spotify-data-analysis-project.ipynb

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   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>explicit</th>\n",
       "      <th>artists</th>\n",
       "      <th>id_artists</th>\n",
       "      <th>release_date</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>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
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       "      <th>0</th>\n",
       "      <td>35iwgR4jXetI318WEWsa1Q</td>\n",
       "      <td>Carve</td>\n",
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       "      <td>126903</td>\n",
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       "      <td>['Uli']</td>\n",
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       "      <td>0.4450</td>\n",
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       "      <td>-13.338</td>\n",
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       "      <td>0.4510</td>\n",
       "      <td>0.674</td>\n",
       "      <td>0.7440</td>\n",
       "      <td>0.151</td>\n",
       "      <td>0.127</td>\n",
       "      <td>104.851</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>021ht4sdgPcrDgSk7JTbKY</td>\n",
       "      <td>Capítulo 2.16 - Banquero Anarquista</td>\n",
       "      <td>0</td>\n",
       "      <td>98200</td>\n",
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       "      <td>['Fernando Pessoa']</td>\n",
       "      <td>['14jtPCOoNZwquk5wd9DxrY']</td>\n",
       "      <td>1922-06-01</td>\n",
       "      <td>0.695</td>\n",
       "      <td>0.2630</td>\n",
       "      <td>0</td>\n",
       "      <td>-22.136</td>\n",
       "      <td>1</td>\n",
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       "      <td>0.797</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.148</td>\n",
       "      <td>0.655</td>\n",
       "      <td>102.009</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>07A5yehtSnoedViJAZkNnc</td>\n",
       "      <td>Vivo para Quererte - Remasterizado</td>\n",
       "      <td>0</td>\n",
       "      <td>181640</td>\n",
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       "      <td>['Ignacio Corsini']</td>\n",
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       "      <td>1922-03-21</td>\n",
       "      <td>0.434</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>1</td>\n",
       "      <td>-21.180</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0512</td>\n",
       "      <td>0.994</td>\n",
       "      <td>0.0218</td>\n",
       "      <td>0.212</td>\n",
       "      <td>0.457</td>\n",
       "      <td>130.418</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>0.995</td>\n",
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       "      <td>0.397</td>\n",
       "      <td>169.980</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>08y9GfoqCWfOGsKdwojr5e</td>\n",
       "      <td>Lady of the Evening</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>['Dick Haymes']</td>\n",
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       "      <td>1922</td>\n",
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       "      <td>0.989</td>\n",
       "      <td>0.1300</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.196</td>\n",
       "      <td>103.220</td>\n",
       "      <td>4</td>\n",
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      "text/plain": [
       "                       id                                 name  popularity  \\\n",
       "0  35iwgR4jXetI318WEWsa1Q                                Carve           6   \n",
       "1  021ht4sdgPcrDgSk7JTbKY  Capítulo 2.16 - Banquero Anarquista           0   \n",
       "2  07A5yehtSnoedViJAZkNnc   Vivo para Quererte - Remasterizado           0   \n",
       "3  08FmqUhxtyLTn6pAh6bk45        El Prisionero - Remasterizado           0   \n",
       "4  08y9GfoqCWfOGsKdwojr5e                  Lady of the Evening           0   \n",
       "\n",
       "   duration_ms  explicit              artists                  id_artists  \\\n",
       "0       126903         0              ['Uli']  ['45tIt06XoI0Iio4LBEVpls']   \n",
       "1        98200         0  ['Fernando Pessoa']  ['14jtPCOoNZwquk5wd9DxrY']   \n",
       "2       181640         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   \n",
       "3       176907         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   \n",
       "4       163080         0      ['Dick Haymes']  ['3BiJGZsyX9sJchTqcSA7Su']   \n",
       "\n",
       "  release_date  danceability  energy  key  loudness  mode  speechiness  \\\n",
       "0   1922-02-22         0.645  0.4450    0   -13.338     1       0.4510   \n",
       "1   1922-06-01         0.695  0.2630    0   -22.136     1       0.9570   \n",
       "2   1922-03-21         0.434  0.1770    1   -21.180     1       0.0512   \n",
       "3   1922-03-21         0.321  0.0946    7   -27.961     1       0.0504   \n",
       "4         1922         0.402  0.1580    3   -16.900     0       0.0390   \n",
       "\n",
       "   acousticness  instrumentalness  liveness  valence    tempo  time_signature  \n",
       "0         0.674            0.7440     0.151    0.127  104.851               3  \n",
       "1         0.797            0.0000     0.148    0.655  102.009               1  \n",
       "2         0.994            0.0218     0.212    0.457  130.418               5  \n",
       "3         0.995            0.9180     0.104    0.397  169.980               3  \n",
       "4         0.989            0.1300     0.311    0.196  103.220               4  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_track=pd.read_csv(\"../input/spotify-datasets/tracks.csv\")\n",
    "df_track.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7add5ae4",
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    {
     "data": {
      "text/plain": [
       "id                   0\n",
       "name                71\n",
       "popularity           0\n",
       "duration_ms          0\n",
       "explicit             0\n",
       "artists              0\n",
       "id_artists           0\n",
       "release_date         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",
       "valence              0\n",
       "tempo                0\n",
       "time_signature       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check null values\n",
    "df_track.isnull().sum()"
   ]
  },
  {
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   "execution_count": 4,
   "id": "5adea01f",
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "(586672, 20)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_track.shape"
   ]
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       "      <th>0</th>\n",
       "      <td>35iwgR4jXetI318WEWsa1Q</td>\n",
       "      <td>Carve</td>\n",
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       "      <td>Capítulo 2.16 - Banquero Anarquista</td>\n",
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       "      <td>['Fernando Pessoa']</td>\n",
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       "      <th>2</th>\n",
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       "      <td>Vivo para Quererte - Remasterizado</td>\n",
       "      <td>0</td>\n",
       "      <td>181640</td>\n",
       "      <td>0</td>\n",
       "      <td>['Ignacio Corsini']</td>\n",
       "      <td>['5LiOoJbxVSAMkBS2fUm3X2']</td>\n",
       "      <td>1922-03-21</td>\n",
       "      <td>0.434</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>1</td>\n",
       "      <td>-21.180</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0512</td>\n",
       "      <td>0.994</td>\n",
       "      <td>0.0218</td>\n",
       "      <td>0.212</td>\n",
       "      <td>0.457</td>\n",
       "      <td>130.418</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>08FmqUhxtyLTn6pAh6bk45</td>\n",
       "      <td>El Prisionero - Remasterizado</td>\n",
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       "      <td>176907</td>\n",
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       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>08y9GfoqCWfOGsKdwojr5e</td>\n",
       "      <td>Lady of the Evening</td>\n",
       "      <td>0</td>\n",
       "      <td>163080</td>\n",
       "      <td>0</td>\n",
       "      <td>['Dick Haymes']</td>\n",
       "      <td>['3BiJGZsyX9sJchTqcSA7Su']</td>\n",
       "      <td>1922</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.1580</td>\n",
       "      <td>3</td>\n",
       "      <td>-16.900</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.989</td>\n",
       "      <td>0.1300</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.196</td>\n",
       "      <td>103.220</td>\n",
       "      <td>4</td>\n",
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      "text/plain": [
       "                       id                                 name  popularity  \\\n",
       "0  35iwgR4jXetI318WEWsa1Q                                Carve           6   \n",
       "1  021ht4sdgPcrDgSk7JTbKY  Capítulo 2.16 - Banquero Anarquista           0   \n",
       "2  07A5yehtSnoedViJAZkNnc   Vivo para Quererte - Remasterizado           0   \n",
       "3  08FmqUhxtyLTn6pAh6bk45        El Prisionero - Remasterizado           0   \n",
       "4  08y9GfoqCWfOGsKdwojr5e                  Lady of the Evening           0   \n",
       "\n",
       "   duration_ms  explicit              artists                  id_artists  \\\n",
       "0       126903         0              ['Uli']  ['45tIt06XoI0Iio4LBEVpls']   \n",
       "1        98200         0  ['Fernando Pessoa']  ['14jtPCOoNZwquk5wd9DxrY']   \n",
       "2       181640         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   \n",
       "3       176907         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   \n",
       "4       163080         0      ['Dick Haymes']  ['3BiJGZsyX9sJchTqcSA7Su']   \n",
       "\n",
       "  release_date  danceability  energy  key  loudness  mode  speechiness  \\\n",
       "0   1922-02-22         0.645  0.4450    0   -13.338     1       0.4510   \n",
       "1   1922-06-01         0.695  0.2630    0   -22.136     1       0.9570   \n",
       "2   1922-03-21         0.434  0.1770    1   -21.180     1       0.0512   \n",
       "3   1922-03-21         0.321  0.0946    7   -27.961     1       0.0504   \n",
       "4         1922         0.402  0.1580    3   -16.900     0       0.0390   \n",
       "\n",
       "   acousticness  instrumentalness  liveness  valence    tempo  time_signature  \n",
       "0         0.674            0.7440     0.151    0.127  104.851               3  \n",
       "1         0.797            0.0000     0.148    0.655  102.009               1  \n",
       "2         0.994            0.0218     0.212    0.457  130.418               5  \n",
       "3         0.995            0.9180     0.104    0.397  169.980               3  \n",
       "4         0.989            0.1300     0.311    0.196  103.220               4  "
      ]
     },
     "execution_count": 5,
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   ],
   "source": [
    "df_track.head()"
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  {
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       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>popularity</th>\n",
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       "      <th>mode</th>\n",
       "      <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",
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       "  </thead>\n",
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       "    <tr>\n",
       "      <th>546130</th>\n",
       "      <td>181rTRhCcggZPwP2TUcVqm</td>\n",
       "      <td>Newspaper Reports On Abner, 20 February 1935</td>\n",
       "      <td>0</td>\n",
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       "      <td>['Norris Goff', 'Chester Lauck', 'Carlton Bric...</td>\n",
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       "    <tr>\n",
       "      <th>546222</th>\n",
       "      <td>0yOCz3V5KMm8l1T8EFc60i</td>\n",
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       "      <td>173467</td>\n",
       "      <td>0</td>\n",
       "      <td>['Hibari Misora']</td>\n",
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       "      <td>1949</td>\n",
       "      <td>0.642</td>\n",
       "      <td>0.178</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.700</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0501</td>\n",
       "      <td>0.993</td>\n",
       "      <td>0.000943</td>\n",
       "      <td>0.0928</td>\n",
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       "      <td>119.013</td>\n",
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       "    <tr>\n",
       "      <th>546220</th>\n",
       "      <td>0xCmgtf9ka07hkZg3D6PaV</td>\n",
       "      <td>エル・チョクロ (EL CHOCLO)</td>\n",
       "      <td>0</td>\n",
       "      <td>205280</td>\n",
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       "      <th>546219</th>\n",
       "      <td>0tBXS3VuCPX7KWUFH2nros</td>\n",
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       "      <td>0</td>\n",
       "      <td>185733</td>\n",
       "      <td>0</td>\n",
       "      <td>['Hibari Misora']</td>\n",
       "      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n",
       "      <td>1949</td>\n",
       "      <td>0.389</td>\n",
       "      <td>0.388</td>\n",
       "      <td>2</td>\n",
       "      <td>-8.221</td>\n",
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      "text/plain": [
       "                            id                                          name  \\\n",
       "546130  181rTRhCcggZPwP2TUcVqm  Newspaper Reports On Abner, 20 February 1935   \n",
       "546222  0yOCz3V5KMm8l1T8EFc60i                                        恋は水の上で   \n",
       "546221  0y48Hhwe52099UqYjegRCO                                         私の誕生日   \n",
       "546220  0xCmgtf9ka07hkZg3D6PaV                           エル・チョクロ (EL CHOCLO)   \n",
       "546219  0tBXS3VuCPX7KWUFH2nros                                      恋は不思議なもの   \n",
       "\n",
       "        popularity  duration_ms  explicit  \\\n",
       "546130           0       896575         0   \n",
       "546222           0       188440         0   \n",
       "546221           0       173467         0   \n",
       "546220           0       205280         0   \n",
       "546219           0       185733         0   \n",
       "\n",
       "                                                  artists  \\\n",
       "546130  ['Norris Goff', 'Chester Lauck', 'Carlton Bric...   \n",
       "546222                                  ['Hibari Misora']   \n",
       "546221                                  ['Hibari Misora']   \n",
       "546220                                  ['Hibari Misora']   \n",
       "546219                                  ['Hibari Misora']   \n",
       "\n",
       "                                               id_artists release_date  \\\n",
       "546130  ['3WCwCPDMpGzrt0Qz6quumy', '7vk8UqABg0Sga78GI3...   1935-02-20   \n",
