file.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <p style=\"background-color:#FF1493;color:white;font-size:150%;text-align:center;border-radius:10px 10px;height:70px;padding-top: 20px;\"> Tiktok vs Spotify Top Hits 2022</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (20,10)\n",
    "plt.rcParams[\"font.size\"] =19\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <p style=\"background-color:#FF1493;color:white;font-size:100%;text-align:center;border-radius:10px 10px;\">1. Cleaning Data</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "uri                 0\n",
       "artist_names        0\n",
       "track_name          0\n",
       "peak_rank           0\n",
       "weeks_on_chart      0\n",
       "danceability        0\n",
       "energy              0\n",
       "key                 0\n",
       "loudness            0\n",
       "mode                0\n",
       "speechiness         0\n",
       "acousticness        0\n",
       "instrumentalness    0\n",
       "liveness            0\n",
       "tempo               0\n",
       "time_signature      0\n",
       "duration_ms         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_spodify = pd.read_csv(\"datasets/spotify_top_charts_22.csv\")\n",
    "df_tiktok = pd.read_csv(\"datasets/TikTok_songs_2022.csv\")\n",
    "#checking for null values\n",
    "df_spodify.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "track_name          0\n",
       "artist_name         0\n",
       "artist_pop          0\n",
       "album               0\n",
       "track_pop           0\n",
       "danceability        0\n",
       "energy              0\n",
       "loudness            0\n",
       "mode                0\n",
       "key                 0\n",
       "speechiness         0\n",
       "acousticness        0\n",
       "instrumentalness    0\n",
       "liveness            0\n",
       "valence             0\n",
       "tempo               0\n",
       "time_signature      0\n",
       "duration_ms         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tiktok.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 📌There are no missing values from the Spotify or the TikTok datasets. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <p style=\"background-color:#FF1493;color:white;font-size:100%;text-align:center;border-radius:10px 10px;\">1. Exploratory Data Analysis</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 646 Spotify songs and 17 fields.\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>uri</th>\n",
       "      <th>artist_names</th>\n",
       "      <th>track_name</th>\n",
       "      <th>peak_rank</th>\n",
       "      <th>weeks_on_chart</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>duration_ms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>spotify:track:02MWAaffLxlfxAUY7c5dvx</td>\n",
       "      <td>Glass Animals</td>\n",
       "      <td>Heat Waves</td>\n",
       "      <td>1</td>\n",
       "      <td>65</td>\n",
       "      <td>0.761</td>\n",
       "      <td>0.525</td>\n",
       "      <td>11</td>\n",
       "      <td>-6.900</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0944</td>\n",
       "      <td>0.4400</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.0921</td>\n",
       "      <td>80.870</td>\n",
       "      <td>4</td>\n",
       "      <td>238805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>spotify:track:5PjdY0CKGZdEuoNab3yDmX</td>\n",
       "      <td>The Kid LAROI, Justin Bieber</td>\n",
       "      <td>STAY (with Justin Bieber)</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>0.591</td>\n",
       "      <td>0.764</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.484</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0483</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>169.928</td>\n",
       "      <td>4</td>\n",
       "      <td>141806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spotify:track:3IAfUEeaXRX9s9UdKOJrFI</td>\n",
       "      <td>Anitta</td>\n",
       "      <td>Envolver</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.812</td>\n",
       "      <td>0.736</td>\n",
       "      <td>4</td>\n",
       "      <td>-5.421</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.1520</td>\n",
       "      <td>0.002540</td>\n",
       "      <td>0.0914</td>\n",
       "      <td>91.993</td>\n",
       "      <td>4</td>\n",
       "      <td>193806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>spotify:track:1HhNoOuqm1a5MXYEgAFl8o</td>\n",
       "      <td>Imagine Dragons, JID, Arcane, League of Legends</td>\n",
       "      <td>Enemy (with JID) - from the series Arcane Leag...</td>\n",
       "      <td>3</td>\n",
       "      <td>21</td>\n",
       "      <td>0.728</td>\n",
       "      <td>0.783</td>\n",
       "      <td>11</td>\n",
       "      <td>-4.424</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2660</td>\n",
       "      <td>0.2370</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.4340</td>\n",
       "      <td>77.011</td>\n",
       "      <td>4</td>\n",
       "      <td>173381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>spotify:track:4fouWK6XVHhzl78KzQ1UjL</td>\n",
       "      <td>GAYLE</td>\n",
       "      <td>abcdefu</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>0.695</td>\n",
       "      <td>0.540</td>\n",
       "      <td>4</td>\n",
       "      <td>-5.692</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0493</td>\n",
       "      <td>0.2990</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3670</td>\n",
       "      <td>121.932</td>\n",
       "      <td>4</td>\n",
       "      <td>168602</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    uri  \\\n",
       "0  spotify:track:02MWAaffLxlfxAUY7c5dvx   \n",
       "1  spotify:track:5PjdY0CKGZdEuoNab3yDmX   \n",
       "2  spotify:track:3IAfUEeaXRX9s9UdKOJrFI   \n",
       "3  spotify:track:1HhNoOuqm1a5MXYEgAFl8o   \n",
       "4  spotify:track:4fouWK6XVHhzl78KzQ1UjL   \n",
       "\n",
       "                                      artist_names  \\\n",
       "0                                    Glass Animals   \n",
       "1                     The Kid LAROI, Justin Bieber   \n",
       "2                                           Anitta   \n",
       "3  Imagine Dragons, JID, Arcane, League of Legends   \n",
       "4                                            GAYLE   \n",
       "\n",
       "                                          track_name  peak_rank  \\\n",
       "0                                         Heat Waves          1   \n",
       "1                          STAY (with Justin Bieber)          1   \n",
       "2                                           Envolver          3   \n",
       "3  Enemy (with JID) - from the series Arcane Leag...          3   \n",
       "4                                            abcdefu          1   \n",
       "\n",
       "   weeks_on_chart  danceability  energy  key  loudness  mode  speechiness  \\\n",
       "0              65         0.761   0.525   11    -6.900     1       0.0944   \n",
       "1              37         0.591   0.764    1    -5.484     1       0.0483   \n",
       "2               3         0.812   0.736    4    -5.421     0       0.0833   \n",
       "3              21         0.728   0.783   11    -4.424     0       0.2660   \n",
       "4              19         0.695   0.540    4    -5.692     1       0.0493   \n",
       "\n",
       "   acousticness  instrumentalness  liveness    tempo  time_signature  \\\n",
       "0        0.4400          0.000007    0.0921   80.870               4   \n",
       "1        0.0383          0.000000    0.1030  169.928               4   \n",
       "2        0.1520          0.002540    0.0914   91.993               4   \n",
       "3        0.2370          0.000000    0.4340   77.011               4   \n",
       "4        0.2990          0.000000    0.3670  121.932               4   \n",
       "\n",
       "   duration_ms  \n",
       "0       238805  \n",
       "1       141806  \n",
       "2       193806  \n",
       "3       173381  \n",
       "4       168602  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"There are {} Spotify songs and {} fields.\".format(df_spodify.shape[0],df_spodify.shape[1]))\n",
    "df_spodify.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 263 TikTok songs and 18 fields.\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_name</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>artist_pop</th>\n",
       "      <th>album</th>\n",
       "      <th>track_pop</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
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       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>duration_ms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Running Up That Hill (A Deal With God)</td>\n",
       "      <td>Kate Bush</td>\n",
       "      <td>81</td>\n",
       "      <td>Hounds Of Love</td>\n",
       "      <td>95</td>\n",
       "      <td>0.629</td>\n",
       "      <td>0.547</td>\n",
       "      <td>-13.123</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
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       "      <td>0.7200</td>\n",
       "      <td>0.003140</td>\n",
       "      <td>0.0604</td>\n",
       "      <td>0.197</td>\n",
       "      <td>108.375</td>\n",
       "      <td>4</td>\n",
       "      <td>298933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>As It Was</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>91</td>\n",
       "      <td>As It Was</td>\n",
       "      <td>96</td>\n",
       "      <td>0.520</td>\n",
       "      <td>0.731</td>\n",
       "      <td>-5.338</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0557</td>\n",
       "      <td>0.3420</td>\n",
       "      <td>0.001010</td>\n",
       "      <td>0.3110</td>\n",
       "      <td>0.662</td>\n",
       "      <td>173.930</td>\n",
       "      <td>4</td>\n",
       "      <td>167303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sunroof</td>\n",
       "      <td>Nicky Youre</td>\n",
       "      <td>73</td>\n",
       "      <td>Sunroof</td>\n",
       "      <td>44</td>\n",
       "      <td>0.768</td>\n",
       "      <td>0.716</td>\n",
       "      <td>-5.110</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0404</td>\n",
       "      <td>0.3500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>0.841</td>\n",
       "      <td>131.430</td>\n",
       "      <td>4</td>\n",
       "      <td>163026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Heat Waves</td>\n",
       "      <td>Glass Animals</td>\n",
       "      <td>80</td>\n",
       "      <td>Dreamland (+ Bonus Levels)</td>\n",
       "      <td>89</td>\n",
       "      <td>0.761</td>\n",
       "      <td>0.525</td>\n",
       "      <td>-6.900</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0944</td>\n",
       "      <td>0.4400</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.0921</td>\n",
       "      <td>0.531</td>\n",
       "      <td>80.870</td>\n",
       "      <td>4</td>\n",
       "      <td>238805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>About Damn Time</td>\n",
       "      <td>Lizzo</td>\n",
       "      <td>81</td>\n",
       "      <td>About Damn Time</td>\n",
       "      <td>92</td>\n",
       "      <td>0.836</td>\n",
       "      <td>0.743</td>\n",
       "      <td>-6.305</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0656</td>\n",
       "      <td>0.0995</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3350</td>\n",
       "      <td>0.722</td>\n",
       "      <td>108.966</td>\n",
       "      <td>4</td>\n",
       "      <td>191822</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                               track_name    artist_name  artist_pop  \\\n",
       "0  Running Up That Hill (A Deal With God)      Kate Bush          81   \n",
       "1                               As It Was   Harry Styles          91   \n",
       "2                                 Sunroof    Nicky Youre          73   \n",
       "3                              Heat Waves  Glass Animals          80   \n",
       "4                         About Damn Time          Lizzo          81   \n",
       "\n",
       "                        album  track_pop  danceability  energy  loudness  \\\n",
       "0              Hounds Of Love         95         0.629   0.547   -13.123   \n",
       "1                   As It Was         96         0.520   0.731    -5.338   \n",
       "2                     Sunroof         44         0.768   0.716    -5.110   \n",
       "3  Dreamland (+ Bonus Levels)         89         0.761   0.525    -6.900   \n",
       "4             About Damn Time         92         0.836   0.743    -6.305   \n",
       "\n",
       "   mode  key  speechiness  acousticness  instrumentalness  liveness  valence  \\\n",
       "0     0   10       0.0550        0.7200          0.003140    0.0604    0.197   \n",
       "1     0    6       0.0557        0.3420          0.001010    0.3110    0.662   \n",
       "2     1   10       0.0404        0.3500          0.000000    0.1500    0.841   \n",
       "3     1   11       0.0944        0.4400          0.000007    0.0921    0.531   \n",
       "4     0   10       0.0656        0.0995          0.000000    0.3350    0.722   \n",
       "\n",
       "     tempo  time_signature  duration_ms  \n",
       "0  108.375               4       298933  \n",
       "1  173.930               4       167303  \n",
       "2  131.430               4       163026  \n",
       "3   80.870               4       238805  \n",
       "4  108.966               4       191822  "
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"There are {} TikTok songs and {} fields.\".format(df_tiktok.shape[0],df_tiktok.shape[1]))\n",
    "df_tiktok.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 📌Since there is 646 Spotify songs and 263 TikTok songs, we will take the top 200 from each. The Spotify dataset uses weeks_on_chart to measure populatiry where as the TikTok dataset uses track_pop. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "selected_spodify = df_spodify.sort_values(by=\"weeks_on_chart\", ascending=False)[:200]\n",
    "selected_tiktok = df_tiktok.sort_values(by=\"track_pop\", ascending=False)[:200]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### What are the most popular tracks?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>uri</th>\n",
       "      <th>artist_names</th>\n",
       "      <th>track_name</th>\n",
       "      <th>peak_rank</th>\n",
       "      <th>weeks_on_chart</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>duration_ms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>spotify:track:7qiZfU4dY1lWllzX7mPBI3</td>\n",
       "      <td>Ed Sheeran</td>\n",
       "      <td>Shape of You</td>\n",
       "      <td>1</td>\n",
       "      <td>269</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.652</td>\n",
       "      <td>1</td>\n",
       "      <td>-3.183</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0802</td>\n",
       "      <td>0.5810</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0931</td>\n",
       "      <td>95.977</td>\n",
       "      <td>4</td>\n",
       "      <td>233713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>spotify:track:5uCax9HTNlzGybIStD3vDh</td>\n",
       "      <td>James Arthur</td>\n",
       "      <td>Say You Won't Let Go</td>\n",
       "      <td>7</td>\n",
       "      <td>268</td>\n",
       "      <td>0.358</td>\n",
       "      <td>0.557</td>\n",
       "      <td>10</td>\n",
       "      <td>-7.398</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0590</td>\n",
       "      <td>0.6950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0902</td>\n",
       "      <td>85.043</td>\n",
       "      <td>4</td>\n",
       "      <td>211467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>spotify:track:0pqnGHJpmpxLKifKRmU6WP</td>\n",
       "      <td>Imagine Dragons</td>\n",
       "      <td>Believer</td>\n",
       "      <td>16</td>\n",
       "      <td>268</td>\n",
       "      <td>0.776</td>\n",
       "      <td>0.780</td>\n",
       "      <td>10</td>\n",
       "      <td>-4.374</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1280</td>\n",
       "      <td>0.0622</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0810</td>\n",
       "      <td>124.949</td>\n",
       "      <td>4</td>\n",
       "      <td>204347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>spotify:track:0tgVpDi06FyKpA1z0VMD4v</td>\n",
