrgI/bse0F1tqRXrz83SmP1UfKFOBhYLG1NhNY3HL/RLyqXNtZRhcDmS0/dwF/7dKQHeQ0zsdPWspwpLX2510asuO8BMw6yfM+UaYtXuLkxwq+UaaNwP+z1g4CzgXu9dXfVfFZp6wLSpc5nfqqdDAfqh/7ipc4dT1COl976jmCFzUCWWs/tNY2ttxdCaS1sdl4INdau8taWw+8BszuqowdwVq7zVqb7XSOrtDOY/X6Mm0xG3i55fbLwBUOZulo7Smj2cDfbbOVQIwxpkdXB+0AvnI+npK19mOg7CSb+EqZtudYfYK19oC1dm3L7UpgG5B63GY+U67ie9pZF5Qu4E/1VQ/lN/URb+Av9QhP1856juBFjUDH+TrwQRuPpwJ5re7n47sFb4EPjTFrjDF3OR2mE/lKmSZZaw9A8x8oIPEE23ljubanjHylHNt7HBOMMRuMMR8YY4Z0TbQu5ytl2l4+VabGmN7AKODz457yt3IV73WiuqCIP9DfapGTOEk9R2jnEvFdxRizCEhu46kfWWv/07LNj2ju6vVKW7to4zGPW/6sPcfZDpOstfuNMYnAQmPM9pZWaI/SAcfqFWUKJz/W09iNV5TrcdpTRl5TjqfQnuNYC/Sy1lYZYy4B3qF5aI2v8ZUybQ+fKlNjTCTwFvAda23F8U+38RJfLVfxQB1QF5QO0kH1Vekc+lstcgKnqOcIHtYIZK2dfrLnjTG3AZcCF9q217bPB9Jb3U8D9ndcwo5xquNs5z72t/xbbIx5m+ZuoR7XWNABx+oVZQonP1ZjTJExpoe19kDL0IriE+zDK8r1OO0pI68px1M45XG0/rCx1s4zxjxljIm31h7sooxdxVfK9JR8qUyNMUE0V4xesdbOaWMTvylX8UwdUBeUDtIR9VXpNPpbLdKGdtRzBC8aDmaMmQV8H7jcWltzgs1WA5nGmD7GmGDgeuDdrsrYVYwxEcaYqKO3gYtonqDPF/lKmb4L3NZy+zbgS1fQvLhc21NG7wK3tqw8dC5w+OjwOC9zymM1xiQbY0zL7fE0/50t7fKknc9XyvSUfKVMW47hb8A2a+0fTrCZ35SreJ921gVF/IGv1I9FOkw76zmCh/UEOoUngBCah8gArLTW3m2MSQGet9ZeYq1tNMbcBywAXMAL1totzkU+fcaYK4G/AAnAXGPMemvtzNbHCSQBb7f8PwQCr1pr5zsW+gy151h9oUxb/AZ43RhzB7APuBbAF8r1RGVkjLm75fmngXnAJUAuUAPc7lTes9HOY70G+JYxphE4AlzvjVerjTH/AqYC8caYfOCnQBD4VplCu47VJ8oUmATcAmwyxqxveeyHQE/wvXIVn9RmXdDZSP7pRHU4h2P5DR+qH/uEtuoR1tq/OZvKL7VZz7HWznMwk0cy3lmPFRERERERERGR0+E1w8FEREREREREROTMqRFIRERERERERMQPqBFIRERERERERMQPqBFIRERERERERMQPqBFIRERERERERMQPqBFIRLyGMabK6QwiIiIinkZ1JBFpLzUCiUiHMMa4nM4gIiIiIiIiJ6ZGIBFpF2PMO8aYNcaYLcaYu1oeqzLG/NwY8zkwwRhzoTFmnTFmkzHmBWNMSMt2e4wx8S23xxpjlrbcPt8Ys77lZ50xJsoYE2mMWWyMWduyn9lOHbOIiIiIE4wxvzXG3NPq/v8ZY37anjqSMeZ/jDGrjTEbjTE/a3mstzFmmzHmuZa63IfGmLCW5zKMMYuMMRta9t3vRPsREe+nRiARaa+vW2vHAGOB+40xcUAEsNlaew6QBbwEXGetHQYEAt86xT6/B9xrrR0JnAccAWqBK621o4ELgN8bY0xnHJCIiIiIh3oNuK7V/a8CL3KKOpIx5iIgExgPjATGGGOmtDydCTxprR0ClANXtzz+SsvjI4CJwIFT7EdEvJgagUSkve43xmwAVgLpNFcM3MBbLc8PAHZba3Na7r8MnKqysBz4gzHmfiDGWtsIGOARY8xGYBGQCiR16JGIiIiIeDBr7Tog0RiTYowZARwCDnDqOtJFLT/rgLXAQJrrbNBcT1vfcnsN0NsYEwWkWmvfbnnfWmttzSn2IyJeLNDpACLi+YwxU4HpwARrbU3LcK5QoNZa6z662Ul20ch/G51Djz5orf2NMWYucAmw0hgzHTgXSADGWGsbjDF7Wr9GRERExE+8CVwDJNPcM+gmTl1HMsCvrbXPfOFBY3oDda0ecgNhnLj+1uZ+RMT7qSeQiLRHNHCopQFoIM0NNcfbTvMVpYyW+7cAy1pu7wHGtNw+2vUYY0w/a+0ma+1vaR5ONrDlvYpbKjcXAL06/GhEREREPN9rwPU0NwS9SfvqSAuArxtjIgGMManGmMQTvYG1tgLIN8Zc0bJ9iDEm/HT3IyLeQz2BRKQ95gN3t3Q/zqZ5SNgXWGtrjTG3A28YYwKB1cDTLU//DPibMeaHwOetXvadlkqMG9gKfABEAe8ZY7KA9TQ3LomIiIj4FWvtlpbhWgXW2gPGmFc4RR3JWvuhMWYQsKJluqAq4Gaa61oncgvwjDHm50ADcO1J9lPccUcoIk4w1lqnM4iIiIiIiIiISCfTcDARERERERERET+gRiARERERERERET+gRiARERERERERET+gRiARERERERERET+gRiARERERERERET+gRiARERERERERET+gRiARERERERERET+gRiARERERERERET/w/wETYvDYxxPLFAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "# mpl.rcParams['figure.figsize'] = (15, 8)\n",
    "# mpl.rcParams['axes.grid'] = False\n",
    "\n",
    "for key in class_df_dict.keys():\n",
    "    fig = plt.figure()\n",
    "#     fig.subplots_adjust(hspace=0.9, wspace=0.9)\n",
    "    ax = fig.add_subplot(2, 2, 1)\n",
    "    plt.suptitle(\"{}\".format(str(key).upper()))\n",
    "    sns.distplot(class_df_dict[key]['arousal'], hist=False, rug=True)\n",
    "    ax = fig.add_subplot(2, 2, 2)\n",
    "    sns.distplot(class_df_dict[key]['valence'], hist=False, rug=True)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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