       "546222                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n",
       "546221                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n",
       "546220                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n",
       "546219                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n",
       "\n",
       "        danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "546130         0.595   0.262    8   -17.746     1       0.9320         0.993   \n",
       "546222         0.418   0.388    0    -8.580     1       0.0358         0.925   \n",
       "546221         0.642   0.178    5   -11.700     1       0.0501         0.993   \n",
       "546220         0.695   0.467    0   -12.236     0       0.0422         0.827   \n",
       "546219         0.389   0.388    2    -8.221     1       0.0351         0.869   \n",
       "\n",
       "        instrumentalness  liveness  valence    tempo  time_signature  \n",
       "546130          0.007510    0.0991    0.320   79.849               4  \n",
       "546222          0.000014    0.1050    0.439   94.549               4  \n",
       "546221          0.000943    0.0928    0.715  119.013               4  \n",
       "546220          0.000000    0.0861    0.756  125.941               4  \n",
       "546219          0.000000    0.0924    0.372   72.800               4  "
      ]
     },
     "execution_count": 6,
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   ],
   "source": [
    "sort_df=df_track.sort_values(\"popularity\",ascending=True)\n",
    "sort_df.head()"
   ]
  },
  {
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       "      <th>danceability</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.4530</td>\n",
       "      <td>0.577000</td>\n",
       "      <td>0.68600</td>\n",
       "      <td>0.991</td>\n",
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       "      <th>energy</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>0.542036</td>\n",
       "      <td>0.251923</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.74800</td>\n",
       "      <td>1.000</td>\n",
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       "      <th>key</th>\n",
       "      <td>586672.0</td>\n",
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       "      <td>3.519423</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>5.000000</td>\n",
       "      <td>8.00000</td>\n",
       "      <td>11.000</td>\n",
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       "    <tr>\n",
       "      <th>loudness</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>-10.206067</td>\n",
       "      <td>5.089328</td>\n",
       "      <td>-60.0</td>\n",
       "      <td>-12.8910</td>\n",
       "      <td>-9.243000</td>\n",
       "      <td>-6.48200</td>\n",
       "      <td>5.376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mode</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>0.658797</td>\n",
       "      <td>0.474114</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speechiness</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>0.104864</td>\n",
       "      <td>0.179893</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0340</td>\n",
       "      <td>0.044300</td>\n",
       "      <td>0.07630</td>\n",
       "      <td>0.971</td>\n",
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       "    <tr>\n",
       "      <th>acousticness</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>0.449863</td>\n",
       "      <td>0.348837</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0969</td>\n",
       "      <td>0.422000</td>\n",
       "      <td>0.78500</td>\n",
       "      <td>0.996</td>\n",
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       "      <th>instrumentalness</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>0.113451</td>\n",
       "      <td>0.266868</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.00955</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>liveness</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>0.213935</td>\n",
       "      <td>0.184326</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0983</td>\n",
       "      <td>0.139000</td>\n",
       "      <td>0.27800</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>valence</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>0.552292</td>\n",
       "      <td>0.257671</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3460</td>\n",
       "      <td>0.564000</td>\n",
       "      <td>0.76900</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tempo</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>118.464857</td>\n",
       "      <td>29.764108</td>\n",
       "      <td>0.0</td>\n",
       "      <td>95.6000</td>\n",
       "      <td>117.384000</td>\n",
       "      <td>136.32100</td>\n",
       "      <td>246.381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time_signature</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>3.873382</td>\n",
       "      <td>0.473162</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.00000</td>\n",
       "      <td>5.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     count           mean            std     min          25%  \\\n",
       "popularity        586672.0      27.570053      18.370642     0.0      13.0000   \n",
       "duration_ms       586672.0  230051.167286  126526.087418  3344.0  175093.0000   \n",
       "explicit          586672.0       0.044086       0.205286     0.0       0.0000   \n",
       "danceability      586672.0       0.563594       0.166103     0.0       0.4530   \n",
       "energy            586672.0       0.542036       0.251923     0.0       0.3430   \n",
       "key               586672.0       5.221603       3.519423     0.0       2.0000   \n",
       "loudness          586672.0     -10.206067       5.089328   -60.0     -12.8910   \n",
       "mode              586672.0       0.658797       0.474114     0.0       0.0000   \n",
       "speechiness       586672.0       0.104864       0.179893     0.0       0.0340   \n",
       "acousticness      586672.0       0.449863       0.348837     0.0       0.0969   \n",
       "instrumentalness  586672.0       0.113451       0.266868     0.0       0.0000   \n",
       "liveness          586672.0       0.213935       0.184326     0.0       0.0983   \n",
       "valence           586672.0       0.552292       0.257671     0.0       0.3460   \n",
       "tempo             586672.0     118.464857      29.764108     0.0      95.6000   \n",
       "time_signature    586672.0       3.873382       0.473162     0.0       4.0000   \n",
       "\n",
       "                            50%           75%          max  \n",
       "popularity            27.000000      41.00000      100.000  \n",
       "duration_ms       214893.000000  263867.00000  5621218.000  \n",
       "explicit               0.000000       0.00000        1.000  \n",
       "danceability           0.577000       0.68600        0.991  \n",
       "energy                 0.549000       0.74800        1.000  \n",
       "key                    5.000000       8.00000       11.000  \n",
       "loudness              -9.243000      -6.48200        5.376  \n",
       "mode                   1.000000       1.00000        1.000  \n",
       "speechiness            0.044300       0.07630        0.971  \n",
       "acousticness           0.422000       0.78500        0.996  \n",
       "instrumentalness       0.000024       0.00955        1.000  \n",
       "liveness               0.139000       0.27800        1.000  \n",
       "valence                0.564000       0.76900        1.000  \n",
       "tempo                117.384000     136.32100      246.381  \n",
       "time_signature         4.000000       4.00000        5.000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
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   "source": [
    "df_track.describe().transpose()"
   ]
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       "      <td>2021-01-06</td>\n",
       "      <td>0.778</td>\n",
       "      <td>0.695</td>\n",
       "      <td>4</td>\n",
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       "                           id                                    name  \\\n",
       "93802  4iJyoBOLtHqaGxP12qzhQI  Peaches (feat. Daniel Caesar & Giveon)   \n",
       "93803  7lPN2DXiMsVn7XUKtOW1CS                         drivers license   \n",
       "93804  3Ofmpyhv5UAQ70mENzB277                  Astronaut In The Ocean   \n",
       "92810  5QO79kh1waicV47BqGRL3g                         Save Your Tears   \n",
       "92811  6tDDoYIxWvMLTdKpjFkc1B                               telepatía   \n",
       "\n",
       "       popularity  duration_ms  explicit  \\\n",
       "93802         100       198082         1   \n",
       "93803          99       242014         1   \n",
       "93804          98       132780         0   \n",
       "92810          97       215627         1   \n",
       "92811          97       160191         0   \n",
       "\n",
       "                                            artists  \\\n",
       "93802  ['Justin Bieber', 'Daniel Caesar', 'Giveon']   \n",
       "93803                            ['Olivia Rodrigo']   \n",
       "93804                               ['Masked Wolf']   \n",
       "92810                                ['The Weeknd']   \n",
       "92811                                ['Kali Uchis']   \n",
       "\n",
       "                                              id_artists release_date  \\\n",
       "93802  ['1uNFoZAHBGtllmzznpCI3s', '20wkVLutqVOYrc0kxF...   2021-03-19   \n",
       "93803                         ['1McMsnEElThX1knmY4oliG']   2021-01-08   \n",
       "93804                         ['1uU7g3DNSbsu0QjSEqZtEd']   2021-01-06   \n",
       "92810                         ['1Xyo4u8uXC1ZmMpatF05PJ']   2020-03-20   \n",
       "92811                         ['1U1el3k54VvEUzo3ybLPlM']   2020-12-04   \n",
       "\n",
       "       danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "93802         0.677   0.696    0    -6.181     1       0.1190        0.3210   \n",
       "93803         0.585   0.436   10    -8.761     1       0.0601        0.7210   \n",
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       "92811         0.653   0.524   11    -9.016     0       0.0502        0.1120   \n",
       "\n",
       "       instrumentalness  liveness  valence    tempo  time_signature  \n",
       "93802          0.000000     0.420    0.464   90.030               4  \n",
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       "92810          0.000012     0.543    0.644  118.051               4  \n",
       "92811          0.000000     0.203    0.553   83.970               4  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
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   ],
   "source": [
    "most_popular=df_track[df_track[\"popularity\"]>90].sort_values(by=\"popularity\",ascending=False)\n",
    "most_popular.head()"
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    {
     "data": {
      "text/plain": [
       "artists    ['Victor Boucher']\n",
       "Name: 18, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
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    "df_track[[\"artists\"]].iloc[18]"
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   "source": [
    "df_track[\"duration\"]=df_track[\"duration_ms\"].apply(lambda x:round(x/1000))\n",
    "df_track.drop(\"duration_ms\",inplace=True,axis=1)"
   ]
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       "      <td>['3BiJGZsyX9sJchTqcSA7Su']</td>\n",
       "      <td>1922</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.1580</td>\n",
       "      <td>3</td>\n",
       "      <td>-16.900</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0390</td>\n",
       "      <td>0.989</td>\n",
       "      <td>0.1300</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.196</td>\n",
       "      <td>103.220</td>\n",
       "      <td>4</td>\n",
       "      <td>163</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       id                                 name  popularity  \\\n",
       "0  35iwgR4jXetI318WEWsa1Q                                Carve           6   \n",
       "1  021ht4sdgPcrDgSk7JTbKY  Capítulo 2.16 - Banquero Anarquista           0   \n",
       "2  07A5yehtSnoedViJAZkNnc   Vivo para Quererte - Remasterizado           0   \n",
       "3  08FmqUhxtyLTn6pAh6bk45        El Prisionero - Remasterizado           0   \n",
       "4  08y9GfoqCWfOGsKdwojr5e                  Lady of the Evening           0   \n",
       "\n",
       "   explicit              artists                  id_artists release_date  \\\n",
       "0         0              ['Uli']  ['45tIt06XoI0Iio4LBEVpls']   1922-02-22   \n",
       "1         0  ['Fernando Pessoa']  ['14jtPCOoNZwquk5wd9DxrY']   1922-06-01   \n",
       "2         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   1922-03-21   \n",
       "3         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   1922-03-21   \n",
       "4         0      ['Dick Haymes']  ['3BiJGZsyX9sJchTqcSA7Su']         1922   \n",
       "\n",
       "   danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "0         0.645  0.4450    0   -13.338     1       0.4510         0.674   \n",
       "1         0.695  0.2630    0   -22.136     1       0.9570         0.797   \n",
       "2         0.434  0.1770    1   -21.180     1       0.0512         0.994   \n",
       "3         0.321  0.0946    7   -27.961     1       0.0504         0.995   \n",
       "4         0.402  0.1580    3   -16.900     0       0.0390         0.989   \n",
       "\n",
       "   instrumentalness  liveness  valence    tempo  time_signature  duration  \n",
       "0            0.7440     0.151    0.127  104.851               3       127  \n",
       "1            0.0000     0.148    0.655  102.009               1        98  \n",
       "2            0.0218     0.212    0.457  130.418               5       182  \n",
       "3            0.9180     0.104    0.397  169.980               3       177  \n",
       "4            0.1300     0.311    0.196  103.220               4       163  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_track.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "169cfd55",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:18.147150Z",
     "iopub.status.busy": "2022-07-20T09:24:18.146447Z",
     "iopub.status.idle": "2022-07-20T09:24:18.368227Z",
     "shell.execute_reply": "2022-07-20T09:24:18.366926Z"
    },
    "papermill": {
     "duration": 0.236599,
     "end_time": "2022-07-20T09:24:18.370709",
     "exception": false,
     "start_time": "2022-07-20T09:24:18.134110",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Die drei ???']                   3856\n",
       "['TKKG Retro-Archiv']              2006\n",
       "['Benjamin Blümchen']              1503\n",
       "['Bibi Blocksberg']                1472\n",
       "['Lata Mangeshkar']                1373\n",
       "                                   ... \n",
       "['IU', 'Jang Yi-jeong']               1\n",