       "      <td>Ed Sheeran</td>\n",
       "      <td>Perfect</td>\n",
       "      <td>4</td>\n",
       "      <td>262</td>\n",
       "      <td>0.599</td>\n",
       "      <td>0.448</td>\n",
       "      <td>8</td>\n",
       "      <td>-6.312</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0232</td>\n",
       "      <td>0.1630</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>95.050</td>\n",
       "      <td>3</td>\n",
       "      <td>263400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>spotify:track:6gBFPUFcJLzWGx4lenP6h2</td>\n",
       "      <td>Travis Scott</td>\n",
       "      <td>goosebumps</td>\n",
       "      <td>13</td>\n",
       "      <td>226</td>\n",
       "      <td>0.841</td>\n",
       "      <td>0.728</td>\n",
       "      <td>7</td>\n",
       "      <td>-3.370</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0484</td>\n",
       "      <td>0.0847</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1490</td>\n",
       "      <td>130.049</td>\n",
       "      <td>4</td>\n",
       "      <td>243837</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      uri     artist_names  \\\n",
       "139  spotify:track:7qiZfU4dY1lWllzX7mPBI3       Ed Sheeran   \n",
       "198  spotify:track:5uCax9HTNlzGybIStD3vDh     James Arthur   \n",
       "91   spotify:track:0pqnGHJpmpxLKifKRmU6WP  Imagine Dragons   \n",
       "150  spotify:track:0tgVpDi06FyKpA1z0VMD4v       Ed Sheeran   \n",
       "397  spotify:track:6gBFPUFcJLzWGx4lenP6h2     Travis Scott   \n",
       "\n",
       "               track_name  peak_rank  weeks_on_chart  danceability  energy  \\\n",
       "139          Shape of You          1             269         0.825   0.652   \n",
       "198  Say You Won't Let Go          7             268         0.358   0.557   \n",
       "91               Believer         16             268         0.776   0.780   \n",
       "150               Perfect          4             262         0.599   0.448   \n",
       "397            goosebumps         13             226         0.841   0.728   \n",
       "\n",
       "     key  loudness  mode  speechiness  acousticness  instrumentalness  \\\n",
       "139    1    -3.183     0       0.0802        0.5810               0.0   \n",
       "198   10    -7.398     1       0.0590        0.6950               0.0   \n",
       "91    10    -4.374     0       0.1280        0.0622               0.0   \n",
       "150    8    -6.312     1       0.0232        0.1630               0.0   \n",
       "397    7    -3.370     1       0.0484        0.0847               0.0   \n",
       "\n",
       "     liveness    tempo  time_signature  duration_ms  \n",
       "139    0.0931   95.977               4       233713  \n",
       "198    0.0902   85.043               4       211467  \n",
       "91     0.0810  124.949               4       204347  \n",
       "150    0.1060   95.050               3       263400  \n",
       "397    0.1490  130.049               4       243837  "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_spodify.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>track_name</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>artist_pop</th>\n",
       "      <th>album</th>\n",
       "      <th>track_pop</th>\n",
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       "      <th>instrumentalness</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Glimpse of Us</td>\n",
       "      <td>Joji</td>\n",
       "      <td>85</td>\n",
       "      <td>Glimpse of Us</td>\n",
       "      <td>97</td>\n",
       "      <td>0.440</td>\n",
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       "      <td>0.268</td>\n",
       "      <td>169.914</td>\n",
       "      <td>3</td>\n",
       "      <td>233456</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>As It Was</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>91</td>\n",
       "      <td>As It Was</td>\n",
       "      <td>96</td>\n",
       "      <td>0.520</td>\n",
       "      <td>0.731</td>\n",
       "      <td>-5.338</td>\n",
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       "      <td>0.0557</td>\n",
       "      <td>0.342000</td>\n",
       "      <td>0.001010</td>\n",
       "      <td>0.3110</td>\n",
       "      <td>0.662</td>\n",
       "      <td>173.930</td>\n",
       "      <td>4</td>\n",
       "      <td>167303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Running Up That Hill (A Deal With God)</td>\n",
       "      <td>Kate Bush</td>\n",
       "      <td>81</td>\n",
       "      <td>Hounds Of Love</td>\n",
       "      <td>95</td>\n",
       "      <td>0.629</td>\n",
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       "      <td>4</td>\n",
       "      <td>298933</td>\n",
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       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Late Night Talking</td>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>91</td>\n",
       "      <td>Harry's House</td>\n",
       "      <td>93</td>\n",
       "      <td>0.714</td>\n",
       "      <td>0.728</td>\n",
       "      <td>-4.595</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0468</td>\n",
       "      <td>0.298000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>0.901</td>\n",
       "      <td>114.996</td>\n",
       "      <td>4</td>\n",
       "      <td>177955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Jimmy Cooks (feat. 21 Savage)</td>\n",
       "      <td>Drake</td>\n",
       "      <td>95</td>\n",
       "      <td>Honestly, Nevermind</td>\n",
       "      <td>92</td>\n",
       "      <td>0.529</td>\n",
       "      <td>0.673</td>\n",
       "      <td>-4.711</td>\n",
       "      <td>1</td>\n",
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       "      <td>0.0930</td>\n",
       "      <td>0.366</td>\n",
       "      <td>165.921</td>\n",
       "      <td>4</td>\n",
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       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "                                 track_name   artist_name  artist_pop  \\\n",
       "5                             Glimpse of Us          Joji          85   \n",
       "1                                 As It Was  Harry Styles          91   \n",
       "0    Running Up That Hill (A Deal With God)     Kate Bush          81   \n",
       "52                       Late Night Talking  Harry Styles          91   \n",
       "260           Jimmy Cooks (feat. 21 Savage)         Drake          95   \n",
       "\n",
       "                   album  track_pop  danceability  energy  loudness  mode  \\\n",
       "5          Glimpse of Us         97         0.440   0.317    -9.258     1   \n",
       "1              As It Was         96         0.520   0.731    -5.338     0   \n",
       "0         Hounds Of Love         95         0.629   0.547   -13.123     0   \n",
       "52         Harry's House         93         0.714   0.728    -4.595     1   \n",
       "260  Honestly, Nevermind         92         0.529   0.673    -4.711     1   \n",
       "\n",
       "     key  speechiness  acousticness  instrumentalness  liveness  valence  \\\n",
       "5      8       0.0531      0.891000          0.000005    0.1410    0.268   \n",
       "1      6       0.0557      0.342000          0.001010    0.3110    0.662   \n",
       "0     10       0.0550      0.720000          0.003140    0.0604    0.197   \n",
       "52    10       0.0468      0.298000          0.000000    0.1060    0.901   \n",
       "260    0       0.1750      0.000307          0.000002    0.0930    0.366   \n",
       "\n",
       "       tempo  time_signature  duration_ms  \n",
       "5    169.914               3       233456  \n",
       "1    173.930               4       167303  \n",
       "0    108.375               4       298933  \n",
       "52   114.996               4       177955  \n",
       "260  165.921               4       218365  "
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_tiktok.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### Is there any overlap between popular Spotify Songs and TikTok Songs?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 46 Common track names between Spotify and TikTok:\n",
      "Don't Start Now\n",
      "Astronaut In The Ocean\n",
      "DÁKITI\n",
      "Peaches (feat. Daniel Caesar & Giveon)\n",
      "Blinding Lights\n",
      "First Class\n",
      "Talking to the Moon\n",
      "About Damn Time\n",
      "1, 2, 3 (feat. Jason Derulo & De La Ghetto)\n",
      "love nwantiti (ah ah ah)\n",
      "Meet Me At Our Spot\n",
      "Counting Stars\n",
      "Life Goes On\n",
      "good 4 u\n",
      "The Business\n",
      "Cold Heart - PNAU Remix\n",
      "Woman\n",
      "Dandelions\n",
      "Need to Know\n",
      "STAY (with Justin Bieber)\n",
      "Without Me\n",
      "Enemy (with JID) - from the series Arcane League of Legends\n",
      "INDUSTRY BABY (feat. Jack Harlow)\n",
      "Heat Waves\n",
      "House of Memories\n",
      "You Right\n",
      "The Hills\n",
      "Levitating (feat. DaBaby)\n",
      "Kiss Me More (feat. SZA)\n",
      "Sweater Weather\n",
      "Pepas\n",
      "MONEY\n",
      "The Motto\n",
      "THATS WHAT I WANT\n",
      "Memories\n",
      "Beggin'\n",
      "Riptide\n",
      "Freaks\n",
      "Friday (feat. Mufasa & Hypeman) - Dopamine Re-Edit\n",
      "Ain't Shit\n",
      "Better Days (NEIKED x Mae Muller x Polo G)\n",
      "As It Was\n",
      "RAPSTAR\n",
      "abcdefu\n",
      "Another Love\n",
      "Todo De Ti\n"
     ]
    }
   ],
   "source": [
    "# Extracting track names from each dataset\n",
    "spodify_track_names = set(selected_spodify[\"track_name\"])\n",
    "tiktok_track_names = set(selected_tiktok[\"track_name\"])\n",
    "\n",
    "# Finding common track names\n",
    "common_track_names = spodify_track_names.intersection(tiktok_track_names)\n",
    "num = len(common_track_names)\n",
    "\n",
    "# Displaying common track names\n",
    "print(f\"There are {num} Common track names between Spotify and TikTok:\")\n",
    "for track_name in common_track_names:\n",
    "    print(track_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 📌The top 200 songs on Spotify and TikTok only share 46 common tracks."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### How do the different mood descriptions of the track influence the popularity?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Mood descriptions influence on Spotify Song Popularity'}>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns_mood = [\"danceability\", \"energy\", \"speechiness\", \"acousticness\", \"instrumentalness\", \"liveness\", \"weeks_on_chart\"]\n",
    "mask = np.triu(np.ones_like(selected_spodify[columns_mood].corr(), dtype=bool))\n",
    "\n",
    "plt.title(\"Mood descriptions influence on Spotify Song Popularity\")\n",
    "sns.heatmap(selected_spodify[columns_mood].corr(), mask=mask, annot = True, vmin= -1.0, vmax= 1.0, center = 0, cmap = 'PiYG')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Mood descriptions influence on TikTok Song Popularity'}>"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns_mood = [\"danceability\", \"energy\", \"speechiness\", \"acousticness\", \"instrumentalness\", \"liveness\",\"track_pop\"]\n",
    "mask = np.triu(np.ones_like(selected_tiktok[columns_mood].corr(), dtype=bool))\n",
    "\n",
    "plt.title(\"Mood descriptions influence on TikTok Song Popularity\")\n",
    "sns.heatmap(selected_tiktok[columns_mood].corr(), mask=mask, annot = True, vmin= -1.0, vmax= 1.0, center = 0, cmap = 'PiYG')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### Are the different accoustic characteristics of the track important for popularity?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Acoustic Characteristic influence on Spotify Song Popularity'}>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns_acoustic = [\"loudness\", \"mode\", \"key\", \"tempo\", \"time_signature\", \"weeks_on_chart\"]\n",
    "\n",
    "mask = np.triu(np.ones_like(selected_spodify[columns_acoustic].corr(), dtype=bool))\n",
    "plt.title(\"Acoustic Characteristic influence on Spotify Song Popularity\")\n",
    "sns.heatmap(selected_spodify[columns_acoustic].corr(), mask=mask, annot = True, vmin= -1.0, vmax= 1.0, center = 0, cmap = 'PiYG')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Acoustic Characteristic influence on TikTok Song Popularity'}>"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns_acoustic = [\"loudness\", \"mode\", \"key\", \"tempo\", \"time_signature\", \"track_pop\"]\n",
    "\n",
    "mask = np.triu(np.ones_like(selected_tiktok[columns_acoustic].corr(), dtype=bool))\n",
    "plt.title(\"Acoustic Characteristic influence on TikTok Song Popularity\")\n",
    "sns.heatmap(selected_tiktok[columns_acoustic].corr(), mask=mask, annot = True, vmin= -1.0, vmax= 1.0, center = 0, cmap = 'PiYG')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### Does the duration of the track influence its popularity?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':\"Spotify's Song Duration vs Popularity\"}, xlabel='duration_ms', ylabel='weeks_on_chart'>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZlrcWIeTTivOPNGyvv36tgpgtq7jPx5OraW4F/mPR2+quen+rosLuvMUOsALtvL6Ti1RDdkxK6Qh5kYUN5OnFRMS3kKe3ngD+ocltTqSUXgY8gFyduA/4Z/Jn53eBVhWendCJ57Ddz9ei78NiRb1li4hLySHpJPCsorfV7SmlmdJurSqs1kpjz8Bnkqclf6mYDi5JqgBDK0lSv/pK6edmDZYfvkg1RD3k+nxpW33KTLM+SjRc9/lF9umG+pern46I84AfIK+u+MaVHCylNJ9SOpRS+v2U0lPJfaQgB00dUfTZqk9bK78+iz7PRSXMg4qLnXiev1icP2aRfRa7btWKSrNdxcX/13B1vZqkVcjQqt/PctSbTH+sRQPrR9N6qt2yw9AG9df3ARFxYYt9evE5apwiWD//m5TSdKsbFVWEn0op/WFK6bvJQS908LPSRCeew2ZBfr36rj5ltnzbTr8PLy/OP5dSuqfJOM4rjaPTlvve/Qty1elVxe+dny62W2UlSRViaCVJqpyIuGgZfZaeUpzXODPAqrsM+MEmx34QcFVx8Z9KV9V//p6IOOsLWkQ8hbwKXSJXXJRNFvt0qpl1o78i9/H6AXJfr43Av6aUbuvQ8esrpF22nJ0jYmtEbF5in4eRVxaEheAIFp7nfS36A/0CMEKuDlqsv9hy1V+r72u24mRE7GXhC3bHRcQlLISLnyL3ZCur9+j69obtRMR2ct+llZoozi9tcf2vLHLbesjV7nv6C+SVIYOFleruVwTJ9RXv/qnx+i56B7lR/56iufqPFdv/qvVNmmrrs7JCnXgOr4qIBzbZ/oPksU8AB0vb6+/Dx7aYbv1zyxh3Wf29d0mL3+X/hfw574ZlvXeLfmHvIv8+/QXylOl5lljYQJK0tgytJElV9Hzg3yPi54ov/feLiLGIeAG53wzAu5r9Tz4wC/yfiHh86bYPIC93PkpuEPye+nXFangfBIaBt0XE5aXbPZKF4OHtKaVyCAMLodl3tvEYl61oEv135Iqla4vNbVUDRMR/KU6XNmy/hIUvwDcv83APA74WEf8tIs5q5hwR3wn8X/KX7q8D/1K6+o+B+8hVQG8oTzuKiO8H/mtx8RVFb6HVeh+5b9c24B3Fe6B+f48lv66zHbifM0TEBRHxc+R+Pt9E7o303CbTOd9dnL8oIp5Wuv1F5F5Mq5m+92/kx/akiHhx6dhjEfFyck+nmRa3rb+nr2ynUX/x+F5RXPzViHhu6X43A68jNxo/Tl4FdE0Un6F/JL8n/5g8JfbrnBnc1Mf5/Ij47Yh4aMP2c1gI+pb7WVnJWDvxHAb599j9n/eI2M3CqoOvTSmdKO3/7+Sg+BLgd+tVqhExVLyPf7LNh/FZ4F5yH6vr6n23iuP9AvAb5CC+G+rv3e9Yxr71KtZryb9f/zmldEc3BiVJWhlDK0lSFSXy9Jc/Au6MiKMR8dGI+Cw58Phz8oqCNwM/2+IYfwscBT4aEZ+PiMPF5aeSGxE/v0mA8HzyF55d5FXDPhERnyZX/DyMHHQ1qzh4a3H+f4vb3FicHruSB99C/cvVCHAPZ08zW8pO4A+A2yPiSER8JCI+Q/7i/hTgNuA3l3msRK6i+m3gcxFxb0QcjoiPR8Q95KbfjyRPD/zBogl8vmFKdwHPI1di/CT59f1YRNxCrnrYBLwhpfTaNh9f84Hm1/jHySsL7gGOFmP9DDlQuo3crBxylcVKvCYiPlicDhWP5R7y+/dScsPpx6eUvtB4w5TSDeTgaitwMCK+HBH1cX0b8PIVjomU0jHglcXF10XEbRHxMfJz8ZvkL+qtvqC/k1yZ9MPkRv0fKN7Tv7aM+/1T8gICG4C3F5/fjwF3klcwnAB+tAfhQL2q6nuK87e06Al3EfDfgK9ExO3F755/J4//B8l9sP5zNwfagefwevJn8Ejxfv8cObx9AHllxN9quL8aeepjIldB3VO6vz8k9/RqZ/yzwK8XF3+T3MC+frz95Kl5jf3dOuVt5MfxKxHxpYg4WLx3X9Bk3/cAt7BQ9eXUQEmqGEMrSVIV/RFwJbna4CbyF7dvAx5Krlj5B3Lz3CemlO5ucYxp8v+0/y75C8kjyf/z/2fA45pUS5FSOgo8jhwUfJ5cIXM58Aly4+WnFRUbjX6P/CXwi+QKiD3F6dw2HvNSbgS+Wvz8Vw0NjZfjteSQ6SD53//Hkh/b58jP0WOLBvdLSil9ktwH6lfI0+9OkZ/fR5O/LH6A/IX14Smljza5/Q3kVcXeQA4hHwNsB94L/EixAmHHFK/148iv/b3Ao8hTgn6XXB1XX71sfIV38Why8PcU8us/Qn69XgV8e0rp6SmlZlNY634I+J/AEfJqZheTK8Aex8LqfiuSUvqv5GD3U8CF5PD1k+Sqr+sWud1Xge8lvybbyI9tD7mx+3Lu98Xkx3WAHMh9K7ky6M/I77XGKbZr4d3FGOpaTQ38W/Ln/V/IlWjfQv5dcJQcuHxrSqlrlVZ1q3wOv0J+/7yNHJw+lDwF8FpgbzlILt3f28lT5D5M/nw8nBzYPyul9IYVjP9PivF/lPweejg5IPpZYMWrlS7jfm8iB+MfJleOPY383r28yb6J/J8gkEP2v+/WuCRJKxNtLDokSVLlFf+b/ufAm1JKL+jtaDqn6DNzB3A+8JiU0qd6PKSBUVTTPYocBHyy1+ORVioi3ghcDfxUSumNvR1Nf4iI/eSeVn+QUvrlXo9HknQmK60kSeoPV5EDq48aWHVORHw7ObC6D/hMj4cjaQ0Vi2fUFztou5pMktR9hlaSJFVcRGxjoQfNmjWvHhQR8YiIeGnkZe3L258CvL24+PqU0tyaD05SL/06+T8D3ptS+myvByNJOlu3lpqVJEmrVDS9/l5yv6jzyb2I3rrojdTMucD/Af5XRHyR3LvqgcCDius/BLTs7yRpcBQLZLya3JT+4eQFGH6jh0OSJC3CSitJkqrrEeTVDoPcHPr7rAZakS+Rm/p/nNyM/HHkxu//BvwS8J0ppcmejU7SWjqX3Jj9IeT/CLgqpdStlQwlSatkI/Y2XHjhhenyyy/v9TAkSZIkSZIGxs0333xPSumixu1OD2zD5ZdfzqFDh3o9DEmSJEmSpIEREUeabXd6oCRJkiRJkirH0EqSJEmSJEmVY2glSZIkSZKkyjG0kiRJkiRJUuUYWkmSJEmSJKlyDK0kSZIkSZJUOYZWkiRJkiRJqhxDK0mSJEmSJFWOoZUkSZIkSZIqx9BKkiRJkiRJlWNoJUmSJEmSpMoxtJIkSZIkSVLlGFpJkiRJkiSpcgytJEmSJEmSVDmGVpIkSZIkSaocQytJkiRJkiRVjqGVJEmSJEmSKsfQSpIkSZIkSZVjaCVJkiRJkqTKMbSSJEmSJElS5Yz0egCSpA44cAT2H4aj47BjO+zbBXt39npUkiRJkrRiVlpJUr87cASuOQjHTsO5G/L5NQfzdkmSJEnqU1ZaSRpcq6k+6qfKpf2HYWwINo/my5tHgdm8vapjliRJkqQlWGklaTCtpvqo3yqXjo7Dpob/g9g0krdLkiRJUp8ytJI0mMrVRxH5fGwob+/mbXthx3aYnDtz2+Rc3i5JkiRJfcrQStJgWk31Ub9VLu3bBTM1mJiFlPL5TC1vlyRJkqQ+ZWglaTCtpvqo3yqX9u6E6/fAJVvg+HQ+v36P/awkSZIk9TUbsUsaTPt25T5UzOYqqcm55Vcfrea2vbJ3pyGVJEmSpIFipZWkwbSa6iMrlyRJkiSp56y0kjS4VlN9ZOWSJEmSJPWUlVaSJEmSJEmqHEMrSZIkSZIkVY6hlSRJkiRJkirHnlaSpP5z4AjsPwxHx2HH9ryyoz3IJEmSpIFipZUkqb8cOALXHIRjp+HcDfn8moN5uyRJkqSBYWglSeov+w/D2BBsHoWIfD42lLdLkiRJGhiGVpKk/nJ0HDY1zG7fNJK3S5IkSRoYhlaSpP6yYztMzp25bXIub5ckSZI0MAytJEn9Zd8umKnBxCyklM9nanm7JEmSpIFhaCVJ6i97d8L1e+CSLXB8Op9fv8fVAyVJkqQBM7L0LpIkVczenYZUkiRJ0oCz0kqSJEmSJEmVY2glSZIkSZKkyjG0kiRJkiRJUuUYWkmSJEmSJKlyDK0kSZIkSZJUOYZWkiRJkiRJqhxDK0mSJEmSJFWOoZUkSZIkSZIqx9BKkiRJkiRJlWNoJUmSJEmSpMoxtJIkSZIkSVLlGFpJkiRJkiSpcgytJEmSJEmSVDmVCK0i4kER8V8i4j0RcWtEzETEbRHxloh4dJP90yKnF7W4j6dGxA0RcSIiTkbE+yLiO7v/6CRJkiRJktSukV4PoLAPuAb4EvBPwH3Ao4HnAc+JiO9OKb2v4TZHgDc2Odbhxg0R8Wzg3cAp4C3ANPAjwA0RcVVK6f916HFIkiRJkiSpA6oSWn0UeHpK6QPljRHxXODtwB8B39xwm1tSStcudeCIGANeB8wAT0kpfabYfj3wCeC1EXFDSmlytQ9CkiRJkiRJnVGJ6YEppb9rDKyK7e8Avgg8IiIuXOHhnwHsBN5cD6yKY98BvAa4FPieFR5bkiRJkiRJXVCJ0GoJM8X5XMP28yLiJRHxGxHxooi4osXtn16c39Dkuvq2PasdpCRJkiRJkjqnKtMDm4qIx5F7Wx1KKR1vuPoxwGtLl1NE/Bnw8ymlmdL2hxXnX25yF19u2EeSJEmSJEkVUNlKq4jYCrwJSOQm7WWvBJ4AnAecDzwL+DjwQuDVDftuL87Hm9xNfds5i4zjxRFxKCIO3X333e08BEmSJEmSJK1QJUOronn6O4BHAdemlN5bvj6l9KsppY+llI6nlL6RUroB+E7gVuDFEfGATo0lpfT6lNLulNLuiy66qFOHlSRJkiRJ0iIqF1pFxAjw18B3Ab+fUrpuObdLKZ0A/gYYJldh1dWrqbafdaOFbSdWNlpJkiRJkiR1Q6VCqyKweivwA8BrUkova/MQ9xTnm0vbFutbtVi/K0mSJEmSJPVIZUKriBgG/hL4IeC1KaVfXMFh6hVWR0rb3l+cP7PJ/s9s2EeSJEmSJEkVUInQKiKGgDcCzwPeAPz8Ivs+suh51bj9x4HvB74GfKx01XuAo8DzI+JRpf0vBV4K3AG8e/WPQpIkSZIkSZ0y0usBFH4H+HHgOHA78DsR0bjPq1NKx4EXAz8eEe8nh1EAu4GnAKeAn0wpzdVvlFKaiYiXAP8A3BQRbwWmgR8BLgSek1Ka7NLjkiRJkiRJ0gpUJbTaWZyfC/xWi33eSA61/hnYATwWeDb5MXwdeD3weymlrzTeMKX0zxFxJXAtORwL4BDw/MaVCSVJkiRJktR7kVLq9Rj6xu7du9OhQ4d6PQxJkiRJkqSBERE3p5R2N26vRE8rSZIkSZIkqczQSpIkSZIkSZVjaCVJkiRJkqTKMbSSJEmSJElS5RhaSZIkSZIkqXIMrSRJkiRJklQ5hlaSJEmSJEmqHEMrSZIkSZIkVY6hlSRJkiRJkirH0EqSJEmSJEmVY2glSZIkSZKkyjG0kiRJkiRJUuUYWkmSJEmSJKlyDK0kSZIkSZJUOYZWkiRJkiRJqhxDK0mSJEmSJFWOoZUkSZIkSZIqx9BKkiRJkiRJlWNoJUmSJEmSpMoxtJIkSZIkSVLlGFpJkiRJkiSpcgytJEmSJEmSVDmGVpIkSZIkSaocQytJkiRJkiRVjqGVJEmSJEmSKsfQSpIkSZIkSZVjaCVJkiRJkqTKMbSSJEmSJElS5RhaSZIkSZIkqXIMrSRJkiRJklQ5hlaSJEmSJEmqHEMrSZIkSZIkVY6hlSRJkiRJkirH0EqSJEmSJEmVM9LrAUiSKurAEdh/GI6Ow47tsG8X7N3Z61FJkiRJWiestJIkne3AEbjmIBw7DeduyOfXHMzbJUmSJGkNGFpJks62/zCMDcHmUYjI52NDebskSZIkrQFDK0nS2Y6Ow6aGGeSbRvJ2SZIkSVoDhlaSpLPt2A6Tc2dum5zL2yVJkiRpDRhaSZLOtm8XzNRgYhZSyucztbxdkiRJktaAoZUk6Wx7d8L1e+CSLXB8Op9fv8fVAyVJkiStmZGld5EkrUt7dxpSSZIkSeoZK60kSZIkSZJUOYZWkiRJkiRJqhxDK0mSJEmSJFWOoZUkSZIkSZIqx9BKkiRJkiRJlWNoJUmSJEmSpMoxtJIkSZIkSVLlGFpJkiRJkiSpcgytJEmSJEmSVDmGVpIkSZIkSaocQytJkiRJkiRVjqGVJEmSJEmSKmek1wNQnzlwBPYfhqPjsGM77NsFe3f2elSSJEmSJGnAWGml5TtwBK45CMdOw7kb8vk1B/N2SZIkSZKkDjK00vLtPwxjQ7B5FCLy+dhQ3i5JkiRJktRBhlZavqPjsKlhRummkbxdkiRJkiSpgwyttHw7tsPk3JnbJufydkmSJEmSpA4ytNLy7dsFMzWYmIWU8vlMLW+XJEmSJEnqIEMrLd/enXD9HrhkCxyfzufX73H1QEmSJEmS1HEjS+8ilezdaUglSZIkSZK6zkorSZIkSZIkVY6hlSRJkiRJkirH0EqSJEmSJEmVY2glSZIkSZKkyjG0kiRJkiRJUuUYWkmSJEmSJKlyDK0kSZIkSZJUOYZWkiRJkiRJqhxDK0mSJEmSJFWOoZUkSZIkSZIqx9BKkiRJkiRJlWNoJUmSJEmSpMoxtJIkSZIkSVLljPR6AJK0YgeOwP7DcHQcdmyHfbtg785ej0qSJEmS1AFWWknqTweOwDUH4dhpOHdDPr/mYN4uSZIkSep7hlaS+tP+wzA2BJtHISKfjw3l7ZIkSZKkvmdoJak/HR2HTQ0znDeN5O2SJEmSpL5naCWpP+3YDpNzZ26bnMvbJUmSJEl9z9BKUn/atwtmajAxCynl85la3i5JkiRJ6nuGVpL6096dcP0euGQLHJ/O59fvcfVASZIkSRoQI0vv0n0R8SDgucD3Ag8HLgHuBg4Cr0gpfbrJbZ4K/A7wBHL4dgh4eUrpvS3u41HA/wCeDmwAPg28KqX0jo4/IElrY+9OQypJkiRJGlBVqbTaB/wBsAP4p+LnjwPPAw5FxHeUd46IZwM3Ao8H3gK8AXgEcENE/KfGg0fEY4F/A54N/F/gj4ALgbdHxL6uPCJJkiRJkiStWKSUej0GIuI5wN0ppQ80bH8u8Hbg8ymlby62jQFfBC4GHp9S+kyx/VLgE8A8cEVKabJ0nA8D3w48K6X0nmLbNuAjwOXF/ncsNc7du3enQ4cOre7BSpIkSZIk6X4RcXNKaXfj9kpUWqWU/q4xsCq2v4McUD0iIi4sNj8D2Am8uR5YFfveAbwGuBT4nvr2iHgk8ETgQD2wKvY/CbwC2AT8WMcflCRJkiRJklasEqHVEmaK8/ra9k8vzm9osm99257Stnb3lyRJkiRJUo9VOrSKiMcBjwYOpZSOF5sfVpx/uclNvtywz6L7p5SOAaca9pckSZIkSVKPVTa0ioitwJuABFxTump7cT7e5Gb1becsc//69nNaXEdEvDgiDkXEobvvvnvJcUuSJEmSJGn1KhlaFc3W3wE8Crg2pfTeXo0lpfT6lNLulNLuiy66qFfDkCRJkiRJWlcqF1pFxAjw18B3Ab+fUrquYZd6xdR2zlbfdmKZ+9e3n2hxnSRJkiRJknqgUqFVEVi9FfgB4DUppZc12a1Z3yoatpX7V7XcPyIuAbbSvD+WJEmSJEmSeqQyoVVEDAN/CfwQ8NqU0i+22PX9xfkzm1z3zIZ9VrK/JEmSJEmSeqwSoVVEDAFvBJ4HvAH4+UV2fw9wFHh+RDyqdIxLgZcCdwDvrm9PKX0W+Ddgb0Q8o7T/NuA3gEngLZ16LJIkSZIkSVq9kV4PoPA7wI8Dx4Hbgd+JiMZ9Xp1SOp5SmomIlwD/ANwUEW8FpoEfAS4EnpNSmmy47c8BHwT+PiLeBtwDXAVcAbw0pXR7dx6WJEmSJEmSVqIqodXO4vxc4Lda7PNGcqhFSumfI+JK4Fpy2BXAIeD5zVYaTCl9IiKeCPx3cr+sDcCngV9PKb2jI49AkiRJkiRJHRMppV6PoW/s3r07HTp0qNfDkKTOOHAE9h+Go+OwYzvs2wV7dy59O0mSJEnqoIi4OaW0u3F7JXpaSZLW2IEjcM1BOHYazt2Qz685mLdLkiRJUgUYWknSerT/MIwNweZRiMjnY0N5uyRJkiRVgKGVJK1HR8dhU0Nbw00jebskSZIkVYChlSStRzu2w+Tcmdsm5/J2SZIkSaoAQytJWo/27YKZGkzMQkr5fKaWt0uSJElSBRhaSdJ6tHcnXL8HLtkCx6fz+fV7XD1QkiRJUmWMLL2LJGkg7d1pSCVJkiSpsqy0kiRJkiRJUuUYWkmSJEmSJKlyDK0kSZIkSZJUOYZWkiRJkiRJqhxDK0mSJEmSJFWOoZUkSZIkSZIqx9BKkiRJkiRJlWNoJUmSJEmSpMoxtJIkSZIkSVLlGFpJkiRJkiSpcgytJEmSJEmSVDmGVpIkSZIkSaocQytJkiRJkiRVjqGVJEmSJEmSKsfQSpIkSZIkSZVjaCVJkiRJkqTKGen1ACRJklRy4AjsPwxHx2HHdti3C/bu7PWoJEmS1pyVVpIkSVVx4AhccxCOnYZzN+Tzaw7m7ZIkSeuMoZUkSVJV7D8MY0OweRQi8vnYUN4uSZK0zhhaSZIkVcXRcdjU0L1h00jeLkmStM4YWkmSJFXFju0wOXfmtsm5vF2SJGmdMbSS1sKBI3DVO+Fxb8rn9iZRP/H9K62dfbtgpgYTs5BSPp+p5e2SJEnrjKGV1G021VU/8/0rra29O+H6PXDJFjg+nc+v3+PqgZIkaV0aWXoXSatSbqoLxfls3u6XEFWd719p7e3d6edLkiSJNiutIuK9EfGTS+zz4xHx3tUNSxogNtVVP/P9K0mSJKlH2p0eeCVw+RL77AT2rGQw0kCyqa76me9fSZIkST3SjZ5W24GZLhxX6k821VU/8/0rSZIkqUeW7GkVEU9v2HR5k20Aw8ADgR8DvtyBsUmDod5Ud//hPKVqx/b8hd9+JeoHvn8lSZIk9UiklBbfIaIGLL5Tafdi3xellP58lWOrnN27d6dDhw71ehiSJEmSJEkDIyJuTintbty+nNUDryMHUQH8NnAQuLHJfvPAfcDBlNJnVj5USZIkSZIkrXdLhlYppWvrP0fEHuDPU0p/0c1BSZIkSZIkaX1rtxH7ceCyLoxDkiRJkiRJul+7odWzgHO6MRBJkiRJkiSprt3Q6jPAQ7oxEEmSJEmSJKmu3dDqlcD3R8STujEYSZIkSZIkCZa3emDZJvLqgQcj4u+Am4G7yKsLnsFm7ZI0wA4cgf2H4eg47NgO+3bB3p29HpUkSZKkARIpnZU3td45okYOqKLhqvJBAkgppeHVD69adu/enQ4dOtTrYUhSbx04AtcchLEh2DQCk3MwU4Pr9xhcSZIkSWpbRNycUtrduL3dSquf6tB4JKm/redKo/2Hc2C1eTRf3jwKzObt6+U5kCRJktR1bYVWKaU3dWsgktQ3ypVG526AY6fz5fVSaXR0PD/usk0jebskSZIkdUi7jdglSeVKo4h8PjaUt68HO7bnKYFlk3N5uyRJkiR1yIpDq4gYiYhLImJHs1MnBylJlXJ0PFcWla2nSqN9u3IPq4lZSCmfz9TydkmSJEnqkLZDq4h4YkTcAJwCbge+1uT01U4OUpIqZb1XGu3dmadCXrIFjk/n8/UyNVKSJEnSmmmrp1VEPAF4HzAD/DPwn4BPAncA3wZcAhwEbunoKCWpSvbtyj2smD1z9bz1VGm0d6chlSRJkqSuarfS6reBeWB3SukHim3vTCl9D3A58PvAtwCv6NQAJVXEgSNw1TvhcW/K5weO9HpEvWOlkSRJkiR1XVuVVsCTyCHVl0rbhgBSStPAr0TEU4Hrged0ZoiSem69r5bXjJVGkiRJktRV7VZabQZuLV2eARqbuNwEPH01g5JUMet9tTxJkiRJ0pprN7S6Hbi4dPlW4LEN+zwAGF7FmCRVzXpfLU+SJEmStObaDa0OcWZIdQPw9Ij4lYh4ZES8CHguYPmFNEjW+2p5kiRJkqQ1125o9dfA5ojYUVz+78Ax4HeBTwGvJ08ZvKZjI5TUe/t25dXxJmYhpXy+3lbLkyRJkiStqbYasaeU/g74u9Ll2yPiMcALgYeQpwv+VUrpaEdHKam36qvl7T+cpwTu2J4DKxuRS5IkSZK6pN3VA8+SUroX+L0OjEVSlblaniRJkiT1XkowPQ8bVx3pVN7gP0JJkiRJkqR+lVLuKTw5B1NzMDUPo0Prosdw26FVRGwAfgDYDZxL85UCU0rphasamSRJkiRJ0nrTLKQi9XpUPdFWaBURDwX+ldy/KhbZNZH7XEmSJEmSJKmVekg1VQ+q1m9I1ajdSqtXAw8F3licbgPmOjoiSZIkSZKkQWVItWzthlZXAv+SUvrpLoxFkiRJkiRpsKSUg6nJWUOqNrUbWtWAT3VjIJIkSZIkSX2vHFJNzeegypBqRdoNrT4AfFs3BiJJkiRJktR36iFVfbqfIVXHtBta/TLwoYj4pZTSq7swHkmSJEmSpOoypFozi4ZWEfFnTTZ/Gvj9iPgF4JPAeJN9UkrJ1QMlSZIkSVJ/Swmm5xcCqqm5vE1dt1Sl1QsWue6K4tRMAgytJEmSJElSfymHVPVqKkOqnlgqtHrImoxCkiRJkiSpV6bmDKkqaNHQKqV0ZK0GIkmSJEmStCYMqfpCu43YJUmSJEmS+svU3JmN0w2p+sJQOztHxG9HxExEXNri+ssiYjoifr0zw5MkSZIkSWrT9Dwcn4I7TsFXj8NtJ+HeSZiYNbDqI+1WWn0/cCCldEezK1NKt0fEe4DnAP9ztYOTJEmSJEla0vQ8TM5aSTVg2g2trgBuXGKfzwNPXNFoJEmSJEmSllIPqabmYHIearVej0hd0G5oNQIsFVcmYOPKhiNJkiRJktTAkGpdaje0+hLwjCX2eSbwlZUNR5IkSZIkrXvT80VANWtItY611Ygd+GvgMRHx6ojYVL4iIjZFxP8GHg28tVMDlCRJkiRJA256Hk5Mw52n4Gsn4OvjcM8EnJ41sFrH2q20ejW5yfovAj8cER8CbgcuA54MPAD4N+APOjhGSdJ6c+AI7D8MR8dhx3bYtwv27uz1qCRJktQpM/MLTdMn5wym1FRboVVKaSoirgReAfw0OcCqO0kOq34rpTTdqQFKktaZA0fgmoMwNgTnboBjp/Pl6/cYXEmSJPUrQyqtQLuVVqSUJoBfiohfBh4BnAMcB76QUprv7PAkSevO/sM5sNo8mi9vHgVm83ZDK0mSpP4wU/SkmjCk0sq1HVrVFQHVZ5azb0T8Z+A/p5QeutL7kyStE0fHc4VV2aaRvF2SJEnVVA6ppuZg3pBKq7fi0KpN5wL+97gkaWk7tucpgfVKK8j/O7dje+/GJEmSpDMZUmkNtLt6YFdExE9ExJ9ExMcjYiYiUtE7q9m+txTXNzv99xa3eVREvCsi7ouI0xHxkYh4bjcfkyRphfbtgpkaTMxCSvl8ppa3S5IkqTdm52F8Ov/n4i0n4NZxuHsCTs8YWKlr1qrSaikvJ1di3VWcHrjE/ifIKxk2en/jhoh4LPAB8mN9G3APuYH82yPipSml/SsetSSp8/buzE3XXT1QkiSpd2YbGqcbTKkHqhJavRD4Ykrp1oh4FfDLS+x/PKV07TKP/cfAFuBZKaX3AETEdcBHgN+LiL9NKd2xwnFLkrph705DKkmSpLU0Ow9T87nK3ZBKFVGJ6YEppQMppVs7fdyIeCTwROBAPbAq7u8k8ApgE/Bjnb5fSZIkSZIqbXYeTs7k6X5HxnOF+12n4ZTT/VQdVam0atfGiPgp4DLgXuCDKaVPN9nv6cX5DU2uq2/bA/x+54coSZIkSVJFzNVyBdXEbK6ompvv9YikJfVraHUJ8GflDRHxf4EXpJSOlzY/rDj/cuMBUkrHIuJUaR9JkiRJkgZDPaSqnwyp1If6MbT6M+BG4LPANPAtwHXA9wNvAb6ntG99ffTxFscaB85Z7M4i4sXAiwF27Nix0jFLkiRJktQ9hlQaQGsVWkVxWrWU0nUNmz4UEd8NfBj47oh4fErpY524r+L+Xg+8HmD37t2pU8eVJEmSJGnF5mowNQcThlQaXGvSiD2ldG1KqWv3lVKaBf6iuPik0lX1CqvtNLcdONGtcUmSJEmS1BFztdwk/a6J3DT9yIncRP3ktIGVBtaKKq0i4tuB3cC5wHCTXVJK6eWrGNdK3FOcby5tq/eyOqtvVURcAmylSb8rSZIkSZJ6qlxJNTWXV/uT1pm2QquIuBD4v8ATWXy6XwLWOrR6QnF+pLTt/cX5M4Hfa9j/mQ37SJIkSZLUG/P11f0MqaS6diutXk2efvde8nS824C5Do+ppYh4GHBnSulUw/bvBH6OPNXvn+vbU0qfjYh/A/ZGxDNSSu8p9t8G/AYwSW7eLkmSJEnS2plvaJxuSCWdpd3Q6ruBD6eUntHJQUTEi4CnFhd3F+e/FhEvKH7+05TSB4HvA14eEQeBW4Ap8uqBzySHZz+TUvpGw+F/Dvgg8PcR8TbyNMKrgCuAl6aUbu/kY5EkVdSBI7D/cO4BsWM77NsFe3f2elSSJGm9MKSS2tZuaDUG3NSFcTwVuLph27NLP99IDp4+BPwD8Djg6cBG4Bi5WupVKaVPNB44pfSJiHgi8N+BHwA2AJ8Gfj2l9I5OPghJUkUdOALXHISxITh3Q25aes1BuH6PwZUkSeqOckg1NQczhlRSu9oNrQ4B39TpQaSUXgC8YBn7fRT40RUc/9PkwEqStB7tP5wDq82j+fLmUWA2bze0kiRJnWBIJXVcu6HVrwHvi4gfSCm9qwvjkSSp846O5wqrsk0jebskSdJK1EOqqXmYnDWkkrqg3dDq2cD7gL+NiPcBnwCa/cWfUkprvXqgJEnN7diepwTWK60g/5G5Y3vvxiRJkvpLLcHErCGVtIbaDa2uLf38ncWpmQQYWkmSqmHfrtzDitlcYTU5BzO1vF2SJKmZWio1Tjekknqh3dDqO7oyCkmSumnvztx03dUDJUlSK+WQamoOpud6PSJp3WsrtEopHezWQCRJ6qq9Ow2pJEnSgnpINVUEVYZUUuW0W2klSZIkSVL/OSukmid3tpFUVSsKrSLiu4GrgW8FtpObsX8c+IuU0j93bniSJEmSJK1ALS0EVIZUUl9qK7SKiAD+DPhJIIA54F7gCuDhwI9ExJtSSj/d6YFKUtccOGKvI0mSpH6XGnpSTRlSSf1uqM39f4FcYXUTsAfYmFK6FNgIPB34IHB1RPxCR0cpSd1y4EheVe7YaTh3Qz6/5mDeLkmSpOpKCSZm4d5JuO0kfPUE3HEKjk/l0MrASup77U4PfCHweWBvSmm2vjGlVAM+GBHPAD4J/Azwhx0bpSR1y/7DMDYEm0fz5c2jwGzebrWVJElSdaSGnlRWUkkDr93Q6uHAa8qBVVlKaTYi/h546apHJklr4eh4rrAq2zSSt0uSJKl3UsrB1OSsIZW0TrUbWk0D5yyxz/ZiP0k6W9X6R+3YnqcE1iutIP9RtGN778YkSZK0HpVDqqn5/DeZIZW0rrXb0+oQ8MMR8ZBmVxbbfwT42GoHJmkAVbF/1L5dMFPL/RDqfRFmanm7JEmSuqc+3e8bU3D7qdyT6vaT+fLkLAZWktoNrX6XXEl1OCJeERHfFRHfVpy/Ari5uP5/dnqgkgZAuX9URD4fG8rbe2XvTrh+D1yyBY5P5/Pr99jPSpIkqdNSyv2oGkOq+yYNqSQ11db0wJTSgYi4Gvhj4NeAa0pXB3ASuDql9L7ODVHSwKhq/6i9Ow2pJEmSOi0lmJ4/s3l6MpiStHzt9rQipfTmiPgH4PuBbyVXVo2TVw18V0rJ7sWSmrN/lCRJ0mC7f2U/QypJq9d2aAWQUjoB/MVy94+IPcCelNJ1K7k/SQNi367cw4rZXGE1OWf/KEmSpH42VQqoDKkkdVi7Pa1W6krgd9boviRVlf2jJEmS+tv0PByfgjtOwVePw20n4d7JhUVtJKmDVlRpJUkrZv8oSZKk/jE9n5ukT83B5DzUar0ekaR1xNBKktp14Ehe8fDoeO7HtW+XQZwkSRoM0/NFQDVrSCWp59ZqeqAkDYYDR3JfrmOn80qIx07nyweO9HpkkiRJ7ZuZhxPTcOcp+NoJ+Po43DMBp2cNrCT1nJVWktSO/YdhbGhhBcTNo8Bs3m61lSRJqrqZ+YWm6ZNzBlOSKs3QSpLacXQ8V1iVbRrJ2yVJkqpmtgipJopV/uYNqST1D0MrSWrHju15SmC90gryH4I7tvduTJIkSXVztSKkms3nhlSS+pg9rSSpHft2wUxtYVnnidl8ed+uXo9MkiStR/M1ODUDd03AkXE4cgLuOp23GVhJ6nNWWklSO/buhOv3uHqgJEnqjZQW+lFNzOYeVZI0oNYqtHoXcMsa3ZckddfenYZUkiRp7cwVVd4Ts7k3VUq9HpEkrYm2QquIeAjwzcDBlNLpYtsI8JvAfwSmgFenlN5Rvl1K6ZPAJzsyYkmSJEkaZPVqqomimmrWaipJ61O7lVYvB54FXFradh3wa8Bscby3RsSxlNL7OzNESZIkSRpwM/MLzdMnraaSJGg/tHoy8J6U0jxARAwDLwFuBr4DuAj4CPAywNBKkiRJkpqZr51ZTWXTdEk6S7uh1cXA0dLl3cB5wB+mlE4BpyLiXcB3d2Z4kiRJkjQAUoKpUjXV9FyvRyRJldduaDULjJYuXwkk4L2lbfcAF65uWJIkSZLUx+p9qabmclg1OUf+6iRJWq52Q6uvkqcB1j0X+GJKqVx99SBycCVJkiRJ60M5pJosgipDKklalXZDqz8F/jAiPgpMAt8G/HrDPruAz3ZgbJIkSZJUTbVUCqgMqSSpG9oNrV4HPAx4Qeny79evjIhvBx4JvKkTg5MkSZKkSqg1VFJNG1JJUre1FVqllGrALxenZj5Obsx+epXjkiRJkqTeMaSSpJ5rK7SKiJ0ppSOtrk8pzQAzEfFs4F9WOzhJFXXgCOw/DEfHYcd22LcL9u7s9agkSZJWrh5S1YMqV/eTpJ4banP/GyLiosV2iIjvBd658iFJqrQDR+Cag3DsNJy7IZ9fczBvlyRJ6hfzNTg1A/dMwq3j8LXjcOcpODFlYCVJFdFuaHUJ8K8RcU6zKyPi+4G/A25d7cAkVdT+wzA2BJtHISKfjw3l7ZIkSVVVS2eGVLecyP/5dmIKZuZ7PTpJUhPtNmL/T8A/Ae+OiGemlCbrV0TEDwFvAb4KfEfnhiipUo6O5wqrsk0jebskSVJVpNJ0v0mn+0lSP2q3EfvBiPhhcjXV30XEf0wpzUXE84C/BL4IfGdK6VgXxippNTrVh2rH9vy/kptHF7ZNzuXtkiRJvZISTM3D5GzRl8rG6ZLU79qdHkhK6R+AnwKeBbw5In4K+Cvg88CVBlZSBXWyD9W+XTBTg4nZ/MfhxGy+vG9X58ctSZK0mJl5OD4Fd5yCr52A20/CN6ZyI3UDK0nqe+1ODwQgpfTmiDgXeA3wQ8CngL0ppXs7ODZJnVLuQwXF+Wze3m611d6dcP2e9b16oKsnSpLUG/O1XEV1uqimmq/1ekSSpC5aNLSKiKcvcvWngH8Angz8N+BREXH/lSml93digJI6oNN9qPbuXL8hTb1qbWzozKq16/es3+dEkqRuKfelmpi1YbokrTNLVVrdyNJ1tQH8TZPtwysZkKQuGMQ+VL2qdupk1ZokSTrbdKkv1YTT/CRpPVsqtLoO/5WQ+t++XbkaiNlcYTU51999qHpZ7eTqiZIkddZ8LYdTE075kySdadHQKqV07RqNQ1I37d0Jz3sEvPYTcGoWto7Czz62fyuDelntNIhVa5IkraX6lL+JuVxR5ZQ/SVILba8eKKkPHTgCb/s8XLwZHnVBPn/b51e2emAVHB3P1U1la1Xt5OqJkiS1b7pY5e/2U/DVE3m1vxNTBlaSpEWtKLSKiN0R8cqI+H8R8Z7S9p0R8cMRcX7nhihp1cqVSRH5fGwob+9HO7bn/6EtW6tqp/rqiZdsgePT+dwm7JIknWmuBidncnXy107A18fh3slcWWX3EUnSMi3V0+osEfG/gX3kBuxw5r86CXgr8DLgf616dJI6Y9D6MPW6R9d6Xj1RkqRmUiqm+znlT5LUOW1VWkXEzwMvBd4JPBr4n+XrU0pHgQ8D39+pAUrqgF5WJnWD1U6SJPXe9Dx8ozTl706n/EmSOqvdSquXAP8O/HBKqRYRM032+Rzw3asemaTO6XVlUjdY7SRJ0tqaq+W/IU4Xq/zVXOVPktRd7fa0+ibgQEppsX+h7gEuXPmQJHWclUmSJKldtZQDqrsnckuBIyfgrtNwesbASpK0JtqttJoEti2xz07gGysbjqSu6WVl0oEjuen70fE8JXHfLgMzSZKqaKroSzUxC1Pz2DRdktRL7VZaHQK+JyI2N7syIi4iTw28abUDkzQgDhzJUxOPnc7N4I+dzpcPHOn1yCRJ0lwNxqfhzmKVv9tOwn2TObwysJIk9Vi7odWrgMuAf4yIx1CsIBgRQxHxeODd5EqsP+joKCX1r/2HYWwINo9CRD4fG8rbJUnS2pqvwakZuKs05e/uCaf8SZIqqa3pgSmlf42I/w94JfBxoL40yGRxrBrwn1NKH+roKCX1r6PjucKqbNNI3i5JkrqrlvJ0v8k5mJx1ZT9JUl9pt6cVKaVXR8QNwM8CjwfOB8aBjwKvTSn9e2eHKKmv7diepwRuHl3YNjmXt0uSpM5K5ZBqDqbtSyVJ6l9th1YAKaXPAC/t8FgkDaJ9u3IPK2ZzhdXkHMzU8nZJkrQ6KeWG6ZNF4/RJe1FJkgbHikKruog4H9iSUrq1Q+ORNGj27oTr97h6oCRJnTJVqqSamsvBlSRJA6jt0KoIqq4Dfhi4gPxfOSPFdU8ArgV+K6V0c+eGKamv7d1pSCVJ0kpNF5VU9aDKkEqStE60FVpFxCXAh4CHAIeAu4BvLu3y78CTgJ8ADK0kSZKkds3MLzROn5x3VT9J0ro11Ob+1wGXA89JKT0BeEf5ypTSFHAQ+M6OjE6SJEkadDPzMD4Nd56Gr52AW8fhngk4PWtgJUla19qdHvh9wLtSSu9aZJ9bgKevdECSJEnSQJur5UqqiWLK37zBlCRJzbQbWl0AfHmJfWrAxpUNR5IkSRow87WFflSTczA73+sRSZLUF9oNre4E/sMS+3wrcGRlw5EkSZL6XEpFJVXRl2rGkEqSpJVoN7T6J+CFEfGElNJHG6+MiGcC3wG8shODkyRJkvrC1NyZ1VS4wp8kSavVbmj1cuAq4MaIeC2wEyAifgJ4IvAi4OvA73VykJIkSVKluMKfJEld11ZolVK6PSL2AG8Cfql01RuBAA4BP5ZSurdTA5QkSZJ6rt6XaqKopJpzyp8kSd3WbqUVKaUvAE+MiMcBjwfOB8aBjzabMihJkiT1HftSSZLUc22FVhHxZ8D7gPenlG4Gbu7KqCRJkqS1Zl8qSZIqpd1KqxcAVwNExFHgRuAgOcT6akdHJkmSJHVTLcHELJyezRVV9qWSJKlS2g2tLgX2kFcIfDo5wLoaSBFxGznAOggcTCl9qZMDlSRJklZtrnZmUGU1lSRJldVuI/ZjwNuLExFxEXAlOcC6EvhR4MfI//q33S9LkiRJ6riZ+RxSnZ6F6blej0aSJC3TqoKllNLdEXEzsBU4B3gAcAF5JUFJkiRp7ZWbqJ+edaU/SZL6VNuhVUQ8jFxVtac4PZAcUn0JeCcLfa4kSZKktTFfy0HVqdk8/S857U+SpH7X7uqBt5GrqQC+CPwjRUiVUrqjs0OTJEmSFjEzv9Cfamoe+1NJkjRYVtKIHeB9wNuAG224LqnvHDgC+w/D0XHYsR327YK9O3s9KknSUmbmYXoepuZyVdWs0/4kSRpk7YZWP0GeEngl8DryqoF3kKcD3oghlqSqO3AErjkIY0Nw7gY4djpfvn6PwZUkVcl8LVdPTc/l86k5p/xJkrTOtLt64JuBNwNExKXAd5BDrKeTVw6sh1g3ppR+vMNjlaTV2384B1abR/PlzaPAbN5uaCVJvVOuoJqet3m6JEla+eqBRQ+rtwBviYgdwPOAXwYuIwdYhlaSqufoeK6wKts0krdLktZGSmeGVFPzUKv1elSSJKliVhRaRcSDyVME66fL61cBX8bVAyVV1Y7teUpgvdIK8hemHdt7NyZJGnQpLUzxm5xzqp8kSVqWoXZ2jog3RMRXgFuANwE/BcwAf0KurHpgSumbUko/0+ZxfyIi/iQiPh4RMxGRIuLKRfZ/VES8KyLui4jTEfGRiHjuIvs/OCL+MiLuiojJiPj3iPjZiIh2xilpAOzbBTO1heXQJ2bz5X27ej0ySRosU3PwjSm4/RR89QTcfhLum4TJWQMrSZK0LO1WWv0U8FngteRqqoMppWMdGMfLgZ3AXcXpga12jIjHAh8gj/1twD3Ac4C3R8RLU0r7G/Z/MPAR4BLgb8iB27OBPwYeBrysA+OX1C/27sxN1109UJI6a2Y+V1FNzsKk0/0kSdLqRWrjf7oi4sKU0j0dH0TEXuCLKaVbI+JV5N5Y35FSurHJvh8Gvh14VkrpPcW2beRg6nLgiqLfVn3/t5L7bb0wpfRnxbZR4F/IUxsfl1L6+HLGuXv37nTo0KGVPkxJkqTBMV/LIdVEMeXPxumSJK2d0eGBanESETenlHY3bm9remA3AqviuAdSSrcutV9EPBJ4InCgHlgVtz8JvALYBPxYaf9zgB8EvlQPrIr9Z4HfJvfg+ulOPQ5JkqSBlRKcnoV7JuHWcbjlRO4ReHLawEqSJHXFilcP7JGnF+c3NLmuvm0P8PvFz08CRoH3NNn/w8DpYn9JkiQ1qjdOn5jNjdSxF5UkSVo7/RZaPaw4/3LjFSmlYxFxqrTPUvvPR8TXGvY/S0S8GHgxwI4dO1YyZkmSpOpLCaaLFf6miml/NkyXJEk91G+hVX3C5niL68eBc9rcf1NEjBZTBs+SUno98HrIPa3aG64kSVJFzdWKgGoepuespJIkSZXTb6GVJEmS2nVGFVVxPu/qfpIkqdr6LbSqV0y1apG/HSg3dF/O/pOtqqwkqXIOHIH9h+HoeF4tZN8u2Luz16OSVDUz8wsh1XTxs1VUkiSpz/RbaFXvTXVWH6qIuATYypn9qxbbfxh4CE36XUlSJR04AtcchLEhOHdDXrXrmoNw/R6DK2k9m68tTPGbns8/16yikiRJ/a/fQqv3F+fPBH6v4bpnNuwDeYXAWeAZTY71JGBLw/7S+mPlTv/YfzgHVptH8+XNo8Bs3u5rJq0fM/MLq/pNz8PsfK9HJEmS1BVDvR5AO1JKnwX+DdgbEfcHURGxDfgNYBJ4S2n/E8DfAv8hIn66tP8ocB25Tv4NazN6qYLqlTvHTp9ZuXPgSK9HpmaOjsOmhv9r2DSSt0saTCnBxCx8YwruOAVfOwG3jsPdE3BqxsBKkiQNtEpUWkXEi4CnFhd3F+e/FhEvKH7+05TSB4uffw74IPD3EfE24B7gKuAK4KUppdsbDv+rwJXAn0TEs4GvAd8FfCvw+ymlj3f+EUl9wsqd/rJjew4W668X5EqLHa3a9knqO7WUP9eTcwv9qOxFJUmS1qlKhFbkwOrqhm3PLv18IzmoIqX0iYh4IvDfgR8ANgCfBn49pfSOxgOnlG6NiG8HXlEccxvwJeDngdd29FFI/eboeK6wKrNyp7r27cqVcMzm12lyDmZqebuk/pRKIdXkXO5LJUmSJKAioVVK6QXAC9rY/9PkwGq5+x8FfrzdcUkDz8qd/rJ3Z266bg8yqX/VQ6p6T6opK6kkSZJaqURoJalHrNzpP3t3GlJJ/WZ2Hibmcm+qybkcXEmSJGlJfdWIXVKH1St3LtkCx6fz+fV7DEUkaTXqzdPvmcxVkUfH4Z6JvM3ASpIkadmstJLWOyt3JGn1rKaSJEnqOEMrSZKkdtXSQkA1MQdz870ekSRJ0sAxtJIkSVqOevP0iVkbqEuSJK0BQytJkqRmZucXKqkm56BW6/WIJEmS1hVDK0mSJIDp+YVqqqk5mDekkiRJ6iVDK0mStP6k1BBSzVtJJUmSVDGGVpIkafDVQ6rJUiWVK/xJkiRVmqGVJEkaTOWpfpOGVJIkSf3G0EqSJA2G6XmYnF2opjKkkiRJ6muGVpIkqT/NFD2pJmZh0p5UkiRJg8bQSpIk9Yf5Wq6gOl1UU7m6nyRJ0kAztJLUHw4cgf2H4eg47NgO+3bB3p29HtXKDNJjkbpprnZmX6qZ+V6PSJIkSWtoqNcDkKQlHTgC1xyEY6fh3A35/JqDeXu/GaTHInVSSjmYOj4Fd56GW07AkRP5MzI+bWAlSZK0DhlaSaq+/YdhbAg2j0JEPh8bytv7zSA9Fmk15mt5mt+9k3DbSfjqiXx+7yScnnHqnyRJkpweqAHmFKzBcXQ8VyWVbRrJ2/vNID0WqR1O9ZMkSVKbrLTSYHIK1mDZsT1/0S2bnMvb+80gPRZpMTPzeVrfsdNwZNypfpIkSWqboZUGk1OwBsu+XTBTy8vap5TPZ2p5e78ZpMcildVDqno/qlvH4e4JODUDc4ZUkiRJap+hlQbT0fE85arMKVj9a+9OuH4PXLIFjk/n8+v39Od0z0F6LFrfZufh5EyuniqHVPajkiRJUofY00qDacf2/EVq8+jCNqdg9be9O/Op3qvsV2/sTa+yTvRKqz8WqZ/M1fLv0YlZmJq3ekqSJEldZ6WVBpNTsAZTr3uV9fr+pbU0X8tT++6ayCHtkRNw12mn+0mSJGnNGFppMDkFazD1uldZr++/Gw4cgaveCY97Uz43gFu/6iHV3UVIdUvROP3kdJ4KKEmSJK0xpwdqcDkFa/AcHc8VTmVr2aus1/ffafXKsbGhMyvHDHjXh1pamOo3OeuKfpIkSb0yOw/jM7lfaOP5ycbL08X5LIwMwSdf0OvRd5WhlaT+0eteZb2+/0677qY89WuuBhuG4aJNC5VjhlaDp5by+3VyzpBKkiSp08rBU/10YongqX55aoV/lwX5b7yh6OhDqRJDK0n9Y9+uXAnEbK5wmpxb215lvb7/TjpwBL7wjfy/M8MBszW47RRctqV/K8d0plQOqeZgeh5IvR6VJElSdTULnlpWQHUoeGpmbAi2jcH2Dfl82xhsHzvz5/M2whXn5r/5MLSSpN6r9ypb7ep9/Xr/nVTvz1Uj9+cK8s/HJuFxl/R4cFqRekg1VYRUU4ZUkiRpHZqrnRk8jU+fGUC1DKWmuxM8nRU6bcg/l0OoxlBq4zKimtHh/p3x0QZDK0n9pde9ynp9/51ydBwesCVXV9XIJcUp9W/l2HqUUv7DaqpUTWVIJUmSBsFSwVNj6FTeNjnXuXEsFTw1bm83eNKSfBYlaT2q9+d60Lbc12pmPk8T/A/nDUYoN6jur6IqzpMhlSRJqqh2g6fyeSeDp9Gh5gFTY/BUv87gqVJ8BSRpPar35xobgoees9Cf67ee3OuRqWxq7sxKKkMqSZK0luZqcKpJNdP4MoKoiQ4HT82m0Z3V66lJBdSG4dwOQ33J0ErqdweODEaPJa2tQerPNUgMqSRJUqeVg6emDcWbXZ7OlzsZPI0MNa9matZkvBxCbRuDjQZP65WhldTPDhxZqJY5d0Oe7nXNwRxGGD5oKYPSn6tflXtSOd1PkiQtpjF4qp9O9DB4WjRsMnhSZxhaSf2svgLc5tF8efMoMJu3r+cwwuozVdF8bWFVv6k5mHZ1P0mS1pVWwVOrqXdrFTy16udk8KQKMLSS+tnR8VxhVbZpJG9fr6w+U1XMzOdgqt44fbaDSyhLkqTemK/Bqdmzezo1hk7dDp6Go/UUu3rA1Hj9OQZP6j+GVlI/q68AV6+0gvwFecf23o2p11ZbfWaVVrX0y+sxXzuzgmrKqX6SJFVWY/C0WEPxxv5Pp2c7N47Fgqfy6nbNqp82jRg8aV0wtJL6WX0FOGbzP1z1FeD27er1yHpnNdVnVmlVS1Vfj5RyMFWvopqehzmrqCRJWlPtBE+N1U+9CJ6aTcEzeJKWZGgl9TNXgDvbaqrP1nuPsKpVNVXl9Sj3opouzu1FJUnS6tWDpzMqmpYInuo/n+pw8NR0mt0iwVP93OBJ6ipDK6nfuQLcmVZTfbaee4RVsaqpV6/HdGlFvymrqCRJWlQt5ebiy1nNrjGY6nTwtLVFQ/GlVrbbbPAkVZWhlTSoqlY1s1ZWU322nnuEVaWqqWytXo/peZiczceetBeVJGkdagyeGvs4tVzZbibfrlP/dBo8SWpgaCUNoipWzayllVafreceYVWsMuvW6zFXg4nZvILP1FyemiBJUr9rFTw1W81uLYOnllPuDJ4kLc3QShpEVaya6aXlVp2t5x5hVawy69TrUe9JVQ+pZp3uJ0mqqKWCp1YhVKeDp6GAraNFtdOGxaudDJ4kdZGhlTSIqlg10yvtVp2t1x5hVa0yW8nrkdLCVL/Judw8XZKktVJLeXW6pqHTdOtpd/VTN4KnpVa2awyiNo/m20tSjxlaSYOoilUzndROvy6rzpan36vMpufzlL96UOXqfpKk1VhO8NRqdbtTs/n2ndBO8NQ4Bc/gSdIAMLSSBlFVq2Y6od3KKavOlq+fqsxm5xem/E3OQc2+VJKkBrWU/0OjaT+nNQyegiZB0yLBU3nancGTpHXO0EoaRP1eNbOYdiunBr3qbL0o96WanIM5+1JJ0rqQUv7dPz7dekpd+bpuBk+NzcVbhVD1HlD1y1sMniRppQytpEHVT1Uz7Wi3cmqQq84GWb0v1cQcTM7CjCGVJPWtcvC03NXs6pdPzcB8F4Kn+umcRaqfyj9vHTN4kqQeMLSS1F/arZwa5KqzQTFfy0Hi7HzuTTUzD1Pz2JdKkiqkVfC02Gp2axU8LbqancGTJPUzQytJ/WUllVODWnXWb2opB1Iz8/k1q/88bz8qSVoTywmeWm0zeJIk9YChlaT+YuVUfyhXTc3Mw3TNPlSS1An14OmMCqclmop3I3iCvKpd06biY3DOhhb9nooeT8NDnRuHJGlgGVpJ6j9VqJw6cGR9B2f1x3/kBDx4O7zoMfDEy4qAaj5/qZIkNdcseGpnZbu1Cp7OqHZqaC6+1eBJktR9hlaS1K4DR/IUxbGh3BT+2Ol8+fo9gx1c1VIOpP71a3DtTTASubfYbSfhNz8AL3sCPPmyXo9SktZGfcGIlk3F1zB42jK69Ip25eCpvt3gSZJUcYZWktSu/YdzYFVvBr95FJjN2wcltKoHVNNzuSn6zHye8gfwxx+H4YCNxT8hm0aAOXjzZ/LlN38Gbj8Nl22B5z/KIEtSdTUGT2edr3Hw1Cp0MniSJK1ThlaS1K6j47nCqmzTSN7er+o9qCbnYGouh1St3H46f1Eq2zgCXz0Or/oojA7l6++ZzJetwJLUTSnlcP1ki95OzZqL1/ftdPC0eaQImDYsEjo1CaW2jsGIwZMkSY0MrSSpXTu25ymB9UoryGHPju29G1M7UlFFNVVUUU3NtbeC32VbciC1qfRPyNQczCbYPrSwvVyBtZah1Ydut9qrn/n6rU9LBU/NpuCVr5/r4CqkrYKnZucGT5IkdZWhlSS1a9+u3MOK2RzMTM7BTC1vr6J6FVV9mt/U3OoapT//UbmCirlcYTU1B7O1XGG1seGflY0jOXxYKx+63Wqvfubr19+WGzy12rZWwVOz6ieDJ0mSKsnQSpLatXdnbrpexdUD6wFV+VRr+CK42kqWJ1+WQ4TGY7z5M80rsC7b0pnHthxv/kwOPHpd7aWV8fXrvXolZtOgabp1b6duBU+tGorfHzy1CKUMniRJGgiGVpK0Ent39jakqqVcNTUzn6u8ZloEVI06Vcny5Mua79+sAuv5j2rroa1Kq35ba1ntpZXz9eucqbnmwVOz1e0a95td4+CpscH4doMnSZKUGVpJVXXgSDUrefrJIDyH87UcStUrqGaLgKqdHlRlS1WyrKYKq1UF1lpWyLTqt7WW1V5aOV+/M03NLaOfU4vqp5kOBk+bRpZuJN5qZTuDJ0mStAqGVlIVHTiSeyaNDeVV6o6dzpev39N/oUuv9MtzOF/LQdRccZqtLWybra2u91Qzi1WydKIKq1UF1lpp1W9rLau9tHKD+Po1Bk9N+zmtUfC0VD+nZsHTtlEYHe7cOCRJktpgaCVV0f7DOWypr063eRSYzdurFLhUWZWew3K1VP28HkrR4VBqKYtVsvzhYbh3Ko93bBjO35ADrH7qJ1SFaq8q6pcV+ar6+k3PLwRJJ6abVDst0u+pk8HTxuGGgGlD8xCqsdeTwZMkSepThlZSFR0dz9VBZZtG8nYtz1o/hyktTN1rPO90tdRqtKpk2XUJvOFTMDwEQ5G3HZuAizf3Xz+hXld7VU2/rcjXrdevHDwttrJdY+h0cibftlPaCZ4aK6EMniRJ0jpjaCVV0Y7teTpbvUoIYHIub9fydPo5TGlh+t5cafpe/eelGqBXxWIr/40OQQ2IgCD/fM8UPPqCHg9aqzJIK/ItJ3g6OQMnehg8LTYFb9tYrmKUJEnSshhaSVW0b1fuv8Rs/oI5OZenmOzb1euR9Y+VPIfl/lL1Sqlyn6lB0ayS5ZUfhYs25eqqGrnaitT//YRUvRX5ZuZLVU2LBE/NVr7rZPC0YbhJNdOG5hVOjdsMniRJktaEodV6dHwqf3kfChgiV1UMFadocnmodFlrY+/O3DC831e+66Vmz+EvfBs87UFwerZUNTXfvabn/aTe6+qSLXDfVO67NRSw85zOVeP0S1+lQdONFfnKwdNSoVNjMNX14GmJBuPbx2DrWL6tJEmSKi3Sev6S1qbdu3enQ4cO9XoYq3fHKZiYXdlty4HW/SeAhpDr/vOGMKzpeYvrpHbN16CWYK4+lW+Aq6U6rdz3qNzrqlN9j7p9fLXW6rn/pd3wqAtar2p3xuWGJuNTPQ6e6j8bPEmSpPVqdHig2sdExM0ppd2N2620UntSgvkEHfy+0lpD+FUOuIZKl+uBWavQzMCs/9SK0Gk+5aBpvrhcK95/KeWf65draX1XSXVCt1dtG6S+SlUyO988aGqsgDpvExw5kQOr+u+6Xz3YuXFsGD67d9M5Bk+SJElaHUMrVViCRA4lemIZQddZVWctTs1uN6jhWK0UKCUWAqX65dTk+vlaro6qh1MYQPVEN1fdq1pfpSppFTw1DaE6UfHU4vM1NnRmmFQOmhrPDZ4kSZK0BgytpJZKIUs3RUNF2Bl9xqBlJVljmEaLbcVDuf9x1B9O+XHVr2/c7/5tDdenlJt1lwMqq520mG70VaqSuVpD0DTduvKpsd9TJ6fajQ21qG7a0LyhePnyRv8kkCRJUrX4F6rUa8mwR+vA8x+V+yoxd2ZfpSqtTLhU8LTYFLzJuc6NY6ngqVUVlMGTJEmSBox/3UqSuq/bPbPq2g2eyuedDJ5Gh5oHTI3BU/06gydJkiTpLP5lLElaG8vtmTVXg1MtGoqXQ6hmQdREh4On5a5m1xhQbRge3L51kiRJ0hoxtJIkdV45eGpW1dQ0dJrOlzsZPI0MNa9mOit4atJgfKPBkyRJktRLhlaSpOYag6f66UQPg6fF+jkZPEmSJEkDxdBKkgZZq+Bp0QqoNQqemlVAGTxJkiRJKhhaSVLVzdfg1GwpYJo+O2hq7P/UjeBpOFpPsasHTI0BlMGTJEmSpBUytJKktdAYPC1nZbv6ttOznRvHYsHTiRn4/L35Pi/YBN/1EHjSZQvXbxoxeJIkSZK0ZgytJGm5VhI81c/XKnjaNgbbmqxmt1Tw9KHb4VUfzSvmPWALTM3Bu74EDzsP/sN5nRu7JEmSJC2ToZW0nn3odnjzZ+D203DZFnj+o+DJl/V6VN1VD57OCJWWETydnMm365ThaDHNbpHgqX7ejYqnN38mB1abin8WNo0Ac3n7Wrwn1uN7UZIkSdKiDK2k9apcWbN9DO6ZzJdf9oTqhwW1lJuLt+rndFavp+nuBU9bWzQUX2plu80Vm2p3++k8xrKNI3l7t/Xze1GSJElS1xhaqdqsvuieXlfWNAueFguh7jwFd03AbA1SB8fRGDwtGjZVPHhajcu25LBoU+mfham5vL3bev1elCRJklRJhlaqruVWXxhsrUwnKmtqCd57FN72ObjzNJy3EZ70wPw6LFb9dHImB1adCp+aBU/N+jkNevC0Gs9/VP58MZffB1NzOSB8/qO6f9+9rPKSJEmSVFmGVqqu5VRfOK1o5eqVNRuHc/g0n2BiLoc5B440D5pOLBE83TMFXzq+svEMBWwdLUKmDWcGTx++Dabm81iHI+87V8sr3P3vvQZPnfDky/LnphcBcC+rvCRJkiRVVt+GVhGxWI3Gz6SU/rRh/6cCvwM8ARgCDgEvTym9t3uj1Kosp/rCaUVZLeXV6ZpNszs5ffZKdidn4O4JuG/q7GqnOyfgv35w5WMZAkaH4aHnLL6yXWP10+bRHEY1c9W74JLNUL46AfdOwZbRlY91NQaxwu/Jl/XmMfSyykuSJElSZfVtaFU4AryxyfbD5QsR8Wzg3cAp4C3ANPAjwA0RcVVK6f91eZxaieVUXwzStKLlBE+tVrc7NZtv3wnliqdWTcXrwdOrPgbbRnP10/BQDqyIPKY//+7OjAeqV4ljhV9n9bLKS5IkSVJl9XtodUtK6drFdoiIMeB1wAzwlJTSZ4rt1wOfAF4bETeklCa7PFa1aznVF1ULM2oJJmZb9HNaw+ApWLqReD14arxuyyIVT43+9gv5+R8bXtg22YXnv5uVOCupmGpW4TcxCb/9wfwc9iJ06VTlV+Nxdl0Ch491P0zqVZWXJEmSpMqKlDq5DNfaKaYHHkwpXbnEft9DrrL605TSzzRc95vAy4EfSin97VL3uXv37nTo0KGVD7oq7jiVg5V+sNQX8XLFSznMWE3FSyp6O51oETKNT69d8LS1IVRqVf1U7wG1kuBpNbrx/C92X52uxFnp+K96V36u60/xqRk4NpFf+4ed193noZOPY6njfGMqh5IXbITzN63945IkSZLU3Ogw7Nje61F0TETcnFLa3bi93yutzouIlwAXAHcB70spfaVhn6cX5zc0uf0N5NBqD7BkaKUeWKr6otW0oiddmqfajTcJnhrPG68/NZObkndCY/C05Gp2pZ+3jq1N8LQaazmtqxuVOCvtidZY4XffdO6xtWEkv+Zr3VutU73dGo9zaja/B0/P5d+y67VnnCRJkqSe6PfQ6jHAa0uXU0T8GfDzKaWZYtvDivMvN7n9lxv2OUtEvBh4McCOHTtWN1q1p17x1Cx4agyfRobhvI1wbBL+24fWJnhqdt6PwdNq9fO0rpX2RGucrjg9l98n529s7zid0qnebo3HmZ3P79+Z+dUdV5IkSZJWoJ9Dq1cC7wC+RP66uBv4XeCF5P5VP1/sV6+XG29yjPq2c1rdSUrp9cDrIU8PXPWo15vlBk/NKqDWKnhaKoTaMpqbjFdVv61iV6XxrrQnWmOF2aZR2DySG9i3c5xO6VRvt8bjjA7nwKrcs6yXPeMkSZIkrSt9G1qllH61YdMNEfFR4FPAiyPiupTSnT0Y2uCpB08tg6aGQKpx2l2ngifIoUDTpuJjcM6G1tPwqh48rVS/rWJXtfGupsF7ucKs/rgmu9AofjmaPo4EV39LDp6GIge3EQt9uM4oACwuvOhb4X98GKbn83G2j8Jdc/lzF5GPO5fghY+BzaN5SiTk3xGNWn3s6/umhv3O2p6Kn/2/AkmSJGm96tvQqpmU0omI+BvgvwBPAP4fC9VUzTqU1bedWIPhVcMdp+AL98FdE+2tbLdWwdMZ1U8NzcW3rkHwVKUqoOXoVC+jtbLa8Xb69Wm3J1dEPg0FDLHw8zN25sfy55+C207Cg7blAOjKBxeBUREWDZVuXw6PIpr/TOlyo3JQ9NBz4bKtsP8wHB3PDRn37YK9O9t7Pn7o4Xmabf04Dzsfrn4g3HTb6o67WvUA66zzhn3u/3mRbdAQ2DVRKwVoze67tsixGwO8evBWH2/9OLUWj8mQTpIkSbrfQIVWhXuK883Feblv1eGGfRfrdzWY/tM74ZYOZHRbRpde0a4cPNW3r0XwtFJVqwJajk71Mlorqxnvql+fgOHiNDKUg6PhIfjeh8J/vKIIosqhVBFMlbcv5ocenk9rpXE8e3d2JkxqdpyXrf6wq3J/hdiA94erKwdZcHZQd3/Atci+Z91uids3BmuL3W/59oZskiRJ6qJBDK2eUJwfKc7fD1wDPBN4e8O+zyztsz6cu2Hh53LwtOjqdn0UPK1Gv1UtQed6Ga2V1Yy35evzWXj6g2GkCKNGhs4MpuqXB+E9e+DI6qupVH39FtI1C7Nqqflpvsm2ZuEYYAWaJEmS+jK0iohHAl8urRBY3/7jwPcDXwM+Vmx+D3AUeH5EvDql9Jli30uBlwJ3AO9eq7H33F9+D9w3tfClXgv6rWoJVteTqRdWMt7hoRxW3Xk69y0bCqD4Uj86BHdPwM5ms38HzIEjcM1BGBvK4fOx0/ny9XsMrtRbaxWy1cOsptM34ayqs/o+NGxrtr0xLKtflzjz+sUq1Opja5wCWivvIEmSpHb0ZWgFvBj48Yh4PzmQgrx64FOAU8BPppTmAFJKMxHxEuAfgJsi4q3ANPAjwIXAc1JKk2v9AHrmAVvz384Ts70eSfX0W9UStN+TaTFr0c+r2Xh/4tGw58ELVVKjpfPRoYVpcA85Nwc1m0sr9E3M5YqjQdOsomr/4RxY1R//5lFgNm83tNJ6UP9dMNwnFWiNGgOt8onGbaXLqaFCbd4QTJIkrR+Rmq36VHER8V3k4OqxwCXk8O3r5Kqq30spfaXJbZ4KXAt8O/m/gw8B16WU3rvc+929e3c6dOjQaoffe3ecMrRqptwzqVwFVOWeVp2yFo99ZDiHLqMN58udtleuNNo0klfqm6kNXqVRq8d5eiY3Wy/3skoJjk/DzVf3bryS1l45yGo25fL+bbUcgM3XSkFYrdejlyRJnTA6PFD/gR8RN6eUdp+1vR9Dq14xtFoHqrZ6YDfHUz72yRnYNAwXbFq4fnIOLtwEf/jM1scoi1JPqXKl1NjwmRVTq1GuQNo6mo95cmaw+jtd9c6zK8ruOg13Tea4feMIXLQp95qbmIVLtsA7r+rZcCX1oVpaCLLmawtTGes/zzf2KStNgyxXjN1/LKu/JElac+sktOrX6YFSdzz5supUVXVzNcPGY991GqbnYMMwbC36ejX28xoaytcPx8IUvuHSdL6hNZiyU1/ZbpD7Ox0dP3PBhPFpuHcKSDmkm56H207larixkRzWSVI7hgKGhosLw4vuumytqr/KQVg98CpPfyxPg5QkSWpgaCVVVTdXM2w89oYRmJmH+6Zh64Zc0TM9lxucX7q1CKsq1Lh/kPs77dh+ZqXV3ZO5gGHTKFy8Ge6ayIHVxBz8r739/3glDYaIvIrraqQ2VpRsbLjfrFF+q2b6ZzTdb7HPWeMoVZ1JkqQ1Y2glVVU3VzOsH7u+6tdFm+C2kzmoGhvKUwNrwC/tPnOaWlU0ViNBDuCOjvdmPJ20b1euGmM2P6apufwaXbwZto3lU72XlYGVpEES0R+N9uvhWsvKMhYqzBr7jFlRJklSWwytpKrq9GqGo8O5YmrDMFx+Dtx9GjYWodi5wzBXg1OzOQypeo+oxmokyEHbcuZ0N1uZr9njXO5+nbZ3Z57mWL/vsSGYS3DryfzaXbQpT8ccoPnrA61X7yNJ3VMP11Y6s/L+QIvWPcWaBV72DpMkrUM2Ym+Djdi1plazot/YcD5tHMnnG4bP7DnV7yvxrXT8y71dVZ6fA0fgFw/AfZP59YvIX1rO2wCveUZ/vFbrWVXeR5IGR7Mqr8UqvxpXk5QkDY510ojd0KoNhlZac0uuHhj5C3E9oKpXUi1npb5+rwBZyfibrczXuALfgSPwkn+B07O9X6mvPt75lHtZzczn/91/6Llw44+u3Ti0Mst5v0nSWlrOFMZ6EDbfcJ1VXpJULesktHJ6oFRljasZjgzDxhUEVM3UV+LrVysZ/1K9sOqVMadn8xS82VpeqQ9yL6m17plVH29Evn9Y6Gel6hvk3muS+tNqVo5stUJkYxDWbD//k1yStEKGVlKVjRYB1eYR+NBt8Mef6N/KqCpYqhdWfVXCjSM5sBqK/Ef43ZO96SO1mt5d6j1fP0mDZDUrRKYmFV3NKryaTmu0ykuS1jNDK6kyIldObRzJ1VSbRmB4KF914Aj8xgdyoHLuhvxF+JqD9sZpV+PKfPUeQ/t25evrlTEXb4avn8yBVZD7iZX3q8p4VW2+fpKUlZvXr2RR4rMCrtrizeut8pKkgWFPqzbY00qdFfmLbH2636aR1lP9+qE3TtVX5VvO/Zef55MzuY/U1BxsGYXXPbs3AWHjeJ/yQLjpNivu+sVav997/fkaZD63Un9qbFTf9MTCzynlQKx8fSqO4/cmSVWyTnpaGVq1wdBKqzI0tFBBVe9Jtdx+VI9700Jvo7p6b6Obr+7OeNvRb6vyteL41M98f3SPz62kunKoVf/5rMul83LoVWu4PeVjNR4bp0ZKWtw6Ca2cHih1y/DQQgVVPaRaqar3xqn3gqqPb/MoMJu3l7/QLXe/TlhJVcTenflLaFWrKdby+VP/8f3RPT63kuoicuuAoRX291qJpYKycsjVeCqHZ06blNSHDK2kThktTfPbOJwvd0rVe+Msd5W0tVpNrVwV0W4PsCqvquhqdFqM74/u8bmV1EvdCsqaNb1vazplrbPjkaQmDK20PnzodnjzZ+D203DZFnj+o+DJl63umGPDsGn07Kbp3bDSCqC16sGy3EqwtaoYG9SqiKpX3PW7texZ1I378v3RPT63kgbRUOTTar4Rtgy2GkKu+drCFMnGsMwpkJIWYU+rNtjTqk996HZ41UdhtJiuNzUHszV42RPaC67KIdXm0bUtC1+JtezB0uueVo0BwOfvhcu2Lr8HWL80WLavTvdU8fNSlePK51aSuik1CbjKUx7na2eGXc1WiTT40nq0TnpaGVq1wdCqT/3CDXDPZP6iUTc5Bxdugj98ZuvbjRYVVPVTNyupumGtVxzs1eqBzb5MHj0J52+Ai7cs7Nfqsffbl9F+Cdj6zVp+Xrp5X74/usfnVpKqa6lpjff3AKP1SpHl/l8JDMJUeesktHJ64HpS/4P7q8fh0g5NkesHt5+G7WNnbts4kreXjQ2f2Th9pCIh1Uq/KJV7sIxPw92TMD2fA50DRzr/ZWu5vaA63TOq2VTACzfCPVOwdWzpHmCLTSWsX1+lL6lV7rnVz9ayZ9FK7mu5vwd8f3SPz60kVVcEDAd0sKVs0wb4tSbbGpvhN25rPE6zVSQltWRotV6Uq0nOGcuVR6/6aPtT5PrRZVvOrrSamoMHbYPzN+VV/TaOVHO632oaitd7sMzV4LZTpSaeLP8Y/aBZAHDBphxSXbJl6S/5rQKEz9+78ude/Wctexa1e1+r+T0gSZJWZi1XimxcCTI1bLt/H1qHaJQCsWYhmjOs1KcMrdaLcjXJ7HwR4Mzl5uSDElq1arb+/EfB738sVxltHsnnBPzy4+G8jb0e9eJW01C8vuLgXRNn9na6dGv+n6h+b0pe1yoAePj5y5tqtXUUvnQ8h3sbhuGiTbnKbra2/Od+qSqYTk0rcnpSdxw4At+Ygq+eyBWXl2zK5dbdWqGz3dVAV/J7wPeKJEn9YyiADleKNdNYAdYYci1WPXZ/WNYsWGu4jdVj6iBDq/WiWTVJsyly/arcbH37GNw7CX/wMTjvafCj35ybcvfjF7jVTFmqrzh49T/mJYk3jMDFm2HbWP5HZVCWam83ACg7cCRPI5ydz38szNbg1lNw3oai8X7Dr8hmz/1SVTCdqpKx2qY7ys/rjm1w5+n8Hnj4efDyp3XnuW13NdB2fw/4XpEkSc3Up1Guhcbqscapk3B2INZs6qTVY+ueodV60awaZWouVyQNgrd8NlfJbClW9ds4khsbv+Hf4fuuqHYvksUqIlY7ZWnvTrjiHPjaeK4wu2si/3IfGRqcpn3tBgBl+w/n6bJbR/NzMzMPo5HDvfM2Lu+5X6oKZjXVcu3cj1am8XndviH/7jh/U3ef13Z+J7X7e8D3iiRJ6jWrx9QhhlbrRbkaZSTyF57ZWp4614/GhnPl0KYR2DicA4dzN5w5Da5bTZQ7aamKiNVUEdWP36qS6OVP6+pDW1MrDSXrFSwRuQIN8j9Ox6fht568vOd+qSqYTjX4XstG4etJPzyv7f4e6IfHJEmS1AlVrx5rGpLRfIVLg7GmDK3Wi3I1Sr+tHhiRv3DVG6Y3a5rerBLh7gmYmIPHvam6UwKXqohYTRVR/fitKomq9lx0Sju9fBarYFnuc79UFUynGnwvdRx7GK3MWjZgX6l2fw/0w2OSJEnqN92uHkvlIIt8Pl9bCLnma3n7fC3vG2sU1vVYJOeBLtvu3bvToUOHej2M1bvjVJ7+UlX1KqqNRUg1tozfCuWKpU0jObC6axIesDmvJFevTKhaT5fHvensCrF6pc/NV1f/+FXT+D5Y6nVvd/+V3Gcn7mOp+4HO3Md61KnXp0oG8TFJkiRpoEXEzSml3Y3bh3oxGOl+o8OwdSwHS5dtg4eeCw/eniuBtm9YXmAFC5UIl2zJgczEXA6sLtycA5vNo/kL3P7DnR3/gSNw1TtzOHTVO/PlduzYnr9QlnWyIqLbx6+acuXacl73xvfNJVva/2K/1DE6cR9LHafdx60FnXp9qmQQH5MkSZLWJSut2mCl1SoNDxXT+4ZzGNVsml+nrEWF0VpU6VRhjP1kvVWW1a3Xxy1JkiRpIFhppbU3PJSrqC7anCt7Lj8HHrAFzt2YK0G6FVjB2lQYNatumZmDl/zL8iuvul0Rsd4qLtZbZVndenjcq61qlCRJktR3bMSuzhkuqnk2j+ZqqtFur2+6iNWuurccjSt0jU/DvVO5Sd7O7WevBNjKSle+W65uH79K1uJ1r6JBf9xLrbIpSZIkaSBZaaWVGx2GbRvg4i0LlVSXbIFtY70NrKAzFUZLVXY0VrfcPZlXdtg4svK+Qt2oJlnpMfuxsqXd170fH2Mzna6oq9rzYs8uSZIkaV2yp1Ub1n1Pqw0jCz2pNo3kyqpBtZxeUI37fPZeCHIj+W1jeZ92+gp1o//USo+5HnphrYfHuBJVfF7s2SVJkiQNtFY9rZweqOYiFgKqjSPdbZpeBQeO5KqNo+O5guq+yYXKDijOZ/M+javC1W+3ZRS2ji4EVtBeX6FyNUmr+1xszPt2nb1fu8dc7e16ZTnPRaPrboK7JmCuBhuGYcsIjM/C1f8Ij3/A8o4xiKr42u8optvWxwSD17NLkiRJ0lkGuFRGbRkegi1jcOFmeOA2eMg5cNlWOH9T95um91q9suTY6YV+OV/4BszOn7nfppEcipTt3QnvvCpXe7zu2TAynKvYUsrn7fQVOjqe72Op+2w15msOnj2Nq51jduJ2vbDc56LxNl/4Ru4/NhwwNQfHJvNrXqst7xiDqoqv/b5d+bO00s+WJEmSpL5kpdV6FMBYUUG1qaiiGulwfrmSype1VB7fiWnYPALnbsnX1fvlHJuEczYu3KZVZUf5WNvGFqYttfu426kmWW41zEorVDpV2bIW74OVVAbVb1MjVxXWiu3zKVfMVaG6qFeqWNXUWNVYxd8pkiRJkjrOSqv16AFbc9+lizbD1rHuBFbtVr6spcbxnZ7Nq/6NTy/s84AtMDO/dGVH47Fm5uH0HPzelbkCq50v1e1Ukyy3GmalFSqdqGxZq/fBSiqDjo7n1zilXG1V7+2XgIs3L+8Yg6qqVU3lqsZ2P1uSJEmS+pKhlTqv6it9NY5v40gOK+6eXNhnZAgecf7Sq7F18rE2WwHueY/Ix2pcxa1x5UJoXg2z0lXlVrsa3YEj8JJ/gdtOwh2n4eRM994Hy30uGm8zMgQP2gajpV+DG4cXepL1orqoCqv2dXolwtWqwnOy1tbjY5YkSZKacPXANgzM6oHdVvWVvhrHd3IGbh3PwdUjL2hvtbRuPtbFVnGD6q3w1jju207mYCiRn5MHbs2BUKffBytZ7a7xNvdOwp0TcPGmXIHYi+eziqv29dp6fE7W42OWJEnSutdq9UArrdR5K6l8WUuN49s2lqeEbRltv7Kkm491sSquqlXDNBt3vYJtKPL4757szvtgpc/F1lE4ejI3ZD9nA7zs8XDFeb17PqteodgL6/E5WY+PWZIkSWrBRuzqvH27cqUAs2dWCvS6J05ds/GNDMPrvrP9kKKbj/XoeK7iKiv3Wdq7sxohVaP6uC/eDF8/WTQ7J6/Q1633QTvPRbmS5eHn5dfs9Bx82yXwsid0fmzLtdTrvR6tx+dkPT5mSZIkqQUrrdR5Va4Cgs6ObzXHWqpvTdUr1lqpj3vb2ELPqLlarmSrwvugqpUs/fp6d9N6fE7W42OWJEmSWrDSSt1R1Sqguk6ObyXHKlf7lFfWK4c6Va9Ya6U87q2jMLylWj15qlrJ0q+vdzetx+dkPT5mSZIkqQUrraReqFf7zNXgqyfglnG4awKuu2lhn6WquKq6wliVK+0OHIET0/DZe+Erx2F8Om/vZSVL/XX81RtzyDc6VL3nrVeq/F7qlvX4mCVJkqQWXD2wDa4eqI553JtyZHz76TxFLchNy+dq8ObvW/oLqiuMta/+nM3N54CQ4nm/YCOMjfTmufN1lCRJkiRXD5QqZcd2ODaZA6v66nqw/N5KVe3LVGX15+zCzfDg7bBhGGoJJua6GxItVhHX6ddxpdV3Varaq9JYJEmSJPWUoZXUC/t2wcw81Csdayn//IAty+utdHQ8V+aUVaEvU5WVn7NtY3DFufDIC+CcDd0NrK45mHuWlXuX1YOYTr6OS91Xp2/XDVUaiyRJkqSeM7SS1kJj9QjAI86H4YD5Wu5j9KBtMDWXey4tVWXS7gpjB47AlW+FB/1xPu15y2AGAYtV6fRiVbbrbspTEW8Zz73L5mpnVlJ1ckzLqdpq9vxUqWqvSmORJEmS1HOuHih1W6uVAp/3CHjb5/P22Xn4+sncz2hsCM4r9nvpe+DizXByJgcZ+3blqqB2Vhg7cAR+8QDcN7kwFfGLx/OxX/OM3vZOqocmn78XZmswNgwPP3/hcbZ7rMVWZFzrVdkOHIEvfANGhnI4OVuD207BZaVqutWOqf78HR2HYxNw6WZgdOH6ctVWq+fn9AxctvXM43ayaq88xvJ7uJnP3wuT87kKccMwXLQpV8U1G0s7x5UkSZLUl6y0krqtVfXITbflQGV0CG49latwRopQ6fbTeWW7b0zDV4+fPVWqnRXG9h+Gk9MwPJRPQ5FDlFOzva1gqYcoX/kGjM/k3lLHp+Brx1c2JWypKp21XpWtPh44s3fZscmFSqrVjKlxKt0Q8PXTCysiwplVW62en9la9yrQ2pnud+AInJzNgVU55Lt74uyxOI1QkiRJWhestJK67eh4/mJdVq9k2bszhwkPrcGR8RwqAdSAe6Zylc58WggZmM1TzuoVJtvGYOto/rkczjTe/1wNRoYXtgUwPQcfuzNPFetFpUo9RLl3Nj++4ci9vU7MwKVb8vXtjGex57lu7861e4xHxxd6lNUaritXUjWOqT6Fb6kKonIIBXDp1nybOyfy+6KxaqvV8zM2nPfrRgVa4xjr7+Fmr+3+w3DhRrh7Mq+kORQwl+C+afhfu1Z+3H5mNZkkSZKaWUd/J1ppJXXbUn2L6s24x4rV7CCHSvNFc/axUtg0O5+nnB07nUOeL9yXp/oN0braZMf2HH7Vjw05xKqRb9erSpX6456ez48XclAxM7+y6Wm96Fm11Him5hZWhkzFaWSRX7vtVBA1NnHfNgYP3pZf52ZVW62en4ef370KtHYazR8dhws25d5uo0O519vYEGwfax7EDvpCBFaTSZIkqZl19neioZXUbft25cqVidkcQk3MnlnJUg8TLt6cr6+lhUqTWsrb645NLlSY3D1ZTPmLXJXVqmn1vl2wbUMOvKbm8n3NpRwUXbp1bRpeN2sAXn/cG4bz44X8eMeGVxY2LfU8r7V9u3KVUARsHMmPc2wILt509vNcf36u/sfcuH2utvTr0hhCjU/nKqv6dY3/27LY87N3J7zzKrj56nzeqf+laSdIrO9bX9nxmy/IvbYefv7qjtuvbEovSZKkZtbZ34mGVlK3LdW3qB4mDAc8cGv+VM7V4IFb4PxNefv9IcN8nnIG+eehKKb6zedtzapN9u6En3p0DrhKxVb3H7euW5Uqrf4n4CkPzI9722gex1wNajU4Z2xlYdNa96xazni2j+V/QMorRF6w6cznufz81Go5uLvt1EJvqlavSzmEOjGV+6LNzudG783+t6UXz087QWK39u1X66GaTJIkSe1bZ38n2tNKatdK5g8v1kupHibUj/m4Bywcs/G+xoZzWAX559miWdKGYgphq2qTm26Dy7cv9AD6yvEcdN09Cds3LH7b1WrVf6jeiH7/YZgtrR74kHNXPid7LXtWLcfDz88BUv2xQw5Yys9z+fnZMJKfh4iF16bV61J+33zsThgNuHRbrlQCmvZ4Wuvnp/G9vdTnZesofPl4/vmKc+DlT2u+b7vH7Uc7tp/93hm0ajJJkiS1b539nWhoJbWjXhUzNnRm1dBqK1ZahQnNmnRfcxCYhYs2wa0ngYBLNy5ebdLYhPvizXDreJ4umFJnm28vdd9wZiP6QQoaGu3btfB6tWpyXn5+Lt4MXz+Zf56eX7qCqP78Pe5N+Rj1/llQnf9tWc5rXP5cPfy8/Dydnlv8Nr53JEmStB6ts78TI5WnB2lRu3fvTocOHer1MNRLV73z7FT7rtMwMQfnbGiv4mOlKz6Ub7dtLIdOp2bPPkZ5vxPTsHkELt6ycJx7JvLtlhr3alemaPacTczm6WnvvGr5x+nWChnLfT47cfxmr9FL/gVOz+a+VxdtysHTreO579jIUA5yNo3AIy5oPZ5OPce90u/j75Z1tCqMJEmS2jCAfydGxM0ppd1nbTe0Wj5DK51V0TI+nfsP1RI88oKFlHupyqtyZUk5He9Uj6HG4987mZt0X7wJLtq8tuOsyjGWOu5cbaFy7UFbYHS4s69Jq/uem8/N1yn6k20ZgfFZOHcMxmcWtl+wEcZGmo+n2++nbmtWKZaKVRBvvrp345IkSZK0JlqFVjZi1+BptlJdpzSuWnb3ZG5uvnGkvZUbur3iQ+PxL9wMD9icK8LaacK9mnHWX4dfvTH3Kpqagy98A46ezJc/fmz5r1OrcVx30+pe6/Jxl7saY6vH2e4Y6vd94ebccL+WctD0jZncjH66BkNDudoqAk7Oth5P1ZrQt2s9rAYoSZIkqW2GVhosrVaq61Rw1bhq2dQckHIvorrl9BLq9ooPzY5/waY8FfDmq/OUq+UEGisdZ+PrcN8k3H4aLtyYexYdn4JXfQy+8o3lvU7NxjE7n0Ow1bzW5eMudzXGxR5nO2Oo3/f4NHxjKodTG4uG+qdmYXI2jwcWxrTYePbuzK9rO69vVayH1QAlSZIktc3QSoOl2xVMjRUtW0ZzYHX/im0sr0Kk25Ul5eOPT+fVAj97b+5t1RioLFYptNJxNr4OJ4sA5sRMvnxiJl8+OZsvz9XyFLmr/7F5tVKzcRybXP1rXT7u2HCudkosvRpjq8fZzhjq9333ZL7tUOT7Hi7OiTweWBjT5FyuUltpddlqqxC7VcVY/lzdfiq/FyaK1Q87WSkptaublbuSJElakqGVBku3K5jgzIqW1z0bRobbrxDpdmVJ/fh3nc49t6bnc7XO1tEzK4GWqhRa6TgbX4fp+RzGzBQVTDPF5en5M/uC1WrNq5WajmMeHrDlzPtt97UuH/eiTTBfg/mUK8KW81hX836r3/fUXH5taik/tos2UaRW+fmYq+Xt20ZzUHrP1Moqu1ZbhdjtKsa9O/NzsmUsB8GXbun8fUjt6PZ7XpIkSUsytNJgWeveOCvtJdTtHkT140/M5TBkwzA8eHvun1SuBFqqUmil42x8HTYM5zBorKhgGisubxheqDQC2DDSvFqp2TgecX6eUlfW7mtdPu58goefD990LtRY3mNdzfutft9bRnMwNToED9qW7/fizTlgPHdjXvVx+xhccV7efs7Yyiq7VluF2O0qxrW6D2m5fD9KkiT13MjSu0h9ZN+u/D/hzJ65ilo3e+Ps3bmysGmlt2vn+OdsgJ3bz1yVrVwJdHQ8VxCUNVYKrWScja/DttH8WpwzlquGzhnLqxluG82VQ/Xh1XuDNatWahxHvQpita/1al6H1b7f9u7M1Xrllf8mZnP13uu+8+xx1VfZK1tuZddyXutu3r4q9yEtl+9HSZKknrPSSoOl31dR67SlKoG6VZnW+DpccR687PHwkHPz5Yecmy9fcV7u5TQcucqo3htsOWOowmvdiTG0c4zVvF6rfa3XoorRVQRVJb4fJUmSei5SSr0eQ9/YvXt3OnToUK+HIS1fvRqpXsVTrwSqhyJLXV+FMWrBap6r1T7Pa/E6+V5Qlfh+lCRJWjMRcXNKaXfjdiutpEG2VBXPoFQrrRerea5W+zyvxevke0FV4vtRkiSp56y0aoOVVpIkSZIkSZ1lpZUkSZIkSZL6hqGVJEmSJEmSKsfQSpIkSZIkSZVjaCVJkiRJkqTKMbSSJEmSJElS5RhaSZIkSZIkqXIMrSRJkiRJklQ5hlaSJEmSJEmqHEMrSZIkSZIkVY6hlSRJkiRJkirH0EqSJEmSJEmVY2glSZIkSZKkyjG0kiRJkiRJUuUYWkmSJEmSJKlyDK0kSZIkSZJUOYZWkiRJkiRJqhxDK0mSJEmSJFWOoZUkSZIkSZIqx9BKkiRJkiRJlWNoJUmSJEmSpMqJlFKvx9A3IuJu4Mga3uWFwD1reH9SP/JzIi3Nz4m0ND8n0tL8nEjL42elfTtTShc1bjS0qrCIOJRS2t3rcUhV5udEWpqfE2lpfk6kpfk5kZbHz0rnOD1QkiRJkiRJlWNoJUmSJEmSpMoxtKq21/d6AFIf8HMiLc3PibQ0PyfS0vycSMvjZ6VD7GklSZIkSZKkyrHSSpIkSZIkSZVjaCVJkiRJkqTKMbSSJEmSJElS5RhaNRERPxERfxIRH4+ImYhIEXHlIvs/KiLeFRH3RcTpiPhIRDx3kf0fHBF/GRF3RcRkRPx7RPxsRESL/c+PiP0R8fWImI6IL0bEb0TEaIv9N0XE/4iIr0bEVEQciYhXRsSWFvsPR8TLIuJzxf63R8TrI+LCxZ8prVcR8aCI+C8R8Z6IuLX4nNwWEW+JiEe3uM1TI+KGiDgREScj4n0R8Z2L3Edff66kiDg3Iv5PRPxbRBwr3mdHI+Ldrd77/f6+998TdUrxOUgRcU+L6/03RetO8ZlodXpRk/39nGhdiuwnI+IDxfv/VER8JiL+qMm+ff2+j/Xwt1dKyVPDCbgFSMAx4OvFz1e22PexwElgEvhz4JXAV4rb7Guy/4OB24F54K+B64FPFPu/qsn+24HPFNe/G/hd4APF5Xc02X8EeF9x/fuL/d9dXL4JGGtym78srv9EMZ6/Lsb3ReC8Xr8enqp3Kt5XqXiPvL64/A9ADZgCvqNh/2cDc8Bx4I+BVwN3FO+z/9Tk+H3/ufLkCXgYcAq4oXjfvwJ4Y/E5SMDLGvbv+/e9/5546sQJ+NHifTMJ3NPkev9N8bQuT8V75Bbg2ianXQ37+jnxtC5PwDDwluK9chj4g+L9/LeN/6YMwvuedfC3V88HUMUTsBd4cPHzq1g8tPow+Yv6M0rbtgGfBSaASxv2f2txvJ8ubRsF3lsc59sa9v+fxf7XlbYF8BfF9u9v2P8lxfY3NWx/ebH9Pzdsf3ax/QAwWtr+wmL7/+r16+GpeifgOcDTmmx/bvG++Vxp2xj5D6wJ4FGl7ZeSg+HbgU0Nx+nrz5UnTynd/0fTSJPtlwJ3Fu/lzaXtff2+998TT504ARcDd5O/YN/C2V8w/DfF07o9Fe+PG5exn58TT+v2BPxa8R755SbXjTRc7uv3Pevkb6+eD6DqJxYJrYBHFtfd0OS6H2/8sADnADPAF5vs/9Ri/9eUtg2Rv9icaPIPy4OLD8bfN2z/aLH9QQ3bNwPjwKcatr+9uN+nNGwP4EvAfeUPgCdPS52ALxTvqQuLy99TXP6TJvv+ZnHdD5a29f3nypOnpU7A3xXvzSuKy33/vvffE0+dOAHvIH/Z3kLz0Mp/Uzyt2xPLD638nHhal6fi344TwPuWsW/fv+9ZJ3972dNqdZ5enN/Q5Lr6tj2lbU8iJ7HvabL/h4HTDft/E3AJcFNKabK8c0rpVnI4UB8DEbEJeBzw+ZTS1xv2nyCXFD46Is5veAyngH9r2D8V4zwP+JYm45VamSnO54rzdj8ng/C5kloq3itPIP/xcWuxeRDe9/57olWJiB8Efgh4SUrpdIvd/DdF6915EfGSoifOiyLiiib7+DnRevUs8pS8v42I7ZF7Vf96RFwdERc37DsI7/t18beXodXqPKw4/3LjFSmlY+Q30MOWuf888LXl7l/avr30AbyC/Joutv/9x42IreQP0teK+190f2kpEfE44NHAoZTS8WLzYu/jZu+xvv5cSY0i4uKIuDYirouIPwE+R/7duy+lVA95+/p9778nWq2IuAD4Q+CvUkr/ssiu/pui9e4xwGuB/wH8CfCliPjTiBgr7ePnROvV44rz88ih0F+w0FP0qxHx/NK+ff2+X09/exlarc724ny8xfXj5DLCdvbfVFpJYDn7U7qPbu8vtVT84nwTuUT1mtJVi73Pmr3H+v1zJTW6GPgd4LeAF5FLvF+QUvrL0j79/r73c6LV+j/kv0t/aYn9/DdF69kryZW65wHnk6tKPk7uX/Pq0n7/f3v3HmxXVR9w/PuTAEohjVJ8RNGAtWB98BgHJTAWEUZ0hknaWikqiGgt2oI4hTrVOkaYFmZEm1Kt1FbFgGJUGCIFnQEJqIiKmSY+WgV5tgnII1xCTIAk/PrHWiduTva5ubkPzjmc72dmzc5d+3f2Xufete8+95e11/I60ajqrJj3UeDHwP7AHODPgU3AhRFxYI0Z9n4/MteJSStJU1b/d+9rwMuARZl5bZ+bJA2MzPxZZgZlSPnvA58CLoqIj/e3ZdJgiIhjgbcCp2fmA/1ujzSoMvNvM/OmzBzLzAcz82rgSMqj5u+JiOf2uYlSv3XyG78G3pKZv8zMhzJzKWWC9lnAqX1rnSbFpNXUdLKXs3vsn02ZeG1H4jdm5qYdiKdxjpmOl7YREbMoS6seA3wiM8/qChmvn7X1sWG/rqRWmbk5M2/NzL+jPAZ1RkR05j4Y9n7vdaJJiYjfoTzqdFVmfnkCL/GeIjVk5kPA1ykr1h5Sq71ONKo6feKa7nmkgCvqtvMI4bD3+5G5TkxaTU3P50Qj4jnA7jzxmdTx4ncC9plofKN+XWbeW7++jbLawHjxW4+bmespWeh9IqKtL2zvOVyNuJqwugRYSFkt44yWsPH6cVsfG+rrSpqgzgSfnQk4h7rfez/RFOwFzAXeFBHZLMCLgD3r12M13nuKtK3763a3uvU60ai6uW7bEjWdumfU7VD3+1H67GXSamq+U7dHt+w7uisGyqoCm4CjWuIPpSzR2Yy/mdIRD6urCWwVEXsD+wHf7dTVVQVWAPtHxAu64ncDDgN+nplru97D7vX8zfio7RwDftrSXo24+sv5IspKTxdk5mk9Qnf0OnkqXFfS9syt284qm0+Ffu/9RJPxMPC5HmU98Gj995Ia7z1F2lZnhNWddet1olF1Xd2+tGVfp+6uun0q9PvR+OyVmZZxCnAeZWLpI3rsv5GSET2qUbcH8N/ABmBuV/wl9XgnN+p2Bq6txzmoK/6cGn9Woy4oH94SWNgV/5e1/otd9WfX+tO76t9Q678NzGrUv6vWL+73z8AyeIWS8L6o9pH/AGKc2F0oH6I2AC9r1D+P8ot8DfCMrtcM9XVlsWQmlJU0d2mp37teEwkc3Kgf6n7v/cQy3QW4A7i/q857imUkC/CHPe4pb6/95rbO716vE8soF2B57YOva9TtDPxn7TunNOqHut8zIp+9+t6AQSyU1Z0urOVn9Qf+rUbd4Y3YAyn/E7gR+AJlVY9f1df8dcux9wbuBrZQ5gE6F1hZ489riZ9dL5qsF9o5lIxsAl9viZ9FyTAnJfN6DnBl/fr7tN/sLq77V9b2LK3tuwV4Zr9/HpbBK8DHap95EDgLWNRS5jTij6GMKBkDPkNZ4aZzHSxoOf7QX1cWS+3na4FvUFZG+zhwKfBI7TvndsUPfb/3fmKZzkJL0qrWe0+xjFyp/fx+4LL678XA92q/eZjG3yc13uvEMpKFsmLgWuAxSpLpk8Cq2neu5YnJnaHv94zAZ6++N2AQCyUxleOUk7riXw5cTvkDfgPwI+DPxjn+C2vnuo/yx8tPgffSY7QKZUnbTwOrKcPkbwE+DOzcI3434B+B22v8XZQRY7v3iJ8FnAn8osbfA/w7sFe/fxaWwSwTuEYSmNf1msOBaygfrNbXX8hHjnOOob6uLJba579Qf7euowwpX1P79Rt7vGao+733E8t0Fnokreo+7ymWkSqUJNRllBFVv6n95lbg34AX93iN14llJAvwYkrC6r7ad24GPgrs2hI71P2eEfjsFfWNSpIkSZIkSQPDidglSZIkSZI0cExaSZIkSZIkaeCYtJIkSZIkSdLAMWklSZIkSZKkgWPSSpIkSZIkSQPHpJUkSZIkSZIGjkkrSZIkSZIkDRyTVpIkSUBELIqIjIgj+t2WiYiIebW9F/a7LZIkSTPBpJUkSdKAiogLa2JqXr/bIkmS9GSb1e8GSJIkaVJWAy8FHup3QyRJkmaCSStJkqQhlJmbgF/0ux2SJEkzxccDJUnSSImIPSLi/Ii4JyI2RMSNEfH6HrEn1cfzTprIvuY8UxFxYER8MyLGIuLBun+XiDgtIq6JiNUR8VhE/F9EfC4int91/DuAd9Qvb6/H3TqH1XhzWkXE6yPi6nrujRGxMiJOjYindcUdUY+xKCJeExHLI2J9RKyNiC9FxF478K1tHnfr/GAR8a6I+Hltxy8j4oQas2tEnBsRd0XEIxFxU0Qc2nKs/Wtb7oyIRyPivoj4QUScOpm2SZKk4eFIK0mSNDIiYifgKuBw4IfAcmDfWnf9NJ7qJcB3gR8BnwV+r9Y/C/gkcB2wDFgPvBJ4J3BURByUmWtr7GLgJOAA4J+BsVq/crwTR8TbgCXAw8BXKY8PHgucD7yK3ybCmg4BPghcDVwAHAa8Fdg3IuZnZk7sbW/jA5Tv9TLKez4OWBIRa4FTgP3qvjnA8cA3I2JeZo7V9/ICys9pFnA5cBfle/gK4ATgXybZLkmSNARMWkmSpFFyMiWJshQ4vpOMiYgTgS9O43nmAx/KzHO66h8E9s7Mu5uVEXE88GXgr4CzATJzcUQcSElaLc7MO7Z30oiYA3yGkgx7VWb+qtb/PXANcGJEfDUzr+x66RuBN2fmpTX+aZQE1pHAa4AbJ/a2tzEfODgz76zH/TzwY+BiYBVwQGZurPtWAucB765bgD8BZgMLM3NZ13vdc5JtkiRJQ8LHAyVJ0ih5G5DAR7pGD13E9M4PdTe/TbxslZmPdiesqq9QRkS1Pqa4AxYAewAXdBJWnfMCH65fto20uq6TsKrxj1NGa0EZnTVZ53cSVvW4K4BbKSOrPtJJWFVL6/YVLcf5TXdFZj4whXZJkqQhYNJKkiSNklcC92bmLc3KmsD6/jSeZ1WdKH0bEfHqiLg0ItZExKaISOBx4HeB503xvAfUbdujjjcAmxsxTf/VUre6budMoT2rWuru7rHvnrqd26i7AtgALKvzfh0XEVP9HkmSpCHh44GSJGmUzAb+p8e+e6fxPK3Hiog/ojx2txn4FmXUUWcU0enArlM87+y6/XX3jszcEhEPNGKa1rXUba7bnabQnrbjbqntecK+zNwcEQA7N+puj4j5wFmUOa9OBoiIG4C/ycwfTqFtkiRpwJm0kiRJo2Qd0GtFvGe31D1et22fmdqSPx29Ji7/ICUp89rM/EGnMkq25sxxjjdRnUTQc7p31Eno9wRum4bzPGkycxWwICKeDrwaWAi8jzJp+x9k5v39bJ8kSZo5Ph4oSZJGyU+AZ0fES5qVNWk0vyV+rG7ntuw7aBLn3xd4oJmwqg4AdmuJ31K3Ex3t1Hnk7rUt+w6lJN9WTvBYAyUzH8nM6zPzA8A/Ac+krHIoSZKeokxaSZKkUfIlIICza6Kq4wRg/5b4FZRRU8dFxNZH9yLiEMqk7jvqf4FnRcR+jWPtDizuEb+2bp8/weNfDjwMnBIR+zbOsQvwD/XLJS2vG0gRcXBE7NGyqzOS7NEnsz2SJOnJ5eOBkiRplHweOBE4DpgXEcspo58WUuaaOroZnJmrI+JrwFuAmyLiakoCaQFwZX3djrgAOAq4ISKWUhJoxwD3AWta4pcDZwCfjYjLKJOSr8rMK9oOnpkPRcT7KImpFfUc64BjKUm5JZl55Q62uZ9OBP4iIq6nzP+1kbKa4esoo8qu7WPbJEnSDHOklSRJGhmZuQV4E/ApSrLq/cALa12v1QPfCfwr8FzKXEr7AH8MLJvE+S+ljOpaQ5lUfAFwFSVZts1qg5l5FfAhyjxYZwJnA3+6nXNcXI+3gjJ5+Wn12O+v72WYXEIZHfci4B3Aeylzj30MOCIzH+tj2yRJ0gyLssKzJEmSJEmSNDgcaSVJkiRJkqSBY9JKkiRJkiRJA8eJ2CVJkrRdEbFoAmFjmbl4hpsiSZJGhHNaSZIkabsiYiIfGu/MzHkz3RZJkjQaTFpJkiRJkiRp4DinlSRJkiRJkgaOSStJkiRJkiQNHJNWkiRJkiRJGjgmrSRJkiRJkjRwTFpJkiRJkiRp4Pw/8XC1Zx0rBZsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Spotify's Song Duration vs Popularity\")\n",
    "sns.regplot(x=selected_spodify[\"duration_ms\"], y=selected_spodify[\"weeks_on_chart\"], color='#FF1493')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': \"TikTok's Song Duration vs Popularity\"}, xlabel='duration_ms', ylabel='track_pop'>"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZUpNP8vgkb8DuaIChtb9NerW9imbtLqmtlzZ/5cPMWDQV5dKxI0xlDdIWCRsAADB0nA5p+ki7owDSG+chAACwU4vfJGloeYZUZlnSdo9J0FRWSxv3RT7cnQ5p6vDOJM34gu5jTiKtkbABAAAAAAAAEDv+oEnS0PIMqSwQkjbsNePRrKqWqpsiz+vOkE4cI51SblqeFefEL04kFRI2AAAAAAAAAAYnGJKa/CZJQ8szpKpGn7Rmp6mieW2X+T2SEW5TQVNRLh0/Ssp2xS9OJC0SNgAAILGFLMbfSHXx2Md2HkccwwAQP7zmAvHVMS5Nk19q9dsdDTA0ahqlVe3j0by1Vwr20trvyJLOVmeTi2l1hn4jYQMAABJXZbW0bL30/gHJH5IyndKkYmnJTPMPMJJfPPaxnccRxzAAxA+vuUB8WJYZj6bJJzUHxLg0SDkhS9pcZ95XVlVL2xoiz5vplGaNNkmaeeXSyNz4xYmU5LAsi1fVGPJ4PCosLFRDQ4MKCgrsDgcAgORVWS0tXWlKzItzTPm4NyjVe6X8TOneBVx8SXbx2Md2HkccwwAQP7zmAkPLsqSWQHuSxm9+B1JJa0B6Y5cZj2Z1jbS/LfK8RdnSyWVmPJoTR0u5mfGLMxmMypPys+yOIuFEmzegwgYAACSekGXukG30SWPyOsvI3RlSjkva3WKmzy2jzUmyisc+tvM44hgGgPjhNRcYOq0Bc241+6VQyO5ogNiqbTHJmcoaad1uk+iPZEKBSfzPK5OmDpdczvjFibRCwgYAACSeqlrTzqQ459Cevw6HuaPp/QNmvukj7YkRgxOPfWznccQxDADxw2suEFuBkEnSeHxSoJcL2ECysSxpa317q7Ma0/YsEpfDvGd0tDobNyxuYSK9kbABAACJp67V9J7PdvU8PdtlWpzUtcY3LsROPPaxnccRxzAAxA+vuUBsNPulRi/j0iC1+ILSW3s7x6PZ3RJ53rxMac5Yk6SZM1YqyI5fnEA7EjYAACDxlLrN4I3eoGlncjBv0Ewvdcc/NsRGPPaxnccRxzAAxA+vucDAUU2DVNTglV6tMVU0r+004y9FMibPtDqrKJeOGyFlRkj+A3FCwgYAACSeaSOkScWmRD3H1b29iWWZu2SnlJr5kJzisY/tPI44hgEgfnjNBfqPahqkmo88ZiyaVdXShlozvlkkx5R2jkczsejQdpqAjUjYAACAxON0SEtmSktXmpL1omzTzsQbNBdd8jPNdAYOTl7x2Md2HkccwwAQP7zmAtEJhCSPV2r0U02D5BcMSVX7Osej2eGJPG+2SzpxjGl1NreMikskNIdlWaTRY8jj8aiwsFANDQ0qKCiwOxwAAJJbZbW0bL0ZKNgfMu1MJhWbiy4V5XZHh1iIxz628zjiGAaA+OE1F+hZuJrGb3ckwOA0+6W1u0wVzeqdpvVZJKU50rxyk6SZNVrKoW4hbkblSflZdkeRcKLNG5CwiTESNgAAxFjIkqpqzUDBpW7TzoQ7ZFNLPPaxnccRxzAAxA+vuYBBNQ1SxZ7mzlZn6/eYhHwkRxR1jkdzVAmv/3YhYdOjaPMGpBYBAEBiczqk6SPtjgJDKR772M7jiGMYAOKH11ykO6ppkOwsS9qy3yRpKqul9w5EnjfDKc0YKZ3SPh7NmPz4xQkMERI2AAAAAAAAQLIKhKRGn+TxUU2D5OQNSut3d45HU9saed6CLOnksabd2UljqORAyiFhAwAAAAAAACSbcDVNQBIjHiDJ7G+TXm2volm7S2rrJdlYPsyMRVNRLh07wlTWACmKhA0AAACQShi/IXnEal/1ZzkcHz2L5XbpuqziHPO3A21sb3D+ITaopkGysixpu8ckaCqrpY37IucZnQ5p6vDOJM34AsnB6yXSAwkbAAAAIFVUVkvL1kvvHzADsmY6pUnF0pKZ5sMuEkes9lV/lsPx0bNYbpeuy2r2S60B83d3hpSXyfZOZ5x/GCyqaZCMAiFpw14zHs2qaqm6KfK87gxp9hjzmnjy2M6bHoA047Asi1f5GPJ4PCosLFRDQ4MKCgrsDgcAAADporJaWrrS3HVbnCNlu0w/8HqvlJ8p3buAi4KJIlb7qj/L4fjoWSy3S9dlZbukvS1SsP3jttMhjcqTfMH03t7pivMPA0U1DZJRo09as9MkaV7baX6PZGSuNK+9iub4Ueb1EclvVB5jC/Ug2rwBFTYAAABAsgtZ5s7tRp80Jq+zZYQ7Q8pxSbtbzPS5ZbTfsVus9lV/liNxfPQkludN12WNzpU+9JhkTabTLNcfkurbpMML03d7pytenzEQLX7JQzUNksjOpvZWZzXSW3s6b1joyZElptXZvHLpyGJanQEHIWEDAAAAJLuqWtNmpzjn0A+9DodUlG2mV9VK00faEyOMWO2r/ixH4vjoSSzPm67Lagua6okMZ+dyXQ7zt7Zg+m7vdMXrM6IVDJlKGqppkAxClrS5ziRpVlVL2xoiz5vplGaN7kzSjMyNX5xAEiJhAwAAACS7ulZzB3+kNhLZLtN6p641vnHhULHaV/1dDsfHoWJ53nRdVpPfDKzc9eK802HuNg6EzFg26bi90xWvz+hLi98kaZr9opoGCa0tIL2+2yRpVtdI+9siz1uUbSoH55WZcWlyM+MXJ5DkSNgAAAAAya7Ube5e9AZNm52DeYNmeqk7/rGhu1jtq/4uh+PjULE8b7ouK8NhkjWWpI6cTcgyP2c403d7pyten9ETqmmQLPa1SqtqTJJm3W7zmhXJ+AKToDmlXJo6XHI54xcnkEJI2AAAAADJbtoIaVKxaU2R4+p+Z79lmbu3p5Sa+WCvWO2r/i6H4+NQsTxvui5rlNtUTbQFJEd7W7SgZZ6jY8ySdNze6YrXZ3RFNQ0SnWVJW+vbW53VmNeuSFwO08pxXnslzWGRB1EHED1SnQAAAECyczqkJTOl/ExzMbg1YO7obw2Y3/MzzXQGtLZfrPZVf5bD8dGzWG6Xrsva02pawTgdphWWL2iqa4py0nt7pyvOPwRDUn2b9JFH2tUkNftEsgYJxR+U1u6S7n1DOv9p6Yrl0v+803OyJi9TWjheuvNkafkF0sMLpcuOJlkDxJDDsizeJWLI4/GosLBQDQ0NKijgxQoAAABxVFktLVtvBrD2h0ybnUnF5mJgRbnd0aGrWO2r/iyH46NnsdwuXZfV7DcX5SXTCisvk+2dzjj/0k9rQGrwUk2DxNTglV7dKa2qll7bKbUEIs87Jk+aVy5VlEkzRkqZEcbkAjqMypPys+yOIuFEmzcgYRNjJGwAAABgq5AlVdWaAaxL3abNDnduJ6ZY7av+LIfjo2ex3C5dl1WcY/52oI3tDc6/dBAMSY3tY9P4GZsGCeYjj1RZY5I079Sadp2RHFPamaSZWNS9nSPQFxI2PSJhYxMSNgAAAAAAAGmkNSB5vFIT1TRIIMGQVLWvczyaHZ7I82a7pBPHdI5HU+qOX5xIPSRsehRt3iAjjjEBAAAAAAAAyY9qGiSiZr8Zj2ZVjfRqjVTvjTxvaY40t8y0ZTxhtJTDZWIgEXAmAgCA5EI7EQBIbqnwOp4K6wBgYKimQaLZ22KqaCqrpfV7zDhZkRxRZCpoKsqlo0t57wISEAkbAACQPBiwFwCSWyq8jqfCOgDon5DVXk3jlXxU08BmliVtOdCZpHnvQOR5M5zSjJHm/WlemTQ2P35xAhgQxrCJMcawAQBgiFRWS0tXmg/LxTmmz7I3aMr88zOlexdwoQwAElkqvI6nwjoAiF5bQGqgmgYJwBuU1u+WKmukVdVSbWvkeQuypDljzfvRSWMYSwTxxxg2PWIMGwAAkDpClrmbudEnjcmTHO2l++4MKccl7W4x0+eWUdYPAIkoFV7HU2EdAPSNahokigNt0uoak6R5fZdpxxdJ+TCpor3V2bEjTGUNgKREwgYAACS+qlrTeqY4p/MCWQeHQyrKNtOraqXpI+2JEQAQWSq8jqfCOgCIrC0geXxSk8+0nALizbKk7Z7OVmcb90Uu7HI6pKnDO5M04wsOfW8CkJRI2AAAgMRX12rGCch29Tw922Xa0dT10hoAAGCfVHgdT4V1ANBdyDIJmgaqaWCTQEjaUGsSNKuqpeqmyPO6M6TZY0yC5uSx5gYCACmHhA0AAEh8pW4zqLM3aD6oHMwbNNNL3fGPDQDQt1R4HU+FdQBgUE0DOzX5pNd2mlZna3aaYzGSEW5pXrl0Srl0/KjINw0ASBkkbAAAQOKbNkKaVCxtrjPjBHQt97csc0fzlFIzHwAg8aTC63gqrAOQzjqqaTw+ydvLWCDAUNjZ1N7qrEZ6a48U7CVReGRJZ6uzycW0OgPSDAkbAACQ+JwOaclMaelKM6hzUba5u8wbNBfI8jPNdAZ5BoDElAqv46mwDkA68gZNyzOqaRBPIcsk+CurpVU10rb6yPNmOqVZo02SZl65NDI3bmECSDwOy+LdKpY8Ho8KCwvV0NCggoICu8MBACC1VFZLy9abQZ39IfPhZlKxuUBWUW53dACAvqTC63gqrAOQ6ixLavKbRA3VNIiXtoD0+m7zPrG6RtrfFnneomxpbnsVzYmjpdzM+MUJDLVReVJ+lt1RJJxo8wYkbGKMhA0AAEMsZElVtWZQ51K3aT3D3cwAkDxS4XU8FdYBSEXeoOTxSo1U0yBO9rWaCppV1dIbu80xGMmEApOgmVcmTR0uuZzxixOIJxI2PYo2b0BLNAAAkFycDmn6SLujAAAMVCq8jqfCOgCpoqOaxuM1FQ7AULIsaWu9SdJUVpu2Z5G42t8r5pWZr8O4sRtA30jYAAAAAAAAILn4gpLHZ6ppQiG7o0Eq8welN/d2Jml2N0eeNy9TOmmMqaSZM1YqzI5fnABSAgkbAAAAAAAAJD6qaRAvDV7ptZ0mQbNml9Tsjzzv6DyToKkok2aMlDJd8YsTQMohYQMAABIHYwKkJ/Y7+otjBugZ5wZSFdU0iIePPJ1VNO/USsFexkGaUmranFWUS0cUSQ5eawHEBgkbAACQGCqrpWXrpfcPSP6QlOmUJhVLS2aaD0JITex39BfHDNAzzg2kGssyVQ0en9TaS3UDMFDBkLRxn1TZnqTZ4Yk8b7ZLOmG0eT2dWyYNd8cvTgBpxWFZVi/pYvSXx+NRYWGhGhoaVFDAYGIAAESlslpautLcNVmcYz4QeYNSvVfKz5TuXcDFplTEfkd/ccwAPePcQCrxt1fTeKimwRBo8Utrd5kkzas15nUykpIcU0Uzr1w6cbSUw33vQFRG5Un5WXZHkXCizRvwSgMAAOwVsswdwY0+aUxeZzsBd4aU45J2t5jpc8to65JK2O/oL44ZoGecG0gFVNNgKO1tMYntympp/R5ThRjJxCIzFs28ctP2jNdNAHFGwgYAANirqta0bynOObT3s8MhFWWb6VW10vSR9sSI2GO/o784ZoCecW4gmVFNg6FgWdKWAyZBs6pG2rI/8rwuh3T8KFOFOK9MGpsfvzgBoAckbAAAgL3qWs1dbtmunqdnu0yrgrrW+MaFocV+R39xzAA949xAsumopmn0mfZUQCx4g9L63abV2eoaU1UTybAs6eSxJkEzZyytmwAkFBI2AADAXqVuMzCyN2jatxzMGzTTSxnYM6Ww39FfHDNAzzg3kCwCIcnjNdU0QappEAMH2kxyZlWNGZemNRB53vL89iqacmn6CCnDGb84AaAfSNgAAAB7TRshTSqWNteZXvtd27lYlrkreEqpmQ+pg/2O/uKYAXrGuYFE1+w3iRqqaTBYliVt90irqk0lTVWtZEWY1yHzujevzCRqJhQc2jYSABIQCRsAAGAvp0NaMlNautIMjFyUbdq3eIPmIlN+ppnOgJ+phf2O/uKYAXrGuYFERDUNYiUQkjbUdiZpqhsjz+vOkE4cI1WUSSeXSSU58YsTAGLEYVlWpFw0BsDj8aiwsFANDQ0qKCiwOxwAAJJHZbW0bL0ZGNkfMu1bJhWbi0wV5XZHh6HCfkd/ccwAPePcQCKgmgax0OSTXttpWp29ttMk/iIZ4TZtzirKpJmjI4/nBSB+RuUxNlQPos0bkLCJMRI2AAAMQsgyrQ3qWk2v/WkjuCM4HbDf0V8cM0DPODdgB6ppEAs7m0yCprJaenOPFOzlcuXkYpOIriiXjiym1RmQaEjY9CjavAEt0QAAQOJwOqTpI+2OAvHGfkd/ccwAPePcQDw1+aRGH9U0GJiQZcbe6mh1tq0+8ryZTmnmKJOgmVdmLgYDQIoiYQMAAAAAAIC+UU2DwWgLSG/sNlU0q2qk/W2R5y3KNuPQVJSZcWnyMuMXJwDYiIQNAAAAAAAAIqOaBgNV19rZ6uyN3ZI3GHne8QWmguaUcmnqcMnljF+cAJAgSNgAAACgu6EaAyGRxlZIpFgQPfYbesJxAQwNf9BU0jRSTYN+sCxpa31nkmZzXeR5XQ7p2BGdrc4OYyxoIGk5nVKOS8rJMF8YMLYeAAAAOlVWS8vWS+8fkPwh0zN8UrG0ZKb5MJ1oy032WBA99ht6wnEBxFbI6qymaQvYHQ2ShT8ovbXXjEVTWS3tbo48b26GNGeseY2eM1YqzI5fnABixCFlu8yXO8N8z3TZHVTKcFiWZdkdRCrxeDwqLCxUQ0ODCgq4MwAAACSRympp6UpzkaY4x/zj7Q1K9V4pP1O6d8HALoAO1XIHIpFiQfTYb+gJxwUQOy1+cy41+SVxmQhRaPBKr+00r8VrdknNvbTLG53XWUVz/Egu7ALJxuVsr5xpr6DJdkkOqpn7K9q8ARU2AAAAMHfULltvLtaMyev8B9zd/o/57hYzfW5Z/1oNDdVyByKRYkH02G/oCccFMHj+oDmHGv1SoJdxRYAOH3k6W529UysFe0nuTSk1CZqKcumIIi7uAsnC4ehMymS3J2gyGE8qnkjYAAAAwIz/8P4Bc5f6wR+oHQ6pKNtMr6qVpo+0f7kDkUixIHrsN/SE4wIYmJBlKiE8XlqeoW/BkLRxX2ersx2eyPNmu6RZozsraYa74xcngIHLdHVWz2S3J2pgKxI2AAAAMIN1+0OR/0HPdpk2Q3WtibHcgUikWBA99ht6wnEB9E9rwCRpmv1mUHggkha/tHaXSdK8WmNeSyMpyTGVjBXl0omjGWgcSHROp+TukpjJyaASOQHxSgoAAACp1G0G6/YGTUuhg3mDZnppP++WHKrlDkQixYLosd/QE44LoG+0PEO09raYCprKamn9HpMQj2RiUWersymlXOwFEpajMymT097ejPGjkgIJGwAAAEjTRkiTiqXNdeYf+q4thizL3F05pdTMlwjLHYhEigXRY7+hJxwXQM8sS2rym0RNay+DwCO9WZa05UBnkua9A5HndTmkGaOkivYkzdj8+MUJIHqZXcac6Rh/hrGjkhIJGwAAAJi7I5fMlJauNIN1F2Wbf/K9QXPhMz/TTO/vXZRDtdyBSKRYED32G3rCcQF0R8sz9MUblNbvNq3OVlVLtb20jByWJc0Za5I0J401vwNIHE5nZ9VMdnsFjctpd1SIEYdl8U4eSx6PR4WFhWpoaFBBQYHd4QAAAPRPZbW0bL0ZrNsfMi2FJhWbC58V5Ym33GSPBdFjv6EnHBdIZ7Q8Q18OtEmra0yS5vVdJrEXSXm+NK/cvHZOHyFlcPEXSAyOzoqZjuqZLFqbJaNo8wYkbGKMhA0AAEh6IUuqqjWDdZe6TUuhWNylPlTLTfZYED32G3rCcYF0ErJMFQ0tz9ATy5K2ezpbnW3cJ0W66ueQNHW4SdBUlEsTCmifBNjOIWU5O6tmsjPM75ybKYGEjU1I2AAAAAAAgJii5RkiCYSkDbWmzVlljVTdGHneHJc0u73V2cllUklO/OIEcCjGnUkr0eYNGMMGAAAAAAAg0QRCJklDyzMcrMknrdllqmhe2yl5fJHnHeFub3VWJs0cbS4IA4i/jI7kTHvlTLaLimD0iIQNAAAAAABAIrAsqYmWZ+jBriZTQVNZLb211yT0Iplc3N7qrEw6soQ79oF4czm7J2ayXeZvQBRI2AAAAIAxIIYS2xbJaCDHbbIf68ke