       "['黃宗澤']                               1\n",
       "['Vincy Chan', '海鳴威']                 1\n",
       "['Dough-Boy']                         1\n",
       "['Gentle Bones', 'Clara Benin']       1\n",
       "Name: artists, Length: 114030, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#who has most monthly listeners?\n",
    "df_track[\"artists\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "407eb61e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:18.394390Z",
     "iopub.status.busy": "2022-07-20T09:24:18.393983Z",
     "iopub.status.idle": "2022-07-20T09:24:18.741247Z",
     "shell.execute_reply": "2022-07-20T09:24:18.739866Z"
    },
    "papermill": {
     "duration": 0.362328,
     "end_time": "2022-07-20T09:24:18.744077",
     "exception": false,
     "start_time": "2022-07-20T09:24:18.381749",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 586672 entries, 0 to 586671\n",
      "Data columns (total 20 columns):\n",
      " #   Column            Non-Null Count   Dtype  \n",
      "---  ------            --------------   -----  \n",
      " 0   id                586672 non-null  object \n",
      " 1   name              586601 non-null  object \n",
      " 2   popularity        586672 non-null  int64  \n",
      " 3   explicit          586672 non-null  int64  \n",
      " 4   artists           586672 non-null  object \n",
      " 5   id_artists        586672 non-null  object \n",
      " 6   release_date      586672 non-null  object \n",
      " 7   danceability      586672 non-null  float64\n",
      " 8   energy            586672 non-null  float64\n",
      " 9   key               586672 non-null  int64  \n",
      " 10  loudness          586672 non-null  float64\n",
      " 11  mode              586672 non-null  int64  \n",
      " 12  speechiness       586672 non-null  float64\n",
      " 13  acousticness      586672 non-null  float64\n",
      " 14  instrumentalness  586672 non-null  float64\n",
      " 15  liveness          586672 non-null  float64\n",
      " 16  valence           586672 non-null  float64\n",
      " 17  tempo             586672 non-null  float64\n",
      " 18  time_signature    586672 non-null  int64  \n",
      " 19  duration          586672 non-null  int64  \n",
      "dtypes: float64(9), int64(6), object(5)\n",
      "memory usage: 89.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df_track.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "76821666",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:18.768173Z",
     "iopub.status.busy": "2022-07-20T09:24:18.767412Z",
     "iopub.status.idle": "2022-07-20T09:24:18.777468Z",
     "shell.execute_reply": "2022-07-20T09:24:18.776420Z"
    },
    "papermill": {
     "duration": 0.024447,
     "end_time": "2022-07-20T09:24:18.779774",
     "exception": false,
     "start_time": "2022-07-20T09:24:18.755327",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "326329    ['ท่านพุทธทาส']\n",
       "Name: artists, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_track[df_track[\"duration\"]==5621][\"artists\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "36868d91",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:18.804723Z",
     "iopub.status.busy": "2022-07-20T09:24:18.804298Z",
     "iopub.status.idle": "2022-07-20T09:24:20.082643Z",
     "shell.execute_reply": "2022-07-20T09:24:20.081692Z"
    },
    "papermill": {
     "duration": 1.293793,
     "end_time": "2022-07-20T09:24:20.085316",
     "exception": false,
     "start_time": "2022-07-20T09:24:18.791523",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'popularity'),\n",
       " Text(1.5, 0, 'danceability'),\n",
       " Text(2.5, 0, 'energy'),\n",
       " Text(3.5, 0, 'loudness'),\n",
       " Text(4.5, 0, 'speechiness'),\n",
       " Text(5.5, 0, 'acousticness'),\n",
       " Text(6.5, 0, 'instrumentalness'),\n",
       " Text(7.5, 0, 'liveness'),\n",
       " Text(8.5, 0, 'valence'),\n",
       " Text(9.5, 0, 'tempo'),\n",
       " Text(10.5, 0, 'time_signature'),\n",
       " Text(11.5, 0, 'duration')]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_df=df_track.drop([\"key\",\"mode\",\"explicit\"],axis=1).corr(method=\"pearson\")\n",
    "plt.figure(figsize=(14,6))\n",
    "heatmap=sns.heatmap(corr_df,annot=True,vmin=1,vmax=1,center=0,cmap=\"inferno\")\n",
    "heatmap.set_title(\"Corr heatmap between variable\")\n",
    "heatmap.set_xticklabels(heatmap.get_xticklabels(),rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2e70df0e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:20.113994Z",
     "iopub.status.busy": "2022-07-20T09:24:20.113165Z",
     "iopub.status.idle": "2022-07-20T09:24:20.159362Z",
     "shell.execute_reply": "2022-07-20T09:24:20.158243Z"
    },
    "papermill": {
     "duration": 0.063108,
     "end_time": "2022-07-20T09:24:20.162069",
     "exception": false,
     "start_time": "2022-07-20T09:24:20.098961",
     "status": "completed"
    },
    "tags": []
   },
   "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>id</th>\n",
       "      <th>name</th>\n",
       "      <th>popularity</th>\n",
       "      <th>explicit</th>\n",
       "      <th>artists</th>\n",
       "      <th>id_artists</th>\n",
       "      <th>release_date</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>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>548533</th>\n",
       "      <td>1ZJlP9d4yNbOhYG3YDcd8n</td>\n",
       "      <td>愛しい人へ</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>['Shogo Hamada']</td>\n",
       "      <td>['46Y4IAsvxi9vMQjqL2wdfy']</td>\n",
       "      <td>1982</td>\n",
       "      <td>0.501</td>\n",
       "      <td>0.497</td>\n",
       "      <td>7</td>\n",
       "      <td>-7.118</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0239</td>\n",
       "      <td>0.130</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.1140</td>\n",
       "      <td>0.191</td>\n",
       "      <td>96.199</td>\n",
       "      <td>4</td>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577452</th>\n",
       "      <td>4WawsABuuAIcyTUgkRaHB7</td>\n",
       "      <td>Story: Elvira Fattigan klättrar upp till fjäll...</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>['Dunderklumpen']</td>\n",
       "      <td>['7JEAI44WjRpZ46Gz58cJoD']</td>\n",
       "      <td>1974-01-01</td>\n",
       "      <td>0.661</td>\n",
       "      <td>0.730</td>\n",
       "      <td>2</td>\n",
       "      <td>-14.760</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9240</td>\n",
       "      <td>0.799</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3420</td>\n",
       "      <td>0.106</td>\n",
       "      <td>108.721</td>\n",
       "      <td>4</td>\n",
       "      <td>318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227719</th>\n",
       "      <td>37DrhomAqDdPXHN5BBXVbX</td>\n",
       "      <td>צלצולי פעמונים</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>['Ahuva Ozeri']</td>\n",
       "      <td>['3VlKzixXtnWl9vsFc3w6ka']</td>\n",
       "      <td>1999-01-01</td>\n",
       "      <td>0.510</td>\n",
       "      <td>0.731</td>\n",
       "      <td>4</td>\n",
       "      <td>-6.715</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0343</td>\n",
       "      <td>0.164</td>\n",
       "      <td>0.000467</td>\n",
       "      <td>0.3630</td>\n",
       "      <td>0.227</td>\n",
       "      <td>95.955</td>\n",
       "      <td>4</td>\n",
       "      <td>302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599</th>\n",
       "      <td>4nxFz8WqJtnWrgf95gO0mQ</td>\n",
       "      <td>Melody In F</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>['Tommy Dorsey']</td>\n",
       "      <td>['4WoGga7UeRcmjD4ufif4nG']</td>\n",
       "      <td>1925</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.318</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.331</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1000</td>\n",
       "      <td>0.921</td>\n",
       "      <td>0.735000</td>\n",
       "      <td>0.0871</td>\n",
       "      <td>0.886</td>\n",
       "      <td>171.980</td>\n",
       "      <td>4</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4778</th>\n",
       "      <td>5nTh4iHJxGkaude9COIp88</td>\n",
       "      <td>Blues Before Sunrise</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>['Leroy Carr']</td>\n",
       "      <td>['2FtoVJBkfbE89zyZJ0E9eR']</td>\n",
       "      <td>1928</td>\n",
       "      <td>0.709</td>\n",
       "      <td>0.244</td>\n",
       "      <td>8</td>\n",
       "      <td>-10.693</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0421</td>\n",
       "      <td>0.860</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0827</td>\n",
       "      <td>0.477</td>\n",
       "      <td>75.731</td>\n",
       "      <td>4</td>\n",
       "      <td>211</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            id  \\\n",
       "548533  1ZJlP9d4yNbOhYG3YDcd8n   \n",
       "577452  4WawsABuuAIcyTUgkRaHB7   \n",
       "227719  37DrhomAqDdPXHN5BBXVbX   \n",
       "1599    4nxFz8WqJtnWrgf95gO0mQ   \n",
       "4778    5nTh4iHJxGkaude9COIp88   \n",
       "\n",
       "                                                     name  popularity  \\\n",
       "548533                                              愛しい人へ          16   \n",
       "577452  Story: Elvira Fattigan klättrar upp till fjäll...          14   \n",
       "227719                                     צלצולי פעמונים          38   \n",
       "1599                                          Melody In F           4   \n",
       "4778                                 Blues Before Sunrise           1   \n",
       "\n",
       "        explicit            artists                  id_artists release_date  \\\n",
       "548533         0   ['Shogo Hamada']  ['46Y4IAsvxi9vMQjqL2wdfy']         1982   \n",
       "577452         0  ['Dunderklumpen']  ['7JEAI44WjRpZ46Gz58cJoD']   1974-01-01   \n",
       "227719         0    ['Ahuva Ozeri']  ['3VlKzixXtnWl9vsFc3w6ka']   1999-01-01   \n",
       "1599           0   ['Tommy Dorsey']  ['4WoGga7UeRcmjD4ufif4nG']         1925   \n",
       "4778           0     ['Leroy Carr']  ['2FtoVJBkfbE89zyZJ0E9eR']         1928   \n",
       "\n",
       "        danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "548533         0.501   0.497    7    -7.118     1       0.0239         0.130   \n",
       "577452         0.661   0.730    2   -14.760     1       0.9240         0.799   \n",
       "227719         0.510   0.731    4    -6.715     0       0.0343         0.164   \n",
       "1599           0.575   0.318    5   -11.331     1       0.1000         0.921   \n",
       "4778           0.709   0.244    8   -10.693     1       0.0421         0.860   \n",
       "\n",
       "        instrumentalness  liveness  valence    tempo  time_signature  duration  \n",
       "548533          0.000003    0.1140    0.191   96.199               4       335  \n",
       "577452          0.000000    0.3420    0.106  108.721               4       318  \n",
       "227719          0.000467    0.3630    0.227   95.955               4       302  \n",
       "1599            0.735000    0.0871    0.886  171.980               4       176  \n",
       "4778            0.000000    0.0827    0.477   75.731               4       211  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_df=df_track.sample(int(0.004*len(df_track)))\n",
    "sample_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1777dd9d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:20.190353Z",
     "iopub.status.busy": "2022-07-20T09:24:20.189903Z",
     "iopub.status.idle": "2022-07-20T09:24:20.196780Z",
     "shell.execute_reply": "2022-07-20T09:24:20.195672Z"
    },
    "papermill": {
     "duration": 0.024079,
     "end_time": "2022-07-20T09:24:20.199352",
     "exception": false,
     "start_time": "2022-07-20T09:24:20.175273",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2346"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sample_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0bbd3384",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:20.227768Z",
     "iopub.status.busy": "2022-07-20T09:24:20.226664Z",
     "iopub.status.idle": "2022-07-20T09:24:20.688097Z",
     "shell.execute_reply": "2022-07-20T09:24:20.686648Z"
    },
    "papermill": {
     "duration": 0.478649,
     "end_time": "2022-07-20T09:24:20.691126",
     "exception": false,
     "start_time": "2022-07-20T09:24:20.212477",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Loudness vs Energy corr')]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "sns.regplot(data=sample_df,y=\"loudness\",x=\"energy\",color=\"c\").set(title=\"Loudness vs Energy corr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "db2dce24",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:20.723374Z",
     "iopub.status.busy": "2022-07-20T09:24:20.722952Z",
     "iopub.status.idle": "2022-07-20T09:24:21.186041Z",
     "shell.execute_reply": "2022-07-20T09:24:21.184770Z"
    },
    "papermill": {
     "duration": 0.482865,
     "end_time": "2022-07-20T09:24:21.188960",
     "exception": false,