/0Cwzomzzq0Bk6Rp8tHyDEbIkv6vziRoVtVIW+sjz5vplGaOMkmaeWXSqLy4hQmkPWdHcsbVOfYMyRkMAgkbAACAdFdZLS1bL71/QPKHzIf+ScXSkpnmgz8Gjm2LZDSQ4zbZj/Vkj38gWGf71zkQMkmaRp/kp+UZJLUFpDd2m2N1dY1U1xZ53sJsaW6ZqaI5cYyUlxm/OIF05XR2Vsx0jD2TQXIGseWwLG7diKVoBw8CAABICJXV0tKV5mJRcY754OENSvVeKT9TundB6l64G2psWySjgRy3yX6sJ3v8A8E627fOliU1t7c8a6HlGWSqvVa1tzp7Y7c5LiMZX9DZ6mzqcO7iB4aSw9G9aibbJWUyBhQGLtq8ARU2AAAA6SpkmTuNG33SmLzO/ubu9g8lu1vM9LllidEuJpmwbZGMBnLcJvuxnuzxDwTrbM86twXMwPDNfinUy9gjSH2WJW2rN+PRrKqWNtVFntflkI4d0dnq7DBuDAaGhsO8H2S1V81kt/8M2ICEDQAAQLqqqjVtYYpzDh2M1uGQirLN9KpaafpIe2JMVmxbJKOBHLfJfqwne/wDwTp3nzaU60zLM3TwB6W39nYmaXY1R543N0OaM9YkaeaMNa3PAMSQozMhk9NeQZNNcgaJg4QNAABAuqprNT38I31AyXaZVjF1rfGNKxWwbZGMBnLcJvuxnuzxDwTrfKhYrjMtz9ChwSu9ttO0OluzyxwXkYzO66yiOX4kbZeAWMrq0tYsq7212cHJeyCBkLABAABIV6VuM+CyN2jawhzMGzTTS93xjy3ZsW2RjAZy3Cb7sZ7s8Q8E63zo9Fisc1vAJGmaaHmW1j5uNAmaVTXShr1SsJdho6eUdo5HM7GIC8hALGS2J2RyMjoraDi3kGRI2AAAAKSraSOkScXS5rpDP8xYlrnbeEqpmQ/9w7ZFMhrIcZvsx3qyxz8QrHPs1jnYpeWZj5ZnaSkYkjbu62x1tt0Ted5sl3TCaGleeyXN8BRKigJ2cDm7tzTLyUidsdeQ1kjYAAAApCunQ1oyU1q60gy4XJRtPux4g+biVX6mmc4Hn/5j2yIZDeS4TfZjPdnjHwjWefDr3OyXGr1Sc0BSLxUUSE0tfmntLlNFs7rGHEORlORIc8tMJc2Jo80FZQAD4OhMyuS0V9HQOhApymFZFv9dxJDH41FhYaEaGhpUUFBgdzgAAAB9q6yWlq03Ay77Q6YtzKRic/Gqotzu6JIb2xbJaCDHbbIf68ke/0Cwzv1b50BI8nglj89UVSC97G0xFTSVNdK63eb4iWRioamiqSg3lVuplPwE4iWjvZ1ZTnv1DOPOIAVEmzcgYRNjJGwAAEBSCllSVa0ZcLnUbdrCcIEhNti2SEYDOW6T/VhP9vgHgnXufZ0tq72axmeqKpA+LEvacqAzSbNlf+R5XQ5pxigzFk1FuTQ2P35xAqnA4ehMzHRU0LicdkcFxBwJG5uQsAEAAAAAIIn5giZJ4/FJIapp0oY3KK3fbVqdraoxVTWRDMuS5owxlTRzxprfAUSna/VMR6IGSAPR5g1ongkAAAAAANKbZUlNftP2rC1gdzSIlwNt0qs7Tbu8tbuk1l72fVm+qaCpKJOmj5QyqAAA+ubo3trMnUH1DNAHEjZAoknHtgQAAHvF6r2H97D+YXshljiegIHxBaUGr0nWUE2T+ixL2uExCZrKGvO6GanvjEPS1OHtSZpyaUIBY2gAkYQkvbffJL1H5Zk2ge4Mxp4BBoCEDZBI0nHgTwCAvWL13sN7WP+wvRBLHE9A/zW1tzxrZWyalBcISe/UdiZpqhsjz5vjkmaPMa+dJ5dJJTnxixNIRlku6e290m+rpA/qpYDF/yHAIDGGTYwxhg0GrLJaWrrS9EouzjF3IXiDUr1Xys+U7l3AGx0AILZi9d7De1j/sL0QSxxPQPQCIXP3t8cnBammSWnNfum1ndKqatPyzOOLPO8ItzSvzLxWzhzNeBpARI7uY8/kuMz5xf8hQFQYwwZIJiHL3BXZ6JPG5HWWi7rb3wB3t5jpc8tobQEAiI1YvffwHtY/bC/EEscTEJ3WgGl71uxX5P5XSHq7mqRVNSaR/eZek6CLZHJx53g0R5bQsgnoidN5aIKm67nC/yHAkCBhAySCqlrTwqI459B/FB0OqSjbTK+qNYMbAgAwWLF67+E9rH/YXogljicgspBl2p41eM04NUg9IUt6d397q7NqaWt95HkzndLMUdK8clNNMzovbmECycFhqmM6EjPZLimzj2oz/g8BhgQJGyAR1LWafuORSq+zXaactK41vnEBAFJXrN57eA/rH7YXYonjCTiUL2iSNI0+M8A8UktbQHpjt6mkWVUt1bVFnrcwW5o71iRpZo+R8jLjFyeQ6DJdnQma7Paf+1tpxv8hwJAgYQMkglK3uePHGzSlowfzBs30Unf8YwMApKZYvffwHtY/bC/EEscTYFiWaXfm8UmtfrujQazVtUqra6TKGun1Xea1LZLxBZ3j0UwbLrmc8YsTSFQdrc26JmhicW7wfwgwJEjYAIlg2ghpUrG0ue7QnqCWZe5ImFJq5gMAIBZi9d7De1j/sL0QSxxPSHf+oEnSNPqkYC/jlSC5WJa0rb5zPJpNdZHndTqk6SNMFU1FmXRY5EGcgbSR5ZKyMzrHkumrtdlA8X8IMCRI2ACJwOmQlsyUlq40g7IVZZs7HrxB8waXn2mmM0gbACBWYvXew3tY/7C9EEscT0hXzX7J45VaqKZJGf6g9HZt53g0u5ojz5ubIc1pb3V28ljT+gxIVx3VMx2VMzkZ8Xvf5/8QYEg4LIumrrHk8XhUWFiohoYGFRRwZwf6qbJaWrbeDMrmD5nS0UnF5g2uotzu6AAAqShW7z28h/UP2wuxxPGEdBAImSSNh2qalOHxSq/tNK3OXttpEnGRjM7rbHV2/MihqxgAEl1me1LG3Z6gyUqAc4H/Q4CoRJs3SNqEzdatW/XQQw/p3//+tz788EO1traqqKhIxxxzjD796U/r85//vPLz8yM+PhAI6Be/+IV+//vfa8uWLfJ6vRo/frzOO+883XzzzRo+fPiA4iJhg0ELWVJVrenTW+o2paPcjQAAGEqxeu/hPax/2F6IJY4npKqW9mqa5oCkpLx8ga4+bpRWVZskzYa9UrCXfTqltDNJc0RR/wdEB5KeozMx05GkSdT3dv4PAfqU0gmb3/3ud/riF7+otra2iPMcdthhWrFihaZMmXLItIaGBp111llau3Ztj48dM2aMli9fruOOO67fsZGwAQAAAABgEIIhU0nj8UmBXgaYR+ILhswYNB2tzrZ7Is+b7ZJmjTZj0cwrl4YzUDnSjNMpuduTMx0tzkhUAikjZRM2b7zxhk466SSFQiGNGDFCd9xxh04//XSVlpbqww8/1M9//nM9+uijkqSJEydq06ZNys7u3s/0k5/8pFasWCGHw6HbbrtN11xzjXJzc/WPf/xDX/nKV9TQ0KCysjK98847Kikp6Vd8JGwAAAAAAOgnyzItsZp8VNMkuxa/9Ppuk6BZXWPGsoikJEea215Fc+Joc5EaSBdd25vluGj1B6S4aPMGSfdOeP/99ysUCsnpdOr555/XiSeeGJ42YsQInXjiicrJydEvfvELbdu2TS+++KLOPffc8DwrVqzQihUrJEnf+9739N///d/haVdffbUmTpyo+fPnq6amRj/60Y909913x2/lAAAAAABIJ60BqdFnkjUhxqZJWntbOludrd8t+XrZlxMLTQVNRblpe0bbJKQDh6OzaianPUHjctodFYAElHQVNlOnTtWmTZt05JFH6t133+1xnldffVVz586VJN199936+te/Hp62ePFivfDCCxo+fLhqamqUlZV1yOM//elP67nnnlNJSYn27NmjjIzo81pU2AAAgJTUtS91cY7524E2elT3Vyr2907UdYplXIm6jumAbW+k2nbwB02SptFPy7NEEZL03n7z3l6cI00ukXq7lmxZ0nsH2lud1Uhb9kee1+WQZowyrc4qyqWxkccbBlJGlkvKbk/M5GSY3wGktZStsMnJMRcIHL30cHS5Ol8ER44cGf65tbVVL730kiTp3HPP7TFZI0kXXXSRnnvuOe3fv1+rVq3SqaeeGoPIAQAAklRltbRsvfT+AXMHdGvA/N2dIeVlSpOKpSUzzUUYRNZ1O/pDUqYz+bddoq5TLONK1HVMB2x7I1W2QzAkNflNosYbsDsadLVuj/TYRjO+TCAkZTilCQXSlVOlWaM65/MFpfV7zDG5qsZU1UQyLEuaM8YcoyeNNb8DqcrlNImZ7C4VNMmcVAdgq6RL2Bx//PFav3693nvvPW3YsEHTp08/ZJ4//vGPkqTs7Gyddtpp4b9v2rRJbW1tkqSTTjop4nN0nbZ+/XoSNgAAIH1VVktLV5oLbNku05c+2F6g3eyX8rOkzXVmnnsXJNfFw3jquh2Lc8y29AaTe9sl6jrFMq5EXcd0wLY3kn07MC5N4lu3R7p7jdlPhdmmCsAXlLbWm7//1/FmWmW19PouqaWXZFtZvjkeK8qk6SNN4gdIOY7O5ExH9QzHOoAYSrqEzTe+8Q098cQTam1t1eLFi/WDH/xAp59+uoqLi7V9+3b9z//8j+6//345HA79+Mc/1vjx48OP3bJlS/jnww8/POJzjB8/Xk6nU6FQqNtjAAAA0krIMnd1N/qk0bnShx6TrMl0mj7c/pBU3yYdXijtbjHzzi3jjsKDdd2OY/LMtpM6B5hNxm2XqOsUy7gSdR3TAdveSObt0DEuTZPPJG2QmEIylTXNfmlkruSQ2V8OmWNqd7P0jVciP94haerw9iRNuanK6aUbCpCUMl1dxp3JkLKcHOcAhlTSJWwOP/xw/fvf/9bFF1+sjz76SFdeeeUh85x11lm6+eabdeaZZ3b7+759+8I/d22VdrDMzEwVFRVp//79qqur6zUer9crr9cb/t3j8US7KgAAAImtqta04CnOkdqC5q7ujC4fUl0O87e2oFSUbeatqjV31aJT1+148Ad8hyM5t12irlMs40rUdUwHbHsj2baDr31cmibGpUka7+03bdAKsqRWvxlTqMlvbsiIJMclzW5vdXZymVSSE794gaHm7Ght1iVBk2gJcQApL+kSNpJpWfb000/rqquuUlVV1SHTP/74Y33wwQeH/L25uTn8c8dYOJG43W5JUlNTU6/z/fCHP9R3vvOdaMIGAABILnWt5qJNtstcwLGs7hcNnQ5TcRMImbFs6r3mMeiu63bsSbYr+bZdoq5TLONK1HVMB2x7Ixm2QyBkqmgafSZhg+TR5JP+/ZGplN1nmYquSAqypNMPM0mamaMjH5NAUnGYYzmcnHGZahoAsFnSNVkMhUK6+eabdfzxx6umpkYPPPCAtm3bpv3792vDhg1aunSptmzZohtuuEFXXHGFQqFe7gyJgdtuu00NDQ3hr48//nhInw8AACBuSt2m/Zk3KGU4TLKm6/WcUHvblIz2eTKd5jHorut27EkybrtEXadYxpWo65gO2PZGom6HkGUSNLuapB0NJmFEsiY57GyS/rRF+vJL0qK/So9tknyhnpM12S6pMEsqzpZ+dpr09dmmooZkDZJVhkvKyzKvmWXDTEvf8mHSiFxpWBbJGgAJI+kqbL773e/qpz/9qXJycvSf//xHU6dODU8rLi7Wj3/8Yx111FG67rrr9MQTT2jevHn6whe+IEnKy8sLz9vW1tbr87S2mruU8vPze50vOztb2dnZA10dAACAxDVthDSp2AxuPcptLtK0BSRHe1u0oNU+2Gr7WApTSs1j0F3X7Zjj6l6lZFnmDvlk23aJuk6xjCtR1zEdsO2NRNsOzX5TldHsZ1yaZBGypP+rkyqrpVU10tb63ufPy5DyM6X8LHMzRm2rdESRdFRpPKIFYsfhMFUzHRU07gzJlXT3rANIU0n1auX1evXTn/5UknTZZZd1S9Z0dc011+jwww+XJP3qV78K/3348OHhn/fu3Rvxefx+v+rr6yVJpaX8YwIAANKU0yEtmWku3uxpNeMlOB2mRY8vaKprinJMsiY/08xLn+9Ddd2Ou1vMYNwhy3xP1m2XqOsUy7gSdR3TAdveSITt4AtK+1ql7Q3S7iaTsCFZk9jaAiZB88O10qf+Jl37D+nRTT0nawqzpRPHmHFoirNNpUFhjrkho7ZVys2QrpyaZFeOkJayXNKw9mN4XIF0eJE0Nt9U0+RnkawBkFSSqsJm8+bN8ng8kqRZs2ZFnM/hcGjWrFn64IMPtHnz5vDfjzzyyPDPH3zwgU477bQeH79jx45wK7WujwEAAEg7FeXSvQukZevN4Na5meZioWTuVrQsc4f3kplmXvTs4O1Y7zWtjJJ52yXqOsUyrkRdx3TAtjfs2A4hyyRmPD7JG4j98hF7da3S6hqpskZ6fVfkNnqSNL5Amldmjp1pw82F7HV7pMc2Sts9Zr9nOE1lzZVTpVmj4rYaQFRcTlN1mJ3ROf5MqifwAaSVpErYdG1jZvVxV09HwsXRpWz8mGOOUU5Ojtra2rR27Vpdd911PT52zZo14Z9nzpw5mJABAACSX0W5NLdMqqo1F4WKc8zfD7SZOxenjeCDcjQO3o6psO0SdZ1iGVeirmM6YNsb8doOLX4zNk2TX90HLEPCsSzpgwZTSVNZLW2qizyv0yFNHyHNK5cqyqTDCg6dZ9Yo6fhR0nv7zXt7cY40uYTKGiQAR2dyJqc9OZPBgQkgtSVVwmbMmDHhn9evXx9xPsuywtPHjx8f/rvb7dbpp5+uF154Qc8884weeughZWVlHfL4P//5z5KkkpISzZs3L1bhAwAAJC+nQ5o+0u4okl8qbsdEXadYxpWo65gO2PbGUG2HQEjyeKVGvxTopSoD9guEpLf2do5Hs7Mp8ry5GdKcsSZJc/JY0/qsL05JR5XELFxgQDJdnVUzHePPONIsSQ8g7SVVwmbChAmaOHGitm3bpqeeekq33HKLpkyZcsh8v/nNb/Thhx9KkhYtWtRt2pe+9CW98MILqq2t1U9+8hPddttt3aavXr1azz//vCTp+uuvV0ZGUm0iAAAAAAAisyyp2W9aX7X67Y4GvfF4pdd2mgTNazvbq58iGJ3bXkVTLh0/0lz4BhKZs6O1WZcKGsaaAQA5rL56iyWYxx9/XFdeeaUkafjw4frOd76js88+W8XFxfr444/12GOP6ac//amCwaAKCwu1adMmlZWVdVvGJz/5Sa1YsUJOp1O33367/t//+3/Kzc3VP/7xD331q1/VgQMHVFZWpnfeeUclJf27w8Tj8aiwsFANDQ0qKOih1BgAAAAAgHjzBk0CoMkvtbcQRwKqbuysonl7rxTs5ZLNlNLO8WiOKKISAQnMIWU5TeVMR/VMFklFAOkl2rxB0iVsJOl73/ue7rzzzvA4NT0ZMWKE/vKXv+iUU045ZFp9fb0WLVqktWvX9vjYMWPGaPny5TruuOP6HRsJGwBIEyGLnvrpjP2fHBJ5PyVybENlsOucjtsMGKyQJTX5TDWNN2B3NOhJMGTGoFlVLVXWSB82RJ4322XGm+kY12hE7uCeOyTGrcHQcHUkZ7pUz5BQBJDmUjphI0kbNmzQL3/5S1VWVmr79u1qbW1VQUGBjj76aH3yk5/UF77wBQ0fPjzi4wOBgH7xi1/oiSee0JYtW+Tz+TR+/Hide+65uuWWW3p9bG9I2ABAGqislpatl94/IPlDUqZTmlQsLZlpPkAjtbH/k0Mi76dEjm2oDHad03GbAYPRFjBJmiafaYGGxNIakF7fZV7bVtdIB7yR5y3Oaa+iKZNOGCO5Y9S2fd0e6bGN0naPGR8nwylNKJCunGqSQkC0HI7uY87kZJjjCQDQTconbBIVCRsASHGV1dLSlVKjz3yAznaZFiP1Xik/U7p3ARcPUxn7Pzkk8n5K5NiGymDXOR23GTAQIcucJx6v5AvaHQ0OtrfFJGcqq6V1uyVfL23pJhZ2jkczpTT21YTr9kh3rzFjGRVmm9ZUvqBJ8uVmSN84iaQNIst0da+eyaa1GQBEI9q8QYxuzQAAIA2ELHOHd6NPGpPXWdbvbv/AsrvFTJ9bRpueVMT+Tw6JvJ8SObahMth1TsdtBvRXa6BzbBpxP2bCsCzpvQNmLJrKaund/ZHndTmkGaNMFc28Mqls2NDFFZKprGn2SyNzpY6XzhyXlO2WalvN9ONH0R4NktMpubskZnIyeL8FgCFGwgYAgGhV1Zp2PMU5h/ZgdjikomwzvapWmj7SnhgxdNj/ySGR91MixzZUBrvO6bjNgGgEQ+3VND7JTzVNwvAFpfV7zHg0q2qkPS2R5x2WJc0Za5I0J401v8fDe/tNG7TC7M5kTQeHpIIsM/29/dJRJfGJCQnC0ZmUyWlvb5ZJ9QwAxBsJGwAAolXXasZOiFT2n+0yLXrqWuMbF+KD/Z8cEnk/JXJsQ2Ww65yO2wzoTYvfJGmaqaZJGPVt0qs7TRXN2l1SSyDyvGX5ps1ZRZlJMtsxzseBNjNmTVaE19UslznGDrTFNy7EX4bLJGa6jj9z8M0RAIC4I2EDAEC0St1moGtvsOcBX71BM73UHf/YMPTY/8khkfdTIsc2VAa7zum4zYCDUU2TWCxL2uHpbHVWtc+0b+yJQ9LU4e1JmnJpQoH9F8SLc0yiyBc0F+sP5gua6cU58Y8NQ8fh6D7uTI5LctHzDgASEQkbAACiNW2ENKlY2lxnPuR0/cBtWeYu7ymlZj6kHvZ/ckjk/ZTIsQ2Vwa5zOm4zoAPVNIkjEJLeqe1M0nzcGHneHJc0e4xJ0JxcJpUkWOJjcolJHG2tN2PWdM0fWTLH3BFFZj4kL5fTJGjcGZ0VNACApEDCBgCAaDkd0pKZ0tKVZqDromzz4ccbNBcN8zPNdAbiTE3s/+SQyPspkWMbKoNd53TcZkhvgS7VNAGqaWzV7Jde22nGo3l1p9knkQx3mzZn88qlmaPMBfJE5ZR05VTp7jVSbasZsybLZSprPD4pN8NMp/giuWS6uiRoGHsGAJKZw7IsbtWJIY/Ho8LCQjU0NKigoMDucAAAQ6GyWlq23gx07Q+ZdjyTis1Fw4pyu6PDUGP/J4dE3k+JHNtQGew6p+M2Q3pp9kuNXqk5IKppbLSrqbOK5s29JoEWyeRiaV57kuaokuRLHK/bIz22UdruMeuZ4TSVN1dOlWaNsjs69Mphbl7oaHHmzqC9GQAkgWjzBiRsYoyEDQCkiZAlVdWaga5L3aYdT7J9UMfAsf+TQyLvp0SObagMdp3TcZshtQVCkscrNfqpprFLyJLe3W8SNJXVpk1YJBlOUz3TUUkzOi9uYQ6ZkKT39ksH2syYNZNLqKxJRC5nl7FnMg5tEQoASAokbGxCwgYAAAAAEFGz3yRqWvx2R5Ke2gLSG7tNJc2qaqmuLfK8BVnS3DJTyTd7jJSXGb84kZ4cXapnOr5nkEUDgFQQbd4ggRurAgAAAACQAvzBzrFpgr202cLQqGuVVtdIlTXS67vMOFiRHDbMJGgqyqWpw7lYjqGV1VE50/49m7FnACDdkbABAAAAACDWLKt9bBof1TTxZlnStvrO8Wg21UWe1+mQjh1u2pxVlEvj6ZSBIeJsb23WtXqG1p4AgIOQsAEAYCgx5gIQ//OA827g2HbA4PmDppKmMcpqmmQaR2QgscZr/fxB6e3azvFodjVHnjc3QzpprBmP5uQyqTB7CAJC2st0dY45k5NhqmkAAOgDCRsAAIZKZbW0bL30/gHJH5IyndKkYmnJTHMHJ5AO4n0ecN4NHNsOGLiOahqPT2rtRzXNuj3SYxul7R4pEDLttyYUSFdOlWaNGrp4B2IgsQ71+nm80ms7Tauz13aafRDJqNzOVmczRnLxHLHlcHSvnMlxSa5EzbwCABKZw7Isy+4gUkm0gwcBAFJcZbW0dKW5u7Y4x3x48waleq+Unyndu4ALoEh98T4POO8Gjm0HDIyvSzVNqJ9j06zbI929xiQZCrNNAqFjebkZ0jdOSpykzUBiHar1q25sr6KpkTbslYK9XNI4uqQzSXNEkbmoDsSCy2kSM+72JE22i+MLANCraPMGVNgAABBrIcvcpd7ok8bkdX54c7ffbbe7xUyfW0arIaSueJ8HnHcDx7YD+scXNEmIJp/5eSBCMpUnzX5pZK7UcWrluKRst1TbaqYfP8r+9mgDiTWW6xcMmTFoVrUnaT5siDxvllM6YbRJ0Mwtk0bkDmbNgU4d7c063hszqdACAAwNEjYAAMRaVa1pKVScc+iddg6HVJRtplfVStNH2hMjMNTifR5w3g0c2w7omz8oNQ0ySdPVe/tNm7DC7M5kRgeHpIIsM/29/dJRJYN/vsEYSKyDXb/WgPT6LlNJs7pGOuCNHF9xjjSvzIxHc8IYc0EdGKysrgmaDNPODwCAOOA/GQAAYq2u1Yz/kB3hzrtsl2kzVNca37iAeIr3ecB5N3BsO6BngZBJ0DT5JW8gtss+0GaWH2kclSyXaR12oC22zzsQA4l1II/Z22KSM5XV0rrdkq+XFnOHF3a2OptSSvUfBslhqmZyMjqTNBxTAACbkLABACDWSt1msG5vsOe7PL1BM73UHf/YgHiJ93nAeTdwbDugUzDUWUnTFuMkTVfFOeaOfV/QXCg+mC9ophfnDF0M0RpIrNE8xuUwSZvfVJkkzbv7I8fgckgzRpoEzbwyqWzY4NcL6cvl7EzQZLe3OGP8GQBAgiBhAwBArE0bIU0qljbXHfoB0LLMnepTSs18QKqK93nAeTdwbDuku5DVWUnT6o/Pc04ukSYUSFvrzZguXa8VWzKJjCOKzHx2G0iskR4TsqSWgBnDxrKkO1ZHft78TOnksSZJc9JYaVhWrNcMacFhKkWzXeamhGzGnwEAJDaacAIAEGtOh7RkprnQsLvF9GEPWeb77hbz9yUzabWA1Bbv84DzbuDYdkhXLX5pT7MZxL62JX7JGsl8Er9yqpSbYZIXbUEpJPO9ttX8/cqpifGJfSCxdn3MnhZpX6tU3SS9X2++e4M9tzwry5cuOUp68HTpxc9K350nnTGBZA2i53RKuZlSiVsak2/a55UPk0bkSvlZJGsAAAnPYVmWZXcQqcTj8aiwsFANDQ0qKCiwOxwAgJ0qq6Vl681g3f6QaSk0qdhc+Kwotzs6ID7ifR5w3g0c2w7pwB+UGn1So18KBO2ORlq3R3pso7TdY8Z8yXCaypQrp0qzRtkdXXf9iXWHx7ymrPhQ2lYfeZkOSVOHd45HM6GA1lTon8wu1TM5GZHHTQIAwGbR5g1I2MQYCRsAQDchS6qqNYN1l7pNSyHuUke6ifd5wHk3cGw7pCLLMu3OGn3xraKJVkjSe/ulA21m7JfJJYlRWdOTSLEGQua1o7LGJGo+boy8jByXNHuMSdCcXCaVJMA4PUgS7e3NctrHnXFnmPFoAABIAiRsbELCBgAAAAASQGvAJGmafCZpg9hq9ktrdpoEzas7zVg2kYxwS/PKTJLm+FHmgjvQF4ejMzmT015Bw00EAIAkFW3egP+SAAAAAACpIRBqb3nmM+3PEFu7mqRV7VU0b+412zuSycUmSXNKuXRkCa3O0DenU3J3Sc5kuzhuAABph4QNACQa2tEkN/Yf7BLp2OOYjK1otifbHMlqsMeuXcd+orc8O1hStUCzpHf3mwTNqhozxlUkGU4zls28cpOoGZ0XvzgxOHYdkx3jz+Rmmu+Rxp/hfRUAkEZI2ABAImHA5+TG/oNdIh17Cw6TVn7EMRkr0ZzjvA4gWQ322LXj2G9pT9I0+5On5dm6PdJjG6XtHlOdkuGUJhRIV041yY5E0BaQ1u0249GsrpH2tUaetyBLmtve6mz2GCkvM35xIjbidkwOcPwZ3lcBAGmGMWxijDFsAAxYZbW0dKW58FCcYz7QeINSvVfKz5TuXcCHkkTG/oNdIh17e1vMHed5GdKoPI7JwYrmHJd4HUByGux7WDzfA33B9nFp/FIgyVqerdsj3b3GJJgKs001gS9oxn7JzZC+cZJ9SZu6VpOcWVUjrd1l9l8khw0z+7OiXJo63FzgR3IaymMyFuPP8P81ACCFMIYNACSTkGXuHGv0SWPyOns1u9s/5OxuMdPnllH+n4jYf7BLb8eePygFQ1LQMsehw8ExOVDRnOP3r5dk8TqA5DPY97B4vAeGLKnJZy4iewMDW4bdQjJVDM1+aWSu1LEpclxStluqbTXTjx8Vn1ZUliV90NDZ6mzTPinSrZxOhzRtuBmLZl65NJ4bE1NCTI9JR/vj2sed6a29WdTx8f81ACA9kbABgERQVWvK/ItzDh1Y0+GQirLN9KpaafpIe2JEZOw/2CXSsdcakHztbU28QfN7bnubGo7J/ovmHP+/OnMBlNcBJJvBvocN1XugZUktgc6WZxGzCUnivf2m5VRhdueF8Q4OmdZi2z1mvqNKhiaGQEh6a29nkmZnU+R5czOkk8ZKFWXSnLFSUc7QxAT7DPiYdHQmZbK7JGlijf+vAQBpioQNACSCulbTkznSh51slyn9r+ulhzjsw/6DXSIde4GQubaZ4ZAClvnqimOyf6I5x31Bs815HUCyGex7WKzfA1sDppqmyS+FQtE9JhkcaDOvzZGqDrJcpoLoQFtsn9fjlV7baRI0r+002zWSUbmmvdS8MlNVMdgKCSS2aI/JJp80LNtUtWS1J2kOTqAMBf6/BgCkKRI2AJAISt1mAE1v0JT5H8wbNNNL3fGPDX1j/8EukY69DKe5OzZome8ZB11Y4Zjsn2jO8SyXqQjgdQDJZrDvYbF4D+xI0jT7TSvHVFScY16bfUFz4ftgvqCZXhyDSpbqRpOgqayW3t5r3gsiObrEtDmrKDMDucfjQjwSQ4/HpMP83+B0mDGiclzSUaWmZVq88f81ACBNkbABgEQwbYT5kLy5rnOsiQ6WZe4em1Jq5kPiYf/BLpGOPXeGlOU07YTyMrtf6OCY7L9ozvGjSyVZ0v/t53UAyWWw72EDfXxbwFR7NPlSN0nT1eQSaUKBtLXejA/SNS9iyVQyHFFk5uuvYMhs/8pqqbJG+rAh8rxZTumE0SZJM7fMngvxSAyTS6RPFJpjMi9Dcrbf7OFwmHPX47P3fYv/rwEAaSoewxkCAPridEhLZkr5mWYAzdaAGWizNWB+z8800xlQMzGx/2CX3o69TJfkcpq7Z9uCHJODEc05ftNM6aZZvA4g+Qz2Paw/j28LSPtape0NUk2j1NCWHskayXzyvnKqGRumtrX9dVnme22r+fuVU6P/hN4akP7zsXTXa9Liv0vX/1N6bHPPyZribOlTE6V7TpH+caH0kwXS+ZNI1qSjLJdUkC2NyjPJmq/PlgqzpNo2U7FiKXHet/j/GgCQphyWZSX56I2JxePxqLCwUA0NDSooKLA7HADJprJaWrbeDKDpD5ky/0nF5sNIRbnd0aEv7D/YJdKxt+AwaeVHHJOxEs05zusAktVgj91Ij//icWZA8Ga/abGU7tbtkR7baAZzD4RMUn1CgUnWzBrV+2NrW0yrs1XV0hu7JV8vya7DCzvHo5lSahL4SC8Z7ePN5Lik7Azzc0/JjUR/30r0+AAAiFK0eQMSNjFGwgbAoIUsqarWDKBZ6jZl/tw5ljzYf7BLpGOPYzK2otmebHMkq8Eeux2P390kuTOlcQVSKE0qaPojJOm9/WbQ9+Ic05qqp3yKZZmL1B3j0fzf/sjLdDmkGSNNq7N5ZVL5sKGKHonI6WxPzLQnZ3Jc/UvSJfr7VqLHBwBAFEjY2ISEDQAAAIC04w+aMWkafeZnDIwvKL25pzNJs6cl8rz5mdLJY02S5qQxptUVUp/D0T0xk+0ybVABAEBCizZvkBFxCgAAAAAAkQRCUpPPJGq8AbujSV71bdKrO02SZs1OqaWXbTk2X6ooM62gjhtpWqohtWV1Tc60tzYDAAApi4QNAAAAACA6wZAZj6bJL7X67Y4mee3wmLFoKquld/aZlk89cUiaOrxzPJpPFJoKC6Qml7MzMZPTy7gzAAAgZZGwAZDe0q0fcizWN922GZDKkuV8TpY4gaHU03kgxefcCFntSRpfe/UHXbX7LRAy+6qj1dlHjZHnzXFJs8eYVmcnjzX7dihEO5YOhobDYZIymU5p2wHTTnBknnQY73EAAKQzEjYA0ldltbRsvRnM1R8yH5YmFUtLZpq7GFNNLNY33bYZkMqS5XxOljiBodTTeTC8/SL+vtahOzdaA5LHa5I1DH3af81+ae0us/9W10geX+R5h7tNBU1FuTRzlLmQP5TW7ZEe2yht95hkUoZTmlAgXTlVmjVqaJ87XTkckjvDfOW0f/EeBwAADuKwLP7zjqVoBw8CYLPKamnpSnMnW3GOaTfgDUr1XjOA670LUutDUizWN922GZDKkuV8TpY4gf/P3r1Hx3WX9/7/7LmPLiONJcuWpWCT4BAcG4c45GbLJJyeQGhI4NBCuTSlpfS0pcuFkHKS0rNafnAONDUHcGlLz4EFBRqgpaUQ4hBupshO7GATiBKHxFxikGzZsmzdrNFIM7N/fzwjjyxrZEkzmtkz836t5WVb+yvpO7NndNmfeZ5nOc31PDgzIR0/a8fbG6R4uHjPjVTGPtfopDSVLt7tqBX9Z7OtzvqkQyfs/sxnfTw3j+aFK0pXVXHwhPSh/RYoNYVtRspk2gKluoB0z/WENsUwHdBEZoQ0M/E9DgCAmrLQ3IAKGwC1J+PaK9lGJ6X2+lwf8Gh2mGf/uB3f2lEd7QiKcXtr7T4DqlmlPJ8rZZ/AcprreeC6dkF32tCE1BIp7LnhZluejU5K48ylWZSMK/3kdC6kOXIm/9qAz6pnujrs/LQ3lG6f0zKyypqzU1Jbnc3IkbJzU6LSQMKOX72K9miLNruCxp9/3hDf4wAAQB4ENgBqT8+A/TIdj1z4S5TjSM1hO94zIG1uK88ei6kYt7fW7jOgmlXK87lS9gksp7meB4mUvQo/kL2ankzb26KBxT83pqsqRielzDyVIDjfREo62G/zaPb2WVu6fGIhu+je1WlzaeqDpdvnXJ49bW3QmsK5sGaaI9vvcyO27ooV5dhh5ZieQRPxS9Hg/AHNbHyPAwAAeRQtsJmamtIDDzygffv26ejRoxodHVVjY6PWrl2rrVu36tWvfrWCwTL/cAoAkg3mncpY24G5hP32ytXBeX75riTFuL21dp8B1axSns+Vsk9gOc31PEi5VhHjOPYn7Z7fdutiz42MK41NWlCTTC3v/qvJYEJ65Ji1sTpw3IKyfC5plLZ32kyaTStz4ZoXnJmwx0soz9fWkN8eG2cmSruvShDyS+FsBU3Yn/8+XAi+xwEAgDyKEth8+tOf1j333KNTp06de5vrunKyrxT56Ec/qtbWVv31X/+13vrWtxbjUwLA0rVEbaBnMm2/cM2WTNvxlmjp97YcinF7a+0+A6pZpTyfK2WfwHKa63kQyAY1rrLBjc4PBPI9N8azLc/GpmTvjHm5rvSLYQtouvukp07lv9t8jrSp1apoujqltR6eZRqP2ONlMm0VIbNNZqu34pHS781L/L5c9Uz4Iu3NloLvcQAAII+CA5v3vOc9+vCHPyzXtZ9e6+rqtH79ejU0NGhsbExHjhzR+Pi4BgYG9La3vU2HDx/WfffdV/DGAWDJNq20Ia+HBy/85Wu6L/yGFltXDYpxe2vtPgOqWaU8nytln8Bymut5MP3q/kS2OmZ6ZoZ04XNjImUBzdiklKbl2UWlMtKPTuZCmmNj+dfWBazFWVendOMaqblCAo7LV0jrYtJPh2xmzcwMwpVV17yg2dbVDMeeX5HscysSWP6qKL7HAQCAPAr6KeTBBx/Uzp075bquNm/erN27d2tkZESPP/64uru79fjjj2tkZES7d+/W5s2b5bquPvzhD+uhhx4q1v4BYPF8jrRji9QQtIGeiZS1B0mk7P8NQTteLQM+i3F7a+0+A6pZpTyfK2WfwHKa63ngyuZbTGuOnP/cqA9Iv7tJ6h2V+kal4QnCmvmMJKVvPif9z73SK78s/cl3pC89M3dY01YnvW699NGbpW/8hvTB7dKrLq2csEayKwB3brTAaSAhTaSljOzvgYS9/c6NBV4p8Difz2YJtUSljkbp0ib7uyUqNYRK08KO73EAACAPx50ujVmCW265Rd/+9rd17bXXas+ePYpG85frJhIJ3XTTTfrBD36gW265Rd/4xjeW+mk9bWRkRE1NTRoeHlYs5uFSeAD26sldh2yg51TG2g6sj9svR12d5d5d8RXj9tbafQZUs0p5PlfKPoHlNNfzoDX7u9epRK6N1dqY9JYrpWtWlXe/Xtc7Ku3ts/v1RydtDlA+V6zItjrrsK89xWyLVU4HT0iffVJ6bsQqiwI+q7y5c2P1PX4CfqtiiQaseqaQ2TPFxvc4AABqxkJzg4ICm5aWFg0NDelb3/qWXv7yl190/be//W3dcsstisfjGhwcXOqn9TQCG6DCZFypZ8AGerZEre1ANb+SrRi3t9buM6CaVcrzuVL2CSyn2c+DK1ut1dnBfqn/rM0cuXxFdVdGLFU6Y62nplud/WI4/9qQT7pmtV0s39phVTXVKiPp2dPSmYkqevw4ubZm0yGN3+M3iu9xAADUhJIENg0NDUokEhoYGNCKFRfvcXv69Gm1traqvr5eo6OjS/20nkZgAwAAAGBZZFxpPDuT5mxK1h8Nc0qkpMeOW0izr086k8y/Nh6WbuyQtndK17bPPQQe3uQ4uXAmkq2gIewAAAAetNDcoKCfRNetW6enn35aQ0NDCwpshoaGJElr164t5NMCAAAAQG3IuNLZKeksIc1FDYznWp0d7Jcm55nd8/wma3PW1WnD3b1ehQHj910Y0AAAAFSRgn66+c3f/E29733v0xe+8AW9973vvej6+++/X5L0ute9rpBPCwAAAADVK53JhjRT0jghTV6ua7M/uvukvb3S06fzr/U70lVtFtBs65A6G0u3TyxdMBvMRLMhTdBD82cAAACWQUEt0cbHx3Xdddfppz/9qT7zmc/oDW94Q961X/ziF/XWt75Vl19+ufbv36+6uursBUxLNAAAFoG+7dWDc7k03G+YNh3SjE1ZOy9CmrlNpqUfnrAqmr190onx/GsbgtINayykub5dioVLt08sgWOhTLiC5s8AAAAsUElm2Hz/+9/X6dOnddddd+no0aO67rrr9NrXvlZXXHGFGhoaNDY2pp/85Cf6yle+ogMHDmjdunX6P//n/ygej+f9mNu3b1/qdjyBwAYAgAXq7pV2HbJXR09lpKBPWh+Xdmyxi2uoHJzLpeF+Q2o6pJmUJlLl3o13DSelR/qskmb/sWzVUR5rGnKtzq5qkwJc8Pes2e3Nwn6bSQMAAFCFShLY+Hw+OUX8gcpxHKVSlf2LCoENAAAL0N0r3b1HGp2U4hG7SJNMS0NJe0X0zpu5YF0pOJdLw/1Wu6bSuUqaZGX/7rOsfjliz5PuXumJU1aNNhdH0pWtuZDm+U1c9Pckx77OzQxoCNMAAEANWWhuUPCEvgLyHgAAUIsyrlUVjE5K7fW5C2vT/en7x+341g5aQ3kd53JpuN9qz2TaqmjOTtm/caFURnryVK7V2dGR/GvDfum6dgtoblxj7QThLQG/FPZl25tlv7YRpAEAAFxUQYHNL37xi2LtAwAA1IqeAWsBFY9cePHGcaTmsB3vGZA2t5Vnj1gYzuXScL/VhomUBTRnp6yqBhc6OyUdOG4hzSPHrPVZPq1RaVu2imbLKgsB4A1+X272TMhv/2b2DAAAwJIU9FPu2rVri7UPAABQKwYTNq8j7J/7eNhvbaEGE6XdFxaPc7k03G/VKzEjpEkR0syp/6y0t9fm0fzwhD0X8lkfz7U6e+EKKs68YDqcCWUDGsIZAACAouJlSQAAoLRaojZcPZm2FlCzJdN2nBY33se5XBrut+rhuueHNOl5wodalXGlZ07nWp09eyb/2oDPqme2ddif9obS7RNzcHKtGglnAAAASoLABgAAlNamlfaq6cODF/a0d12rLNjQYuvgbZzLpeF+q2yumwtoxlNShpDmAhMp6dAJq6TZ2ycNzFMtFgvZvKZtHdL1a6T6YOn2iVlmBDTRIHNnAAAAyqBogc2TTz6pT37yk+ru7tbRo0c1OjqqxsZGrVu3Ttu2bdPv//7va+PGjcX6dAAAoFL5HGnHFunuPTZcvTlsLaCSabtQ3RC047S+8T7O5dJwv1WejCuNT0ljU/a365Z7R94zmLA5NHt7bS7NxDwt4S5plLZ3WkizaaVV1qD0HMdmAUUD9jcBDQAAQNk5rlvYbxupVErvfOc79Q//8A+SpLk+nJP9oe+P//iP9ZGPfESBQPUW9oyMjKipqUnDw8OKxWLl3g4AAN7V3SvtOmTD1acy1gJqfdwuVHd1lnt3WAzO5dJwv3lbOnN+JY0Iac7jutIvhnOtzp48lf8u8jnSi1vtcb2tU1rL70ll4Ti5cCYasKCYgAYAAKAkFpobFBzYvPnNb9YXv/hFua6rYDCo7du368orr1RjY6PGxsb01FNP6fvf/74mJyflOI7e9KY36XOf+1whn9LTCGwAAFiEjCv1DNgrs1ui9kprqgoqE+dyabjfvCWVkcYmLaSZSJV7N96Tykg/OpkLafrG8q+tC1iLs20d0o1rpOZI6fYJMx3QnKugqd4XTgIAAHhdSQKb3bt367bbbpPjOHr961+vj33sY2pra7tg3cDAgP70T/9UX/ziF+U4jr7+9a/r1ltvXeqn9TQCGwAAAKCCTKWt1dnZKSlJSHOB0Unp0Wyrs0eO2X2Vz6q6bBVNh3T1KinkL90+Ifl8UtSfraAJWgUNAAAAPGGhuUFBL7H51Kc+JUm6/fbb9YUvfCHvupUrV+r+++9XIpHQV7/6VX3yk5+s2sAGAAAAgMdNpS2gGSOkmVPfqNTdZyHN4yel9Dyv8btihYU0XR3W0o8WW6Xj851fQUNAAwAAUPEKCmz2798vx3F0zz33LGj9Pffco69+9as6cOBAIZ8WAOAVtPIBAHjRXN+fMq61OyOkuVA6Ix0ezLU6+/lw/rUhn3TNagtptnZIbXWl22et8/ssmKnLBjRUMGEmfi4HAKAqFBTYDA4OSpIuv/zyBa2fXnfq1KlCPi0AwAsYlg0A8KKZ358m01LAZ0Pu33KldM2qcu/OOxIp6bHjFtDs7ZPOTORfGw9LN3ZI2zull66W6oKl22ct88+qoCGgQT78XA4AQNUoKLBpbGzU6dOndfLkScXj8YuuP3ny5Ln3AwBUsO5e6e491tc+HrEWHMm0vTr37j3Szpv55RAAUHrdvdK7vyuNTEqxsFQftNDm2TPSh/ZL91xf26HNwHg2oOmVftAvTWbyr31+k7U529YpXdli4QGW18yAJhqQggQ0WAB+LgcAoKoUFNhceeWV6u7u1j/90z/pf//v/33R9Z/97GfPvR8AoEJlXHsF3+ik1F6f61UfDUgRv9Q/bse3dtCGAQBQGsm0fV+674A0lLQ2XdPfgiJ+KRyVBhLSZ5+Url4l1Ur24Lr2ivu9fXZR9+nT+df6HemqNmlbNqS5hBfZLbuA3x6fdUH7m4AGi8XP5QAAVJ2CApvf+I3f0Pe//33t3LlTl112md72trflXfvpT39af/M3fyPHcfT617++kE8LACinngG7+BOPXDhY2HGk5rAd7xmQNreVZ48AgOrmutJ4Sjo7JY1P2QyWn5y22StN4VxYM82RFAtJz41Iz56WrlhRjl2XxmRaevykBTTdvdKJ8fxr64PSDWuskuaGNVaVhOUT9Ftrs+kKmkCtJIdYNvxcDgBA1SkosPnv//2/6xOf+IQOHz6sP/iDP9AnPvEJ/cZv/IY2bNighoYGjY2N6fDhw/q3f/s3HTp0SK7rauPGjfqDP/iDYu0fAFBqgwnrjR3O8yrQsN9e3TyYKO2+AADVLZWxcGZ8SjqbkuSef/zMhK3JN+cj5LdWafPNaqlUw0npkT6pu0/af8zCrHza6609UlendNVKqjqWU8gvRbPVM9EAbeVQfPxcDgBA1SkosAkGg/rGN76hV73qVXryySf1wx/+UD/84Q8vWOe69svUpk2b9OCDDyoQKOjTAgDKqSVqg0yTabv4MFsybcdboqXfGwCguiTT0tlJCyCS84QQkr3CPOCzCpPIHBcvJ9N2PB5Znr2W2i9HrIJmb5/04wFrjTQXR9KGFgtotnVIlzVf+Ep8FIFjF8ejgVwVDS2osNz4uRwAgKpTcHLS2dmpgwcP6u///u/1qU99SocPHz4X0EiS4zjauHGj3va2t+mP/uiPFAqFCv2UAIBy2rRSWh+3QaYR//kXfVzXXsW3ocXWAQCwWImUNDZp7c7SmYW/3+UrpHUx6adDNrNm5rVyV1Zd84JmW1eJUhnpyVO5kOboSP61Yb90bbu1OtvawcXa5eA4FsxEZrQ5IwhDqfFzOQAAVcdxZ6YrRTA0NKRf/vKXGh0dVWNjo573vOepubm5mJ/C00ZGRtTU1KTh4WHFYrFybwcAlkd3r3T3Hmlsynpjh/32Cr6hpNQQlHbebK/kBQBgISZS9j1lbHJxIc1sB09IH9pvFTmxkLWkmkxbWFMXkO65XrpmVfH2vdzOTkkHjkt7e6V9x6z1WT6tUQtnujqka1ZbiIDi8fvOD2i4f+EV/FwOAEBFWGhuUPTAptYR2ACoGd290q5DNsh0KmPtFtbHpR1b+KUQAHBx0yHN2SkplS7exz14Qvrsk9JzI1aVEvBZ5c2dGysjrDlx1mbR7O2VDp2w77H5vKA5N4/mihW04Cqm4IzKmYifWT/wNn4uBwDA8whsyoTABkBNybhSz4ANMm2JWrsFLhYBAPJJpq2KZqzIIc1sGUnPnpbOTNjMmstXSF6d955xpWdOW5uz7l7p2TP51wZ80tVt0rZOq6RpbyjdPqtdOJCroIkGrKIGqCT8XA4AgKctNDcoWh331NSUHnjgAe3bt09Hjx491xJt7dq12rp1q1796lcrGAwW69MBALzA50ib28q9CwCAl02HNGenpKllDGlm8skqTrwqmZYO9efm0Qwk8q+NhaQb19ir5K9fI9XzO1VRBLPBTDQg1QW5sI3Kx8/lAABUhaIENp/+9Kd1zz336NSpU+fe5rqunOzAu49+9KNqbW3VX//1X+utb31rMT4lAAAAAC/KuFIiJY1P2d+lCmm87vSE9Ei2iubAcWlinvvlksZsq7MOe5V8gGqPgvl82XAmG9LQ4gwAAAAeVHBg8573vEcf/vCHNd1Zra6uTuvXr1dDQ4PGxsZ05MgRjY+Pa2BgQG9729t0+PBh3XfffQVvHAAAAIBHJNNSYkoaT1lII7ouy3Vtjk53r/158lT+u8XnSJtac/No1tJauXDO+RU0YQIaAAAAeF9BM2wefPBBvfrVr5Ykbd68WR/84Ad1yy23yOfLvQIsk8nom9/8pu699179+Mc/luM4+vrXv65bb7218N17EDNsAADAoni557yX91aoar5tpZDOWDBzNltFk86Ue0fekMpIPz4pdWcrafrG8q+tC0jXtkvbO63lWXOkdPssl+WeLRTyWzgzHdQ4PKcBAADgDQvNDQoKbG655RZ9+9vf1rXXXqs9e/YoGo3mXZtIJHTTTTfpBz/4gW655RZ94xvfWOqn9TQCGwAAsGDdvdKuQ9KRM9JURgr6pPVxaccWe5U9e1se1XzbltNEts3ZeEpKpsq9G+8YnZT2H7PH1aPH7f/5tNVZm7OuTunqVRYw1IqDJ6TPPmlVR6mMtXlbF5Pu3Chds2ppH9NxLPiqC9ofWscBAADAo0oS2LS0tGhoaEjf+ta39PKXv/yi67/97W/rlltuUTwe1+Dg4FI/racR2AAAgAXp7pXu3mMXd+MRa9eTTEtDSakhKO28uXzhgZf3Vqhqvm3Fls5YODNdRZOhiuacvlFpb59V0jx+QkrP8yvVFSvsMbWtQ7o8XptVHwdPSB/ab4+lprAFVZNpaWTSApd7rl94aBPMVtHUUUUDAACAyrHQ3KCgGTbJZFKSdNVVVy1o/dVXXy1Jmpyc51VnAAAA1S7jWoXH6KTUXp+74BgNSBG/1D9ux7d2lL5Nl5f3Vqhqvm3FkkxbFc3ZKapoZsq40uFBC/z29ko/G86/NuSTrlltAc22TquqqWUZWWXN2Sm7L6afWhG/FI5KAwk7fvWqPO3RZlbRBCywAQAAAKpUQYHNunXr9PTTT2toaEgrVqy46PqhoSFJ0tq1awv5tAAAAJWtZ8DaccUjF7463HGk5rAd7xmQNrext2Kp5tu2VBk31+ZsfIpZNDMlUtIPjlsVzb4+6fRE/rXNYenGDptHc+1qCxdgnj1tbdCawrmwZpojKRay48+etmokyUKZ6IyQhioaAAAA1IiCApvf/M3f1Pve9z594Qtf0Hvf+96Lrr///vslSa973esK+bQAAACVbTBhs1PCeV4pHvZbi67BRGn3JXl7b4Wq5tu2GJPpXEiTSElacofk6jMwbuFMd590sN8qjvJZF7NWZ12d0pUtkp/5KXM6M2Eza/LN6wn5reptMi2tqreghvsSAAAANaqgwObP/uzP9OUvf1kf+MAH9IIXvEBveMMb8q794he/qA984APauHGj/sf/+B+FfFoAAIDK1hK1QffJtF2cnC2ZtuMtUfZWTNV82+bjurkKmkRKmponhKg1riv9dCjb6qzP2p7l43ekq9pyrc4uaSzZNitaPCIFfBbIRLKhjeNY20HHsdZ7kYB0abPUECrrVgEAAIByKyiwOXjwoN7//vfrrrvu0pve9CZ97GMf02tf+1pdccUVamho0NjYmH7yk5/oK1/5ig4cOKB169bp/e9/vw4ePJj3Y27fvr2QLQEAAHjfppXS+rhdHI74z2/347pW5bGhxdaxt+Kp5ts223QVTSJlYQ1VNDmTaenxk7l5NP3j+dfWB6Ub11hIc8MaKRYu3T6rxRUrpEubLBhrCOaCGsmed8OT1fO8AwAAAArkuK675N/efD6fnCL2E3YcR6lUZQ83HRkZUVNTk4aHhxWLxcq9HQAA4FXdvdLde6SxKZt/EfZbhcdQ0i5q7rzZWi2xt+Kq1ts2s4pmPCWlqKI5z3BSeqTPqmgePZYNsfJor7dZNNs6patWMuR+sRzHKtgigdzf1fq8AwAAABZooblBwYFNMTmOo3S6sn+5JLABAAAL1t0r7Tpkg+6nMtaOa31c2rGl/Bcvvby3QlXLbWMWzfx+OZJrdfbjASmT5/5xJF3ZKnVlW51d2sSQ+0XJBjTT4czs6rVp1fK8AwAAAJagJIHN0aNHl/quea1du7boH7OUCGwAAMCiZFypZ8AG3bdErS2QzyMXi728t0JV4m1LZ3ItzhJU0VwglZGePJULaY6O5F8b9kvXtltIs7Wj+uYWLSvHQploQIoG8wc0c6nE5x0AAABQBCUJbHAhAhsAAAAUhevOCGimrKIG5zs7JR04brNo9h2z1mf5tESsgqarQ7pmtVWDYGHCgVwVTTRABRIAAACwSAvNDTzxW8rExIRe9apXyXEcfec73yn3dgAAAIDymMhWzyRoc5bXibNSd5+FNIdOWHutfF7QbO22ujqlK1ZQzbFQQX8unKkLcr8BAAAAJeKJwCadTut73/ueHF6pBQAAgFoymc6GM1NSIi1l5gkfapXrSs+ctpCmu1d69kz+tQGf9JI2aXuntK1Dam8o3T4rmd+XC2eiAbsfAQAAAJScJwIbAPAMeqtXH84pwPPASzKuND7FHJp8MpKePS2dPCsdPyv9Ylja1ycNJPK/Tywk3bjG2p1d3y41hEq23YrlOFJddgZNNCCF/OXeES6mVr6O18rtBAAsH76XoMIR2ADAtO5eadch6cgZa68S9Enr49KOLdZKBZWHcwrwPPCCiZSFNImUNJEWbc7y2PMr6f/+SDp2VkpeJMjqbLQqmq4O+yWcipCLcKSIP1dBw/yeylIrX8dr5XYCAJYP30tQBRzXdcv+G+PZs2fV2Ngox3GUTlf2qwwXOjwIgMd090p375FGJ6V4RAr77WLRUFJqCEo7b+abe6XhnAI8D8ollbFw5mw2pKHN2dxcV3puxB6n3/iF9PPh/GsdSS9eaY/XbR3S2hiD7y/G77OApo45NBWtVr6O18rtBAAsH76XwOMWmhvw0ioAyLj2CozRSam9PncBKBqwV6P2j9vxrR1c7KgUnFOA50Epua4FM+PZWTSTlf0CpGWVykg/PmnzaPb2Sr1j+dc6kuqDVpB0eVz6u/8qUUgzD8ee39OzaMK0Oat4tfJ1vFZuJwBg+fC9BFWEwAYAegasXDYeufDVuo4jNYfteM+AtLmtPHvE4nBOAZ4Hy20qbQHN9Dwa2pzlNzop7T9mr3p89Lj9P5+AYzNoGrKVIT7H2sj1jdlsmytWlG7flYAqmupWK1/Ha+V2AgCWD99LUEUIbABgMGG9TfO9EjXstxLawXkGHsNbOKcAz4Nic91cQJNIWWCD/I6NWUDT3Sc9fkJKzxNodTba43BlVIr6L/wlO+SXRialMxPLu+dK4MyqoglRRVPVauXreK3cTgDA8uF7CaoIgQ0AtERtEF0ybRdAZkum7XhLtPR7w9JwTgGeB8Uwmc62OqOK5qIyrnR40EKavb3Sz+aZRxPySdesth7iWzuk0xPSe/7TqkPmmkszmZYCPnvFZK2ZDmgi2ZAmPEeghepVK1/Ha+V2AgCWD99LUEUIbABg00ppfdwuNEVmXQhxXXsVxoYWW4fKwDkFeB4sxcwqmvGUlKKKZl6JlPSD41ZFs6/Pgpd84mELZ7Z1SteutuqQaa110rqY9NMhKRy12TXTXFl1zQuapctroB3azAqaSPYPaletfB2vldsJAFg+fC9BFeE3AADwOdKOLdLde2wQXXPYXsGaTNs39YagHacvfOXgnAI8DxbCdS10mEhl/06LKpqLOJWQ9vZZJc3Bfns85fP8Jmlbh/3Z2GrzVubik3TnRulD+6WBhBQLWauvybSFNXUBO57n3SsaAQ3mUytfx2vldgIAlg/fS1BFHNd1y/5b6dmzZ9XY2CjHcZROV/YrGUdGRtTU1KTh4WHFYrFybwfAYnT3SrsO2SC6qYyVy66P2zf1rs5y7w5LwTkFeB7MlJkV0CQJaC7Kda3ypbvXgprDg/nX+h0b4tqVraS5pHFxn+vgCemzT0rPjUipjLVBWxezsOaaVQXdDE8J+a3CqD5IQIOFqZWv47VyOwEAy4fvJfCwheYGBDZFRmADVLiMK/UM2CC6lqiVy/IKjMrGOQVq93mQzuQqZyZSUjJV7h1Vhqm09MOTuXk0/eP519YHpRvWWEhzwxopFi7sc2ckPXtaOjNhM2suX1EFlTWOVQlNhzSBir9BKIda+TpeK7cTALB8+F4Cj/J0YOO6rpwZvQQJbAAAAFCw6YBmuopmsrJ/riyp4aT0yDELaB49ZjN88mmvt1cobuuQXtImBf2l22el8PssoJkOarhIAAAAANS0heYGBdXgf+UrX9FrX/vaRb1PJpPRW97yFt1///3n3lZfX69MJlPIVgAAAFBrplucJVJSYoqAZrF+OSJ191lI8+MBuz/z2dBiIU1Xh3RZ8/mDXGFCfqugqaPVGQAAAIClKajCpq6uTrt379ZNN920oPWu6+pNb3qT/uVf/qXiK2nyocIGAABgmbgzAxpm0CxaOiP1nMrNozk6kn9t2C+9dLWFNFs7pNZo6fZZMbKtzqZDGlqdAQAAAMijJBU2ExMTeu1rX6s9e/boqquumndtJpPRm9/8Zn3pS186rx0aAAAVjf645cc5qF6ua/NnElO5WTQENItzdko6cNyqaPYds9Zn+bRELJzp6rSwhiqRC023OqvPtjvj9xoAAAAARVTQb2F33HGHvvrVr+rWW2/V3r17ddlll825Lp1O6y1vecu5sOZv//ZvC/m0AAB4Q3evtOuQdOSMNJWRgj5pfVzascUueGL5cQ6qy3SLs2Q2nEmkRECzBCfO5lqdHTphz418XtBss2i6OqUXtRB2zoVWZwAAAABKpKCWaMlkUrfccou6u7v1/Oc/X/v27dPq1avPWzNXWPPHf/zHBW/cq2iJBgA1ortXunuPNDopxSPWPiiZloaSUkNQ2nkzgcFy4xxUvql0LphJpphBs1QZV3rmtLU56+6Vnj2Tf63fka5eZc+NbR3SmobS7bNi0OoMAAAAQHGVpCVaOBzWAw88oO3bt+uJJ57QLbfcou9///tqbm6WZGHNm9/8Zv3Lv/xLTYQ1AIAakXGtqmN0Umqvz7XEiQakiF/qH7fjWzt4tfpy4RxUHte1QG0ilf2TtpkqWJpkWjrUn5tHM5DIvzYWkm5YYyHN9e1SQ6h0+6wUtDoDAAAA4AEF1/THYjF94xvf0NatW/XUU0/ptttu07e+9S2FQiHCGgBAdeoZsBZc8ciFF/UcR2oO2/GeAWlzW3n2WO04B97nZtubJWYENLQ3K8zpCemRbBXNgePZ+zSPzkapK9vq7MUrqRKZSziQraQJWYUeAAAAAJRZUZowr169Wt/85je1detWPfroo3rd616nxsZG/eu//ithDQCg+gwmbCZEvgt8Yb+15Rqc5xXvKAznwHsIaIrPdaXnRiyg6e6VnjyV/y71OdLG1lxIszZGlcgFHKk+YJU0tDoDAAAA4EFFm5p52WWX6Rvf+IZe9rKX6eGHHz739l27dhHWAACqS0vUhtsn09aCa7Zk2o63REu/t1rBOSg/183On5nKzaEhoClcKiP9+KTU3Sft7ZV6x/KvjQak69otoLlxjVWc4Xy0OgMAAABQQYoW2EjSVVddpQceeECvfOUrlUwm9fGPf5ywBgBQfTatlNbHpcODNi9l5gVA17XKjg0ttg7Lg3NQHhOpXBUNAU3xjE1Kjx6zkObRYzabKZ+2Omlbh/3ZsppWXnOh1RkAAACACrXgwOblL3/5gj9oLBZTIpHQl7/8ZX35y1++4LjjOPrOd76z4I8HAICn+Bxpxxbp7j023L45bBcFk2kLChqCdpxh98uHc7D8plucTbc3m0jZ21Acx8ayrc76pMdPSOl57tsXrsi1Ors8TpXIbD6fBTR12SoaP63OAAAAAFQmx3UX9pu3z+eT4zha4PL5P6njKJ2eZ0jqPNatW6ejR48ueP1f/uVf6q/+6q8ueHsqldInPvEJ/fM//7OeeeYZJZNJrV27Vq95zWt01113qbW1dUn7GxkZUVNTk4aHhxWLxZb0MQAAFaK7V9p1yIbbT2WsBdf6uAUFXZ3l3l1t4BwUTzqTDWiy4UySGTRFlXGtIqy711qd/Ww4/9qgT7pmtYU02zqtqgYzOFZZNz2LhioaAAAAAB630NxgwRU2d955p5wKfDXfpk2bLnjb8PCwXvGKV+jAgQPnvf3pp5/W008/rc985jPavXu3rrrqqhLtEgBQkbo6pa0dUs+ADbdviVoLLqo6SodzsHRT6dzsmYmU/R/FNZGSHuu3kGZfn3R6Iv/a5rA9lrs6pWtXWxCBnIDfZvZMV9LwHAcAAABQhRZcYeMV4+PjymQy867p6urSj370I8XjcfX39ysUCp13/FWvepUeeughOY6je++9V7/3e7+nuro6Pfzww3rnO9+p4eFhdXR06IknntCKFSsWtT8qbAAAgCdlXOnslP2ZSFlFDYrvVELa22chzcH+bKVSHutiVkGzvVO6soVWXudxcuFMNCCFqKIBAAAAULmKXmHjFXV187eEePrpp/WjH/1IkvSGN7zhgrDmoYce0kMPPSRJev/736/3vve954699a1v1WWXXaaXvexl6uvr03333acPfehDxb0BAAAApeJmQ5qxSelsSrQ4WwauK/10KNvqrM/anuXjd6TNbblWZ5c0lmybFcFxpPqg/aGKBgAAAEANqrgKm4u59957z4Usjz76qK6//vrzjt9222168MEH1draqr6+vgsCHUm6/fbb9cADD2jFihU6ceKEAoGF51pU2AAAgCXLuAtr7zbfOteVxlPZkGbK/o/imkpLPzyZm0fTP55/bX1QumGNhTTXr5Gawgv7HBlJz56WzkxI8Yh0+QqpGgtw/D4LZxqylTQV2IIZAAAAAC6mJBU2iURC3/rWt+Q4jn79139dPl/+3yLT6bR2794t13X1ile8QuHwAn9ZXQTXdfXP//zPkqTLL7/8grAmkUjoO9/5jiTpjjvumDOskaTXv/71euCBB3T69Gnt3btXN910U9H3CgAAcJ7uXmnXIenIGWkqY4Pn18elHVtsrsnF1v33zdKL2yykuUj7WCzBcFJ65JgFNI8es1Asn/Z6O2fbOqSXtEnBRbbzOnhC+uyT0nMjUiojBXzWPu3OjdI1qwq7HV4Q8FuQ1RCUIhVX8A8AAAAAy6ag35A+//nP6w//8A+1fft2vfrVr553rd/v10c/+lF973vf05e+9CX9xm/8RiGfek579uzRr371K0nSb//2b19w/KmnntLEhA17nR3mzDTz2KFDhwhsAADA8urule7eI41OWjVF2G+zTw4P2tt33mwBwOx1QZ+USFm1zZ99T7rn+uq4oO8VvxyRuvsspHliQErPU610ZYu1OevqkC5rXnqlyMET0of2W/DWFLbZLZNpa7v2of2Ve45D2ZCmPmSPbwAAAADABQoKbL7+9a9Lkt785jcvaP2b3/xm7dmzR//yL/+yLIHNZz/7WUmS4zhzBjbPPPPMuX9feumleT/O2rVr5fP5lMlkznsfAACAosu4VjEzOmmVGdMX+qMBKeK3dlu7DllbrY8etEqPVXXWMiudkUI+qTUqDSSsKuPqVdXZOqsU0hmp51RuHs3Rkfxrw37p2narotnaYeegUBnZOTw7JbXVSdOZT8QvhSvwHEcCuZk0i60yAgAAAIAaVFBgMx1mbN26dUHrb7zxRknSk08+WcinndP4+Lj+7d/+TZL0spe9TGvXrr1gzalTp879u62tLe/HCgaDam5u1unTpzU4OM/gWEnJZFLJZPLc/0dG5vnFHgAAYLaeAWtvFo9cWJXhSmoMSj8ZlP7fj6WfnJYaQxbyzORIioWshdazp6UrVpRq95VvfEo6cNwqaR7pk4aS+de2RCyc6eqUXrq6+O28nj1t57ApnAtrplXKOY4GcyFNoBJSJQAAAADwjoJ+y+zt7ZUktbe3L2j96tWrJUl9fX2FfNo5/fu//7vGxsYkSXfeeeeca86ePXvu35FIZN6PF43aqySnP2Y+H/zgB/W+971vMVsFAADIGUzYLJqQz4KYjCu5rlVbyLWh7JMZqXfU5pmE8lQqhPzSyKQNqcf8To5bFU13r3TohN3/+byg2apoujqlF7VIviW2OluIMxMVeI4dqW5GJY2fkAYAAAAAlqqgwMbvt18mx8fH1dzcfNH14+PjkqR0Ol3Ip53T5z73OUlSXV3dsrRby+fee+/VXXfdde7/IyMjuuSSS0r2+QEAQIVKZ2z+jN+x6omxKWt9Ndtk2ioV2uvt78n0/Ovi878opSa5rvTMaaui6e6Vnj2Tf23AJ72kzQKabR3SmobS7TMeqZBz7Ej1AZtHUx9c3hALAAAAAGpIQYFNR0eHnnnmGT322GN6zWtec9H1Bw4ckCStWbOmkE97gePHj+s73/mOJOk1r3mNGhsb51xXX19/7t8TE/O/MjGRSEiSGhrm/yU9HA4rHA4vZrsAAKAWpbIBTSIlTaSkqewLWNY0SmtjNlQ+HD2/FZYrq6h4QbP0X58vPfSLi6+73KOtskotmZYO9VtIs7fX5r/kEwvZjKCuTun6dqkhVLp9znT5CmndAh4L5TjHjiPVBaWGbCXN7PZ9AAAAAICCFRTY3HTTTfrJT36i++67T7fffrt8vvwtEDKZjHbu3CnHcfSyl72skE97gc9//vPnqnZ+53d+J++61tbWc/8+efJk3nVTU1MaGhqSJLW0tBRnkwAAoLZMpi2YmQ5p0nnabvkk3blR+tB+CxViIWt9NZm2C/R1ATsecBa2rpY7Up2esDk03X3SY8ftfs+ns1HqyrY6e/FKb8xbWehjoVRbDfltJk1dQIoGCGkAAAAAYJkVFNj84R/+of7xH/9RBw4c0Bvf+EZ98pOfnLO6ZWxsTG9/+9v16KOPynEc/dEf/VEhn/YC0+3Q1qxZo1/7tV/Lu+6FL3zhuX///Oc/18tf/vI51x09elSZTOaC9wEAAJiT61pFx0S2eiaRljLzzEWZ7ZpV0j3XS5990obKj0xagPCCZrtAf82qxa2rFa5r98P0PJonT1klylwcSZtW5kKatTFvBhDlPMdOdh5NXdD+eCHEAgAAAIAaUlBg8+IXv1jvfOc79ZGPfERf/vKX9c1vflOvec1rdNVVV6mxsVGjo6P60Y9+pP/4j//QyMiIJOlP//RPdfXVVxdl85L0+OOPq6enR5L05je/ed4qnyuvvFKRSEQTExM6cOCAfv/3f3/Odfv37z/37y1bthRtrwAAoEpMz585F9KklT8pWKBrVklXr5KePW1D5eMRa301+0ebha6rVqmM9OMBC2j29kq9Y/nXRgPSde0W0Ny4xgOzXxaolOc45M8FNBG/N0MsAAAAAKgRjuu6BV1dyGQyuuuuu7Rr1y77gHP8kjf9Kd71rneda4tWLHfddZc+8pGPSJJ6enq0cePGedffdtttevDBB7Vy5Ur19vYqFLqwR/kdd9yhr33ta1qxYoVOnDihQGDhudbIyIiampo0PDysWCy2uBsDAAC8Z7p6JpnOhTSpdLl3VVvGJqVHj1mrs0ePSaOT+deujErbOq2SZstqKewv3T4rwfQsmulKGqpoAAAAAGDZLTQ3KKjCRpJ8Pp8++tGP6o1vfKM+9rGP6bvf/e5582Ha2tr0a7/2a9qxY4euvfbaQj/dedLptO6//35J0tVXX33RsEaS3vGOd+jBBx/UwMCAPvzhD+vee+897/i+ffv09a9/XZL09re/fVFhDQAAqAKpTK5qJlmk6hks3rExaW+fVdL88ISUnuccvHCFBTTbOqUXxqkSmc3nk+qDUkOQWTQAAAAA4GFFSyOuu+66c+HJ2NiYRkZG1NjYOOdMm2J5+OGHdeLECUnSnXfeuaD3ufXWW3XrrbfqoYce0l/8xV9ofHxcv/u7v6u6ujo9/PDDete73qVMJqOOjg695z3vWba9AwAAD8i4Fs4kZ4Qz6UXMnkHxZFzp8KC1Oevuk342lH9t0Cdds1ra1mF/VtWXbJsVY2ZIUxcs924AAAAAAAtQcEu0cvqt3/otfelLX1IgENCxY8e0cuXKBb3f0NCQXvnKV+rAgQNzHm9vb9fu3bt11VVXLXpPtEQDAMCjXDdXNTPd4myK1mZlNZGSftCfnUfTJ52eyL+2OSxtzQY017UTQszFnw1p6glpAM/JuFLPgDSYkFqi0qaVkq/Aarfl+JhAreD5AwAosZK1RCuXkZERfe1rX5MkvfKVr1xwWCNJzc3N2rt3rz7xiU/o85//vJ555hlNTk5q7dq1uuOOO/Tud79bra2ty7V1AACw3FxXmszkqmaSKfs/rc3KbzCRa3X2g34LzvJZG5O6svNoNrZaIIHzTYc0DSFrdwbAe7p7pV2HpCNnpKmMVQmuj0s7ttjXOK98TKBW8PwBAHhYRVfYeBEVNgAAlMF0a7NEKjd/hnDGG1xX+ulQLqQ5PJh/rd+RNrflWp09j5+l5uT3WUBTHySkAbyuu1e6e480OinFI1LYb0H1UNJaFu68efEXiJfjYwK1gucPAKBMSlphc+LECf3DP/yDvvWtb+nZZ5/V8PCw0un8r5Z0HEepVKoYnxoAANSijGvhzHRAkySg8ZSptPTDk7mQpv9s/rX1QemGNRbQ3LBGagqXbp+VZHomTSOVNEDFyLj2Kv7RSam9XnKy7ZaiASnil/rH7fjWjoW3YlqOjwnUCp4/AIAKUPBvew8//LDe+MY3anh4WBTrAACAZZHOZMOZtJSYkiaZPeM5w0np0WMW0Ow/Lp2dyr+2vV7alm119pI2Kegv3T4riePk2p3VBXIXlgBUhp4Ba7kUj1z4/HUcm8115Iyt29xWvo8J1AqePwCAClBQYHP06FH95m/+psbGxrR161a96U1v0jve8Q45jqO///u/18TEhHp6evQf//EfOn36tDZs2KB3v/vd8vnoPw4AAOYxHdBMV9AQ0HjTL0dyVTRPDEjpeV68c2VLLqS5rJnwIS9Hqg/kWp5xPwGVazBh8zHCeULpsN/aMA0myvsxgVrB8wcAUAEKCmw++tGPamxsTNddd53+8z//Uz6fT+94xzskSb/927+turo6SdKuXbv0zne+U5/85Cf1jW98Q1/60pcK3zkAAKgermvVM+NTFtIkaZ3qSemM1HMqF9IcHcm/NuyXrm23VmdbO6TWaOn2WXEcq6CZDmlowwJUh5aoDTNPpuduZZhM2/GWRXx9XI6PCdQKnj8AgApQUGDz7W9/W47j6K677pq3aqaurk7/9//+X506dUpf/vKX9bnPfU6//du/XcinBgAAlW5yRkCTSFloA+85OyUdOG4hzSN99srTfFoiFs50dUovXS1FmLUyr0g2pGkISn4q0IGqs2mltD4uHR60+RgzK+Zc176ebmixdeX8mECt4PkDAKgABf0W/ctf/lKS9JKXvOSCY8lk8lyFzbQ/+7M/03/8x3/o05/+NIENAAC1ZrrN2dlsSJPOlHtHyOfkuFXQdPdKh05Y+5B8XtBsVTRdndKLWqgOuZiA3wKaxpAUYnYPUNV8jrRji3T3Hhtm3hy26sNk2i4MNwTt+GK+bi7HxwRqBc8fAEAFcFx36S9nDYfDSqVSOnXqlOLxuCSpsbFR4+PjevbZZ3XZZZedt/706dNqbW3VypUrdeLEicJ27lEjIyNqamrS8PCwYrFYubcDAED5TAc0E2kpMcUcGi9zXemZ01J3ttXZs2fyr/U70tWrLKDZ1iGtaSjdPiuV41irs8aQVBcs924AlFp3r7TrkA0zn8pYy6X1cbsw3NXpnY8J1AqePwCAMlhoblBQhU1ra6v6+/vPC2zWrFmjn/70p3rqqacuCGz6+/slScPDw4V8WgAA4EWTaWki294smZamCGg8LZmWDvVbSLO3VxqYZ8BuLCRdv0ba3ild325tvHBx0WxI0xA8v+0KgNrS1WntInsGbJh5S9RaLhXyKv7l+JhAreD5AwDwsIICm40bN6q/v1/Hjx/X+vXrJUkvfelLdeTIEX32s5/V7bffft76T33qU5Is1AEAABXMda1yZiKV/ZOWMrQ487wzE9K+PgtpHjtu4Vo+nQ12QaOrU3rxSinAjJUFCfotpGkMcZ8ByPE50uY2739MoFbw/AEAeFRBgc0rXvEKffvb39bBgwe1fft2SdKdd96p+++/X1/5ylf0lre8RW94wxuUTqf1wAMP6DOf+Ywcx9Edd9