     "start_time": "2022-07-20T09:24:20.706095",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'popularity vs accoustic corr')]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vSEwoLTZxCAQCwfAixPVtEIJqQdKIPiUQCAQ7GyGu7wIhqBYkjehTAoFAMLyIgVcbggTVK7qOVdMU+hxBRwiRvkAgEAwvYuDVBr+gelnTcNswMCbLQp8j6AjhZi4QCATDixh4tcEvqK5Qiv35PKZVFYQQjMoycoTgmaWlfocqGBCEm7lAIBAML0q/AxgEHpuacr8U586dw26PKBoQ+hxBfLx9SiAQCATDg5jxionQ5wgEAoFAIOiUoR94hRlZhr3ea32OMNoUJIXoSwKBQNB/htrHixtZ5gjBiCShZtvQKXVNU/2vcx3OqXIZzywt4XqjgcOFAk7MzqaybBQWn9ADCeIi+pJAIBD0jlY+XkM98AozsrxtGNivqn03uBRGm4KkEH1JIBAIeocwUA0hzMhy0zQzYXApjDYFSSH6kkAgEGSDoR54hQnlxxUlEwJ6Ht+6ZeFKvY5Xq1XM1+sY9+2qFAjaITaFCAQCQTYY6oFXmFD+yZmZTBhcnpidxZpp4nq9Dt2yQAAYto1lXRfCaEEshGmrQCAQZIOhHniFGVk+NTeXCYPLx6amsE9VkZMkUEKQkyQcyucxqSjCsFUQC2HaKhAIBNlgqMX1gwA3bCWEuK9RSrFqWbj2yCN9jEwgEAgEAkEQQlw/wAhtjkAgEAgEOwcx8EK2jSWFNicdstzmw4Cof4FAMKwM/cCLG0ve0jTslmXc0jR8+urVzHwRCG1O8mS9zXc6ov4FAsEwM/QaL2EsOXyINu8vov4FAsFOR2i8WiCMJYcP0eb9RdS/QCAYZoZ+4CXE68OHaPP+IupfIBAMM0M/8IoqXhdi4J3DTtuwMGh9c6fV/yAzaH1HINgJDP3AK4p4XYiBdxY7acPCIPbNnVT/g8wg9h2BYCcw9OL6KAgxsCCriL4p6BTRdwSC9BDi+i4RYmBBVhF9U9Apou8IBP1B6XcAg8CEJGG+XodJKfKShGlFgSJJmRADnyqX8czSEhYaDcwVCjgxO7ttySbKNYLBZK5Q2DZrIYTqAj9BzwDRdwSC/iBmvNpwqlzGimFAt20QSqHbNhY1Daum2XcxcBSNhtBx7GyEUF3QjrBnwPFSSfQdgaAPiIFXG55ZWsIuRcHhYhE5WQYFoEoSpnO5vs8aPbO0hBwhGGWHaI/KMnKE4JmlpVjXCAYXIVQXtCPsGXB6fV30HYGgD4ilxjYsNBrYzR5YpWIRAEApxapl9Tmyrdi8+DUaUa4RDDaPTU2JL0tBKK2eAaLvCAS9R8x4tSHLZo9RYsty/AKBIH3EM0AgyBZi4NWGLGtowmI7Xiq5pohlXceaaaYefzsjRmHUmCzDWJ/DWOYkyPIzTCAYRsTAqw1Z1tAExfap6Wk8u7zsCml1SkEB5CQptfjbCfiFwD9ZhrE+h7HMSZHlZ5hAMIwIA9UdRj9MEdvlKYwak2UY63MYyywQCAYXYaA6RPTDFLFdnsKoMVmGsT6HscwCgWBnInY1tqGd+WjQ+wBifyapaf9+mCK2y3OnGjX62/F4qYTT6+upG9Xu1PpsxTCWedgRxs+CnYqY8WpBJ9qlJ+bn8fj8fN/0Tv0Q0rbLcyeKe/3teLVex9OLi7haraauQdqJ9dmOYSzzMCM0fYKdjBh4taCd+WjQ+xuWhU3LivWZJA1N+yGkbZfnThT3+ttx3TQhAVi37dSNandifbZjGMs8zAjjZ8FORiw1tqCd+WjQ+wb74o3zmaS1Kv0wRWyX504zavS3o2bbkAmB5vFLSlODtNPqMwrDWOZhRRg/C3YyYsarBe2MB4PeVyUJim/g1e4zQqsyePjbMS9JsNgh6hzRrgJBZ4jnpGAnIwZeAXCjxkvVKq5rGpY1LbJ2aUKWMS7LQ6V36hf9NNT0t2NJUWADKElST9tVmIrufIaxjcVzUtAJg3KviIGXD6+ocyaXwx5VxV3Lwg1dj6Rd+tLRo/jy0aNDpXfqB/0W3/rb8UixiM8eOoQjo6M9a9d+14EgfYa1jcVzUhCXQbpXhIGqD2HUOBiIdhJ1MAyINhYIopG1e0UYqMZAGDUOBqKdRB0MA6KNBYJoDNK9IgZePoSoczAQ7STqYBgQbSwQRGOQ7hUx8PJwqlxGWdfxer2Oy7Ua1kwTy4aB65qGi9VqpsV6w4YQ3yZbB4MiSs1anFHi6SZm0c8FgmgM0r0iBl4MLszTKcWhfB6AM3W5rOvYI8u4J5fLtFhv2BDi2+TqYFBEqVmLM0o83cYs+rlAEI1BuleEuJ4RJMy7XKsBAB4aGXFfE8JWwU4ja6LUMLIWZ5R4shazQCDoDUJcH4EgYZ5h2zB9A9OsivUEgk4ZFFFq1uKMEk/WYhYIBP1HHBnEmCsUtv0yVZkb+cVqFRobgOUIwQFVxaMXLmCh0cBcoYATs7OZnM48VS7jmaWlzMeZVYal/oL6fj9FqWH1nrU4o8STtZj9DEsfFwiyhJjxYgQJ8/KEQKMUDUpBAVAAGqV4U9dxtV7PhM4kjKzpYQaNYaq/LIlSW9V7luIEotVb1mL2Mkx9XCDIEmLgxQgS5s3m88gTAgKAwKksAmcAtm6aIIRgVJaRIwTPLC31NX4/zywtIcfiy3KcWWWY6i9LotRW9Z6lOIFo9Za1mL0MUx8XCLKEWGr08NjUVNMDce7cOVAABUJA2MHXddt2Zr48fiFZ1GwsNBrY7VneALIZZ1YZtvrz9/1+0a7esxInJ0o8WYuZM2x9XCDICmLGqwVzhQIUQuC1ZOOzX3mPYDZLmg3OIJnJZRFRf/1B1HvvEHUtEPQHMfBqwfFSCYZtQ6MUdduGzh5SEoCSoiSu2YhqtBh2nff1smFg1TQja0uSMKbst7llkvmHaXOOl0qZMvDcaWRZE7XTEHUtEPQH4eMVgmuoalm4YxjQ4Wi75vJ5/MD+/Ti9vo7rjQYOJ7QTiOeXIwQjkoSabUOndJseJOy6T01P49nl5abX10wT+1QVm+xXbFicUfNOIv60SCN/vuOLt/PxUmlbHfeyjMOCv97FTrv0EHUtEKRDKx8vMfAKodfGh1HzC7vutmFgv6p2FG8SZe23UWQv8u93GQUCgUAwGAgD1Q7otfFh1PzCrquYZsfxJlHWfhtF9iL/fpdRIBAIBIOPGHiF0GvhadT8wq4bU5SO402irP0S6nJd121dx3y9jnXLSi1/IUbOLv3WFwoESTOIfXoQY+4HYuAVQq+Fp1HzC7vuyZmZjuNNoqz9EOp6DSBnVBWGbeN6vY41tqkg6fyFGDmbCCNQwU5jEPv0IMbcL8TAK4ReGx9GzS/suqfm5jqON4my9sMo0msAuUtVcSifR06ScEPTUsk/y2aYw4wwAhXsNAaxTw9izP1CiOsFA8vcuXPYzW5yDqUUq5aFa4880sfIBL1E9APBTmMQ+/QgxpwmQlwv2JEIzZUAEP1AsPMYxD49iDH3CzHwioEQDkanF3UlNFfpMUh9XfQDwSAR5d5q1aezem+K+zA6YuAVESEcjE6v6kportJh0Pq66AeCQSHqvRXWpwFk9t4U92F0hMYrIsI8MzqirgYb0X4CQTp0e2+Je3NwEBqvBBDmmdERdTXYiPYTCNKh23tL3Js7AzHwiogQDkZH1NVgI9pPIEiHbu8tcW/uDMTAK4Ag8eKJ2VmsmSYu12p4pVLB5VoNa6aZmnDwVLmMY+fPo3jmDIrPPYdjzz+f6Dp+mgLNqCLLrIlEg+KJE2PWytMpQiQbn53S9sNAP9uq23tL3Js7A6Hx8sHFjzlCMCJJqNk2dErxqelp/NLNm9i0LJiUQiEE47KMLx89mrh48FS5jCfm53HXMCADACGwKcVuVU0kv7AyJimEPFUu45mlJVxvNHC4UMCJ2dmmtHsRQ9x4/fGsmiYIgF2K0jbGrJWnW9q1n2CLndb2O5kstFW395a4NweDVhovMfDyESZevG0Y2K+qPRE1PnrhAr6+sQGbUkjMjM6iFDIh+NDERNf5ZUGgmYUY2sVzuVYDADw0MuK+FhZj1soj6B2i7QcH0VaCXtE3cT0hZBch5LcJIfOEkMuEkA8TQnYTQv6AEHKV/T2ZZgxxCRMvbppmz0SNC40GDNt2B12A01AmpYnklwWBZhZiaBePSSkMn54iLMaslUfQO0TbDw6irQRZIG2N1y8C+G+U0qMAjgG4DOAzAP6QUnoEwB+y//cVvua//6tfxVuahgvVKq7U61g3DACOeHFcUVCzbawbBq7U63i1WsV8vY5xKfkqnCsUoEoSbM9spA1AISQREWUnAs1T5TKOPf88is89h+KZMzh2/nwkbUSYniIJkWiSWo2geBRCoPraNyzGnSZ67aZuB1Hv1E3MO63tdzKirZJnEO/3fpPawIsQUgLwbQC+CACUUp1SugbgOwE8yy57FsB3pRVDFPia/9V6HW8bBiilsAHULAtv6jqWNQ06pXhyZgarpolFTYNu2yCUQrdtrBhG4h3txOwsJmQZJqWwbBsWpbApxbgsJyKijCvQPFUu4/H5eVyu1UApBaUUl6pVPDE/31ZsHmb2161INGmTz6B4xmUZE7IcKcadJHrtpm4HzXwV6D7mndT2Ox3RVskyiPd7FkhzxmsOwB0AXyaEvEQI+RVCyCiAaUrpLXbNbQDTKcbQFn6i+rppQiYEeUmCyt6zKUWFCS+fmpvDdC4HVZJAAeRkGYeLRexSlMRPX39sagpfOnoUD4+OghACQggeGhlJTMgf12H4maUlbFoWJEIgEwJZkqAQgg3Laln2VqfVd+ty3CrtpOrky0eP4ktHj0aKcSe5NndTt0m3Sy/oNuad1PY7HdFWyTKI93sWUFJO+30A/h6l9OuEkF+Eb1mRUkoJIYHqfkLIDwP4YQC49957UwtyodHAblmGZttQmKZKIQQWgHeNjGDVstybcsOycLRY3Hb6ehr6gMemplJ9GMRJf6HRgEkpZM9rEiEwbLtl2XndevHqKbopY7u0OyEsnqgxpt1mvaKbuk2jXdImiZh3StsPA6KtkmMQ7/cskOaM11sA3qKUfp39/7fhDMSWCSEHAID9vRL0YUrpL1NKP0Ap/cDevXtTC5Kv+ec9miobQJ5tNfau/Q+rPmCuUIBCCLwltymFKkkty55mfQ1rW/SCbup2ENtlEGMWCLKAuHc6I7WBF6X0NoAlQsg72Et/HsAlAP8ZwKfYa58C8LtpxRCF46USrmsaapaFBqWo2TY0SrFpWXitXsfFzU1XNHhQVXFd0/BKtYrXajVcr9VwXdNwqVrtSlQYJk7MimjxxOwsxmUZNqWwmO7MpBQTbTRnaeop/GkvGwauaxouBrRFt/WYlXboFd20Wxpt3q7+u22fYdD9ZKUPZyUOQTIMw72TBqn6eBFCvgXArwDIAbgG4HE4g73/AOBeAIsA/ial9O1W6aTl48WFgbpl4a5pohFSF/sVBQohuG0Y2KUoaNg26rYNC8CUouBQPt+xEV8rw9Znl5czY8p4qlzGZ954A1caDYBSPDgygs/dd1/bWNI0++NpX6pWsW5Z2CPL2JfLNdUVgK4ME7NguNgPumm3JNu8Xf0n1T472ZQyK304K3EIkmUn3zvdIAxUQ/Ca6V2p17FpWYHXyQBGZBmaZSEvy3iwWMSVer3p/0BnRnxZMGwddFqZIgLoyjBRGC72l3b1L9qnPVmpo6zEIRD0gr4ZqGYdr5me5lun9mKx92VC3Ov8/wc6ExWGGfpVemjYOui0MkXs1jBRGC72l3b1L9qnPVmpo6zEIRD0mzR3NWaeuULB/QXWbgSqe2YGX6xUQOAMyEZkGeuWhWVdR92yMKYoOFUuR17GWjNNvNVooCjLGJMkVGzbWS8H8HK1ihFZxrSioKSqQrQYgrcdOd66avVet2n74dPuC40G5gZ02j2tMpxcWMDnb9zApmliXFHw5MwMnpqba/mZdvXf7v2d0B7dErcPt6Kb+kwyjqix7IT23wllEDQz1DNeXBjITVKjQuHsfLQAgFIssmVHiRCMERLJQI7rHcYIgUQIapaFW4aBimXBBtyBnd/IVYgWt9NK4Nmt+DPO53eCmWBaZTi5sICnFxdRM03kCEHNNPH04iJOLiy0/Fy7+m/1/k5ojyRISgCdJaPZKLHshPbfCWUQbGeoB17cTK9CKeIq3Qgc7VedUoAQ5GUZ9+ZymM7nIxnIceO56Xwe9+Zy7usUgAqgIElQmV+Y18hV/NLZTitTxG4NE+N8fieYCaZVhs/fuAEJgCJJIIRAkSRI7PVWtKv/Vu/vhPZIgqRMQ7NkNBsllp3Q/juhDILtDPVSI+A8DHYpCmqWBRlwzVHrtu0OxgjQNDAjAArMZNWmFO9mDvOcKLoFr/FcSVUh6zpycAZy3MhVJQQmthu5CrbTyhSxW8PEqJ/fCWaCaZVhk810eZEJQcU02362Xf2Hvb8T2iMpkjANzZLRbJRYdkL774QyCLYz1DNenCCDUOL5m/iuJ9g6tHqMHZ7tJYpuwW88l5ckWMwdnr9qUxpo5CrIJjvBTDCtMowrCizfcr5FKcaU9H777YT2yBJZqs8osWQp3k7ZCWUQbEcMvLBlEGpSirpto2bb7uCH67m8SABMSmHYNqht47qmYZkdsB2mW/AbBx4vlZr0DiVJgg1gl6KAAjDZ4dglRelK2xXVsDDKdUmaHyYZV1bYCWaCaZXhyZkZ2HD6NaUUJrvHnpyZabouyfbupixJ97tB6sdhBNXnmmmirOs9L1eUth2k+zGsfwxSGQTRGWofLy8nFxbws4uLMIGmJUYZjsidwln6A9N0gVJM5/PYpyhY0XXctSyUZBkPj45u23XSyiT19Pq6azx3vFTC6fV1XKpWoVGKPCGB6UUlqmFhlOuSND9MMq6ssRPMBNMqA9/VWDFNjAXsakyjvTspS9JxDGI/DsNbn+OyjGVdx6Si9KVcUdp2EO7HKCbBWS+DYDvCQDUCfjNVg2m8cpKEB4vFrkwb+2UcGDXfKNclWYYk4xLsHLLS3knHkZVyJc1OLVevEfW4MxEGqhHwm6lKhEDClrFqN6aN/TIOjJpvlOuSLEOScQl2Dllp76TjyEq5kmanlqvXiHocPsTAi+EVMeYlCTalsNm/ge2mjXEEj/0SSEbNt9dC1STjEuwcstLeSceRlXIlzU4tV68R9Th8DP3Ai4saL1areKNexzerVdQtCxqlMCjFPkUJNG1cM01crtXwSqWCy7Ua1kzTfb+dkL4bA8M4At2owsxeC1X9aS1rGq5rGi5Vqx0LS4PqppeC5p0gnu43WRESJx1Hu/T8fefkwkLm+lJQ/85Ke0Ulq/fo8VIJ1zUNr1SreK1W27Fm2Z3Wf1bbrRuGWuPlFTUabHeiBUdQrxACCmBSUbYJ3E+Vy3h8fh6blgWT+W6NyzK+fPQoAEQS0scVSHYq0I0qzOy1UJWndalaxbplYY+qYh+z5ogrLA2qmzXTdNsvbeHvThJP95usCImTjiMsPX/fWdF13DYM7Gcbd7LQl1r1bwCZaK92ZPUe5XHplGLNMNCwbSiShJ+YnW17nNYg0c33VxbbLQpCXB+CX1Cv2zYIADVAUB/2OQ6/Fth+NmASQsmdKsBMolxBaVyu1QAAD42MdJxuVHZq2wjSx993rrDjx/KyjAeLRQD970s7oX9ntQxZjStpOi3nINePENeHsE1QD0AiJFBQH/Y5Dr82LaHkThVgJlGuoDQM24bp+1GRVn3t1LYRpI+/72i2DdnzDAL635d2Qv/OahmyGlfSdFrOnVo/Q31k0FyhgKv1Ou7q+tYh2ZSCALhUq8GwbYwpCk6Vy03TmnOFAq5Wq1i3bWi2jbwkoSRJODI6irJhYL5eh8lc56dzOSjANqFk3BPn5wqFbSP/MAHmIJ1mH6dccdJQpe2/KdISrCZRBj+D1IaCzvH3nbwkuTNenF4KrYP6XVj/HpckPHrhwkD00TTu0STIalxJ02k5d2r9DPWM1/FSCTc1DQ3fzAiFc1YjAIwRsu00+OOlEm4bBjR2vqNmWbhtGDioqljWdRhsyVK3LFyv15uE90BnJ85HFbIO2mn2SQh0g9KYkGWMy3JPhL9Ji4wHrQ0FnePvO/wEi5Ki9FywHtbvgjYHrZomVgxjYPpoVjcCZDWupOm0nDu1foZ64HV6fd1xow9BIQTT+fy20+BPr69jfz6PvCzDApCXZezP5/H7q6uYVBQcyueRkyRQQpCTJOxT1aZfgp2cOP/Y1BS+cOQIDuTzWGVr3EECw0E7zT5queKm8aWjR/Hlo0e7SreXZfAyaG0o6Bx/3zkyOorPHjqEI8Vi6v3WT1i/O72+vq1/T+dy2KUoA9NHk75Hd3pcSdNpOXdq/Qy1uH7u3DncZFt3+WHYXFlB4BwR9O7RUVBKsWpZuPbII+7ndrMHDodSiperVRwbHd32uvezrT7vv67TMqWVtqA3iDYU9IM4/U70UYGgNUJcH8JcoQCFEATNeREEm6fyzwUZ3o2z7d/+13tpDCrM+AYf0YaCfhCn34k+KhB0zlAPvE7MzmJclkHg6Lps3/v7VLVpTflUuYy5P/1T/PHaGubrdbxYqeCmprnXPDkzk7gxaCdlCkr7eKkUakK3Ew3q4pBk+ZNIa6fqGgSd022/ivL5OP0uDV0jj+/Y88/j2PnzA/s8GvbnaZbIalsM9VIjAJxcWMDPLi7C8LwmATiUzwOEuKaAAPDxixexbvuHZ8BcPo9//eCDTYafSRiDdoo/7eOlEp5dXg41QBxUg7okSNKgL+m0BsGYUpA+3farOJ+P0++S6qN+I+s3NQ0UwKFCASohA/U8GmTDz51Gv9tCGKi2IKpB26MXLuDM2hpsbE0T8porKQpWP/KRjtLtBf0wfB0UkmynLLW5YOfQbb/Ker/s1Mg6i2S9roeJfreF0Hi1IKpB20KjsW0pki9RVkyz43R7QT8MXweFJMs/7HUpSIdu+1XW+2WnRtZZJOt1PUxkuS2G2kAVAGqmua0hpiQJ75mYaDITXPMMrvwDsDHFqUb/9aZlYZrNKgHxxKdJGmi2M6G7Wq9j3TRdM9gcIWjYNopnzgCE4MFCAZ+7//6WZzzGibOX5qDt8urEoC8szaC0VnQdFUoxd+5cT00mvUveGqXIEYJ3+s4c3Sn0y2y2V/l2ayKZJRPKdgateUlyZryYATUArJgmKpaV+j3Urj2jtHeW6npYiPo8XjcM3DQM2JTi0QsX+vosHOoZr09evIiVgNmqsm2D2naTmeAYE+EH8dHJyW3mg2OyjNuGgWVNiy0+TdpAs5UQ9niphNua5prB1iwLZdNE3bZBKQWlFJdrNTw+P78t/07i7KU5aJS84oqEW6XpT2tZ03DbMDAmyz01meQxXq3X8bZhoGaaWDNNXK1WM21y2Qn9MpvtZb7dCtmzslkjikHrPkWBTSlMSrFPVbFsGLitaRgjJNV6bteeUds7K3U9LER9Hq8ZBhY1DbptYyaf77vh71APvH7z7t3Q985ubjaZCU6rKnI+s1UJzuzYTcPYZj44rarYn8+jwrxt4hi/JW2g2cqE7vT6OvarqmsG60WWJMiEQCIEm5a1Lf9O4uylOWiUvOIa9LVK059WhVLsz+cxrao9NZnkMa6bJmRCoEgSCIB12860yWUn9Mtstpf5dmsimRUTyigGrTYheGhkBA+PjsIGULEs7FdVTOfzqdZzu/aM2t5ZqethIerz+IZhQJUkHC4WXePffj4Lh3qp0X+Isv89//qwzZZs3j066r5GKcX1RgMUwG7P9DIA7FMUqITENhRcaDS2pdXt2vRjU1OBN/9Co4F9uRym2aDy1WoVFqXw1owEpz6CdG9x40yjbN3mFVY3naTpTYubTLbLP2l4jJptQ2HtKsHRz2RF45AUvexP/cw3Th9N4/NJ0KrOwuLr1T3Urj3jtHcW6npYiPo8DjL87eezcKhnvBTS+rggv0GgKknbPsPX75M0FOylOaE/rzybHfGW0oZTH0kYwfazbEnkNQgmkzzfvCTBZj8ubDhtu9P0Jv2u417nO8hk+XnRLh/R3tkkartkrf2GeuD1sT17Qt97qFCIdfCyfz35cq2G1+t1lA2j5TryyYUFTJ49C+X0aUyePYuTCws91QkEHdIrwRl4WbYNi1LYlGJclrfl3y7OIPO6OId9xzG+CzJgvFit4rqmYdkwEqvHfppMxo2xpCiwKIVp26AASpLUdf5ZMyTsdx3HzTcNI9Ru7pU0rg+jkzrrVfu2yyet51YW4WWY/upXMXn2LPZ/9auZLUvUdsma9m6ofbxOlcv4rldfhR7wngzgb+3di5uG0WQQCCDUNPBUuYzPvPEGLtVqyEkSDuRyLQ0ATy4s4OnFRUgAZEKcQQ6Azx46hA9OTPTMQDPIcPV37t7FlVot8q5Gf5ytzOta1SFPM47xXSsDRs2ycNeyUJJlPJzQrr5+mEx2GiPf1ZgnpOvy99uQsFVc/azjqPmmYYS6ZpqgACYVJfa9ksb1UcoQt6161b7t8onyfhbvjzjwMuiW5Ww8Y7KT6XweOUIyWZao/aPXzwlhoBrCoxcu4OsbG9umIAFnxifIGDVKmlFN2ybPnkXNNKF4tGSmbWOkg3yzRjfmdXE/u5MMGLNMvw0JB500jFAv12oAgIdGRiKl2c291UnMw8ROqCtehhu6Dt22IRMCm1KokoSZXG6gytJvhIFqCAuNRqjAPswYNUqaUU3bNtmuMy8yIR3lmzW6Ma+L+9mdZMCYZbJsSDgIpGGEatj2tmdY1HsljeuHmZ1QV7wM/DkKbD1LB60sWWaoB15zhUKowJ5gyxg1bppRRXzjTIPjxaK0o3yzRjdixrif9V6flyTYcHagcgNGIYJNhqwJVAeNbusv6POtNvwkEYNo8+jshLpq2pjDXuPP0kErS5YZ/G/4LjgxO4u/9uqrge8RANS2IZ0+7Vor5AGUVLWlA/iJ2Vk8Pj+PNzUNJqUgcDru26a5zS33yZkZPL24CJNN6XKN15MzMwDiOWP7r42j00oKr65o07LQsG0UfFq3KGLGE7Oz+PTVq6hoGtYsCxqlkAnB+8fGcOz8+W1l4teDGTByjdeMqkYyRI1Sx3Fdynvlat5L13ZvPXs1LEkIVPvlPt9LOqk/b71MyDJW2Ww4//yELIPCWdKKkmarGILaIM02zxJJ9L8Ts7N4gj37DduGRAgoEPjszyq8vUuShBXbdjfm7FGURJ6jAoeh1nh98uJF/PqdO4HvSdh+NBB//aCqIifLgULDU+Uynpifx4ZlQbNtWHCE+ofzeahsV5n3cycXFvD5GzdQMU2MKQqenJnBU3NzsYSa/mtXTBO32OBDBQC2Tr9bVfHlo0dTGwB8+upV6MyxnQCw4NhQWJTi4dFRfO6++yLnfXJhAT+3tASTDd7ykuQe26QElAnYEuyPSxLATF/biS2j1HG/Bclh9EPMm4ZAdSeIkqMSd2NGkJh+n6pik80+tNvwEzUGAB1vhhl0kup/p8plPD4/j03Lgs6e/QTOLFKrTVZZI+7GnGG6f+MgxPUhqGfOtDRRDWNclkOFhn6ht8F+MeRiCr3jCDX9116p11GxLBAABbbcZrFZow9NTKQijvSKMvmvPYtS5DoUZfaiTFHrOKuC5J0g5gV2TjmSppf1MsxtkFTZh3WTzzD3nVYIcX0InQy6gNYO4NuE3oS4ruFAOgJz/7UaG+xFcZ9PiiZRZgJu6b0oU9Q6zqogeSeIeYGdU46k6WW9DHMbJFX2Yd3kM8x9p1OGWuOlENLR4CsvSVjRdaxaFnJnzjgzL3C2dE/IMmq2jVFZRl6S3BmvIKH3qXIZn7l2LVCHFfWU+1PlMtZME281GijKMqZzOSdfNjvECXOfT4oJScJ8vQ6DHXCrACCERBZl+jUCE+xzvPxplClqHfOymUxkOq0oUCSppSA5SrphZfd7w7kaH7aEumFZgXXULp+sMlco4Gq9jnXThMaEvSVFwZFiMbE8WtVjVpfO4vajXufVTtczKLqfpOrZm05ekpwZrz5v8ulFG/Syn+4UhnrG6yPj47E/IwHIUYpbhoG6bcNggngDwDdrNSzW61gzTVQtC/tUFSZzft+nKE1Cb64Fu1StglIKSiku12p4fH4+ssM7X1sfYwdZa5aFxXodeTbLBrR3n0+CU+UyVgzD8X2BMyDS4cxGRXFLDzphfsUwsMrqMa6jflSi1jEvG6EUum1jUdOwapotBcxRXZKDyv7pq1ddR3L+nsz6x6VqFTIQWEf9dmPulOOlEm5rGjTLggxAsyzc1jQcL5USSb9dPfL6zhr9PMEiyqaUsH4b5f0skVQ9e9PZpyiw2Y/QfRE2+aRBr9oga67wg8BQD7yIJGHCd8BmK/IA9qoqLM8WbgK4AwIKZwC2T1VxIJ+HDeDh0VE8NDICm5Cmk+qfWVrChmVBIQSyJEFmg6dNy9p2snrYKff8ZPbpfB735nLIyzJACEwATx06hHeNjoIQAkIIHhoZSU1Y/8zSEnYpCg4XiyjKMhQ28JMIwZHR0bYiy6AT5ncpCqaZNmzVsnBkdBRPHTqEdyZYpqh1zMuWYzvIVEnCdC4Xmm+UdFuVPUcInllaanpvxTQhEQKFEKwYRmAdtcony5xeX8d+VUVelmEByMsy9qsqTq+vJ5J+u3rk9Z014vSjXufVqt9GeT9LJFXP3nRs9nx6eHQUNtCXe7NXbdDLfrpTGOqlxoVGAw8UCnixWg29JkcI3jUyglXLwrVHHgEAzJ07hyo7qsPvAmZSik3bxsttRIULjQYM24bqWRv3a5banXLvPZm9pKooqSoopVi1LDw1N4en5uZaxpAUPA5CCEpseYjHEUVcGXbC/Kpl4eUPfrDp9aTLFLWOg8rWTbr+9L1wfQQF3Pc0NptIfJqRoDoaNBYaDezL5TDt8aOiCeoRvXUcVo9Z1aNE7Ue9zqtVv43yftZIqp572V7t6GUbZKncg8BQz3hxs7hWc15BGqW5QgGqJLmzXF6iao54GrZHYxZXs5QVw740jCGzohFIO7ZW6Q+LMWwv63gn12MvaddmWb6nhwXRBtllqAdeJ2ZnsWqagX5dnE3Lwny9jq+vrbkntJ+YncWELLsDL5v9TQHAtiObhOYAaJSiZtuuXiyqZulUuYyyYeD1eh2XazWsGUYia+v8ZPq5c+cin0jf7Rp/rzUCccrojW3NMHC5VsPr9TrKhoGTCwux66pV+v6yJ6kZ6aRdO/lMJ7SqgyRiSKoee1Ufg0C7e3Yn636C+kEW+8ZOboO4ZK19hnrgBTjnMUbZ11gD8MrGhuPiDOBLR49ij6puu04DcH5jI1LeBbbmDjiDNoUQ/MjBg22nbF2zUtvGIfbrZVHTuj49vlMxZrdr/L3UCMQtI48tRwgWNQ0AcKhQwNumiacXF3G1Wu1KuNqq7ElpRjpp116Ko8PqAEAiMSRRj4MkFu8F7e7Znar7CeoHT8zP4/H5+cz1jZ3aBnHJ4r071Aaqj164gDNray1nvIAtF3sZwJFi0TWGmzx7FjXThOLRaZm2jRFFwepHPtI2705N59IyrBsGI7xOyxhk6KpZFvKyjAeZ9iurddVJmbPQF7IQQxZjEfSPoH5wuVYD4NgJcUTfyA79uneFgWoIC40GbGwXyIdhoVmcuGmakH0H1MqEoMKOtmmXd6emc2kZ1g2DEV6nZQwydJU9Au2o6fSDTsqchb6QhRiyGIugfwT1A8O2t/lBir6RHbJ47w71rsa5QsHdPdYK74zYfL2OfaqKY+fPwwJQpxRg51nxg67HlPbVGsV0Lsz8Li3DuqTSzbJZZadl9H8uL0nujFecdIDwduXndm6aJsY953Z2Cs/ntq5jBcDBfB4lFu+KaaJiWZg7dy6wXXh5TdvGMjM2VQjBAzH6QrcGm3Haql2fA9CVkWQS9RGVbg5kn5BlgFJs2HYq99ugmKIC22M9Xirh9Pp6V7EH9UlV2j5/kcTzOOm6HuS26ybWLBq8DvWM1/FSKfJsF+BUVsO28aam4WK12lR5GqXQbBs2gCdnZtqm1U742GpdOi3RZBLpZt2sstMy+j9XUhTYAEqSFCudsHb95MWLeHpxETXTRI4Q1JiG7OTCQkfl9OYzo6owbBvXmbnvsmHgtqZhjJBQzQPfeLKoaU3msSuGEVmY363BZtS2atfnHp+fxxNdanC6rY+oxNWjNJUdwKVqFZdrNciUJn6/ZVErE4Y/1qvVqqPJrNe7ij2oT07IMsZlOdHncdJ1Pcht122sWdxkMNQDr9Pr6664PQqjsow8Ie4OxoIkwSuvJ4Tgs4cORZqlaCd8bGV+l5ZoMol0s25W2WkZ/Z87Uizis4cO4cjoaKx0wtr1N+/ehQRAkSQQQqAwp/7P37jRUTm9+exSVRzK55GTJNzQNFQsC/tVFdP5fKix4mNTU5jO5aBKknPIuyzjcLGIXYoSqf2SMNiM2lbt+tymZWHDsroykuy2PqIS1/SyqeyG4ZgXE4IV00z8fhskU1R/rOvs7MR10+wq9qA++aWjR/Hlo0cTfR4nXdeD3HbdxprFTQaRlhoJIe+mlL6adjC9ZqHRgE2pO+vlX3L0vp4jBA8Wi3i1Wm26TpUkKJTCAjCTz8daGmplOtfO/C4tw7pu0x0Es8pOyxj0uadiphHWrialKHaoF4yST0lVMaEoWLWsJmNWbwz+dtmwLBwtFkE6MDZNymAzSlu163MmO5KrXV7t6KY+ohLX9NJfdoUQUDb73u6zacfWT/yxJqnJDOuTST6Pk67rQW47oPtYs2bwGnXG65cIIc8TQn6EEJLMAWoZwGuEGgTx/OFmi3l2fdoHUA+q+Z0wq2xNWLsqTB/oJapeME4+fmNW/3tR0+gm/27TbpVXUJ9TCNmmw+n0EOS078m4eWwrO3XOjk3jfhukZ5I/1rwkwfL0CSC7sQPJ1/Ugtx2Q3Vg7JdLAi1L6ZwF8L4BZAC8QQr5CCPlfU42sB/iNUP3wppewpeUJOqzZpBSGbeNStYpHL1xIzFjzlqbhpUoFL1QqeKlSwS12cLA37ah5dWogF/dzx0slXNc0vFypQLcsmD6zyjXTRFnXu4rX+96x8+dx7PnnUzfGS8qAr8mQ1TRdQ9bdkgQLjh0JpRRmiF4wahxRjFmXDQOv1Wp4uVLB9YBDqTs5OPnY+fMonjmDs+vreKNex7JhpG6w2c4gdVyWMZGABqcXWpG4eTSVXVVhUufw+H2Kknh8XOd2uVbDq0xL1uqw+DTotP+X2IC8pCh9N2mOUoak+1raJsVJkkVNVtLE8vEihMgAvgvAvwSwAWf88Y8ppf8xlegYafl4Ac5N8Jlr13CxWkXQ6XsKgI/t3YubhoHrjQYOs90xv3P3Lq7Uas5nKMV0Po99ioIVXcdtw8B+9v+abUOnNPaa8smFBZxcXHRd8fks27gk4UA+jxFJipwXFyvmCMEIOwIpSkxxP+cau1oW1iwLGtvxeU8+DxCCcVnGsq5jUlFaptcqXwDuewalWGw0QADcm89DlaSO6rodndZfq/Q+c+0aLlWryEkSDqgqVElyds3BWRYZC9jV2El7PLO05PZb786gkwsL+LmlJWcWgBDskmXkZDmwLcLS8Of1xPw87hqGcwQXITAphQRgt6ri4dHR0F2N7dKOWqc8rXG2q3HTstx0ASSSV5IxJ5VHU9nZrsZNNkOQZHy8jTcsyz1ndkKW8aUuDqqPm383/Z/vakyz7drFCSByGZLua0HpxYmnl/TiPkubVj5ekQZehJD3AHgcwEcB/AGAL1JKXySEHATwNUrpoSQD9pPmwIvz6IUL+PrGBixKXW8um1JIhOBDExORjSaTMtYMMmet2zYIgPeOjcXKKynT0Hafa3d91PRaXQfAfe9KvQ7Dth0NniThwWIxFWO8NAz4+m1qmnSZ+P3D7xkA7r3U6v4RDA79NpHtd/5Rifr88r/XjzIMSp0OIkkYqP4rAC8COEYp/VFK6YsAQCm9CeAnkwmzvyw0Gu4vdI5EiLMNP4bRZFIiziBzVn4uZNy8kjINbfe5dtdHTa/Vdd73NNuGRAgk9u+o5YpLGgZ8/TY1TbpMC40GDNYeHAmOsD2LAl5BfPptRNnv/KMS9fnlf68fZC2eYSHqwOv/o5T+GqW0zl8ghPwDAKCU/loqkfWYuUIBCiFNAxubUqiS1FLUl5aIc1xRtomtCZobLGpenYoVuxH6Bl2fhKi7l2LiKPH0Ms20BOndpsXTU1l7cNLYdCLoH/0WPfc7/6gksbGlV2QtnmEh6sDr+wNe+4EE4+gbXFj40uYm6rYNjVLUbRs6OwZiQpabBIiTf/InUM+cgXT6NCbPngW1bVxrNPACE8FvWhZ0AHlCmsTTZV2PJVp8cmYGNprF1hIcjVdcwWinwkr/55YNA9caDZxdW0PxzBkcO38+kuEl3xBwqVrFdU3DsqZ1HG8vxcRR4umEU+UyyoaB1+t1XK7VsGYYgQa6XKhefO45HHv+eRwvlVIRpCcl3p2QZZiUuptObEoxzu6fXtEvoXCa+UZNO+2yd9tnuo2vk80e/egLUZ9fWRCOZy2eNMnSJoKWGi9CyMcBfALARwD8ieetcQA2pfTPpxueQ1oaL1cMTimWNQ020CSwP5zP45cefBCAI0DcME3c9fgqhe2GBBxRvg3HZJWLp+OKFvkRMhXTdMXWH5yY6Egw2qmwkn/uUrWKt00TFqVQCQGo4122R1WbxLVBgtZnl5fdPFZME3cNAyVZDhRct4o3KI80xcRR44mbjndzwC1dh27beHhkBJ+7/348NjUVKFS3KcVuVcWPHDyYmEA4DfHuZ65dw5VaDSAEDxYKbpl6QdKbILKQb9S0e1X2TvtMUvHF2ezRT9F41OdXFoTjWYsnDfrRHzoW1xNCDgGYA/BzAD7jeWsTwCuU0s7cHWOS1sCLCwtv6LqrT7EoRU6SMJPLbROFX63X3UO1uXs9h6B5IEbgDLqyfGJ9HGFlUpsPWuUxDESpDyFU74x+9bU0801iQ0oW+kuv48t6fQh6Sz/6Q6uBV0t3RkrpIoBFAB9OI7B+wx1yueMzAFeoHeSybQEtzVa92EDmT6yP4xDMNx94r466+WBQHJN7QZT64EJ1r+mnEKq3p199Lc18o6ad9fus1/FlvT4EvSVr/aHlwIsQcpZS+hFCyCa2T/BQSulEqtGlzFyhgKvVKixKobMdjVxm+GK1CoUQvOfrX8f1RgPX2ev+mS6OHfAa2MBr3TCwbJpo2DZGZRmnyuVt085Jnhgflqb/9Qk25Rrl1Pa5QgEruu7MvPAyR9x8cLVaxbptQ7Nt5CUJJUnCkdHRrsoS95qsMFcobPvl5a9zXtfeGa+dJFRPq72C6nZF11GhFHPnziWSV1Ds3fbxuGUK25AS5boopNE+ScaXVH5ZeW50EkeSsaf1HfSZN97AlUYDoBQPjozgc/fdl9p3Wzt63f/a0VJcTyn9CPt7nFI64fkzPuiDLsBxWb9tGO7//YMnk1K8Wq+jEwgcvdj1Wg1v6jo0ywIoxZgsuyetp3FifFiaJxcWtr2+YhhYNc1IwsoTs7MYl2XYlMJiAmrv5oMweB1rlgUZgGZZuG0Y21zS45TF7wKddB2mSRQxa1aE6mmQZntt2wyiabhtGBiT5UTyCov9oKp23MfjlqmTDSlJlLHb9um1iLtdfll5bnQSR5Kxp/Ud9Pj8PC7XaqDUOSf1UrWKJ+bnU/lui5Jm1jYRtN3VSAiRCSHzvQim15xeX8f+fB4jsuwuNXLyJGxRsT0SgPuLRRzI57HOvjTzsoxDxSKmVdU9aT2NE+PD0vz8jRvbXt+lKJhmWrZ2p7Y/NjWFLx89iodGRkAIASEED4+OtnWt5nWcZ0u1eVnG/nwep9fXOy6Lt37SqMM0eWxqCl84cqRlnT82NYUvHT2Kh0dH3bp+aGQEX+6RQ3iapNle/rqtUIr9+TymVTWRvMJi//3V1Y77eNwyhd2jUa/rtIzdtk9S8SWVX1aeG53EkWTsaX0HbVoWJEIgEwJZkqAQgg3LSuW7LUqave5/7Wh7Ai+l1CKEvEYIuZdS+mYvguoVC40G9ikKplUVAPBCpQLAma2S2c69dnBRvXe2TCEEJVnGhCThtqbhPewLlMPXlimQ+Lpz2Fr2pmniPuac7H191bLw8gc/GCntTk5499cxANCIWqWoeqgsrd1HIUo9dlLXg0Da7eWtt7lz5xLNKyz2Cru3OunjUYjaF5LoM2m2T6/7dKv8svLc6CSOJGNPox461QNHSbebWLP0TI3q4zUJ4CIh5A8JIf+Z/0kzsF7gN4/jTdr5XJeD18xzjJ2h6CVNM72wNMdbxJEm3ZQxymeFAeBg0cv2SsMkNii9Vvf4oDEs91NWyrnTjJR5mp2YkUdJNwttlgRRB16fBfCXAZwE8M89fwaaE7OzWNZ1vMTMT7mHlw1sa2A/I3Aqz3+MDwGazDw/OjmJ65qGC5UKXqpUcKFSwXVNw/FSKZV1Z57mYqPhlutKvY5vGRnpOq9ODOi6KeOJ2VmsMhPaV6tVXK7VsGqa2/RQ/Vy779SUrxszv359tlO8eZZj6ArjxBt0XRomsUHpPTkzk2ofTMtAtds661VfCsunm/w76RtplNcbx5phbBluG0Zo+kn266b8OzT89tfL8VKpIz1wWHo8jn4/65Mk0iHZ/SYtH6+TCwv4mcXF4B2JLdgny/i3Dz+M8xsb+PmlJVSZq/xeppniZp7cPHTdNPG2aYLCGZjtliSUcjn3tPqkzes+efEivnLnDiicwSFfDv3Y3r24aRgd5dWNAV03potPzM9jw7Jce4UJWd6mK+uXAWCnddJtXfbjs50SlOeaaWKfqrY1vU3CPBRI9v4K62tp9cG0DFS7rbNeGrYG5fOp6ekmY+ZO8o/TZmmb5H7mjTdwqVZDTpJwIJeDSkjb9kuqv3Hj40vVqpN/DMPvVu3zO3fuxN7V2K6eB8nstWMDVU8Cj8A5KPshADk4q3LVXu1sTGvgNXn2LGqmCRMhdhAe+OwW4BzRs/qRj7RNP6pBa9LwcikeHyjTtjESMe4g+mFAl3UTxE7j66Zc/fpsp/Qi3qz3k25Iqw66rbNe1XlYPrcNA/tVdccYsva7D/fjWdaL9PpJq4FX1KXGLwD4OICrAIoAfgjAv04mvP6xaZqQCQk99icICqBiRjPs5ye/a2zQBQQbtCYNL5cXmZDIcQfRj1Ps+5FnHDqNr5ty9euzndKLeLPeT7ohrTrots56Vedh+VRMs6dtnnZ5+92H+/Es60V6WaXtrkYOpfR1QohMKbUAfJkQ8hKAn0gvtPQZVxRssiXAWBDiGjIeL5XwO3fv4kqt5s5mjbFzCCdkGSvsfEOd0qYjhV6sVjEqSe76dZgpXCvDuLD3CmyKFixPGQB3Kys+91ysM/R4Hrc1DSuE4KCqosR2byUhbPSXgZ89udBoYM00YVoWpj27MXme/TQ/7LZOujHza/fZTuszLZIoq2nbWDZN94SJB1IyD+Vno26aJsbZ2ahPzc3FSsNPnH4aZs7Ky+Y1Ys4RgmPPP48N23bMkGUZK7oe2cS12zqL2w+j3J9B9R+WD9/QkCVD1iyn387QtNP843wuSp/ImtFpWkSd8aoRQnIALhBCfp4Q8mSMz2aWj05ONh2K3QobnqVGZsh4tVrFycVFXKxWYVIKA0DVtnHXMHC1Xseb9TpuaZqbhn+AV7dtfOLiRTw+Px9oCtfKMK6VUaqKLYd9G1uDLgnONvfLtRoej2Bm581jJp+HbttY1DSsGUYiwkZ/Ga5Wq3h6cRFX63XslmWMyTJuGwaWNa1JTHm8VOqb+WESddLthoOwz3Zan2mKU5PYXLGoadBtG4RS6LaNFZ/wOAnR7cmFBTy9uIiaaSJHCGqmiacXF3FyYaGjcgPxDB/Drj1eKkFnZrDciNmmFA3bxuVaDTKluKVpWKzXcSuGiWu3dRanH0a5P8Pq/6Cq9mVDQ5zyZj39KIamneYf9XNR+8ROEtC3Iurg6fvgTJx8GkAVwCyA704rqF5x0zAwJUlNfiMcAmc6UMVWJUkAphQFhwsFEEKwbtvugIwfns1ntdZNEzqcShuRt+eQA6ASgg3bxqZlBZrCtTKMa2WUuj+fxwFV3VaugiRBJgQSIdiMYGbnzWOXouBwsQhVknDDMBIxoPOXYZ1tUlg3TRBCMK2q2J/Po0Jpk+nd6fX1vpkfJlEn3Zj5tfpsp/WZ5kxht2WdzuWgShIogJws43CxiF2K0tTWSZgjfv7GDUgAFEkCIQSKJEFir3dKHMPHsGtPr6/jC0eOoEK3jJhzkgSV3ccrpolRWYYBxz8wqolrt3UWpx9GuT/D6v/3V1cD83lqbi5ThqxZTj+KoWmn+Uf9XNQ+kTWj07SItNTIDssGgDqAn0kvnN6y0GjgULGIw4Tg1WoVMgBCCExK8e7RUVD2BXXtkUcAbDdk1Gw7cJmS8vcoBSEEDxaLeLVadZcbAecBQylteZh2K4PVsPe4UepoPo+D+fy2fIHoBy77DetKsoyJYhGrlpWI0NGfvmbbkAmB5rHy2KcoUAlx2wAAfuTq1b6ZHyZVJ92Y+YV9ttP6TJtuyrphWThaLDYZEAeZk3ZrjrjJZlq8JKGLjHMIfdi1j01NYZei4L58HoQ9qxRCQCl129ZkMxkPFovu59uZuHZbZ1H7obcsYbSq/7B8smTImuX0oxqadpp/lM/F6RNZMjpNi5YzXoSQVwkhr4T96VWQaeE1ZMtLEmw4Rm9eA9RWZp15SXJnubyPDMLeU9kvC++18Fxrw2kA/3FFUQxWoxqlemPkRD1wOW3DuqD6tDz1H5ZfP430smzi12l9Zple1fe4osDy/QCyKMWYElkGu404sbe7dtuziv1o422rEALVJ0ruV1t30mZp1L/AIS1D07gxZPW52Q/a9eq/3JMo+sSJ2Vk8MT+PNzWtqVM0LAsvVCqQAayaJo6dPw9QituGgQ3Lwh5VxT5FQY7tiPTPelEAm9aWeuyb1SomZRk1OAdnUzidjsDZIqoCuFyrwaTUeYACyEkSlnUd65aFUQAaAI3NXDUsCzVKm2Lh/ki7JAmv1+uuH0xJklBjsei27eavAjioqnj0woVQseOJ2Vl8+upVVAwDa4aBBtud2bAsd3NBN6J2nj4sCyNMDHzbslBSFFBKXQ+XoAOBvZ/zXxdFxNmpOD+oThRJwsf37euoDrohSEj/7PLytvrME4LXarXYsXZaR97PTUgSwJY1oqbh//wam3UKauukeHJmBk8vLsJks4QWG9g8OTPTcZr+frpimrhrGHjbNPHohQtNddGuX3nT2qeqWGw0msyax2UZBM7W+3b1lPTGlHb9sF0sn7l2DRumCRvOMyrH3uu2/vtJ0s+gbtrsxOwsHp+fx9sGU/tSCgvAHkXpmXaKx/Cmprnfc+OyjF944IHE8uhkI1q/GGoDVS46LJvmtuU+zqQkYZMNku7N56HZNu5aFgqEoGpZMLF94BWEDGBKlvG2ZbmCfhXAqCyDUgodgMHysQAcyOexT1GwqGkomyZkOJowg1JIvlhKsozpXA7Luo5JRYFh27hlGNBtGw+PjuK79+zBl2/fxnUm9C8QgjFZxpppYr+qYl8uF2oIeHJhAT+3tASLUsiEQLdtyCz/qCZ77drAa4jHd+G1M8hrZWTZzuiwWzNEb53kCcEuWUZOlnuqRWhlXOitv4Oqit8pl2PHmoQ5rGHbeFPTQAEcKhTamkKG5btqmo4xsWWlaprId9VVTBNjCe9qvFStYt2ysEeWQ++3dv3K2+fHZRmgtMmEFui98WnUfhgWyxPz87hrGO7Oa/7zd1SS8OOzs13Xfz9I+hmURJu129WYNlHNsLtJv5UhcK+No4FkDFQ3sTW+yMEZMwy8gSo3a7tar7fc3VhgM1s5ScKDxaJr4KfbNupspsx/UDawZbpK4Ajbc5K0zfTvcq0GAHhoZAQAcKVeh2ZZyMsyHiwWm/4POIMzfywHmD1AK+M5vzGdPx//9f46GpVlXKnXQ/PPirldFAO+QTGPTCKGXhsj+vuLzn5MqBH7SxbqNg160S+TiqNX6T164QK+vrEBm1LX55D/wPvQxMTAtnfSbb0T7ol+GtACrb8b06JrA1VK6TildIINtIpwdjT+UoIx9gVu1tbOUkIixDU+BbYM/ExK3YFVKyicAdNmgOmfYdtNs21+QbT3/9yI1R/L9UajrfGc//0g4XU7Y8ZW+WeFKAZ8g2IemUQMvTZG3NZf4Nw/UftLFuo2DXrRL5OKo1fpLTQa7okenKgbf7JM0m29E+6JfhrQZrH+YntxUYf/BOAvJB9Ob+GCvyA7CS9+ISs38FMIaTJFDYP/4vcL38Fe94rr/YJo7/+DRLVRhPjesobl47/eX0f8M2H5Z4UoIs5uhZ5ZEIpGjaHTWJP4XJQNK0nlm3V60S+TiqNX6c0VClDZM4UTdeNPlkm6rXfCPdHrjVre9LNYf5EGXoSQv+758z2EkM8BGJzhdgjcoNG7VT2IBqXQKMUmE93P1+vIMxE8X04MOuuRe3wRABOyvM30b7HRQM22UbNtvFCp4JVKBTm2+4QLzEvsy6ukKNinqjCo44JfsyxcrtWwapo4MTvb1njuxOyse/r8K5WKK7QvMVuLZcPAdU3DxWo19ET4faoKk/kJcVHvbU3D8xsbUE6fxuTZs10ZTnoJO6G+3fWXqlVc1zRcr9XwWq2GV9j/vUaSSZpH8jp9vV5HWdeb4oxShrjljFuGOGX1xlI2DNzSNFyu1fBqtdrU14Lgn73I6nvZMLBPUWBTCpNS7FPVSHnz9uulyWta+Otz1TRbtkMvzCOb+q5hbPVdnyltJ+l1YpA7IcswKXVlGxqlMGw71Ph1EIhSJ3HqLYl+wfvi/q9+FZNnz2L6q1+N9bzpln4Z0B4vlVDWdVyp1/FSpYKXK5W2z7JeEHXG6694/vwFAJsAvjOtoHoJP1InLncMAxIhmM3lWlaiSgjeOTqKLx092mT6d63RwF2fR5ABZxflx/buxRHmDXVkdBSfPXQIR4pFVCwLsmfAx+MHohnP8d+VhBnpjUsSdqsqbug67hoG9sgy7snlmlyFvenaAB4eHcVDIyOwCUHDtrFp2zBsOzG3byCe47f/+plcDqOShDJ7kOcJwR5VxbPLy+7nkzKPzEkSFtl09aF8HjqlkU4d6LScQTG0K0PU6/yxvG2aqNg2TNvxowPCl9S9n70nl8MeWcZdw0DFtvHQyAgeHh2FDUTKeyaXwx5VxV3Lwg1dH1gDRX99cq1bjpDQduiFeaTbdwnBIttsc6hQgG7bHZ3+0K1B7peOHsVsPg/+JMwDmM7nm+7XQSNKncSpt277Be+LV+t1vG0YqJkm1kwTV6vVnp340Q8D2k9NT+PZ5WW8bRjuBIkJR0fYTh6UNkO9q5EL8m7ouqs1qNvBpqgcv2D+QxMTeKlSQc00oXiW7UzbxoiiYPUjHwlMZ/LsWayzgZff1+vbd+0KFP11K2RNWnw4efZs7HJHIW45O9040C3d1mmWRLPd1OFO2KyQNFkvU5biy1IsO5Gg7zl+rvBMLrdj69lbbp1pmrl/WS/K3bW4nhByHyHk9wghdwghK4SQ3yWE3BfxszIh5CVCyH9h/58jhHydEPI6IeQ32RmQfYGL7rhoHIhmDcGv486/m6YJOabrNT+c2z/ytoFQ0V+3QtakxYedlDsKcePpdONAt3Rbp1kSfXZThzths0LSZL1MWYovS7HsRIK+5/gGqZ1cz03lZq/xjT79LndUW+CvAPjXAP4a+//fAvDvAXwowmf/AYDLALj1xD8F8HlK6W8QQv4fAD8I4N9EjjhB5goFvFqpQGe6qTi4gnl29lSdUkiUQmXLeF7XZe6/c5Ed35Nn9hRAsAVFmOhvQpJwsVZzY80Tgj2KgiOjo+413JDwSq0GEIIHCwV87v77m059X7csLOs6quz8LgJghRAcVFWUVBUAsKLrqFDa0ih1XFGcGS/P4CvIbTqueZ0/1huahjq7eY6dP7/Nf8Z/on1ekposOIB4Ysqo8U5IEubrdZhMPD6tKGjYNirUOcR4BcDBfB4lFkeQwNb/Sz9KvadBN3Xo/+y6YeCmYcCmdJtRqBdez7d1vW1ddQv3Mbpcr8Pw3OvcL+qDExOJGl4GtW2/Bb1eeHymbeMtXYfG6mREklyJARBe5iRNctfYDvFp9uwBkq2rdu2WhrlmLww7m9qA+bpt2Pa2/Hhb5yXJnfHiG6T89dwubu51t2maGI/gdddP41Jvubn/JN/o0+97MarGa4RS+muUUpP9+XcA2kZNCLkHwEcB/Ar7PwHwKIDfZpc8C+C7YkedEAdVdZvOqh1cMA84A59lXUeJDTxsOO7ymm27rsvu+nq1ijXTRI25VweJ8QGnUsPEx0uaBo1ZWFA4ov+bhuEKUblJ3aVq1T2F/nKthsfn53G8VILORPSL9TpqluWUhYnlNdvGoqZhzTCwrGm4bRgYk+WW2qMnZ2acsyaZDsj0lNsbd1wdExdKLhsGFup11ytNAnCpWsUT8/NNn/cLK70bEuIKOaPGe6pcxgrzciNMHHxN03CL1duMqjozovU61pioup3ANmq9p8G2OlQUpw7Z5ouo4t81w8CipkG3bczk8y3rz9V1RairbuBGyRdrtaZBFwBUbRs/s7iIj1+8mKgerxdC+W7gG4uuaRoa3meKbbv3V1iZTy4suK/L7BlziZ11G6XP+tMdIwS32YaMpOuqXbt1o7PsNM8k8OYhw3kuXq7VIFO6LT/eF0vsWCaTyWlKkrTtxI9WcZ9cWMDTi4uosXM122l6e1EPrXDLLUmOvsu2YbF66Pe9GHXgdYoQ8hlCyGFCyCFCyI8D+K+EkN2EkN0tPvcvAPw4tiZ2pgCsUUr5aOctAH07E+L3V1cjX+udw1EBvGt0FLP5PCYVBYdHRnBAUVyRPiEEnz10CE/Nzbmnsq8zca3COkEYD4yOBv4ieGZpCRqbUZOwdT6kSghOr6+712xYFhR2Ar1MCCRCsGlZOL2+ji8cOYKKZQFsoKiCnSlJCHKSc7bkDcNAhVLsz+cxraotT5J/am4Onz10CCOKAoNSjCiKW25v3FFOpffChZIVNjgkcFx7c8x6Y8Oymj7vF1Z6NyTEFXJGjfeZpSXsUhQcLhaRk2W3TRVCMK2q2KWqOJTPIydJuKFpkQS2Ues9DbbVYbHo1OHoaCzx7w3DcM6AKxaxS1Fa1h+v5yh11Q3PLC1hk/WlIGwAm7bdss3j9uNeCOW74bGpKUzntlQeEpwfkqrn/gor8+dv3HBfXzFNSIRAIQQrhhGpz/rTnc7nsV9VUbGsxOuqXbt18nzqNs8k8OaxYhhQ2LN+xTS35cf74pFiEbtVFSOKgkm2UuKt53Zxf/7GDedsYUkCIQSKJEFir/erHlrhlnt0FJOKghFFwW5VxZFise/3YtSlxr/J/v7ffa//LTg/lLbpvQghfxnACqX0BULI8biBEUJ+GMAPA8C9994b9+OR2Iww25UjBO9mS3mUUqxaFq498ggAYO7cOffE9YOFAg56ruGDD34qu+bxC/MOvAiAItM3GLbddMajF242qLKBEo/HwpYmzHsNx2tI+NjUFHYpCu7L5/HNWs2NRyIEJqV418gIVi0LFIh8kvxTc3Mtp5rjnErvhcdasyzIgGv5IRHiauv81/tvpKda5tBdvPw6QghKTHz+arXa5ElUUlVMKApWLStUxOmN29ufWuWdFt3UIf8sL4PXoqVV/XGi1FWnLDQartlxGP5BWZAeL27bBNVnlnB/pAFN7cXvr7DnwKZp4j62gYQ/10hMk1x/uvtyOaieZ2tStGu3Tp9P3eSZBN48NNuGQggoW7kIyi9KX2wX9yab6fLSStPbi3poR1bvwajO9XMt/oSJ7L8VwF8lhFwH8Btwlhh/EcAuQggf8N0DIHC4TCn9ZUrpByilH9i7d2+sQkVlXGk97iRAS4PROEZ53EySpwvfv9udFh/FbDDqNf54/OveSRrOdWuwqDA9glueNvXULd0YkyqENA16wz7bbd5ZJm1j105j4mbHYfgfhP0wN+017e6vsDJ7jaCzbpIb11g6iVh6bYSblLF1u7jH2VKllyBNb9T0hpmouxpVQsjfJ4T8NvvzaUKI2uozlNKfoJTeQyk9DGdm7I8opd8L4I8BfA+77FMAfreL+LvCq0UKgmC7Tuh4qeQa0T2/sYEr9Tou12pYM4yWOh7vOjPBVsVLACzbOTZoQpbd9Lmh5smFBTx64QJe3NhA3bbRoNQ1XTUoRQ5AWdcdk0ZdR57NXllsPdumFOOy3GSk2m7du5U+Ja7hZ7cGi+OyDJtSWKxMvJ7SWp939WWaFmrACgDHSyVc1zS8Uq3itVoNy5qGcVnGhCwnY8zaxtzy5MICJs+ebWlc26k5azf4zWW/Wa1ivl7H2bU1HDt/PtCYl+vbrmsaLvkMfJOKaVyWQx92EoBxSWqK5Y1GA2fX15E7cwajzz2HFzc2XGPYoLZNq67TNuH13l86e740bBtlXXd1of7+7DWCDjPJ9T/HgjSZ7e6xqOVsVf4oxtJxnk9R6rqTZ143z1W/sXWYGXY7vNra12o1vFypNLVLFE1vq3roNK4g+vFsS5Koh2T/ChxJ0LPspe8DYFFKfyhSJs5S4z+klP5lZkPxGwB2A3gJwCcppVqrz6fl43VyYQE/tbgY+n4OwNHRUWxaFg4XCjheKuHZ5WX3ocEPxpbY3w+PjOBz998fuhvqUrUKjTq7GqdzOWwYBm6bpnta/Hfv2YNnl5fdU9RXdB23DQMlRcG6acI/ocu/MA7k8+6p66vsPMhbut60qzFoF483nodHR5t2nPBrrjcaOMx2owCdnfIelFYc87/PvPEGrjQabj35dzUmzcmFBfzc0hJM20ZBkrBLVZEjxC0nF43qlGLNMNCwbSiShJ/w7I7rpKze8l6q1ZCTJBzI5aAS0lTPXOQqAe4OWhto0tfxGOO2VRLwnbXfrFZB4RgUywAsAHtUFV86erRpZ9ylahXrloU9qop9bDYl6Vij7mq8VK1i1TRdk0V+z8kAdkkSqgBKstx0v6RV11HS7TZvf73kCcE9uRxUJrz+1PQ0Tq+vb+vP3nt6nO1q9D8nW8XU7h6LWhfcJLNdHbW6J6M+n+LUdZxnXqdt2NQGbFfjsmE495IsY18uF7s/8HaxWF/YJcvIyXLTs+fzN26gYpoYi7Gr0b3HO4wrifrqNa18vKIOvF6mlB5r91papDXwmjx7FmstdF5+M9O0jejCTCwtNGtQuKjeoBQFScJDIyPue2kaDw6L0WG7cqZdD+3Sj2Jc2++2evTCBXx9YwMWpa7Xm00pJELwoYmJphj6HWtQ3DZ1LGa8T8cxWQ68z9OKP0q6SeWdZBnSiDvs+tuGgf2q2pO+08927lVaw1DGXtG1gSoAixByvyfB++D8gB1o2onr/WamaRvRhZlYWkCT2SrF1iyb6Rs4pyleHBajw3blTLse2qUfxbi2323FBe3eCMI2RvQ7Vn8s/EeV3+A47D5PK/5emvAmWYY04g67vsJm+JOIux39bOdepTUMZcwCUXc1ngDwx4SQa+z/hwE8nkpEPWRcUVrOeBE4ZydyM8sJWXaF6e2M6LxEMSGcKxQwwdLxm1jKaPYPA4A6G3DplOJSrYYZZn5as22MSxIevXAhlmldFJPBNdPEW40GirKM6VwOJVYf3vxaGflFza+fpntAgCGoZeGmpsGG82uL94Oo5pjdGMgGpR/FuDZNA0//UnWOOOeR+k0bV3TdmfFinwvbGJEVs1Hex004ukt+v/G/LUqxouvYrapN95f/vk0ifh7LDU1DQXLMefn93c6Et5O8J2S5yQx4XJaxZpowbBuTZ88GyhFC05K2Gwsrvnb35zedy6FhmqHmwWHlHGNL00n3nZMLC/j5pSVUbce4+d58HhMsLxPAsq67uwkfYLuao7LtuR/jedLuWdKtKXNa92K7Z2qc76heGC6nTdQZr68C+P/B+f5/m/37a2kF1Ss+OjnZ8n0KZ2TKzd+WdR1rptnWiM5LFBNC/vqKYWCVGUh6jUB3MY8w6vnjpW7bjvBX07BqmlgxjFimdVFNBseYV4xmWVis17HM4uX5yWht5Bclv36b7gHbBeLX63UYto0ZVW3qB1HEs90YyIalH0XkmpaBZ9QDd+NsjMiC2ajbx5kIny/t+++1m4aBJU1red92G783FlAKzbLwpq5jWdPamvB2kvepchnLTD5BANQtCzd13T23tmaaeNswcLVej/Qs8RsLL7Lnkncjgjc/3bJwrV53zYeD7pOwcnqF/kn1nZMLCzi5uIgq25FnA7iuaXi9WsWyruN6vQ7dskDgWG8s63rk51PQ8yDq8yTKs6RbU+a07sV2z9Q431FpGy73gqgDr18FMAfgaQD/Co5v16+lFVSvuGkYba/RKHXN3yYVBfuYAVsrIzovUUwI+eu7FAXTTEPiNQJ9z9gYplQVo5LUtPSRg2N6KMERAVcoxXQu5xpXRjWti2oyOJ3P495czjlGhhBULKspv3ZGflHy67fpHuAzBNU05CQJh/J57GJaEt4PophjdmMgG5Z+FOPatAw8XUNgttypsD65btvbTBu/fPQoHhoZASEEhM2YcGF9nPL2ArePqyrmikXXWw9wZr5lACOyDJUQaJS2vG+7jd8by6FiEXk2gK0ECIiTqLtnlpYwqSiuia2FLYNm3sYya/MozxK/sbDKZrS8Rp3e/CibueXmw0H3SVg5n5qbS7zvfP7GDde4WcLWl2QDzvcBj5k/FyYVJfLzKeh5EPV5EuVZ0q0pc1r3YrtnapzvqLQNl3tB1KXGd1FKH/b8/48JIZfSCKiXLLRZEybAtkOCVy0LL8cQ8IWZyFVMEyPMhHBb+h/8YNPrXhPLuXPncJPNLnHTQ5lpZyYVBRuWFdu0Lo7JYIktaXKjWG9+UYz82uUXx7w1TdoZgkbtB90YyLZ6kLQzro2SRid4DYH5UmeYzjFO/v02Omzq47KM0sgIXqlUQDwGyoBjkmv4vInC7tvEYikW3fst7OSAburONQOWZZRUFa+y43/qHo1e1MOFg4yFeexh+QHbzYeB6CagSfedTdPcpu/jO9h128Z7RkebngeU0lgaqqDnQZTnSdRnSbemzGndi3FNlr300nC5F0Sd8XqREOJaChNCPgQg+W2GPWYuwppwKwPVqHkEmchxbYL/9Xbpd2p62I2hYav3OzHyi5pe1PjTpNt4slaebmky4GVflFF0jlknqJ1USWrS0QHdm+R2GkuadevPLy9JrjYvzGQ5alpANDPaXtRrVMYVZZvZLt/Q1Olzm9OtoXTSz/Z+sFPK0Q1RB17vB/CnhJDrzIn+awA+SAh5lRDySmrRpcyJ2VnkW7xP4fzCeZXplm5pGsqG0WRueuz551F87jkUz5xxDSJPlcs4dv48imfO4OzaGq41GtuMF73ahDXT3DLL9OgFgkzi/NqZhr1lqvr8xgYOqmrTGv31RgNX6nWcWVsLNNo8VS6jrOt4nRvBBqyZ+9fnvbEeL5Wwyl6rWxY0SmFQx8gvbO09yFjvjXodZ9fXcXZ93akvTevKWDMpg71uNA8nFxbw9Y0NzNfreKlSwU1Nc+uQm976Y0vTGDDIdLVVfkHvcePYmmWhwWY22+kcuyFJA9GoRpu8jzds29HweO7dbk1yo9DKXPbY88/j2PnzifYPv3GvbtvQ4Wxb1yhF3XbMmktsM1JY3w2KPcrh8GnUa5Q+cXJhAWPPPQdy+jTk06cx97Wv4VS5jCdnZkDgPP9tbA0+JyQpsqYszOA4zvOEl2H6q1/F5NmzbU18g8iCfjKJmHppuNwLovp4HWr1PqU03IU0AdLy8TpVLuM7X30VrZReeUJc/yGTUhxQVezL5bCi67hpGM7B14QA1Dk3cVyWQSlFxWZnMzK/LZkQ7FaUbcaLn7l2DZeqVccsU1WbjAvDjAEB4DNvvIFv1mruQ4Efd2sD+NjevbhpGHhxYwPrLI5cgNGm14jOsG3cYg/dh0dHt5mUhsW6aprQbdsZcHm24U/6yhpU93xn3NuG4R5tBEphwlk+LRICDYhtrJm0wV4nBrBek1MKR4NHAUyzpZVJRQls17SMAYNMVy04Brz7PQa8rWJZY0swKoA1y3LF1+OShPdNTCS++zRJA9Goafn7uGbbuGtZTaapALoyyY1adr+5bB7Am5oGCuBQobDNWLfb/LhxrwS43oF8yY0AOJTPo8YkDe3qul39hBk0J1GvUdqaC+j9nki7JAlPzs7iF5aWsOHZ2SoB+CnPc7NVnO0MjqPWz6evXoVuWVhhJtsUwISioGrb20x829VH2v01Lp3E1EvD5STo2kC136Q18Hr0wgX88dpa6PsEjmnig8Wia2aa9/y/wnQLXIjLTRcBZ6DDvb64iaTfOJLH0KkxYDsjzXbvJ2FieLlWA4COTVxbGW3mJKkjc8QsGOyF1b1NCB4oFAJjA5Ba3EHx1NmusveOjUWKpdu2jkuSRpxJX9crvPFcqded3YJwlkEfLBZTMe69oevQbcdDkMsYZnK5npqVdkOUNpw8exbrzErIPS8XzgBrQlG6KmcUg+OoZQhri6zVeS/J2j0aRhIGqjuSduJ6YEtcz81Mvf8Hmrebc18vm/3bfR2O0WmQeLAbY8B2Rprt3k/CxNBkM11R0whKM8xos1NzxCwY7IXVvUlpaGxpxh0UD19KiRqLwSwh0ogviCSNOJO+rld449GYp5TkeQ6lYdzL8wGaRfWbPTQr7YYobcgF9F64gL7bckYxOG5Hu7bIWp33kqzdo50w1AOvduJ6CudoHpM6JpHc7A/YEo97by+bDSAk9m/3dTjLaEFCwG7E9+1Oi2/3flzBYhqi2FabBbrZgNBvIWZY3SuE9GVjQVA83sPao8QSJDbvpeg7KL+odZb0db1i2+YVbAndk46taeMEe80rqh/vUljeK6K0YSsBfbflbPfcjUK7tshanfeSrN2jnRC9J+xATszO4k/X1tDqhG6Vzb6MMnfhhmXhlUoFwNaNarLpfwvOEmODUjQoBdjNJ8ExQQ0yxFuo17GoaW5eNtM4SQBqloV9uVzTOrY3jSdnZvD04iJMNhvHdTu7ZBlz585hlyw7xyJ53vcabR4vlQIPRA2K03/QaV6SsKRp0Nk1L7A6keF8QX98377A+vQ6L0/IMjbYIdMUgMIGrhaAPYqCv3vwIJ5dXgYsq0mr0U4YemJ2Fp++erXl55rikJxDfjcsy3V2BhDJbT7MSTqobWwAH9uzB1/b3AyNrV3cnRIUDz9kvcryWzFN3DUMvG2a2K+q7qkOPJYJ5stUtSwYlOIWWwZpWBaOnT/fVH+dai387eKPgdcHv+5itYoNy8Iomx3QqHO49duGgeKZM+5B8d+9d2+kvtSq70Q53SHpExe88exTFLzJ3L5h23i5UoHS4l5rW7/MoJWfMsEPty5JElZsG5ptwwJgWBauaxq+e2qqZd+Nk3eaJ1JEea49OTODn15c3GZIbQNYY6bABMC0omAX27AUtZxh977X4LgdvN15W3Cz7j2K0vEzIWr99/vkEH8c/hMyeD9N4znZK4Za4wU4QsifWgzeG8CNE0uKgj2qipuNBgw4y2sKIVDh6AHumCYIpRhXFNwNmE6WATzlM7g8VS7j8fl5vM1MXL0CfwmOgNmAM6PUSqjuPS0+L0lQgSax9G1NgwFnmcJ7mrwr3qQUa2zwo0gSfmJ2dlucXqHqimliRdddLVsQU4qCkqK0FDgblGKx0QBh179tmm55HxoZccX9nQpDW33Ov6nAL1heZQ/dXRFExK1EvN628dd9q9jSEsIGxfPBiYltg+p9uRxqto1V08R0LodNy2oSQHsF6BOShDJbtulW8B1Un2ExeK9brNdRZptIeP42nF+VXBuzW1XxIwcP4vT6etu6DRN+t2rrpDd0hMVDKcUN3fm54x1URMkn7P67N59v2tRzen0dL25sYJP9oCxKkpsPf7+T+zGt+gnKJ8pz7RMXL2LdI6AP43Auh196xztixRl278cti3fgEefYpqC0ktqE0gu87bisac7sJCHYpyhd9cNeIsT1LeDi7oZtb9O7qHAe3MeY+PiOrqPoEfTVLQt7czn86kMPOXG+8AI2meDee6A1AfCRUgl/cOwYcszF2y8q9+YvASgwnyQpRJQfVpaoosNuxMZ8q73/LDse+6gsBwpA/UJhg6WRS0Eo3Ip2guWoIvJBEXlGodO+k6Tgu9M+6d34wj/DhdIF7kkV4z7qJLZe9YVu8olz/yVdnqzVT1Af4s9uvvzOn2ulGKL4rDJom0u8mwv4bnmLOqcGDMrmAiGub8G1eh31gEEX4Mw4aZTiYrWK15h1g3ftviA5RxZwqpZ/c7IDBZwlxUYDr7O/r7IHH6EUlG0V9l4PbInM0zhZvhuxscHqK2jIThHsYu5PS2M3E3c9bxVr0rQTLEfdMLATRJ6cTvtOkoLvTvukd+ML9xXjPkxA680tScXWq77QTT5x7r+ky5O1+gnqQ354H4ojis8qg7a5pGlzQZsTMgaRodZ4AQDaTDVTABV2U64FDKwmZRmXqlXcVyxiVJbdX01eCIAZtkWfD0xGCYEJZ3BHAgZeBvtCIwBWTbPpZHkgWH80IUm4WKu5y4AKnC9EPsPmnY6Negp90HWqJMEKqTeC7S7m7qnymoYVQnBQVZGXJPcXd5JC4Sg6nDXTxA1NQ0GS3AORiUewrBACRBCRh9XhuCzj0QsXUtNItCpjp/oMb1nWDQPLpomG7Zy/eOz5510d0InZ2aZr85LkHogcpR1bxeevz3XDwE3DgE0pHr1wAcdLJZxeX8cNTcObbDa4KDnnCFq27c54mZ4ZL2DLBHNJ06CcPo3xgKUfvjS0aZqB77e7X7bFblm4yfRY/nuvG+YKBVyt17FumtCY+LqkKDjCjudp91lvu7W6/6I+H+LE7U9vxTRRsaymZ1u3dRS1HfzX5SUJOnt2+4dgNpx+6/VevFKrwYKztD0my3inbwmwW51UUjor99mr61gBcDCfR4mVOc4z7XCh4N4j/JzWMUnCe8fHU1nm43HwfsodA8K+W/qtR4vLUM94nVxYwGKEg7K9B6X6WbUs/LWLF/Heb3wD3hOxvKLNcUnCDx444L53Zm0NZc+vqKABjAFAg2O8WWRamhuNBh6/fBmPz89vO6H+5MICljQNGhvEUWzN2O2SpG0nwEd1Dw66bkKWMc4GLUGxlzwC0KZT5fN56LaNRU3DqCTBpBQ2be1yHwdvXt668Z4E8OmrVzHGRMWaZTmzW5TCpBT7VDWWi3ZQ3ayZJpZ1PTSGbmlVxnblbwUvy7Km4U1dh2ZZsKlzMsLlWg0ypW56x0slt9z7FMXZEOKpv1ZO3K3i8zuoL2oadNvGTD6Pq/U6nl5cxCuViitWNil1TktgIvASO2yYD5klODPUvH0pE+jWTBNPLy66buLc8LLGDoH2v++PLahP+J3vr7MZ7RlVTbQPHC+VcFvToFkWZACaZeG2puF4qdT2s94Y96lqy/svacfzoNMqbmsaxghJ9D6J2g7+eEoBuxy9PD4/j5MLC3hifh6XqlX3uVGzbZQNA1er1UTuQ6D9fRKVpmevqjqrJ/V64OkkQfXnbfeDqoqnFxddGw6TUqxZFl6tVBJ9vvnjKLEdonxzgfeEjKTqqR8MtcZr8uxZd9dUKyQAh/N5XNOa9z96lzNacTCXw3vHxnBkZARHikX88s2b2DAMWITgtmdnIODMUvGICIB9qoo9zO0cAN6o1wEAR4pFZzYLzu7HZcOAwR4G/IuJp8FNYP1r9VGF3GFi48+88QYu1+uuD1dekjDuc1T2awa8v0AfLBYBSrHJfsF0+2sljg5n3bKwrOuoWxbykoT7i8VtAu5O6qbMNh6kpZFoVUagOwPWU+UyPnH5MiqmiaIsu4OVIB3QidlZt9zjbFeot/6C6iqKfoTX59c2NiBh6xc613HxWQabUndDSlGSsE9RMDcy4sQjy9gwTdzWdYAQV4PmPXc1jtGwt35a9Qk39vV1SGxmlx8CnVQfePTCBVytVrHOllXzkoSSJOHI6GjkNnbbjf0ACbv/kt7o4U1v1TQxRgim81uHtiVVR1HbwV++46USfu7NN50d6QyVLcfKzNBZt23XKNv77B/z6FqB7u7DpHRW2569nhnkD5dKsZ73n7h8GTXTdE/g4N99EpzvojQ0V+02F2RFjxZGK43XUC81bkZcu7fh6LkAIA80narO7R++9I534Eq9jqv1Oq7WarhSr7teIzd1HTfffht4+233cwTOrqSiLMO0LHdG7cFiEYQQUErxWr2OKZ/3i8m2y3M/H8BZGqtYliNwJgQKIah7Hh5h2puop9CHXRfls9tOlZdlTBSLWLUsvPzBD7b9fBz8eQHbdSv8/ZIso1QsglIaGksndTN37lzLGLqlVRkp0FXej01NYZei4L58HoQQvFqtQmF90d+HovadqLF7Y3hsasqtR36vcR2Xzh7AEiGQqWOfcpT1p7CHrXL6NHJtjIZbve+PLYyw2IPK2SkLjQb25XKY9qTNz2SNQpx266SNo6aX5n0StR2Cyvfl5WXcaDSavAkpmzHV2W5nVZJA2XOYP2W92qNu78Mo90kn6ZRUFROK0vJeAYLrhd8jhm+ixuowtii0639J1VM/GOqB1zg79LUdEoAG265uA9uWFEdlGR8ulfBhz3Q/pRQ32eHTV9hg7Gq9jjfqdXc5sEEpGj5dwXy9jrwkQYEzoFo1TUwoCmQ4Az6/gSVYbCOyDMO2HX8mNhPGlxy5CWzNsnBvvtWx4MmTtFakm7x6EUvaebRLv9u84+iAko691bV5SXKX1/hu3yDNRxDjiuLMaHnuHb/RcKv30yxnltLuJVm9F+cKBazoutvHgC0D7JwsuzNe/tUOfz/spmxJ1U2SdczvEX+55S7S7JZBvheGWuMV1dCOAFjUNJQkCSbgGqQ22C/uH5iebrr+zNoaPjU/j++7fBlfvHULDxaL+Pn778f/96534aUPfABPHz6MKUXBJNMSeQdyNpwz9DZtxwzylmHgtXodr7FBG+AM6q7WanitVsMb9TrWLQs/MD2NMVmGBXY2pCf23bJjpFq3bXzv9DSu1mp49tYtfOTFF3Hv176Gb3/pJfz0tWt49MIFzJ07t+2091Plcuh77XC1Q4aB12o1vFyp4HpETUpcgnQk1xoNnFlbg3T6NM6sreFao4Flw9imWzm5sIDJs2ehnD6NybNnm/Q9fsLq41S5jLJh4PV6HZdrNawZRsfamLA8Wmlvgsp/XdNwsVqN3G5xdEDdxL5mmni1UsFr9TrOrq/j2PnzOLmw4H6ubBhYZVoUrsGx4XirtdJ8HHv+eRSfew7FM2dw7Px5nCqX8eTMjKMJs21n9oLtyuX3f7v349KNPqpV33r0wgVcqlZxXdOwrGmJaK/a5Rv1/bgkrSFrl8eaaeJyrYbX63WUdT00/hOzs5hgy+wW+yFrU4pxWcZHJydhsuc+39XNl9u8/bBV2aLUY1J102k6QTHye4QPvHj5J9nkRVnXU+k7vXjW9oOh1nidKpfxPa++ilqLa7iB4AFVRYNumRfy98YIwS8cOYJv27ULgDPoOnn9OnKEoCBJaDADuqcOH8a3s2v4dV+8dQs3mOj8/WNj+JP1dSw0GqjZNlRCQIGWRqUclRB8e6mEg/k8Tq+t4ZamgRCCvYqCMVlGlQmUf/DAAXz7rl3bYiwbBu6aJvbmctgjy2iwqfVffOABqJLUtaHeyYWFQCfpNEz5vLqAt03T0Sl53idwfr3u9pjSnt/YwNOLi66Wg2vkPuszveXpB9XHp6an8ezysjsdz13dHx4Zwefuvz/2jqZ2Zp3tDFiDDFGjtlscHVAnsX/m2jV8s1p1TiuA88VlsLY5kM+7JzWsmSb2qaqbN9/VGKT5AOAaEkuEAOxH0R5VxZeOHsX5jY2WhpZJGF6G1WFUfVSUvuU9YaDk01N2E2s/zGHTNAv25uE1/D2gqq5ZbFj83p2L/pMPdMvCXbahgwLIAZhU1W3t0IkJbxp1EzedVm3N76EN04TEdjXeWyhgWdcxGWI23U3f6cWzNk2EgWoIXvNUr2CQwNF05SSp6ZR6r1Hjg2z7Nhfz/ff3vAc6pfiLL7+M27qOoiS5v4j8Rqut+P7Ll5uMWm1KsWGayMsyHp2cxG+vrKBiWWi3QDqTy+FBJuZ/oFjEg8Ui7isWkZekbXlcbzSg2zZykuRO0/KYAeCurmOUaSX4UUYHC4XIAsZ+iCB529aZNsk7RV6UpCYzzaji6lZluW0YTX2Fv56mkWjaaXRClHz95sEA3HtwLODeiipI9qcZ14C43/Sib8XJt9fmsGmRlftpEOoxboxp9p1+3Q9JIcT1ISw0Gq6GxQv30dJsG/d5NFFeo0YOF/OpknNcz1u63iTopJRClWXc1nXsZjYLum3D8M3EcN7SNNdnBXB8uEqKgg3LcqeqD+ZysFk8GtOJVW3bOb6I2WPc0HXc0HX88draVlpwjnW5pWkYk2XolKLATOpkALqnXNwclsIRoltOYQA4s0JXazXcZD4reUKc44qk4JXrfoggFxoNd7aLK3f4pgS/mWZUcTVPN6gsFdPEiE8/142RaLf11S/haZR8edsE2a8E3VtR8/WnGdeAuN/0om/FyTdoU0oa+adNVu6nQajHuDGm2XfCPrtpmk3fy3HSzApDPfCaKxTwJtuFAviOviHEPRibm0oalDYdCs19rCicWZMnZ2a2Cf4IOw7ovmIRe9gMEuAMyLj9g86mUHXbxmw+jxVdh2nbKFsWdDbYO8Q62j35vDtbZQFYZ0aXI7KMfzI3h/eMjjo7K+t1vM7+vlStosp0KwusczZ8gwr+v0u1rYXXUUlCSZZxrdFwj2uYUlUocAxhK5aFiscw9k/W1vDF27fxlqbhcKGA//Oee/BX9+xpKYJMywCPi2S9u3D4v0zqeFJxQ8U44uqwsoyx5bFuhJ5BRrN8G3w3IvlW8SRd/1EMPnnb+LWIgCNS9lp9jCmKa17ZLl9/mnzGK6oBcRr10Qp/XhNsOaXbvhW3DIHmprqOCqWYO3cOa6YJ07Iwnc83meuOynKktumkLuK0Sbv3kxBhd5uG37h5WlFQUtXEDZfD6sL7uvdwdP9B6ROe77wo5Wz3bA8rsze9sJhDDaoTeNb2m6EW11M7+KggwPly/ujkpGsqucBmf7xwgaECuKaLB9lJ9u0EjYT5wozKMiZVFdO5HGYLBTx1+DAqloWbhuEcKQTAoBRl08Rza2v4wQMHoFOKu4aBm8xgUgIwQghOXr+OV6pV/JmJCXzv9DR+6vBh/O0DB7BLlnFvLod7czlMyTLyhEABAg0DqedPxbZxwzDcTQQN28ZbmoZ102wyhAUczdpPX7+OZU3DODN7/fTVq/iVW7fw/dPTqNk2NkwTpm2jYprQKcXxUik1A7wTs7MYl2V3cOw94oifJMDz++jkZGRxdZhg9cmZma4EsWFGs52KRqMIa9MwIIxi8MnbxqaO55zFZrkkOBYri2xJXyIEY4REiikoTW6c6jXpfHx+Hk8EGBAnYXwZh6C8VnwbCjrpW52UYdumDE3DbcPAmCxjtyxjTJZx2zBwvVZzzXVBKcZkOZH66cYUOEp5kxCrd7thwm/c/KauY1nTEjVcDquLkwsL7usygEvVqnPermW5/+YGycu67hqsRilnWL3wZ3tQmb3ptWq/tJ61WWCoB15nNzdD3zugqrhpGPjCkSOoUBo6QAPYdmPm5P77q6v4wpEjOJDPY5WtO8cRoT42NYX9+TxyzJQyL8uYKxaxR1XxlZUVfGr/fvziAw+42qWcJOFALoc9uRxyhOCLt241pffFW7ccY1NFwbiiYH8+j5lcDvcXi/jg2Bj2qyqKkoRCgE2Fv4wW+3vVsvBvbt7EUwsL+LXbt/G1jQ38PzduIMd8yQj7m8fzv5RK+MlDh7BbVVE2TexSVfxf996L/7a66h5kTOFMF+cIwTNLS5Hqql09fvnoUbxzZAQqs9fg3mlzxSJ2KQpGWYw3DQOfPXQII4oCg1KMKEqgsJ6nG9S+T83NddXuzywtIcdmWXcpCg4Xi1AlCTcMI3ZareL0puHNk7C/u63/0+vr2K+qyLMZ2bwsY7+q4vT6elNsXz56FA+NjICwI63eNTqKpw4dcmZeWb+/N5fDdD4fKaagNAtMTD3NfMn4kV4blhVY5jTqI4ygvHYpCqaZCWenfauTMvj7SoVS7M/nMa2qIIRgWlWxP5/HOnV2+OVlGYeKRUyraiL10yrmduWJUt4o90I7ukmDxzitqjhULCLPfiBUqHPawyR7FnXb58Lq4vPs2Twqy1gxDCjMB++O598rpulMArDTH6KWM6xeTq+vh5bZm16r9kvrWZsFhlpcT06fDn3vfaOjWLUsXHvkEcydO+fMLlHadP6bmw4cwba7fHj8eFdxBRn/caPPa488EngNZb/0Vy0Lz7///e7y5be/9BJKAWltWBb+0CN2LskyrtbrbvkoAB1wvctyhEBr01dkOEtFBa77Io7h5R+/972B1/N8vbHxae+XP/ABRz/GzuJLgij12i/6EVsaeXabZpIxBaX1arUKSineMza2LX1ufNmLNkirvZNINyyNl6tVHBsd7WnM7doky/c0p5vyJZHPK9Uq3sPazWuKXKcUI+x7ywLw7tHRxOouarsMQvt1ihDXh6AQx1g0CL/xJtcLecXaHP7/bkwXvUTREwRpyTTbxv3FIqY9WrIjxSJuappzg8HRvXB7CQ7XjfEjMWR2Y/IzKgtst6NNKTZNEwVZxnfs3o3X63W8XqthkS3DWixO7tjP+baXXnKPS+J/HigWm/RqnLpt42Au524SAJh5IRPw8z85NquRdL32i37Elkae3aaZZExBabU7AD0rZr/9TLfX2ppuTIGzfE9z0jY9bpePVyPoNUWW4XwfJGWQHCWWOIdy72SGeuD1sT178Ot37gS+N88c50efew4q4OqtvFohjg24gw3JsjD91a9uO60+DP95VDlCsF9VXUd9r3+Jdw37xOwsPn31KmBZodcAwJ/btSvQQ+upQ4dwuFCAbtv4sXvuwYlr1zAuSSgz00C+m3GdCfznazW37EXTxH9YWcGRYhH/+NAh/JnxcfzWnTv4pRs33N2W3vPOlg0Dy+vrOOtZbgIcj6WKaaIgSRhlN36DeZg9euEC7vF4j5mUNg3o+PFI3oFYq52VrerseKnUUtwaV6wc53p+7cVqFRuWhT2q6vpYtdLxfOaNN3Cl0QAoxYMjI/juPXtwmvnARRXoRu1DccrXLs12dRMlpqj1e7xU2tb3x2UZBM72c68n1tumif25HFZb3HdB+QLhQv1WHC+V8LOLi+6mlhwh2KUo+IUHHugqL2/9rZkmVgwDNoAlTcPJhYVQbzLepy7Xau55fHlCcE8u5/pePTkzg2eXl2P3l7DyRO0zrd4L+uyqaSInSU0bKnq5DOUv6/FSqWW9PTE/jzc1DYZtQ5UkTMiy2w+i5sGNW4Pqyttu+1QVi40GCIC9qoq7huGcCRzDIDkKUZ8tnT6DotZJVpcfh3qp8ZMXL4YOvLzIAHZJEjbYLwULzQeFcggAFQAIwT5FaWsSyoWFXMBPPJ81AEznci0PHo5yaC9Pf80w0LBtKJKEn5idDTQG5QPAhm0jTwj25nJYqtfRoLTpIG+J1cluRYEqSa457Jm1NfzzpSW8zpYseT15Re188NoKlRAUCIHM9Af/4J578D179wYel+SHH9bt/mGbGPjxH0EH43rNKbs1AIxzvf/aFV3HXctqaYx5qlzeZhTKv7wPqGpXZqlJGKS2SjNq3bQziI2aRljf/+DERKjJrN+0tVXsa6bpunfHMYfkbXiXDYr4/TEpy/j1hx8GsN1oM05ep8pl/MiVK7jOnikqe72VKfDj8/O4w+LxIgN4p8eYMklj2Ch9pt17/vfHJQkrhoFdMdskKVqZfp5eXw+8Jx6fn8emZcGkFAohGJdlfPno0bbfG0H1CSD03gsyRY5rkBy3LqL0lSTMYtMy+e0GYaAagnrmTOhSoxeC8NPnr9Trri8X4CzLcesFfn2YqRs3iLuh6zBsGxIhkT8bhW4N+/zx6WyTAX+Yq8xgdo/HHJabsy4bBnTbbjrNXoGzGWCPomBElvE39u1rOsdyw2NN4UclBPcVCk1Llg8Wi5jJ591BVStUNgDjAzE+S/bnX345UQPAONd30j5pmI/GIQ1DxDRMKKMauXbTVpeZ9cpDIyOxytPO7BXYvvwUN6+4psBBZsPcSLpbA9peGof226Q0zedFN5/Z6WSxToTGK4Qogy5O2Onz3Hy0yQPMd30Y3CBOs213NifqZ6PQrWGfPz5Kqatnk4lzXENJUbBiGLivUIBOnYPBd8kydE1zrRyArTPNdKY12LAsfK/njEtKKY5fuOCK+F1zWDaoMCh1z6z0UpQk3M8GYa6GbGTE3ZHFMSiFYVmo+sp4pVbDpOyczcZn5LoxAIxzfSftk4b5aBzSMERMw4QyqpFrN21l2PY2nWGU8rQze/U+XzrNK64psP9ZyAdfSRjQ9tI4tN8mpWk+L7r5zE5n0OpkqAdercT1fsJOn88zQbr3EWcHXB8EFxZywaNESOTPRiEpoTOPjy8TStheRkWSoAB4oFjELU1DQZadevFsSKBwZrwaPnE/4GwOOFQo4I6uY9yzQaFmmiipKv7OwYOuMeyVeh3X6nXolKJu2/hmtYpvVpuHVOOy3CTmPzIyggeLRexW1abrXIG/50uqblnYn89jWddxTy6HFV3HmGfnTaeGgt1c6/1MK/PRqOl0Sjd9qpdGlp1sUGkVT9C1QXrCKOUJM3tVJWnb86XTvOKaAgeZDROWb7+fQ1nNK4n8O30GDKMgvRWDVidDPfBqJa73QuGcT7hmmviFBx7A+Y0N/NzSEkw222Via2BRZzM01HN9GFxYWFIULGsabEoBQlCSpLYC0UgOxZLUVqQfRfTK4/MevUMBlJjo1i/6f3x+HnWr+TxJrl+blGWAEPzU4cOYY7Nkum3jVLmMddPEoqZBJc4B36okwQDwZ0slfJk54t+Tz+PH7rkH31oq4c1GA6+zgRh36l+o12EB2LQsvFip4MVKpanOpxTFObuSLVl++65d+He3b6NqWdhk4lKJEHx0agrrponv378fJ69fh0kpipLkHiD+6YMHXTFsUJtGEfBz8bdp2yhIEnYxX6RWwlJev2/zXZ+emboS2xoeJlBNQnzK839T05o0KR/ft6+t+3YSQtpORLveg3RzhLhu60FprbGZIv99520rhRB3FpYA+Ga16i4VUgBvm6Z7KkKQ/qrMNGcUcH+Y8AOXD6oqXq1W8Xq97nr0qYRgQpZBsbUpoF3dPTkzg6cXF51nFNk6+P2jk5Pb2om3acO2mzRnXGAfdWNE3DY7qKqYPHsWm6aJ8TYHkwdtQgrawNTq/jt2/nzTwdedHKicxOaQoLqpaBrWLAsaW37++L59seszbCOOX+gfdxOOdwOQTpsPp0/jUPMk+1hWTVWHWuMFRBfYA84X24/Nzrqn1PMbBZRit6q6FggEzuxDO5EksP2Bkmemc60EolFObffu8AkT6ccRvfL4qG2DMK1U0M13qlzG9166hFWfXosAmJAkvG9iInQTAD9tnnumHS0W8dGpKfzGnTtQ4OhNGixGLuj3o9s2FjwDsteZhuzNgJMHglAAjMgyCoTgs4cP43/bvRtn1tbwxVu3cIO5yvOdlsCWmN+rH/uj1VX8wltvtRTwc7G0CjQ9cIM2PgT1mbBdje02WnQrPj1VLuOJ+XlsWJY78OTljir8TkJIG1W0+5lr13CpWnUGMarq7tDz3kte0fGyrm8rB7+vdMvCXdNEgw24dkkS1vkACluzRHOFAlTmYee/l7z9fLHRcH+c8J2966bpGNBKEm4xneTDo6P43H33AQgWTodxcmEBn79xAxXTxJii4KOTk/ja5maoKPtHXnsN1/WtbTR5ttPyy0ePAtgu+I/Tf/xtdlBV8Zt37jgbdTwDwzDxf9gmpKANTEEbaP7NzZu4axjODCMhsNkzu93zOSiObjaHBHFyYSHwB1i7jVnt8ti2ecc0cVvTsD/GJhy37i0LK6YJsB8K3Ng4SfF6t8+oJJ4tSSLE9W3g4lKbUldA7oXP9BTZF2zQyehJnpje6YnvcWNIQ5DorUsueuci4jCRbqs4gK1lF8pu+oplYV8uh9985zubNja0om5ZeKPRcIX8/M8tXW/5udl83pkh8yxZ3lcoOCcLtMDrPfbdFy9iWdOalis7FWZ3SlJtnaTIvBcksdnBe1/xzTT8KC+VzXLx2T++PPdgsdhWzH+FHY2UZ5si/P9vFWsadRH1PmxXj1GIK/7vZhNSJ8+ksHTSEHD3Kt1O+pe37rnHI18WT2IDWKt4o8SXZYS4vg0LjYb7673VQNSkFLppYiTgZPRKyOudiPs6PfE97qntaQgSvXXJkeDUXSdxeIXGhH2xjcsybuq6qxOjbMDM3fo123YHZLw1i7KMd42O4l2jo035bJom/uIrr0D1ivrZbkzA8T9a0jT88dqa+xkZwKFCoUk/dqRYxKFCwdXUmGxJsmbbuFavoyTL0CgFodTdZEBY7HwwlqYYNKm2TlJk3guS2Ozgvbf5ZhrCvvzzbNOJBWepkBsZB+XjT19jX2T8ev//W8XaCZ0+V8IE/93EFlf8380mpE6eSWHppCHg7lW6nfQvb93zlCSWRtL3+KAJ5Lth6Ade/AR1A+yQ5IBr+Gs6G5S9WK1CAjAqyxiTJKxbFiwAF6pVZ1ecLGNaUaC0EabGPZW9nVtzXGfpuILEKOvvXKjr/XVpw5kB6jSOsPfaxcOPcNJ8AzLdM7geVxTcXyzijq433fQV00SRWV5c9VleWACuNRq41mjgv6+uup9RCcH9xSJKsoybmoaqbaMkSSjrOm7DWU6aUlWMy7L7BcIHYwSOPvCefB4Ny2ryHovbDkHvdys+5Wne1jSsEIKDqooS26jg/UJbtyws6zrqloUxRXH1VP0iic0OfufvumU5ekw4Vh4SnFnxBqWgTDC/bhjb7n9/+jIhaLAvwSvc+446ZyG2izUOfMl1sdHAIraMUUuqihVdR4VSzJ07hzXThGlZmPb8eIvjsB5HnxNX/N/NJqROnknt7qGgfg60NriN8rzv5v7xpz8hy03fB3lJcme8OFGE/FerVVjU8XKUWP8usLQ7af+433vjkoRHL1xoq+8bJIb6kGz31HhCtllCtMOGI+C+xYSyfMefBWdZa1HTsGqaoeK+Tk5l97o1J3Fqe7t8osbrT3OC2TNYtuOCb1OKcVnuKI6w946XSm3jIUx7NK4omFJVHMzncZjNUh0qFHAgl8NuRcGnZ2ZgUIo6y6POBlc/NjuLT05P42cOH8ZXHn4Yz7/vfXjuW74FX3zHO/CZ2Vn89T178J7RUYywgYdBKeZrNXx9cxNLuo63TRMLuo4Gto5TekvTcEPTUJQkjHi+xKuWhYZt4/ump/GmpuH1eh3X63Xc0jS8bRioWhZMtgmhVbnD3j9eKsXqG2FtP5PPQ7dtLGoa1lhcE7LjCL9sGFhkyxkSIRgjJLCP9JI4fTzKfTVKCEywL272t3dzDeA8VIPuf2/6a6YJ3d46uoXP0JrY2iSRhJM41+RdqlbdZ1yDUixoGq7XarhtGBiTZeyWZYzJMm4bBpY1LfJ96BXeR3k+cJ6cmXHqzrZBKYXJhP1PzsyEtktJUWCxa8M29wQR95nU7h4K6uePz8/jifn52Pel93nfzf0TlP6yrmPNNN02KykKbMTrX8dLJdz2HN9mAzDgnLTQSfvH/d5bZacvXK3X8bZhoGaaWDNNXK1W+/5s6Yah1nh515QvVqtNx9xEhe8oyzGtB59NKUoSHigW8fIHP9g2b453PTuOW3OYQ3FUJ/Io18dZf+e/sOPsIIrrXP3M0lKieoBT5TJ+/s03cb3RwGyhgB89eBDftmsXNN+SZRA2pbih63i9VsM/WVzEqmnCpLRtfxqRJFczsUdV8T179+J79u7dZnnh5VOXL+OOYWBUlt2Zlppl4WCh0Fanw+strvjUn+a6ZeGmpsEG8GG2WQIAPnH5MqqWhYIkYVpRUFLVTGg04twT7e6rr21sOOeYsqVGPmtF4dzzgDNzoxASeP+76ayvQyIEJVlGhS1vK2xjzeFiMTGBsF/fZLFlecCZcdufy2Ha09+WDQMVy8KkosRykO9En+MX/8fZ1Rh3Z12cZ1K7eyion7fTOUZ53ndz/4SlnyMEU7lc00aDVptwgtK9Wq9j3TSdHfus74wrCr7y0EOx2z/u916ZbTBJy2Q8TYS4PgTvyeivsq2ycSkS4p7yDsDVe7xrZKTlCeuDdip71uLtZTz+JUudfVEGDcgevXABJRbXa7Xa1gHqcJzl+a7MVuxRVTzgcefn/x5XlKb0vfFtWBaef//78aEXX8RuWYZMtg4R77ZeotZ11vpIGgSV8dVqFZRSvGdszH2tXbl7VVdz587hRqPRtBzMn1E2pXjP6GgiMeyktm9Xlk76QJT66aYO06r/pO/9uHHy679Zq7nL0lG/Y/uNENeH4F1TzksSDMuKtdwIwDVB5L8o45qnDorhW9bi7WU8hO1Q9O9k9Ir6+aBsNp/Hiq6jKDeb6xYlCbP5POqWhSlVxWcPH27Sjl2t17HELC/uGgbuGgbObWw05Xcgl0PNslCxLIyx9PNM6DqTz2PTsnAwl3MMYWUZoI6Qv27bmGGfzbNZtjgkaVo66ASVUSEE8NVpVu7/VvqmnE8D1E0MO6ntO9HYtusDSRv6xo25U5K+9zs1mE3LZLxfDPXAy2te1+hg0JUH3N1vDer4eQGAZduuAWKYODIpw7ckTDGj4I93xTRx1zBamkUmHWeTOawsY7WNOWzaEEKQZ5YR4+y1pw4fxo9euQLDtrFPUbCk67AB7FcU1Jmm4m8fPIh3jIzgHSMjgKcOapaFNzxWF/zPbWZ54bW+WLe2fNJkOFP/n19awrtHR/F79ToopSjKMqqsXr5//368pWnO9R6rC/fvFgOyjkxLbdv1ofLeB+3MGIOWhL57717X9HFCkgBCsGFZifT3IE+0z913X2iaQQayKpxds1HNTdvVaZR7pVU9Ami6T3IAKpRCptT1sNqlKPiRgwfx7PJyIs+gsq67z7wSE4n7DWujpNOLZ1k72vX3oPfHZRkE4Qa33ICX74TdJcvI+TRm3XwndPrZOIawXiPihm3j2PPPY8O2Mcd82b66vu7O5itwdj/6vx86NZgNMhnPskFqO4Z6qRFwdAb/5M03Q5d/uIYryNtLATt/ENuF+QdUFSVFaWkA163hW69PZPfqLNYtC3tkOZIRXxJxBqWxZprYp6rYZL98srLLpcmUkw0UNi0Lh/J5PHnPPfhzk5PuWZTtfMjOrK3hpxcWADh9rGrbqNs2bDbdHgaBMyCbUBR8pFTC/zo5iQeKRdzrsbzwo/gHY+xvwr48I5uWvvEGLtVqTc7rfiPSIDPGT01PbzO6NNk1B/N55AHXCPdQiElpHE6Vy+4pABIhAKvTPaqKL4UYawYZyE7IMv7uwYOxtDM8LX+dAu2NSluZWvKjvbzmy2umiYIkOQN4n74pyWeQYdt4S9ddDdY9udw2w9oo6fTiWdaOTjS2QLDBrdcAdo1txlIkKdAsuZv26ETfG9UQ1mtEPCHLuGsYIADuzeehwdnxaqF5kwkBcF/AfdqpDrlTfV+/EBqvFgSZ69XZFu8xectoLkg8eblWQ4P9qpOYyJafZTjKPjsIpphp55tEnDvNXM+LTbc8yHTfgOz7L1/eWjpk1C0Le3M5fP6BBxx3fp8p7KYVPiTLMcsLvynswVwu1L5C9Q3E8pIE1aMh89POiDTMjPE2myELuxeBLf+zMJPSOPB7n4vkgS3JQCdmv70wOfVeE1SPFnue98uYt1MT2J18f2e1bJ2aC1+p12GwDSVcflGxLBBsnS7Sy+/BrCI0Xi0IMtcDnFG712guyCTSpI7LPf+SoAGfHQRTzLTzTSLOnWyuJxGCgizDr1agbGqfn29ps5mNgiThhqZhSlXxYVXFhycmmj6zbBhN2rEr9TreqNdRZ4O7y7Wa+0OCM8J24fpNYfepKgwAhm8wR+A8dP2zY6oktTX4DTNjrJimO6hyy8Py4veTjNYmpXFYaDRg0q2Dqnk8hm331HQ4bvqtTC0BbDOB7uUzqFMT2J18f2e1bJ2aC/MduJRtOAKaV3x6/T04iAz9wAuUOl8stn8x0bGGeKFS2Zo+pRQXKhX3y4B/FfGjQ/h1/ADdK/U6SoqCI8ViRxYLreDGrzc0rWn7cZjgMEn9RCuBJN8i7j34tp0xXpSY4ogyw8rabR30WoNC2OzULU3DKFuyBBxz1/uKRezP5Zpmyv7n6ip+5dYtvKVpGGPXVywLY5KE2VwO65aFkqLg4ZERmACu1GrODw/qOOy/Uq3ilWq1KYaSLDsDspEREAAXNjexapo4VCi4Z1Z6Z9gInE0Ad3Qdo0z3IqHZ4JdvOpDh3Hc2gFfZfUEobZrx4j918mwwpts2CKXu/4P6QNT2n5AkrHBbCPZZPnMU1+x3XJYj9+VW8PRN28ayabpfcg8EiLC99WizOrGYBsZLNyLkVho4/gxaYl+ohGy5+I+E3Kd+nSYoxZuahnXLwnV2vd8TLYqGtFX8nd6zSd3vSRmkJh0vN0ddZ5uD8pKEkiThyOjotrRAKebrdccLjdKtnbGe9CjgWqsAW2cWA2gy6uXtzvVhQfdn2DVB5fUaq+7P5dp+LgsM9VLjyYUF/Mzi4jb9VidwM0WeVo79bQP42N69+MO1ta4PaeV0cmhskvqJsPQ+PD4eePDtx/bu3XY47yqb3Qg7CDxqnlHLGnSAeNwDWPuhQYlT7h+9csUxNrRtLOm6c8yLomCVHch90KO34oeMm9Q5rNm/w3Kx0WipIZPhaMK+tVTCn9u1y50lG5NlnFlbw8nr15EjxF16MCjF39i7F79z9y4My8Id03Qf3DKcL9iSJ1YV6EjjFaf910wTdctCje2WiqrxCtIaUiDSIeFR2rud7iyuxiuNWP4uE+avmybKnmN+JNamU4qCQ/n8toO4/YeEe5+ZYUwpCkqK0tGB7p3es0ne73Gf153QSbwnFxbw9OJi2+f1iq7jFjNR5d9zRmCKzcgADhcK0LjMIJ9HnhAsNhquPoxrAL33J+8b/msCdY6eOuV9SW7xuV4iNF4hTJ49i3X20OikFlQ4Xz42nNkxr5mqBbi/ICpsRqLbQ1o53vV2/y8or6ld0PWcbtfcgwSSn7h8OfTg26889FCgMV6cmKKIMpM6QNxPP3UaccvtP8hZBtwlvPuZ3mJvLodnjx4N7feabWOh4RwqfqVex39YWUHFsrD9JL1mDuRyOFIsoiBJeL1eR8U0cW+hgB8+eBDfvmsXzqyt4Yu3buH1et0dsBQlCftyOZRkGXcMA6uG4XwZ+3Y1+jcrBNVF3PbPSRJAaeRdjUHtUdZ16JQm1jeOnT+P19nsQl6SMJ3LQQGa0mslOAaCRd5xaaWBy0mSq9drWFbTIHqXJMGSpG0mrEE6IW4yzAdsXvjMlwzgSLGYyIHu3RqSdmPQnKbBcCfxes1R3RkvRUHFspruFa7bkyUJCltG9m9G885SAkCBEDw4MoJN5j4/JsuYVtVt+jCu//IfRB90TZjOkdtM1Ln+k/XPfmvLhMYrhE324JcQfeDlncRX2ACLG7nxg2T95nC32RmO3R7SyvGut5dkGaVi0TWhC3rApqExeGxqalterQ6+9V/PjfHixBSUp58oBx1HzS9Kur3QLcQtt/8g5xwTwuvUsT+YkGXc1nU8UCyGGsPmJQlHR0ZwlIm0f79cxsFczvmRwb4wG7aNqmVhl6Jgmf0ivqXrTbYXAHCnUsHPLi7iN1dWcGRkBB