xRlM0DAIASSWVywcxEtoJGS+6qilJxXem5kdw8midP5T9tjuzVpV0d0rZOaV2MqpCF8vlyc2kiBf14DQAAAACoYQXNsPnZz36m9evX67rrrtOjjz567u1vetOb9MUvflHOrF/yXdfVunXr9IMf/EAtLS1L37WHMcMGAFAVkmkpmcrNoEnR3qxipDLSjwcsoNnbK/WO5V8bDUjXtdssmq0dUjxSun1WPEeqD1h7uHpangEAAAAA8ivJDJvLLrtMQ0NDF7z9c5/7nK688kr94z/+o3p7eyVJ9fX1+m//7b/pvvvuq9qwBgCAiuS6ubkz0zNolv56DpTD2KT06DFrdfboMWl0Mv/alVGroOnqkLaslsL+0u2zGoT8UixsFTV+Wp4BQEXJuMwtAQAAnlZQhc1CnDlzRslkUitXrpTfX/0XBKiwAQB4Hu3NqsOxsWyrsz7p8RNSep5zeHk8N4/mhXGqQRbL77NKmsYQARcAVKruXmnXIenIGWkqIwV90vq4tGOLfX8EAABYRiWpsHniiSckSe3t7Vq5cuWca+LxeCGfAgAAFGq6cmaC9mYVLeNKhwezrc76pJ8N5V8b9ElbVtkFqG0d0qr6km2zejjW6qwx2/IMAFC5unulu/dYBWo8YuF7Mm3fV+/eI+28mdAGAAB4QkGBzVVXXSWfz6dvf/vbuummm4q0JQAAsGS0N6suEynpsX670LSvTzo9kX9tU9jm0HR1SNe2EzIsVSRgIU1DiDY5AFANMq5V1oxOSu31uSrTaECK+KX+cTu+tYOv+wAAoOwKCmwaGhp09uxZbdq0qVj7AQAAi0F7s+pzKmEVNHt7pR/0Z89pHmtj2VZnHdLGVmaqLFXIbwFNQ1AK0vIMAKpKz4C1QYtHLmwJ6jhSc9iO9wxIm9vKs0cAAICsggKbtWvX6vDhwxobG1NLS0ux9gQAAPKhvVn1cV3pp0MW0nT3WnuWfPyO9OKVuVZnz2Ne3pIF/BbQNDCXBgCq2mDCZtbk+1of9ktDSVsHAABQZgUFNrfffrsOHz6s3bt364/+6I+KtScAACBZC4/pcCaZpr1ZNZlKS4+flLqzIU3/2fxr6wLSDWsspLlhjbU+w9L4fblKmkhBPwYDACpFS9RmuyXT1gZttmTajrdES783AACAWRzXXfqVn6GhIb34xS9WIpHQd7/7XVqjSRoZGVFTU5OGh4cVi/GqVwDAIky3N0tkQ5rJjGhvVkWGk9Kjxyyg2X9cOjuVf+3q+lwVzdVttOkqhM9n83waglIdc30AoOZkXOkNX7MK1tV157dFc12bYbOhRfrS7cywAQAAy2ahuUFBLy0cGRnRZz7zGf3O7/yOrr32Wr3tbW/Tq171Kl166aWqq6ub932f97znFfKpAQCofNPtzaYDmnSm3DtCsf1q1AKa7l7piQEpPU8At6HFApquTukFzRf22cfCOY6FM40hq1DivgSA2uVzpB1bpLv3WDjTHLY2aMm0tUJrCNpxwhoAAOABBVXY+P25V3u6ritngb8MO46jVCq11E/raVTYAADyOhfQTEmJtJQhoKk66Yz05Clrdba3V3puJP/asF+6ZnWukqaVViyFcSycaQxZRQ0hDQBgpu5eadch6cgZm2kT9Enr4xbWdHWWe3cAAKDKlaTCZnbWU0D2AwBA9UmmLZyZSBHQVLPxKenAcWlvn7Svz16tm8+KiLQ1W0Vz7WrmqBRDZEZI4/eVezcAAK/q6rTvwT0D0mDCZtZsWkllDQAA8JSCrhLs2bOnWPsAAKDyEdDUjpPj9krdvX3SwX57pW4+lzVJ2zrtQtGGFi4MFUPQbyFNQ5D5PgCAhfM50ua2cu8CAAAgr4ICm5e97GXF2gcAAJVnZkAznrLBtahOris9cyYX0jxzOv9avyO9ZJXUla2kWdNQun1WM78vG9KErJ0cAAAAAABVpqDA5uUvf7kcx9Hu3bsVDocvuj6TyejXfu3X5DiOvvOd7xTyqQGg+mVcWjZ4TSXPoMlIeva0dGZCikeky1dIdI+aXzItHeq3eTT7+qyqJp/GkHRDuwU016+x/y/EQs5LLZ87n89anTWGpCjt4wCUCT+TAQAAoEQK+s33e9/7nhzHUTqdXtB613XPvQ8AYB4MRfWGybSUSOX+VFJAM9PBE9Jnn5SeG5FSGSngk9bFpDs3StesKvfuvOXMhIUze/tsLk0ilX9tZ0O21VmHtVcJLDJFWch5qclz50j1AaukqQ9K/NwIoJz4mQwAAAAl5Lju0vu3+Hw+OY6j0dFR1dXVXXR9KpVSKBRaVMhTaUZGRtTU1KTh4WHFYrFybwdAJerule7eI41O2qvpw357pf9Q0uY17LyZCwTLZTKda282kZLSFRrQzHTwhPSh/dLZKakpLIX8djtHJqW6gHTP9VV84X8BXNfCkL29VknTMyDl+8nIkbSx1Z5/XZ0WnCw1TFjIeZFq69yFA7m5NP5aKSEC4Gn8TAYAAIAiWWhuUNLeEgMDA5KkaDRayk8LAJUj49qrOEcnpfb63MXgaECK+KX+cTu+tYNWHIVyXWkiG9AkU5XX4mwhMrLqjLNTUludBQ6SPZbCUWkgYcevXlU7LbYkq1R5YsAuxHX3Sb2j+ddG/NJ1a6yK5sYOaUWk8M+/kPPyT09Kcqv/3E3PpWkMWSAFAF7Bz2QAAAAog6IENgtpcZbJZPTxj39ckvT85z+/GJ8WAKpPz4C13IhHLnzlvuNIzWE73jNgLZiwcOlMLqCZSNm/85ZSVIlnT1v1SFM4d8F/miMpFrLjz56WrlhRjh2WztiktP+4hTSPHrMqlXxWRnOtzrasLv6A+4Wcl58NWahYjefOcXJzaeqC5d4NAMyNn8kAAABQBosKbC699NI5375hw4Z5Q5t0Oq2BgQElk0k5jqNf//VfX9wuAaBWDCasP3q+C8Rhv7XhGEyUdl+VaCptoUwiG9BMVWcrznmdmbBqknyVCyG/BRdnJkq7r1I5NmazaLp7pR+ekNLzBHSXx62tzbYOC0CWc27KQs7LVNryxGo6d9FsSFMf5NXoALyPn8kAAABQBosKbJ577rkL3ua6ro4ePbrgj3HjjTfqve9972I+LQDUjpaoDbNNpq3lxmzJtB1vobXkBZLZ6plEFc2fKVQ8YkPqJ9PWvmW2ybQdjxehzZcXZFzp6cFcq7OfDeVfG/RJW1blKmlW1Zdsmws6L0G/VdhU+rkL+nMtzwKV3LsNQM3hZzIAAACUwaICm7/8y7887//ve9/75DiO7rnnHoVCobzvFwwG1dLSoi1btuiaa65Z2k4BoBZsWimtj0uHB+0i7cxX+buuvZJzQ4utq2Uz589MhzRulbc3W4rLV0jrYtJPh2zuycyiBldWofGCZltXqSZS0g/6LaTZ1ycNzlNx0hS2WQNdHdK17VbpUQ4LOS+XNdt/fjZceefOl51L0xCUIiUdlwgAxcPPZAAAACgDx3WXfoXL5/PJcRyNjo6qrq6umPuqWCMjI2pqatLw8LBisVi5twOgEnX3SnfvkcamrD962G+v4hxK2gXQnTdb66ZaknHPr56phfkzxXLwhPSh/dJ4yuaehPxWnTEyKdUFpHuul65ZVe5dLs5gItfq7Af99vzIZ23Mni9dHdLGVhty7wULOS9SBZ27mXNpAsvbUg4ASoWfyQAAAFAkC80NCgps/vM//1OStH379nln2NQSAhsARdHdK+06ZMNspzLWcmN9XNqxpTYuDGRcaXwqV0WTTJV7R5Xt4Anps0/akPpUxlpTrYtJd2700AX/ebiutTfrzoY0hwfzr/U50uaVuXk0z/Pw9+KFnBevnzvm0gCodrX+MxkAAACKoiSBDS5EYAOgaDKu1DNg1QQtUWu5Ua0XRGcGNIkpqyJAcWUkPXvahtTHI9ZKyyPFJnOaSkuPn8yFNP1n86+tC0g3rLF5NDeusdZnlWIh58Vr5465NABqTS39TAYAAIBlsdDcgMbiAOBVPkfa3FbuXSwPAprS80m6woPzTmYaTkqPHrOAZv9x6exU/rWr662CpqtTurrNQoRKtJDz4oVz5/dJDdmQJlyh9zUALFU1/0wGAAAATyGwAQAsPwIa5POrUQto9vZJPz4ppecp/N3QkgtpXtDMnJRlN2MuTX2w3JsBAAAAAKDqEdgAAIrLdW0gb3J6/kza2lsBkpTOSE+eslZne3ttNks+Yb90zWqpq8PanbVGS7fPWsZcGgAAAAAAyoLABsuPns9AdZucFc4k05IYj4YZxqekA8etimZfnzSUzL82HslV0Vy7Worwo0pJMJcGAAAAAICy4yoIlld3r7TrkHTkjDSVkYI+aX1c2rHFLsYBqCzpjJSYEcwk01ImU+5dwYtOjlsFTXefdKhfmpzncXJZk1XQdHVa2zNC/dLw+aSGbDUNwRgAAAAAAGXHb+dYPt290t17pNFJe8V02G8Xdw8P2tt33kxoA3hZOmMzZybTUjJl/04TziAP15WeOZMLaZ45nX+t35FesspanXV1SmsaSrfPmjdjLk1dgDlAAAAAAAB4CIENlkfGtcqa0UmpvT53QSgakCJ+qX/cjm/t4JXUgBdk3BktzVJSMiOlmDuDi5hMS4dOWEC/t8+qavJpDEk3rLGQ5oY1UkOodPuEFA7YOWgISn5angEAAAAA4EUENlgePQPWBi0eufDVu44jNYfteM+AtLmtPHsEatV0ODOZtqqZZJpwBgt3ZkJ65JiFNAeOW4u8fDobsq3OOuxrPbNRSsvvs2AsFpJC/nLvBgAAAAAAXASBDZbHYMJm1oTzXCAK+23o9GCitPsCao3rZkOZGXNnpghnsAiuKx0dsYCmu8+CdjfPWkfSxlZrc9bVKa2L0XKr5Ga0PKsPlnszAAAAAABgEQhssDxaolLQZxeHo3M8zJJpO94SLf3egGrlurlQZrq9GeEMliKVkZ4YyIU0vaP510YD0rXtVkVzY4e0IlK6fSKHlmcAAAAAAFQ8Ahssj00rpfVx6fCgzayZ+Qpr17Xqmg0ttg7A0kzPm5muoJnMKH/pA3ARY5PS/uMW0jx6TBqZzL92ZTTX6mzL6vzVlFhetDwDAAAAAKCqENhgefgcaccW6e49Uv+4zawJ++0C81DSXgG8Y4utA3Bx03NnJrIBzUTKwk+gEMfGpL19FtL88ISUnucxdXk81+rshXFanZWNI9UHpMawVBfgPAAAAAAAUEUIbLB8ujqlnTdLuw5JR85YUBP0WWXNji12HMDcUhkLZRLZkGaS1mYogowrPT2Ya3X2s6H8a4M+acsq+1q9rUNaVV+ybWIOQb+1PGsMSQFangEAAAAAUI0IbLC8ujqlrR02pHowYTNrNq2ksgaYbXruzHRAk86Ue0eoFhMp6Qf9FtLs65MGJ/KvbQrb1+xtHdJ17QytLzvHKlJj4bnnwQEAAAAAgKrCb/9Yfj5H2txW7l0A3pFxc8FMkvZmWAaDiVyrsx/02+Msn7UxC2i6OqVNrQys94JwwObSNIR4gQMAAAAAADWEwAYAlttk2i6YT4c0U7Q3Q5G5rrU3686GNIcH86/1OdKLW6WuS6SuDul5sZJtE/Pw+XLVNGF/uXcDAAAAAADKgMAGAIrJdaWJbNXMRMr+naG9GZbBVFp6/GQupOk/m39tXUC6YY20rVO6cY21PoM3RINWTVMflByqaQAAAAAAqGUENgBQiFQmF8xMtzgT7c2wTIaT0qPHLKDZf1w6O5V/7eo6C2i6OqWr22xoPbwh5Ld2Z40hKUALurwyLjPwllsp72POJ2ar5MdEJe8dAAAAnkZgAwCLMT1zJpENZ1K0N8My+9WoBTR7+6Qfn5TS8wSCG1py82he0EzFhpf4fbmQhpZnF9fdK+06JB05I01lpKBPWh+XdmyxxzcKV8r7mPOJ2Sr5MVHJewcAAIDnOa7LpOtiGhkZUVNTk4aHhxWLMRcAqGgZ9/zWZhMpa3kGLKd0Rnpq0C4IdfdKz43kXxv2S9estgtEW9dIK+tKt08sgGOtzhqzLc+wMN290t17pNFJKR6xx3kyLQ0lbc7Pzpu5KFqoUt7HnE/MVsmPiUreOwAAAMpqobkBFTYAMG26vVkiG9JMUj2DEhmfkh7rtwtB+/rswk8+8Ui2iqZDemm7FOVbuedEZ4Q0tMhZnIxrr1wfnZTa63NVYtGAFPFL/eN2fGsH9+1SlfI+5nxitkp+TFTy3gEAAFAxuMoDoHZNz5yZDmjSmXLvCLXk5Li0N9vq7GC/NDnP4++yptw8mg0tXAjyoqDfQhrm0hSmZ8DaDMUjF7b0cxypOWzHewakzW3l2WOlK+V9zPnEbJX8mKjkvQMAAKBiENgAqA0ZNxfMJGlvhjJwXenZM7l5ND85nX+t35FessqqaLo6pTUNpdsnFs7nsxY4jSEpwo9URTGYsJkQ+eb8hP1WgTaYKO2+qkkp72POJ2ar5MdEJe8dAAAAFYOrCwCq01Ta5s4kUlKS9mYok8m0dOhELqQ5OZ5/bWNIumGNhTTXr7H/w4McqT4gNWRbns1+lTUK0xK1Ad7J9Nzt/pJpO94SLf3eqkUp72POJ2ar5MdEJe8dAAAAFYPABkDlc91c1cxEyoIa2puhXIYmpH3HLKR57Lg0nsq/tqPBKmi6Oqx9Cq20vCs0o+WZn/O0bDatlNbHpcODNhNiZiDmuvbq9Q0ttg5LU8r7mPOJ2Sr5MVHJewcAAEDFILABUHnSGQtlZgY0or0ZysR1paMjVkHT3Sv1nLIWfHNxJG1szYY0ndK6GBUaXubz5UKafC1wUFw+R9qxRbp7jw3wbg7bfZ9M28XQhqAdZ47T0pXyPuZ8YrZKfkxU8t4BAABQMRzXZYhDMY2MjKipqUnDw8OKxWLl3g5QHWa2N5tI2f+BckplpCcGcq3OfjWaf23EL12XbXV2Y4e0IlK6fWIJaHnmCd290q5DNsB7KmNthtbH7WJoV2e5d1cdSnkfcz4xWyU/Jip57wAAACibheYGBDZFRmADFGh2e7NEWsrQ3gwecHZKevSYtLdXeuSYNDKZf+3KqLQt2+psy2qqMypByC/FwvYKaVqeeUPGlXoGbIB3S9TaDPHK9eIq5X3M+cRslfyYqOS9AwAAoCwIbMqEwAZYpHTGKmfOhTS0N4OHHBuzCpq9vdIPT1plTT6Xx3PzaF64gsqMSkDLMwAAAAAAUAILzQ2YYQOgtCZnBDO0N4PXZFzp6cFcq7OfDuVfG/RJW1blKmlW1ZdsmygELc8AAAAAAIA3EdgAWD6umwtmpkMa2pvBayZS0g/6c5U0gxP51zaFpa0d0rYO6bp2u+CPykDLMwAAAAAA4HEENgCKZ7q92XRIk6S9GTxqMJENaPqkx45nH6t5rI1Zq7NtHdKmVu9f7M9Ieva0dGZCikeky1dIHt/ysqHlGaoJMzMAAAAAoOoR2ABYuun2ZtMhTYr2ZvAo15V+NiR1Z6tonhrMv9bnSJtX5lqdPa+C5pEdPCF99knpuRGbtxPwSeti0p0bpWtWlXt3JULLM1Sh7l5p1yHpyBlpKmMtGdfHpR1bLFAGAAAAAFQFx3VdXv5eRAsdHgRUHNqbodJMpaXHT1oVTXevdPxs/rV1AemGNRbS3LjGWp9VmoMnpA/tl85O2f5DfgtVRybt9t1zfXWHNiF/rprG61VQwGJ090p375FGJ61qLuy3qsChpLX423kzoQ0AAAAAeNxCcwMqbADMLZXJBTO0N0OlGElKjx6zSppHj1l4kc/qumwVTad0dZsUrOCWWRlZZc3ZKamtTpouKon4pXBUGkjY8atXVVd7NFqeodplXKusGZ2U2utzFWPRgD2/+8ft+NYO2qMBAAAAQBUgsAFgkmkpSXszVKBfjdor0Pf2ST8+KaXnCRY3tNgsmq5O6QXN1dMu69nT1gatKZwLa6Y5kmIhO/7saemKFeXYYRHR8gw1pGfA2qDFIxc+1h1Hag7b8Z4BaXNbefYIAAAAACgaAhugFrmuBTPJGTNo6I6ISpHOSE+eyrU6e24k/9qwX7pmtc2i2dohrawr3T5L6cyEVcWF8lSZhPzWGu3MRGn3VUwhvxQLWwsoWp6hVgwmbGZNvgqysN9aow0mSrsvAAAAAMCyILABakE6k6ucob0ZKtH4lPRYvwU0+/rsAmU+8YhV0WzrkK5tt9ZB1S4ekQI+m1kTmePC7mTajscjpd9bIWh5hlrXEpWCPvu+PdfXsmTajrdES783AAAAAEDR1cBVLKAGTc6onEmmbfg6UGlOjkt7e20ezaF+aTKTf+1lTbl5NBtaam+Ww+UrpHUx6adDNrNm5s13ZdU1L2i2dV7nONbqrDEk1QXLvRugvDatlNbHpcODFsbObIvmuhZeb2ixdQAAAACAikdgA1Q61821NptISYm0lJnnwjbgVa4rPXvGqmi6+6RnTudf63ekl7RZQLOtQ+poLN0+vcgn6c6N0of2SwMJm1kT8lt4OzIp1QXsuGc7iTGXBpiTz5F2bJHu3iP1j9vMmrDfvu8PJa1F4I4ttRdSAwAAAECVclyXwRXFNDIyoqamJg0PDysWi5V7O6hG6cz5rc0SKdHeDBVrMi0dOmEhzd4+q6rJpzEk3dBuIc31a+z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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"TikTok's Song Duration vs Popularity\")\n",
    "sns.regplot(x=selected_tiktok[\"duration_ms\"], y=selected_tiktok[\"track_pop\"], color='#FF1493')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <p style=\"background-color:#FF1493;color:white;font-size:100%;text-align:center;border-radius:10px 10px;\">2. Creating Machine Learning Model</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### Training a machine learning model to predict if a song will be popular on Tiktok or Spotify or both platforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "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>track_name</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>energy</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>key</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>popularity_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Shape of You</td>\n",
       "      <td>0.5810</td>\n",
       "      <td>0.652</td>\n",
       "      <td>0.0802</td>\n",
       "      <td>0.0931</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>233713</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Say You Won't Let Go</td>\n",
       "      <td>0.6950</td>\n",
       "      <td>0.557</td>\n",
       "      <td>0.0590</td>\n",
       "      <td>0.0902</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>211467</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Believer</td>\n",
       "      <td>0.0622</td>\n",
       "      <td>0.780</td>\n",
       "      <td>0.1280</td>\n",
       "      <td>0.0810</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>204347</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Perfect</td>\n",
       "      <td>0.1630</td>\n",
       "      <td>0.448</td>\n",
       "      <td>0.0232</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>263400</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>goosebumps</td>\n",
       "      <td>0.0847</td>\n",
       "      <td>0.728</td>\n",
       "      <td>0.0484</td>\n",
       "      <td>0.1490</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>243837</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Jocelyn Flores</td>\n",
       "      <td>0.4690</td>\n",
       "      <td>0.391</td>\n",
       "      <td>0.2420</td>\n",
       "      <td>0.2970</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>119133</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>lovely (with Khalid)</td>\n",
       "      <td>0.9340</td>\n",
       "      <td>0.296</td>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.0950</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>200186</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Lucid Dreams</td>\n",
       "      <td>0.3490</td>\n",
       "      <td>0.566</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>0.3400</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>239836</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Bohemian Rhapsody - Remastered 2011</td>\n",
       "      <td>0.2710</td>\n",
       "      <td>0.404</td>\n",
       "      <td>0.0499</td>\n",
       "      <td>0.3000</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>354320</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Sunflower - Spider-Man: Into the Spider-Verse</td>\n",
       "      <td>0.5330</td>\n",
       "      <td>0.522</td>\n",
       "      <td>0.0575</td>\n",
       "      <td>0.0685</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>157560</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        track_name  acousticness  energy  \\\n",
       "139                                   Shape of You        0.5810   0.652   \n",
       "198                           Say You Won't Let Go        0.6950   0.557   \n",
       "91                                        Believer        0.0622   0.780   \n",
       "150                                        Perfect        0.1630   0.448   \n",
       "397                                     goosebumps        0.0847   0.728   \n",
       "484                                 Jocelyn Flores        0.4690   0.391   \n",
       "102                           lovely (with Khalid)        0.9340   0.296   \n",
       "177                                   Lucid Dreams        0.3490   0.566   \n",
       "146            Bohemian Rhapsody - Remastered 2011        0.2710   0.404   \n",
       "93   Sunflower - Spider-Man: Into the Spider-Verse        0.5330   0.522   \n",
       "\n",
       "     speechiness  liveness  key  time_signature  duration_ms  popularity_label  \n",
       "139       0.0802    0.0931    1               4       233713                 1  \n",
       "198       0.0590    0.0902   10               4       211467                 1  \n",
       "91        0.1280    0.0810   10               4       204347                 1  \n",
       "150       0.0232    0.1060    8               3       263400                 2  \n",
       "397       0.0484    0.1490    7               4       243837                 2  \n",
       "484       0.2420    0.2970    0               4       119133                 2  \n",
       "102       0.0333    0.0950    4               4       200186                 2  \n",
       "177       0.2000    0.3400    6               4       239836                 1  \n",
       "146       0.0499    0.3000    0               4       354320                 1  \n",
       "93        0.0575    0.0685    2               4       157560                 1  "
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##combine datasets and add a column named popularity_label\n",
    "# Merge the datasets on the \"track_name\" column\n",
    "selected_columns = [\"track_name\", \"acousticness\", \"energy\", \"speechiness\", \"liveness\", \"key\",\n",
    "                    \"time_signature\", \"duration_ms\"]\n",
    "dfs = selected_spodify[selected_columns]\n",
    "dft = selected_tiktok[selected_columns]\n",
    "merged_df = pd.concat([dfs, dft])\n",
    "final_df = merged_df.drop_duplicates(subset=\"track_name\").copy()\n",
    "\n",
    "# Add a column named \"popularity_label\"\n",
    "final_df[\"popularity_label\"] = 0\n",
    "\n",
    "# Set labels based on popularity on TikTok, Spotify, or both\n",
    "final_df.loc[final_df.index.isin(selected_spodify.index), \"popularity_label\"] = 2  # Set to 2 for popular on Spotify\n",
    "final_df.loc[final_df.index.isin(selected_tiktok.index), \"popularity_label\"] = 1  # Set to 1 for popular on TikTok\n",
    "final_df.loc[final_df[\"track_name\"].isin(common_track_names), \"popularity_label\"] = 3 # Set to 3 for popular on both\n",
    "\n",
    "# Display the resulting DataFrame\n",
    "final_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Accuracy: 0.7330960854092526\n",
      "Test Accuracy: 0.5492957746478874\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1: popular on TikTok\n",
    "# 2: popular on Spotify\n",
    "# 3: popular on both platforms\n",
    "\n",
    "# Define features and target variable\n",
    "X = final_df.drop([\"popularity_label\", \"track_name\"], axis=1)\n",
    "y = final_df[\"popularity_label\"]\n",
    "\n",
    "# Split the dataset into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Initialize a Decision Tree Classifier\n",
    "model = DecisionTreeClassifier(random_state=42, max_depth=4)\n",
    "\n",
    "# Calaculate Training Accuracy\n",
    "model.fit(X_train, y_train)\n",
    "y_pred = model.predict(X_train)\n",
    "accuracy = accuracy_score(y_train, y_pred);\n",
    "print(f\"Training Accuracy: {accuracy}\");\n",
    "\n",
    "# Make predictions on the test set\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# Evaluate the model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "\n",
    "print(f\"Test Accuracy: {accuracy}\")\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plot_tree(model, filled=True, feature_names=X.columns, class_names=[\"1\", '2', '3'], rounded=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}