/btw8PFIv4O6+9hl2K4t4vBqWOOSyAP3nve10hf44QfObQoZaC/qB64LRq/04MGJPoy63YsCwcLRa3PUe86bXrE0n8wm+lgdNs29XrqZIEFVvGloeKxcB6DdIJocUPf6/5cFIHukdNJ+n7/bGpKexSFNyXzze1a1LPkE7iXWg0sE9Rmk4uoJTilqbhPs+9wnV7FqV4mD0PuASHw/9NAbxvdBSrluWe2uC9P4L0YV79Z6trwnSOrrEqe48foB6lDvrFUA+8xhUF62zwFRU+pcl/ofmN3MIO2fXPeLU7pLUVnZrQpW1u2MnBt70y/PMedNxJflk3iPSbAXMtlAynrwXpoloZw/oHZF5j2KIsowhnd+WRYhG/+tBD2DBNV8jPd1leqdfdpcM3NQ1vahr+cG3NzYcAuGOaKLIBVoF9ER/M5518LWubfowL+nOSYx6bk6Sm+NNq/6h1n0TaWelr3Hw1SAOXY8+9OMaW2wyrA3S1fviMVyflz5ohaZrt2knaoXpF370SdLg2n6zwz3QFtVVQu1Og6XnkzTPsmqA0vf3Pa/3USgOaBYb6kOwnZ2ZizXZ5K4svL+YoDT1IdlnTcF3TAEphsuu8h7SqAMqGgblz5/DohQuRD/z0Hqr6Wq2GlysVXNc0HC+VWl4f94DkU+UyHr1wIXJ8H52chA6ns9fZr+JWB9+umSYu12p4pVLB5VoNay0OFY9K00HEhoHLtRper9cxyQxXOzkk2p9uUgcYhxG33v3x7VMU2KzP7VVV99zIqmXhpUoFV+t1lHU9NF3/4eIH8nk8dfgwKJylYwXA26bpnE9Zr+P7L1/GS5UK3j8+jo/v24fPHj6MX33oIZx73/vwp+99L/7t0aP4yXvvxcf27sV7x8Ywzh7gfBPKhmXhjmFgSdexZBg4X6ngO15+GT/+xhv45Zs3cXptDTeYeaJm29i0LJQNAzd1Hc/evo1HXngBs1/7Gr71xRfxZ8bG0LBtVEyzqwPk4+Dtyy9VKnipUsGVeh1lw+joEN9e9rV2cYzLMmxKYbB7usH61UcnJ1seXH28VMKx559H8bnnUDxzBsfOn286qH0f65f8mRo0BOOvEQCv1+tYqNVw7Pz5yPdFnHr033PeWL3PkU7bNG48Sacd9EwJ+8xHJydxXdPwcqWC12o15NiguqQobj8HtjaSUThtxXWOXiPgY+fP4+zaGubrdXyzWsWYJDluAJRin6IE3p+8b/iv8dbT8VIJ1zUNNctCgz0XvD8O+OdWTbOj79i0GWqNFwB88uJF/PqdOy2vycMR966aJjbYkiIfXatSsxHeNpNRVcU+RcGKaWJF10EphSxJ2K8oaFDasQj25MJCoBNyUmatccWa/Pp1dnq8BWeg+vG9e/Hv3vnOwOsfn5/HpmW5DuDjstzRZoOgtINMPLs1XO3WbDJqHt0Igv3Grcu6jrcNwxk0YavfHmSmpXFNbMMMdDXbxj+7/34cZ+awfKYs6OlCKcVtXcfVeh3//e238T9WV7HRwnuMM8otL5jVRd2y8JsrKygQgqK8dQ7mX9uzB89vbuKGpmG2UMDfm5nBY7t34/TaGn7xrbewqGmJth/vy6uGAR1wd3Ie6KCOvWmm3deixvEjr72GRbZ8nJck7GHPmk9NT+P0+vo2ndnxUgm/dPNmqCjf1et5djVW2IqACrjL4oDzhT4iSZiQJJTZ7Gkc89wo9dhqQ8bv3LkTaAbczcaktNq11QHvYc8UoFkPeLxUck2O1ywLGtP3fffUFF6t1VwT1QOqinXLwtum6a7ejEkS3js+7g6QnpifdzeUWewPAXAon8e4LG97Djc9v1jfCHpWezeXrFmWc3g3gHFJwqFi0f3cuCRhxTAS2WjSCUJc34JHL1zAmbU1d/kQ2JoBKykKVj/ykaZrOzGcC7q2W/FmFowce3l92vFnhaTjbmW2OZPLdZRunBi951hqtu3aX3jhJrEFSYLBtGMVy4JECKZU1bW8CEMGXD2YBGAf2y086dGuNF1PyNYyJV+2lOKfYemvjyTrOEt0cm/HNaZtl693w0gS5rlRywdsl48MwnPES1LfW0D0uggyJu9mQ1kn5en3d4AQ17dggW1p9sLXiSumue3aTgzngq7tVryZBSPHXl4fl6yaFrYj6bhbmW12mm6cGP0aLGD74eI3dB0lNkPHB0LjsowNy8LvvfvdMGwbb2qaa3lxhVleLLD8LDjL2zWmGSqbJh556SXsVdUtQ1g2U/ZAsYgxWUaNUvd6jn9A1u4MS399JFnHWaKTezuuMW27fL0bRpIWTrcqH98wFfTeoJDU91acuggyJu9mQ1nUGDu5rh8M/cBrrlDAm77BF19K9IvC4wgYOznhPkti77QF/FmLPyukJdQOMtvsNN1uY/QfLn6EmcSOEOJqRiq2jXvZkhKYDcb9xSL+4u7dbjqfvHQJNzUNYF/GDfaH/1y6Yxi4Yxj4042NpvwPMssLvmR5hKVdkKRIAzL/DFkadZwlOrm3w0T5ceoibMNI0sLpduUbxOeIlyS/t+Kks6LriW0o66Q8Wf4OGGpxPeCIEvnwihuw8Yf/Rycnt13rCi6ZyPBqvY6vb2xg+qtfbRLvtRM7diP89AojlzUNr9VqeKVabSmwjwsXL3KB5bJhtBRresWo/Nia65qGi9VqoKgxbQFxt/V7qlzeJg4OE2Z2IobvJO5uRPclSXLF8RYTRcepb2/eZV3Hsq5H3hjRLm4eY40tJfGz3n7y0CHMsYHRoUIB+3M57FYUjMkycoTgbx886A7i9qkq9qkq9udy+JcPPIDfevhhfP/0NParKvKEOAM4xk1dx5n1dfzKrVv4R9eu4a9fvIj3fuMb+Asvv4wfvXoV/+Ktt/Bfy2VcrdWgs/riRqkrhoFfX17GO59/HvnTp1E4cwav12ooGwYm2BJjJ3WcZB9Kmrj3qleUb1FnQ5FJKSZkOVZ/K7PNG5drNYxKknOmKVuyfrFSwWv1Ohbq9Vh1FUdkHrRhir93vFQKbK9O2jHtto/SfjyGS+x7ZFnTtpW3bBhue6wZRst+cGJ2FhOy7DjdezaUjbfpA1HqImp/DNvsdinkO6mXDL3Gq5V7/f4AB2vvSe0yc9lVgEAn4k5OuI8q/PzCkSM4v7GBn1tagmnbKEgSdqlqx2LeoDz9Aku+iaCVGJWLbf3i6zC39TQFxJ3WbxxH8zQc7YPiBtC16D7IbLMT1/4VXcdNw4DKZqhabYyI47wfty9QSvF7d+/in731FhYbDdyTz+OHDhzAt5ZK29zzy4aBO6aJEps94buhVEJQbWFroBCCuUIBR9jB4oZt4zdWVrBuWe5sDgVQJAQH83ncNU3orI7fMTKC/+Oee/DRqamWS5b9OhUhDp1szgk7aihKXq7DvW3jFjNb3q0oeNs03U0i/Adz1BNA4ojM/WLuIAF6Eqdj9KrtW7XftvvbNHHXMFCSZXezhNdV/hbTMj48MtLy2Dv+XRn1mLw4dRG1P4ZtduvFPSbE9S3g7vVBtTAiSYFCwCDXXItS5FIQ0/ZD+NntxoB+ixrjEBTr5VoNDduGSkhbcXCvytrPOvXnzZ2s87KMB4vFlrH0I25KKf7chQu4qWkYYTMv1xoN6LaNnGe5q84exJ8/cgRX2Oz16/xg8Vqt5YAM2NohCjgC/3eOjuI3Hn441ORVZho2rzFsXpLwHS+/PDD3Sy9odfpANyeAJNUXkzwdIwvPyqw8z9PMpx/1LMT1LdhsYaAaJgYNcs3lbrlJi/f6IfzsdmNAlkWNfoJi5Qc3e9fhw8TBvSprP+vUnzd3stY8A5NON5mkASEEi5q2dYoE+6Uuw9llqTJfohFJwk1dxx5VxZ5SCf+LZ5mesl/2/OxKfo7lpVrNfV5wSQLgSBQuVKt4/wsvOLNjTD/2IFsq3aOqsADUKUXdN6C7Uqthki3L8MFckZBM3i+9oNXpA92cAJJUX0zydIwsPCuz8jxPM58s1LOXoR94jTNTuCAMAG9pGh69cKFpKpOL9iQ0n8aeJyQR8Z73lPY104RJadOxDmkLP1udWg8AE7LsnlTvPUvucKGAU+Uy1kwTNzSt6UyydnHxMl+sVt2lmjjLYd2U1V+HqiTBYoOvduLgUPdnWcajFy5godHAXALLqDwf07axzM5WUwjBAz0Qivr7g8WWXv//7b17lFzHfR741X1197x6BgPMABgOBkMSXPBlSo5kS4nWQrhxYkZZezdOYityzJDeeNdabhImyxPZsRgZcmKvubFOsrazcdZS5NjOy84mOuvATuIIVMAIIiwRJAVgiCExGIADYAYYzKtf91n7x626U337PrtvP4C53zk4ALrvrfrVu7rq+32/oQzIut20WcyXq28XZRkyIZABVAEcGxrCQ6USDMfB/7e+7ul8PaBpeP7QIXx8fBwfHx/30v1LFy/ifKXiURP8QZ6rjoPz1SrOV6tN9gxLEg4XCl5cvMOahh8/fBh/enISDxQKuG0YKAknZXXbxrSm4aauh6r0ZwFxrhH7adjn7aaXBlHRB/iJFxff5T+QRn2Lapp0+byV1O4soyNkMT7anTv5e7cMA2twtf3KzI52HMHS9CUALZ91UhdR7XdqfR23DQNXGYe0KEmYKRS8Nasf2PPkej+B3g+bUizW63hhcbGJOL9hWd7A5798TUqx0aH6Or/nvsl+sY8Qglu6jlXTTEz87JSgfqJcxi3TdAOjAl50+RPlMk6tr2OVXbESAIZt4yoLeHyiXMYLi4sYkWWAUui2jWuGgVVdj7SLl3mxWsWmZaFmWbhrmi313g0E1eGYLGOUkXnjyMFB729aFlYNw2vDm7recTl4n1vWdc+7y3AcrHWgpJ0U/v4AuBIOGounFkey7YcKuz/fsiR56tt+O2RCcHpzE5+5cgXrpokp9mPs55aXcaFaxQFVxRjjhv2Vw4cxpiie57MM99frPlnG5+bm8IWHHsKf2bcPRR+hv+o4WKzXsWaa2LJtXKrX8eJ77+G7vvlNbNs21kwTq4aBqm2jynhizx861KTSf7XhBi1fbjRwU9exbprYsSxXqLYNyoh/ruH99OTSUuDncf0sLL20/TOsz7w4M4MxWXbDWbG5l2M1IhJDXLp83kpqd5R9aft6p+Oj3blTbKsZVXVP89k83o4jWJq+9NzCAp5fWGh51u+glSbCSlj7cXFjfspMAdQdB0usrL2OBsGx5zleT58/j7cqFWwwBV4RGtwrpiAhxKfOncO79ToMSkEp9eLePVwqecFB27XHv+tf1XVUKMWEosQSP7M4IQqLWn+M8XnCTl4m2S/0YVnGlm1j1TBQt22MKAp+69FHQ+3qtwBlGJk9KTnY//66YcCgNHM+Ae9z/pPGbtdPUH8oEAILCOyTfvRLhT2IFM1V0/12pOGAfOX2bfzU0hLeZaTh+UIBf+PIEe9kjAvClhi/TKcU15lkTUmSoFMaKQgLAJOKgieHh5uuLB9kkhdBIABUQXuMy17wAOlByJKrlLYO4xClwv7nL1zwJD8KhOABTYMiSYnyCUr3levXU9sdZV/avt7J+Gh37vS31ZZp4oZpwqEUHy2XUzuCpelLPOTQoyzgNn/2UKHgtUeauojjQXMxX0opLOzGWn5iaAhvftd3xdZxu8g5XhFYajQwVyjgaLGIt6tVKIR4IQgUNskFcbe2bRvHS6WmSY1Sig07PvRJnD3+u+gpTYNq27jykY+0PP/M5GTmi1hY1HqRV0ZkGWX2PS/3tmB7WZZRLpW876Js7LcAZVgdJq1X//vzZ892hU8Q1ue6XT9h/WEjpE/60Y0+mgRB+b4c8mwaDsj3HziA7z9woOkzh51A6pTiBheEhduP+RUigRvuBnBP0huOgy3Lwg/s3+8FFb9tmgBcEdjTW1s4vbXl5SEBOMI8LPmfR4aGMFcoQJUkL7A4hDmIb8j8GmQaIaFl3rEsPJiSq5S2DuMQNSYPaNouf48h6TgISvfTi4up7Y6yL21f72R8tDt3+tuqrKoYUxRs2HbgRi3OxjR9yWKbIP+zVxuNtuoijgfNxXyJJHkbHtNxsBPjPNNN7PmNV1DkdGDXWylMCLFb3JVBEH3rRESvHdvvNwHK+61vDEKf7DY6LaNECIqyjCKAh5kg7LAkgTI+kuiE48D1cJQAPDI0hJ+cm/PS2bQsvMu8KkUPy03bhgPgaqOBq40G/uPGhveOKkheiKKwDxQKkAnZ3ZD5cFBVcds0MSLLHqm/ZtsYbYOrlEUdJkW3RIbvxf7d7tzZqzoM6ksKc3gR0c32y0LMN2vs+Y3XiXLZ08JSmPcT52/w4+yGbeOdeh0N28ap9XU8MzmJl2Zn8cLiImDbTdonN3UdE2fOQCMEjwsEx6Tkzbh0ReIk0EpQTBvwOOhdXicmO/njnkSfnJrCh8fGmuzjeiii1hRsu0nvRSPEq7cg8DKXJQlrjgOL5bufCVByscKsiOpx9fKZK1dwqVbzButMoYAxWXbd2WlzMODTW1stdvnb0F9HcfmHtUsn6abNVyzbmCR5DihB+YrvjjF+37bj9KStogi1acZG2rqNa6fnFxZwTde9sCkSXGedS7UaiuyqtuI42LZtPLew4OmPjSsKPjQ6ig+Njnp5UUpxh/F2+J93BckLk1JcZidmuHvXe68oSXjItyF7pFTCQU0DIQTPHzqEn7pyBSu67gWqH5Fl/OXpafybO3dgU4ohSULDcWCyckWhm/2zm/n0ym6OpGTzoKu+sLlGoxQV4STJsm1crtdxXddx8LXXmsj2p9bXPTFUHvCan5hmXYcvzszgy6urTZ+Pso1+tcvtd6Jcxu/cubMbiULwGp5SlL7xu4A9zvEKEgq1KfV+lYoHkRJcIq0o1ucXZxuWJGwzl2dRUDWtsF5LugB2KAXYpnC6UPA2JxNtRF6PExJ8YXERW4aBu8LGa5+ioKwoicQGucCsf1DHCQkGiXyGiRV2Q/ju1Po6nl9YwG3TRNCFsQK3H1C4JO1Ny8JBVQ0UiW2X6xEnINgNvlSQgOItXW8q24ZlYVrTsGPbLZwWT+ySUiw3GiAAjgjXX91qq7g+nLbPpBFljEqfE3p3bNuTiDApxYQkQYdL7nXgjqm5QsF7//96+GE8PTEBne7GseRzUhAou9Z81yd58W69Dj1iXh+RZRxjMSu/ubPj/cCS4YZJ+7kHHwQA/NrNm1jRdcwwYdrv3beviTsWxCHrFZ8v63x6aXeQYHPUXB7X304uLXk/lLmzF+C2p8z+P10oQCOkaS1KI4aatGxJeW9A+BqSRd583TAYz0zULdAIwd8+cgQvz8+3nV8S5AKqIQgTzwTcq4CqbXudmHMlgsT64gRVOyWrBhEn+WQcRFDsREgQQMdE9yxJtr0Uvnv6/Hl8Y3vbkwjhwdI5CFxytMPI0TKQSEQ0Tf79EFPMSiD1cr3uLeKaJOGRUqmrbdVrYeEkeQcJTvrrM039Am6YJx4qRxf+HTZz25TifV33rinfZadhPHh1GGS4c1xZUfATMzPelWVZib4YETlkBUny/h8XXHwvImrNCZvL0/Q3Pgb5xpvPV2qHa9G9hn47bAE5uT4UQaQ8TvyzWDgUgl25iDCxvjhB1XaE9fzp+omT3JMybZph5faLsnZCdM+SZNtL4bulRqPpetUPvmR5G+uEIqJp8u+HyF9WAqm8/1O2Meim/f0QFk6Sd9D3/vpMU7+A6+SjoFk3DXDFYDmh3xA2ZTIhmCsWMVcs4k8IcjmG42C50fCI/F+6eRMOAIMt0jYY6d808bmrV733plQVj7CQSceGhvAICyrOF2+TUpi2jWblsl2lfnFTphHiOS3tRYQJNkfN5Wn6m7cGsdsRoHn+btdx4l5Dvx224rCnN16iKOWKYaAu/hpk/xZPvBqsM1/XdUy/9prH4RIJjvzEywE8gmOYsF6cyKaYbsO2XZdYuJs6RQhnI6aZhDAokhH9sg9H2NWHn6wpE4KFeh0O0CIoG5U+x5phoEIp5s+exZgsY9s0ccuyYqUashA9PLm0hC+srGDHsjCqKHhxZibwmJnnRYVJSwSvbS4FUGfX0hcZH0xhciLtIgnhNQuByrB8uUSISSlMuK76HGuWhYptY/7s2aZ8g5xTKNy+H2R/GkRxx8ZkOZIAHlWPnYqGxrVTmHhrgf1fgjuXAO5p2LSiQIkg+zbVgyQBhGDbtgNtpJQ2nY7xzdgfbGzg71+7hiVdByjFfKmEuUIBJiNi6+ydim2DwN3k3TAMAMCaaWLNNHFme7vJrhlNg0oIbhgGTEpRkiQ8Oz2ND46O4tdu3sT7uo4HCgX8GBOi5ZCAJu9KvjFTe7ghy2ocpU0nTLDZD7E/RQlW+9OMcxCLcpxIW5Z2YjFmOXdFpcdFn21KYQCQ2BpWHBCHrb370wO7opRLut686QqAGB6EUopNy8Jitdok/FZWFNiUevyrMuO4BAnrJRHZ5MJ1GlsIxft7i1JoQFvCezzdVdPEMrv2kAjBCCFYNQxsWhbKkuS64jLyruE4MB0HM6qaWmBwVddxi3lPyQC+Xa3iqmHAZid3F6tVPL+wkCoSfVLRw5NLS/j88jJqlgWNENQsC59fXsbJpaWWvE6Uy5FXMQTuL0qTbbgAt03qrBym4yQScgxDnFBhVgKVQfmK4qycF2JSik3TxKpp4pauY4SQlnxFm6dUFRalcCjFlKJ0JJYqllUGcLFaxaVaDTKluKnrXj8NqquoesxCNDSunVrEWxXFFW+VJGyapufAI4OdQul6qPByUz1Qiku1Gi5Wq5CBQBsJO1kaUxQc0DQ8UCzinVoNP33lCt5jmnQA8G69jpuGgS3bhu44KBKCAnGDnf/CQw/hqx/4AL75R/4I/uVjj+Fnjx7Fs9PT+KNjYzggSIqsGAauMnFkCncB/0c3b+J/vnwZb1er0B1XqPKzS0v4A8EL0wE8KY3bpokVXcdSiDgsP93PElmNo3bSCRVsluXQ/homWB3U3/gY5OK+luNGmigzR6Uwkde0IrKcD3uxWnV/qLK++VzIPJ713BWXHhd95nDgzmcF5uXbT2I9sMc5XoArSvntarVFPDUMKlOk9gfF5sJvfnJ4GMEwqcjmqfV1/MVLlzzSPiEEJckN4bNPVTGpaW0RFHm6VdtuCu1TtW1ohGBS07yyVG0bKiE4rKqedlcagcENy8KILGNaVXG5XkeVucZLcD2vwgJQB6WVVvRw4swZ1Cyr6XrDchwMKQo2PvaxpnyePn8ei9WqKyQofE7gEjK9KAWUYkiW0bBtWOwzGcB8oZBYyDEMUSTfbnLA/OKso7KMTSYqXJQkjBCCaeGKQsxXtHmUnUztsF+V7f6qTcId4/00zMkjqB6zEg2NI2OHibd+fXsbEoBxRcEO2/Twk9Ig4WV/PRhsAVZTcOg4d5EHlAbcUxAC4KFSCROqiuVGAw8wEv0fE2JWBmGDecT92DvveJvIuFWEALv6Y4KH5QOFghfwOgpBpH5NkhK960e3g2XHpZOGbM7zCBKsFsU/g8bgqmkmWovaEZHlfSppwPKs564kvDcu+lwTpFRGY8S8s0TO8YrAtm17v/CTbEF5GBB/UOw44bd2RTafmZzEuKLgwUIhUKz1zTYX3LB0hySpJV1uq/+5pAKDYllFUrDIQQgLSO5PiyOp6OEOO+kSIROCSkB8zqVGA1OahjXLcgX32HsWpXh8aAgbzNmC18Xb1SqK7DmLUpRVtWNB06h+1E0OWJA460FVbSpzWL7dEvGN445F9f8wm7ISDU073gFXvFUcS4fY51HCy/564P0yDYeOk+rFUvMxV3UcvP3BDzY9L4rB6gKPjDv0TKgqPqyqMCmFyuzhP+B1lsa4LHvv8x8sUZIXjwwNuRwyn+QFR5gWmeLjkfErzChif7eDZcelk0awmecRJFidJM2k+acVkeV82KQBy7Oeu5Lw3sJEn/sh5uzHnt94zReLrsBahJcQB+c7+Tlc7dwXpxGw67cgZ6f5+zkIFlvMRQ5CWkG7pDaNKop74iVMxDalGAnw1EoqRiiWhcdNzILTFIduCj12IprbDXSLO5ZG6HEQxD/99dBOf/PmOJpMRFIUgxVh+Yj8I7KMOvvh6m2S2EnaDNvEUkqxY9soyTL++8lJT/qCh1trOA4u1Gq4wDz7OLjkhf+UbFJRmjZkFqWwKN3VamLwE/tFHllW46gXwquDKkrL+5R44uXA3Qj3Yg1Ly7PsNL+ssec3XifKZXxtczPRVSMFoFPqEfU4h8svJMmv6EQRVaBZII/rjCQR7QsSiNuwLGiS1EJ2DkIYuTypcGCnAoPi+1OqiiX2a00GYDsObLhiqUkFRj9z5QouVaseAfyBQgEqu7v3i61+YmIC/+L27SZvRQnAizMzoXaGCbn6RWKnFAXXdB0UwIyqYtU0ccc0cdeyYh0Q2kE77dCucK9fhDCt2GI7IpHiu6LA45gs4w4jfYdxx+LK6e83vB8UWPqi0KOob9RwHDz1+uuZCcLGtWGQkC23y9/fknLoXpqdxXMLC7jDBID5D8wJSUpVh9y7ki9mf/OBB/Azy8stcScp4G2kVABjioLPHj3aRLC3KcW1RsOTuvivW1u4UKt5wYwrto03KhW8Uak0pT3BYsb6Vfr9khc2pahT6qXHQQD86PQ0/s7Vq9i2bWyZJhpsE/rJqanIegyqV08w2nFw0zTRcJwW56ss+ktF1z2tSZmQJls7dRbxlyXJ3MJFgu+YJmRKASbXMK4o3hwsroMHVTVQhLldcWy/vWuWhVUmoSKdPg0J7vieLhQwxX5UDQK3i2NPc7xOra/jUxcvxsZXJHCD1jYcx4vjOCpJ+M6xsRYhSYORyUURVT7Rj/sE8p6dng4N2htkq3eHL0lYM82W9IIEIjm5XIL7K9CmFA6Az87N4eX5+VSikZ0I3vk5CEm9Gv1peIMdzP2d1e0Tw8P4wf37W8RWNywLFctCnZVbAjAmSfitxx+PFa8N4kcEtQWYU8KWbWO/LAcKqmaFNO2QRJA1Km1RvDaN2GI7IpFB74p5PsCiBwRxx5IImvJ+A6BJTLFACMYVBV86fhwAmsR/x2QZd0wzc0HYKKHJoHKI8wTvb34h2zicXFrCzy4ve2XXhHInEekMK8cnL1zADrtODENZkvAPjh3DHyuXA597dXMTJ69edSUnWNlqjoOPlstoOA7erde9DWcYuOSFuBl7uFRqkeDg+KX338c/vnkTDtsYjMkyNFnG35ufxzOTk7uaZDGelqfW1/GZ997DxVoNMqMcyECTgHan/YULpFqOg6IkYVxVoRESKRacVrSblyXNHB/k1fiDBw64wqUh66AowtypOLY4V99lotdhouf+ObwXyAVUQ/D0+fN4dXMzlN9VZKcoRUmKFSqNElHtROw0zO6kRMU05PJBRxyhE2i9EosTJ8zStn6In3bTpnbfb0ckspM8kxBteb8RT3wA90pLFFTslyBsu2XPKu1O6/1yvY6KvSs4zSM8ELg8Lk64Np1mMVjdcfDDFy/itmGgJORdt20c0DT8+qOPev+/wjXIhDiWXPIiDLOFAh5mvDF+SvZgsYj/6Z13YvMEgoOM+4n9cQLanbZfO2LB/RJKTVMXWTo5fGN72zvd5NqbgCsgG+a01W3k5PoQLDUacBAslgm4XAeHUk8XhSOIFBglogogNBp7u3YnJSqmIZcPOuIInUEkcC6IK6IbAnr9Ej+NQqc2tft+OyKRneSZhGjL+w1lHCTeI/yCiv0ShE1Sjm6m3Wm9hynpU6DJcUaVJKhA02J7yzAwIcvudRXcubIkSVjRde+Zkizj8eFhPD483JR+xba9uJViHMvb7HTzuq7juq7jq5ub3jsydqNQFG0bBUny4meKeXL7w4j9nEf2br2OCeblHCSg3Wn7tSMW3K5od6eIExMX88/SycGitIk3zKOOhJH9+409vfGaLxaxzDpvEPgOmsIVyWyw/8twuSFcDBSUYqXRwDXs6h+J8bIU0qrW3E1ioXi3T9ipnSiGaVBX9d7PD+PH5peZ3o//CrATAbyoIMxJg8KGEToJgA3LQsO2seaTvVAIAXwLfjfJqUFu391CHLfjlq631EeUIKtfnHOMHf8nIaiK6WxaFixKmzyK4kQiOULJ73Kz2LDYf4LyE99ZaTRgAt4PKFEU2e84kYTUPypJgbyUTsfHpmXh/UYDJVnGtKahLMuRfTVNfoGixoIoLq/DoiRh1TCaZC7CMCZJnrCnP54kH5dc+iKoz12oVj1NqduE4HChgDLbgFVtGw+VSpgpFPC76+v4B++/j2u6jhlNaxJkHZFlfGBkBB8YGWnK/y7jCIqBxRdrNWzZtheHdcdxsOP7US0B+MAf/iGG2UbMAjBXKOC7x8bw+s5OiyhsnVIcZpImNpi4MqsLCcAtXcfDw8OwHAf/cWPDay9QituME8Z5tx8eGwtsz3YcX8JEu/19KQk/LE3g+yAxcYvRPN5iV/hPnTuHbdvGbcPADccBiCsGTpmjhPhMkvWJrwsi15BvwjjZP63Ya7exp68aTy4t4XPLy4lkJIJwSFVxm2k+ESAwsLIMFlSZTaZZBHpOEyD4mq7jDpNH0NgmzAYwKUmYK5WaOAG/cuMG7pqmu6lhz+1XVXyR8V/aCTwcZO+aYbhH4T7iY1xQ2Genp/GPbtzwOF5gg5oCOKyqKMhyS5DmDaZ/loQP1wl4YOSw+utVkGh/ENyooNVNfCrH8Xg0c8UiVELa4mWFtW+7aQW9608/Kj8VaAmSK2JSklDWtOA6Cai/sP7UDqfGX2bDtrHGeI9iYOOgNNrh70UFQl8zDNxkp0QK4JGl96mqxwPzpyfyLbnAsx8SXP7VF31cMrGsFnY3abzvhc1n3KHglYcewsfHxz3JiijhYw7KNjuX63X83t27+N31ddjUjbuaxLmqSAjKgqzOzxw9ihMTE/il99/Hr9y40SRwzSED+PThw3hyZASfZzy2bdvGbXbjoLJyWwhfI/x1kOS7JP0xiznEDz/X2YG7LornWgTAAVXFGuNlSdjtO9zpxd8Xotannzh8GL/C1gVxDZbZ958+fLhl3Yjq21kh53iF4Onz5/Ha5ibCWAIS3M0KD+8hXlHwzqES4gUk1YR/c4zKcsdip0FIIxC53Ghg07bdX2KEoEwIjvq4NrdME4bjtIgscmFToP3Aw2mDMEfd/b80O9v0y0WCe9TOxT23bBs32ID/KHN+AILFCbOGX4SUh/boZZBoP7cjqD6CBFnDxDk1ScKkqkbWXZAtq7qOCqWYUJRYkUg/4sSGg/qPPz/+Dg+S6+d2Ae7EHCSoGCUIu87GSZacGrH+tkwTq5aFBssjTOyxHX5Mi6gxaRbFfbtSgQX3lKAgSV4oo6jg6BaAVcPw+F3iHAkAw5KEfy04soQFLwZ2qR0fLZdjBW/9Ntk+3ljDcZpuHoLw6uamG9qIzY8qAE2Wsc5+TCeRF3pqZATv6zrqto2K77pVgrvB4KdMnFN2qVZr2mgU2BpDAHzH8LC3Ca3ZNg4Xiy0ixUnFguPI8knmkHZ4jiLpfd2y4LCxazEnDAL3ZJALkXPnM14fKiEt81Dc+vTS7Cw+8957uMTmX4UQPFoq4ecfegivXL+eSuw1K+QcrxAsNRoAISDCxkr85aMwzgH/riRJnlcjZc8WyG5AUllIq0gIbACPlEodi50GIY1A5JFCAaO2jSsf+UiocOuOZUEmJFBksdPAw2mDMEfd/ccJ0ZZlGWOlEjZsu2lA9eJIOUiEtFNB1TCE1ZGf2xFWH/40wsQ5N2w7UFE9zpYpTYPK+pyIJO0Q18ZB/cefH39HDJLLW4WPzSeYKK7fpigxyqjx027wYbH+yuxaOE7ssR1+TJiosQdCIFOKJwUeVVj/9YQ9CUG5VMLbLIyRDXjvB5UhLHixRSkeC+inScspE4IhWW7yYuTcPN23KeO95uPj496V5dPnz3unWRumCZVtAsUNmAN4JzBgZf2WT+6CQxL+vlKvQyEEE0zyQlxjqO/f4smdTAgWazWs6Do+NDqK//eJJ1yiv4+6EiXIGjXekswh7fAcg/oZF5zmc4zN6C98E1Zi/Ese/9Y/D8WtT1Fl/fTiYiqx116ga7EaCSGzhJCvEkIuEkIuEEL+Gvt8HyHkPxJCFtnfE92yIQ7zxWKTsKYIzv8oSJL3CwS+v2XA+7Umfs43cL0Q1fRjvlhsERP0c1iCvh9VlKaNJtAsshiXbhqbCszTsyAMhCQ2hgnztWtX1uilLWF5cW5HEhvENAqSBAe7grFpbO92udP2H/EdXi4/6bZd8eOo8ZPV+Ejybqd1HvS+QloDVScdd0naRHyPtwsQLFKcRTkJcYVgy4qCKU3DbLGIh4eGMF8s4rCmYVJVMSLLUImrBcg5vJrkhjHj3L6iJEGCuwE4Virh0VIJD6gqHioW8b8cOoRxRWk5wXDYn5umiduWhZumiXfqdSxHLPT+lajhOJgpFFC1bWyw2L7v6zquNBp4t1bDtUYDt3Qdd00TFcuC4aunOCSZQwqsLtpdz8LmGL52OkDrv9E6D8WtT3E2qKwc3rsIF3vtBboZJNsC8DcppY8B+AiA/5UQ8hiAzwD4A0rpMQB/wP7fF7w0O4tRWW46weKgcI9d+RG6A3hq5hCe1eluwFuLXdUQIFWg4FPr63j6/HnMnz2Lp8+f9wJ9ip8/9frreOrcORx87TVMnDmD6dde8z4T3wsKwrphWVg3TcyfPYt108RGQHDhF2dmMCrLcBhR1nAcNNivnHXD8AKBRwXlDirHqfV1rBsG3q3XcalW8wJwOwDKihIaZHjDsnCpVsPbLDhyWBDhuPKK9dltxAVP7lZem6yuLtfrqFsWFoW6jrJBrOc6e86gFFM+cc6w/tmrcrcEnQ7pP1yMUeznZbYh4CcX3NNJZ95w6ymDmnsB5nUd79RqeKtaxVVdxycmJhLVQVBdpq2/oDGVts6D8hyVZYzJ4cGaRbv980FZUWAD0G07cszyfMuS5J7wOM1BnMOez7JvqZKEEUXBpKricKGA+VIJ3zcxgRXDwEKtBstxvBis+2QZI6y/jcjy7skPIfhbR47gxdlZ/MKDD+KgpmFKliFj12tSY1QIDhtAJWBzxKksKtzryLpto2ZZMCjFjx061PI84Pbj3797FyfOn8eh117D5Guv4Ttefx1/7fJlfPSb38Ts17+Oj33rW/idtbXQQOP+ul3VdVzVdZiOg8v1Ot6oVGCyK9t2A983BfBWFDjUJdDzYN4OpTgg/LsAd01tUDfiwZuVCjYtq2V9shmvb0yWY205US7DYmnWHQem48ChFKMJ3u0WesbxIoT8OwC/xP6coJTeJIQcAnCaUvrfRL3bzSDZJ5eW8HevXfOOjzk44U8k+1ns31yMlN8ZUwAlQkCYJ8y0piUOFJyI4MiIz3zI8iN9IJyQGiW2umlZmFLVFvu418ilet2L5P6ApnmEyijB1zhSNFd2NhwHjzGx06i0nl9YwDZThFYlV8wyjKTerrhsN9Cp0GzavLjgJ++vEtx+yvkTjw0Ph4rT+uuZ9+UJRfEEB4FkThXdLndY0OkgsVex/xUJwTWm9cRPuygADa7GUzuiqGGClnGCyHFOMUn5b6JDhDimkogQR9VpGA8PCCdwe8Kusoxr9ToMIHbMJhEpjrMz677FCf9cHZ7AddgBIZgtFvFHR0fxX7a3ca3RwIzg1cjB+WI8FJJGCParKu6YJiRKcde2E/HGRBzUNDw1PNwUx3KO3dK8urmJn7pyBRuW5W3uuJPCAVX1BL8NSvEyixoQpEf2Bxsb+MX338fFahVbto0RScKWZXkndgTuWjfDYmd2LJ4t7QoAi/zJUVnGrUYDawGyHUMAfvvJJwEg0us+LG/etncsy+NgzxUK+JVHHunqmtB3cj0h5CiArwF4AsA1Suk4+5wA2OD/D0M3N15hxG8b7uLlF4DLWpguKcHRYL88AFeQkEtdFNj1QBjpsRuClEnfaVe8tBNhvUEUMu0mwsjKqhQv3pikru6V+kzqbBDn2NFJXt3s11mmkRb3Uz8JQlrb/UR+Hr/Sv5L+6KVLuG0YWGWbYz42Lbg/nlVCMKVpaDgOqrbt8o3hckXDoBKCB4tF3DFNbDHPSH4wwBXIhoXrtyBRWD9kQvCXmK23BOFTB8hMBDYJJs6c8crkxfGFW76Pj493XWw8a/SVXE8IGQHwOwD+OqV020c8poSQwJ0fIeTHAfw4ABw5cqRr9oURv0XtK1EALmthujCCo0jW5URUf0VRuATDKNJjNwQpk76TVDQzi/yzePdeRBhZOYl4Y5K6ulfqM8k4AuIdOzrJq5v9Oss00uJ+6idBSGt7GJHfFDdklOJ9XUdZlmE4zi7Znv8wgksqH5ZlDMsy9ikKtm0b/+mpp7Bmmp46/2UmCPtuvY4a+/H9Tr0eWZ6646Bi2ygQEigK6wePm1nm8wg7+QalaDBvz/fqdVeMm52U+ef1LLDDbkj8/CcH6InYeC/R1Y0XIUSFu+n6TUrpv2EfrxJCDglXjWtB71JKfxXArwLuiVe3bPSL0xUkCbpte4Q/vvPn5M+kwnTt5s/TGxXyKUiS5+ovgnPJokiP7URpz+qdpKKZWeSfxbv3IkTBQs5BjCIrB70bVVf3Sn0mGUfA7vgudFCeduski7rsR3vcT/0kCFnYTpi3oSZJGGWfPTI0hBuNhjc2JbA1BfBOkzg4kZ4wqsq0puG/Fa4yHUqxwoJAv1uv45/euoW7bKPihwNgmW22JABDsoyXl5a8K8tHSiXsE8SGAeCBQgG3DQOaJLWceFUdB4c0DTeF8Ez+a8sCaQ6j1A5GFQVbrExiKhLQNbHxfqFrGy92jfhrAC5RSn9R+OorAJ4F8PPs73/XLRuS4ES5HMjxGmUdjjLyPBw34PKLMzP48upq4ijucQiLCv/izAz+0Y0buKbraLBjbE7ct4RfUBalmPGRoYPSr5gm7hiGR+Rs2DZOra8H8i84cVeTJBzSNI8/FlXGoHKMMceFasq6CquTJHWc9N1OVMazRFy0gDjw8pYlCWuOA4v1lf0hZOWgd6Pq6rCq4tXNTe/If5+iYExRYp1F0tRtFm0hlsUfXHuDXV8MSRLKioJbtu2Suylta/zG1VtYeTrp10nz5siyfyfJM+iZTRauzB8hIwxhQZf9ES4AN5j5pVrNU8wvSRJGZLmtYMjttEuS+uXpjssy1hgpnAKYkGVssj4oA6iykyw/kd7TGdN1jDBuVMW28UChgL84NYV/vraGu4zjxTlZfjhwwyr9y9u3W74jcOVm/szkJE6Mj+Of3boFjRBUAU99f5hSbNs29EYDT547B1CK+VIJf3N2Fh8fH3efFaCwDagqSXh1cxO/vLKCS9UqTCCWy/fizAxOLi/DRvPtzqgkeY4zaftzFmOuG+gax4sQ8jEA/wXA29jtEz8F4BsA/hWAIwCWAfwFSundqLS6xfHi5OI1JpgnQrza49ISnCwKZCvIGUZyfW5hATu27Wq7UApKCIbZACwQ4oZIYUTFKDtEBwIug0GAFuXeTom7Scm6aSLPt1PHce+mVf3uFrJSu09LVg56N6iuTi4t4fMssgP3CCQA/uKBA/iNxx8PTa8TRfVO2kJ0NtAkCYdUFaoktTiT+In57YzfKNHKqPJkQRTvR/9OYrdfeHbVMGIjFYjvikr4/qgUU5qGGvvxazgOtm27JVKIDFesOEztv9Pyic8mrd+wsRnUB//kvn1osKvKU+vr+MkrV6AKczEFcFj4Ifw/7t+P/7CxgffqddehBq6nb4X9CJ8tFPC9ExNQCMHleh1vV6teDMukULDrzCXyriYUBX/vwQebHAxEvLq5iZNXr8J0HNxlP3wogAOaBo0Q/P2HHsInJidbTslOLi3hF65fR5UdLhzRNDx36FDbUSHENuiFw5OIvpPrO0U3leu/sb3ddKIkHnMWJSk1MTxL27IiBfJyxin33ssE2TQYlHLydglTY+53nU+cOYOaZTWJNVqOgyFFwcbHPhb4Ttq6zbot+t22/c7/XrUhaI7iDkQjgiPEJSFmLv9BwCHBDb7dbTJ4L+qX5zEkSU1RJRRGnBdJ85zEXxLsCSLV/+ilSzi/s+N5P/IfU0l3AJzED+yq9v/GY48FPhvmWKBKEqZVtck2fkpWkKSmK0w+7wxCf24HuXJ9CJYaDS8cggg+oHlQXY5ekvKyJAXycsYp9w4qETFrDEo5lxoNWJSGqjH3GzvsqkiETAgqVljkw/R1m3Vb9Ltt+53/vWpD0BzFfwSLjhA84DKnXfiV35M4lXSKXtSvGBnAYD/MCHFjJxYlyY1BahjYpyhYMQyUfXzaoiS1kOrfZ5JECtBEjue6WgalXgg8HnZJPFUUV0MbwLlKBZ94+21P6uKRUgkPl0o4UiyGOhYYTIJFtM1i2l5+MVcJLsdssV7HPlmGzW5sCO79dWlPb7w48Y6f+vk3YDaA85VKk2ZWWVE8wcU4bk4nPIs0pMC4fMZkGdewK/AqA17Q4A3L8rhePE/LcbBqWV64iIfbJCIOAo8qyIZOCZdZlWu+WMSaYbgnXuwzUY253/U3qijuiZcwSXN18jC+Rdq6HZMkLIjxLZn+UIXSxNwgEf0m02bVty5Uq55ntXhtnKRP9LsOAHfOEdt1VJaxyfShnj5/vsVuPhbEEy/e67jz0JZpeiF1gk5pKNz++XathmFZDuSwciQdW92YP5LYIebhOVcJjlQNSvFgqYT9moZ9ioJ3WUzFgiThgCBR8fT583iA6Y49UChg3TRb5huFaZUBroAr31Tu2DauCRskCa2njNzj8veEz3i73cSudp7Mro01SfIcCeLggDkdaFrgid7BQgGrhtGkSxbk0DWIuDes7BK4+nIYeGR1Dq60/PzCAj554QIu1Wou+Z5SXKxW8fzCQpPq/AuLi7ip69gny7ip63hhcTGxSnZSxea4fE6tr2PVMJqOlk3s/pockWXvea5kvqzr3kA3HAdrppla/b3T8meBMBuSqPCnTbOdcvHICUFqzCfK5b7X34szM67SO3MysdgvYAUItSuN0vip9XWssasI3teu6DpumiZGZLmr46Zb6CR/3rcWq1VsWhZqloW7ponFeh0vLC7i5NJSoj7R7zrgc47JfujVbRs3DAO642BGVQPtfml2FmOyDIuNA5t5/xEAZUnCpml6nnp8+Q2duSltmteC7EtSj92YP5LaEaX47o8osCpob5mOg2uNBtYMA2OShClFwYZp4u8tL+Pj5bKrvg93g2ozTumILOPHDh3Cjx06BINS1G0b25aFFV1v2iBwBxsJroPAX52Zwd+ancWf3b8fTw4Pe6fjIifUZn8MuOuOTilumSaOFIs4s7WFVcMIVNUXIdpF2d8GpXju4EFsWRZumyZWdB1LjQYWazVcrddxQ9dxxzCwbVlo2HZTuKBBwJ7neH11czPVOzLcX2ANx4FKSCg3J4t76SSkwLh8+PeW42DFND3eBAHwUKmEsiw3Pf/UuXN4VzyB0DQoQOr79EG4l4+y4aXZ2bYIl1mXK8yr8ZXr1/tef4BLdv3CygoqloURRcG4JKHItIfC7EpKZvX6JoBVtjBb7LrjCSFQczfGTTfRbv5xYrhpxJv7WQfinLNqWagwQdACIXictWuQ3VFejV/f3oYE4HChADgOVgwDdbZ28c0BgSudMK1pLfNakH1x9diN+SONHWGK72J+/rrmY0gB8OTISKDdn3nvPVcLjFI8NDSEnzpyBB8bH4fhODjNPCnf2NmBRAimFAWQJNzSdXAxif9G8GoU8ZcuXvQkJ3RKUbEs1NlJVxTKsuxeVw4N4RF2bfmwT/KCe3iu6Hpg5IAk4FyyCd8Y6hZyjlcIlhLeEYt8Ahsu94vv/jn83JwseABx0eWT5ONxBWQZZVX1IsTbcDu8//lt28bxUgk+odvU9+mDzjNJUrdp02wHYXZ8enGx7/UHAC/Pz+Pl+Xnv//Nnz2LId5zvtytp3Yo8ljIjT79drbb8Ou3GuOkmOu1bYWK4fjFYILxu+lkHUXMOR5DdYTa/DLff8b4Cli6lFBu2jSsf+Ujz9xF5iPaJSCs+nUX9xtmRZv7ndQ0Ab1UqQIhwdVSalFLMFYv44akpPH7unMsbY2Kqo0NDoExa4issfI8fK4aBstAGB1gbbVkW/snx41is17FYq2GRCcMuNxpwAGzZNr5ZqeCblUpTevtV1duEPVIq4cUHHsCxoSGMtLlp4lyyIcfpycYrCnt64zVfLOIaa/wk4MGwVUmCzTZfQdwcnnYveBZx+YQJxIYJSGZl9yDwTLphw6C0a7+QpV1BaSmEtCwag1DuXiBODNcvBgsMZt2knXPaSdOfRpp+mfTZbo/BbgnqtitcLYrAPlwquekyvTsKN8D3kWLR65/+kywuwipysRqOgweKRTxUKuGhUgnft2+f953uOFhqNJpU+hfrdbzPrpTvmCbumCa+vr3dlM8hTcMxTuhnorAPFYtN+Q469vTG66XZWby2uQkj4DvRY0YkFGpMX8YBYFAKhXERePytC9Uqnj5/HodVFV9nUgEFQjAuy9Dk7KOhewKpuu4FeJUJwSenppq+5wJyZUXBDdsGcRy8Xa1CIQSjsoxffPhhVzzVNHfFUwUdpDRCiIDLnwsKJNwOD6Jdgnk3xPN6JciXVT6d1B+/ZtyxLIwqCl6cmclUbDIorVFZBkGw6G6SssQ90yuHhTA9Ir8YqJh3nBhu1uLNHFnXSdCck1S0tl3x2TSitnAc3DBNOMxDMGxu6vZYb1eINy6NdoWro9KtM37nn5qYwHMLC/h2peIFA39kaAj/8+HD+PHDh/F3lpYA20aR0XEM2ioMy1GQJKwaBv6fGzfwXqMBC+6G5FihgD8/PY0RWXZPydhJ2SrTILtpGLhpGPja1paXFgFwpFBourJ8uFTCfLHoRQjg15U3DAMPl0p9cfby7N3LHK+TS0v4HBOITAoCYB8brNd1HSbcK0eZ3YdPaRrWDAO3TBPjzEOr4ThQJAk/OTvbdG2TZTmCNjlBoo2jkoTrug6dUs99e0yW8ROHD3sidX7l77rjJBZCBJojwoubwbTlz0IIshtcl17xZzrNp5P64+KpvG/b7MfGZ+fm8OGxsczEJpOK7gKILUuSvHohnHtyaclT4PbjgUIBU+zkKijvODHcrPtet+rEb2cS0dpOxWeTiNqajoNrug4broedHTM3dXustyvEG5cG0LnId1Abfnl1FYZtY82yXFFvANOCaK1NqffObKGAv3LoEP5ouRy4xr66uYmfvHIFG8zblUOCK9D6cz6B1i3L8jZi79Zq3gnZRoS8jUIIjhaLGJdlXK7XUSIE44p73mQCXRXNzgVUQzBx5gw2IxqNc7uKbIByzaWCIOhXte0W0uvlet07Whef6xYxOg3hO+zZMOJuGkJvO/ZkVa4creik/toRT83ahrTpJHU06XZ/mjhzBltsXhHVvgFgtEdzQlIM0hjrli1iuqIYqSpJeKRUGoh28GOQ2sVvU5jzR5RthuN42mA8iPinLl7Em5WKF8ZOvGUqEoKnRkaaBGDDsG6a7ibMd2XJnTqCMC7LONhlod2cXB+CnYhNF9CqimzDvWoUBf2GJAkVy8KQQHrlEd79z3WLGJ2G8B32bBhxNw2htx17ojAIBP17GZ3UXzviqVnbkDadpI4mndoShx0W6DdIq6dXc0JSDNIY65YtYrrccYEI8/MgtIMfg9QuHHHOH1G2aZLUFEAccAVgbWHTJcKmtEUANgyTqoqPqio+OjbmfUYpxapp4h22GfullRU4lEJnp3RFSeprfe7pjdeookSeeAG7onwAi1lFKQqyjC3TxKplueErCHG1r6ir+Mv1UYZCSJNZcypEguWWbWPVMFC3bRQkCU+9/jq2HQfz7Kh407LwfqOBkuB2XWNXlFzwkEtkGMyB4Hy1imFZxrSioKyqsUTNMNLoqCynCnQalM6aYbQtrikiTqhyUNArEV4/wsRTR5R0U0YnNohl37QsWJS68UlD0pkvFrFYrWKL/aouSBLKkoRjTMIgtF9GCMKmxan1dderizYrrHMUhBPEqHpI0+6dBCXftCxYto1p4ccVt8t/7akRgoOaBlDqzSnt8OzCnhtjc1HTeGdyFJ2Md1EY2qYUBgDC5nTOc3242CxYPMY8+rZtOxFX8LCq4nc3Npr4kJ3QSuLGjci/LEoSDjDZhyx5iy3tw648w5w//H05rh88WCrhtmnCEiSO+GGHQgjmikUMSRL+w927+FUWLPyBCCkJMai4+NzHx8fx6uYmbhsGipIEB4BKSF8dU/a0gOqLMzMtO+0g6ExsblxR4ADQKMU1w4Bu2wClKBKCdctCzba9XwI2XN0av8BeN4RFudjeqmlimV1zAm6ss0u1GmRKsVit4vPLy5DBfqXYNpbrdayaJjYtCwpcmQxKKeqO45EpAfeapGbbuGYYWGUbzCiiZpCA46ZlYdUwUpXbn86qruNWB+KaHHFClb0UKY1Cr0R4gxAknuqwz9OgXRv8ZR8hBLd0HaumGZrOiXIZt0wTOhuHOrsqP1Euh9qyYVlYM81MxiO3uSxKsaA51EpZURIJyyZt97R9pKVeZRm3TBOrLIIHt4sL+C7W67hrmt4Y+Xa16s0pQXl1Ik66ahjYtKzd8W6auKXrGCGko7YRhaH5gueJfFJXuPe6ruO5hQXc1HXIlOJSrYaLTAYjSJRatP2tSgW/efu2d0pcsyx8fnkZJ5eWUtnptzls3HD+Zc2yIAOoOg6uGgYalpWZ0HJQ+6yZJjYsy3WSALyNbJk5f4h9OUk/4ALSXBGfjxMZwJii4G/PzeHtahV/99o1bJom9isK7pomfnZ5Gf9VINYDu0G5bzNJi9uGgZNXr+JVptPJRVgbjuPxmHspKuzHnt54vTw/j8/NzaHou1KRAJQIQZEQKNgNDvodIyP47NwcbElyd/qyjDmmeSVuuIZkGZOKAgvABruX5yS+V65fh0YIhpneybAsQyMEr1y/3nY5npmcxC8dO+beaROCgix7YnESIVizLGwx7yqDUhzRNNe1mxBUbBtTqopDhQLmCoUWaY2S5MYFA9xJqpKAeMvtOVQoeOWfUlVMKEqqcvvTqVCKg4UCplW1o7rjbbDl7AaelQnBFps4O2mLLNFpXwlqh6Rk0pfn5/HZuTkMKQpMSjGkKPjs3FzqX/Ht2uAv+3ShgIOqiopth6ZzemsLBwsFFGTZ/eEjyzhYKOA0m6SDbJnWNIyn7JdxNh8dGsIhRWmaXI9qGn5mbg7HSqXYekjT7mn7SEu9qioOFgqoME0sbtfprS13jFgWZOIGLOY/xPicEpRXUnuCnptQFG8u2rBtVGwbB1UV04VCR23zzOQkpjUNqiSBENIU7JkCOFoqQacUO7aNYVnGmmVBIgQKIVgzzZZ8/bbzWxMK9wpTkSRIAL6wspLKTr/NYePmCysrkODOWzzgNQDcDmmTdhDUPuOKgmlNw7HhYdfZSlGwj2lt+ftykn7wzOQkvnT8OB4fGoJKiMu7IwSPDw3hS8ePN62XI4oCRZIwxpy8fn11FcdKJRxhY/jLt26hIEkYYvmVWH6/dvMmAODj4+N4+ehRHNA0bKacC7uBPX3VCAQLRPqF+LhQHyfhfWl1FQ+yyQAArrFdtA3gSXatIYr7iejW3f0zk5MYVxTPLn6ETtn1JwCPd1ZW1SYBwm3H8UT4ZMOABniER8A99rUBPDE0hA3bTtRZ/UJ9vF7TlltMp900/OiEq9BL9EqENwz+sdEu2rEhqOxTmgY1YEyJ70wpStN1pF/8N6t+GWfz4WIRh9E6D7ycMp04m7IISj6lKFAJaapXLuDL47UCu9dAEhDKj+pUnHTDtvEmm2ezbBtRGFqcG7mQ9LLjePN5HA/MbzvfkIqc4Hb4kH6EjRuRf8lDv3Fxb7+t7SKyfT784bbfTyqamyQdQgiKsowiXPFWvm5Tds0vyzJusFiOBqXeteN+VW1Sxe8H9vSJVxDmi8WWKOlBXBLxmQLzekzC30iSfha2F9ipnMP+HWVjy3to5qbwNDqxM4tyZ1V3PB1eViCaq9AvdLOvDDraKXuv3ul2WmnSSZtn0uebxohAgOZBj/k8Ejc3xqUf9Vy32sY/NwKuhyPfYPJ5wRHmS79Yq2gX3xaI9ybt8CGTYlRRmkjpfMPH7chijui07ns9FsTnCHFD+RmU4uFSCUeZ2Co/HStJ/d/29N+CPuPU+jqeev11aKdPQz59Gq9ubuKdeh1vVCp4p1YL5DT579/LbKAm4W8k4bycWl/H0+fPY/7sWTx9/nxbnJ4pVXWFXinFlKJE2hgUkJVPslzEsSxJqe7ETy4tYeLMGSinT2PizBkcVtWOA8tmEfxXFIk1HDeuWRxXIagtgj5vt92SlnfVNHFV1z2RXj+35qnXX0fpa19D6dVX8dS5cwPDVWsH7bR1L96JauO4tJL2jzCO5Lph4OBrr2HizBlMv/Yanj5/PnXA5qTl5c+V2SJvCafDfE4JeldMf9OycIl5la0bBk4uLXnlX2d8oSg7ouohy7mxatsYk2WMynJsUGoxLe41J24LRD7kJyYmmtpbLH/cXBIFkX+pYHfjdSCgTXja/n4TZgvgzt3f2N7GAlsHb+h6orEklmPdMHBL13GpVsPbjBd4U9exbpqp2i6qPwWNPd4mb1YquKrrHr+Tn46VFWUgFO73tI7XqfV1PLewgNumGRg2SILrBhskrteOQGDYu+KznQoaNomlyjJAKXbYL4QoG4MCsq4aRqCIYxzCxDd/6MAB3DDNTEX90qTRJKRIXZFY7v02KsstZQxri2enpz2xWf75JpMQSCM0m6a8F6tVbNk29ssypjStKX0AeG5hAXdNExLzqLPhxjr7IuNK3Itop627+U6SsZmFIKY/nVFZxqphQJUkrOq6e7JCXMFmTZbx7PR04rknbXn9Yq7TzKuRzylhXo2fuXIFF6tVLwKG7jiuJqAgILtpWZhS1di0/PXQ7hiLmhv9oqNhQak5uGg1j0wCx0GNfTemKPjExAS+vrPjtTcX1RbLHzaXJCmTGLy+wLwaiSQF9jmD0qZ+MyrL2LIsHFTVlrnk3Pa2N3dTuBFZKID5QgG//MgjiYWS1wwDN00TCnG1viTiRnw5FJBnkvHp708qOwgQ3/e3CY8W0y8uVy6gGoKnz5/HN7a3UWdHlGJNEAAjshwrDNcNmwZNOC8tshLfzBpp6zaN2OylmjvtPjo0lCjtLG0HgG+w8FRcCoRPdt89NnbP9JtBRydjM4t3VwwDpuNAYj9mtATClf2Cv7xZiEoP0tyYVqw3rPztCFSntdHfb8KEwA8VCnijUmlr7o4rb6ftn4WAcq8RtfHa01eNS40GrJCNJwX6QrZeajQw5LuDHiTCdxLsME8oEVmQTTtF2roNe37Hslo+N9m1ZdK00yLKdt6PxW8l4oZHuZf6zaCjk7GZxbs6WzyBXYL7oM4N/vJmISo9SHNjnC1Jyx80l2RVprB+YwOhbdHu3B1X3k7bP0nbD1L/iMOe3njNF4tNApEiCDonlLdr071OqBbJnxzdJJsmRVZE5FF2VSBCJOcmSTstomzn/Vj8lofyuJf6zaCjk7GZxbsi0T0Lh5duohMHpKRptpNGVoizJWn5g+aSrJ2t/P1GBkLbot25O668nbZ/r50xuo09vfF6aXYWGnbF9ERQuAKMm5aVmFDICYN+YnkaIb0sCORx9nXzPWCX/Kk7rhBrzXFgwCWbdtv2pOTnKKKm+Dx/7q1KBZdqNWxaFl6cmWkhvVvUFefjz6Rtt7iyeuRRXcc7tRreqlY98igXInSoK/Rrs9O3MVnum0DgvY6g9uhkbGbxrkh0b8fhpZdI44CU1ulglTmYfKtSwTv1Opbq9di5od25JMxhhYuyiuTxDWGt8M8dum270hWs/Ku6jqu6DlCKq7reImAbJqz79PnzmGZE+YOMKB9XX2WmxVd33BiJBO6pV1mSWvJMI5zcRKb3OUv427tACAwAO7aNb1UqeLNSwZVGI9BRKCiPi2y+C6sn7jR1mTkEvFGp4NvVaqI8+oE9vfEC3HtuLeBzGa5AXRQDLkid91MXL+JnmKpwOyrGnYheJrEviapxp4rpL8/P44cOHPA2tDKASUXB13d2Um380toQ9w6vW02SsMyOn+cKBRiUhqbN259r/FAAHx4b89poxTBwxzQxpSiYZ3yr5UYDmiSlIv3GlfWZyUk8Oz2NO7aNhuOgQAj2qyq+vLoKAPjS8eN4dGgIhBAQ5gxxLxPr+4mw9gDQ9tjsZFzzd4+VStinqhhSFEwoCo4ND/dVBDIK/vIeGx7GZwMEZAEkHud8DKxZlqczqABYYarzSdX6k84lzy0s4FKtBkopKKW4WK3ieSEfT4SVBscbFOcORZIwIknYpyjunGHb2K+qeLBYxH5VxR3bxophhPaLdqJt8DbYpyie3pcM12FsVJKwT1Vb+mJS4WR/nfLA4xohLe29YhjYtm3PU56T9g1KMZowusGMpoXWE3/urmV56TtwI85YlGJUkjJT9M8Ke55c3wkBNIjM90alAgo0aYX0i1jeLtkwC5Jip2m0837Sd7J8rpd1NWjk0fsVeT33Du04vHxje9tzHgHgOZWEOZK0O5dEOawASEWuF7+PezeqnlYMw42TyLwF1QQOFt3oz2nS9LdZg52iSQCG2VqbxTwtOhHU2UZQJQSaJIXm0U3k5PoQdEoADSLzBclS9ItY3i7ZMAuSYqdptPN+0neyfK6XdXUvkUfvZeT13Du04/DCF1cOCYBFaWonmbi5JMphJS25Xvy+k7lNdxzPpqTRNrrRn9Ok6W8zftTDHdjC3k07L+q+PCiioyz0E3s6ZJAXtR7AqmHApBQmgGIAAZBrwCw1GhhjGjAruo5rbBdfkiRMa5qnfyLCoBSEEMyfPZtp9PgonFpfx6Zl4f1GAyVZxrSmoSzLiciGvF7EXxr+98T6CCpTkjTS2LBl27ih63AATzjy9NZWU/5J88zyuU7LGVhW08QN04RDKZ4+f96r207aJa69+oUguwB03dZT6+v4zHvv4XKjAVCKR4aG8PMPPohnJicxJstYqNdhMTLwtKah4Tio2HaqMdxJnQfNN9uOg3lBjy8qXX/eSd5JWgYgu/ZJM374nGYBsJl4qMK4RAohkU4ySfIQdcvWLQsW40NpQNMJE38vKs24PNPOGWOShAu1Ggx+rUkpFEJQDHCw8LfZGJv3O5mj/EjTbvPFItYMwzvx4teB3IEt7N2gcagALevxJmurgiS1bPDqTDpjyzShDJCz0Z4+8eIEyKv1Ogzb9lSAdSbuxwl8J8pl765ZBnCxWsWFWs1VP4b7a6tu27har2NIknYV36kbJ9EGUCakLb5UO+B33iPEDZKt2zaW63WsmmYiMm4SBe4kkec7cRLwE+Gv1uswHQczqorFahWfX17GYr3elH9SFe+06t1p1bU7UeTfNE0s6zoMx8FModBUt+22y8mlpY44e91CkL3PLSzg+YWFrtoaxd85ubTk/ghjVxWGbWOpXsdNXcdIijHcCU9SfJfPN5dqNciUhvZ9fxQDMe/Fet19p1rtmOv5/MICnsuwfZKOH29Ok2VIcG8WDACG48BhXKFO1Po9DlW9jrum6fG2KFyuEI9ywR1W4tKM+r6daAnXdR26QAuiAExOWo+ZA1YNw1vPsnDYSlqn4rNjsgyLOf6IuvFBkQF4Ofzj8Gq9jk3LalqP98kyRgjBLV1HgemUiTdWgLvJWdb1JueHfmNPb7yemZzElKpCkyRQFlLgkKKgKElY0XWPwHd6a8uLtL7G1XhZGhp2tVE0ScKDxSL+jkBOJIRgUpJwlBGfs4oeHwUe0X26UMARTUNBlgFCULHtRGTcOCJw0sjznTgJiO+v6Do0ScJcoYBxVcUWO27fsqym/E9vbSXKM6ltSZ7Lwhmiqaym6f6qLpUwrihNddtuu3xhZSW2vfqBIHt3bBvbtt1VW1+5fh07tg2JxXSTmRTItm3jCysrmFAUzBUK3rzAHUSmWQD6JDYlGSNJ3uXzjUQI1iwrtO+L6frz3rIs9x3HSWVLUBm2bRs7GbZP0vHjzWmqivlSyePQOnBFi78U4UiSJA+e/hbTsSpIEhTsxqe0gSaHlbg0o75PO2e8cv06dEqhEtKyYFtA7BwwoSiYUtVMHLbS1Kn47BePH8djw8NuHEVJwlFNwxPDw3CA0Pbwj0NNkjClqk3rMWHr3EFVhQVgn6qCsHoqSRJKkgRCCFR2YjYIp/zAHr9qBIBtx/Gi1nMcohQbtu2R8D69uOhFSNcdx4tsT+AedStwT72OM4+dl+fnPS+Q+bNnE0VpzxJiRPeyqqKsqqCsTGk2PmHPZhV5PqkNvA55G0Vx8ZLmmeVznZZTTMNfVqC5bttplx3LwoOM1BuUZr8QZK/FTqBEZG0r5++IOXP+ju44eLBQAJFllFUVAPB2tZrapqRjJO5dcb7h/T2Oh+rPu13xyqAymGzz1k65wpBk/DTNabKM8tCQN6e9+V3f1XEePH1e3wC8jc4TQ0NuPh/+cKo0o75PM2dwjpQqSVD5NRp1w4JNKEpTOmH9bsO28WbGpPI0ZUg7R/JyiOOQt/d2QBmnNA2qbePKRz4SOIfydwcFe/rEC0gvzMbF6MSph0exj4uaHpZ+1uh2nr0uUzfEGAcV3RDp7KZIYycIsldhv05FZG1rlOBsUF21Y1NW7cjnGy6YmqTvZzVegsrQbaHgNLZ0Y04bRJHa+WIRqmAXty2I13YviYhGIU4wOo14rf/7QcCe33gdVlVcrtfxzUoF36xU8C0hqjkX0DuzuYmFeh3frlYxIkmet4sEl8tlU1ekLuieet008W697gprmmYm9+txyFqEtdfpx+WnMSeImm3jnVoNq7oeygtpVwS2X+iGSKdf8LUXfTAJTpTLuKrreKta9dpxVJYxJsuZ2BrW/lGCs0F11Y5Nft6eJ9ZrmrH9UHx3SlVdLimlmFKUSCHSoPcpm5scBAtmJrWDv6fBPUH7Fpsr365UesKd8cRTTRPv1Gp4U5inOZKO96DneF+s2TYa7HQxTKS216LUXOhbpxQ1JkptUFew+czWVpO4a9T8wdcz7fRpyKdPQ/OJwvYbp9bX8eDXvw7p9Gl8dXMT79TrWG40IjlyQWNL7CsXqlV8s1LBQkKh3V5hT+t4nVxawueXl+GgWQZiVJIwLMuo2zZqzm5wURvuff9coYBRWcaqaUJnBMfHhoebvHvEaO0mpbjJ9FceGxrCzz/0UE+8Gl+5fh1XG42miPX3Svph+V2sVrFl2xiRJDQcBw3HgSJJ+MnZ2SaRP7H+h9ivVn80+0FFJ3Ub9m6v2yuJnS8sLsKgFJum2dSOHx4b69jWuPaP8moMqisAqW3ieVys1aBJEg5pGlRGho7rh6INo8yrcYf9auceilG2+MuQ5J1YOyQJ13Ud27YNB7ueaWVJwm89/njX+9PJpSX83PXr7ukdIRiXZWiy3CTEGjfeg/rFpmWBAlABbNo26mzTNSpJ+M6xsdB5Pc280sl8dGp9Hc8vLGDDspoI9lywFGxt2q+q+OLx4wBa+yoAPLewgNum2bTWyQAOsPf6PR986uLFwOvAcVnGB0dHW9ohamyd297Gz1675vKsAY9WsL+HZY3S8drTG6+JM2dQY+7JfBLhsawKbGFXGQEXaBbQixNhy0UYu4NcbPT+QLfbZ1Daf1DsyALtiJdmnX+noqRBaVyq1QC4JP2od+Ns6JYodZDQd4VtUDwng5i1ibddnV3BiZIORUnqSftF4enz5/Hq5qZnE7Ary1QOER+P6w9RAri9KGsuoBoCHold3HpyDxZTUNflEAX04pCLMHYHudjo/YFut8+gtP+g2JEF2hEvzTr/TkVJg54z2VVz3LtxNrRrexyChL79xyVxaxN3KBHBN19J17RuYqnRCBQfBxAqPh7XH6IEcPuNPe3VOKoo2GLHzECz8KnJ/uYnYACaBPSixBG50N+KrqMoSZhWFJRVFWuWlUiEMS5tT1hRkgDmBh8nZJiVmGO3xTezEmbNQti0E0RdZXU7X1F4c9uycMswAELwSLHYk2vuJEgrapm27/W7/duxg5f1QrXqCmVSChACjRA87qMypEEW45fPaSZc8VJ+ExAnXpolshAlDUpDZc4Hl+t16IxgX1YUHGNh49LY0K7tSd61HAerlgWT7mqMcfjFXYPSWGMi4Rz8dMn/Xrfm+6h054tFl8/lKxcBMKI0b1NOLi3hCysr2LQsXAMwrao4XCg0CU8X2fW8QwhkuFxsfrO1YVk4tb7e13lwT594fWBoKDIINuASGv0EXL+AmygiKAr9gVLoto1rhoGrjQZuJRBhjBJebBJWpBSXajVcrFYhA5FChlmJOXZbfDNLYdZeOwD4yxEXYLdb+YrCmxeqVVzVdU+i4VKtFhlMuJdII2rZTt/rZ/u3Y4c/CPKOZWHTtt2/LQuL1Wpb4y6L8SsKMivYDUBsJhAvzRJZiJIGPVdgPFzdtiED0G0bt3zE/SQ2tGt7knJvWJYnrCwKKRiO07Q2RYnIjspyUxBpvvES3+vWfB+X7olyuSXIOJiNL87MeP/nvOyaZUFj5bhpmnivVmsSnh6RZffmirritwZ7VgIwIst9F5De0xuv8+xuPwwy3AoihIAwAv0Xjx9vEXATRQRFob+5UgkF5j21Zds4qKqxIoxRwotNwoqWBYkQKIRgzTQjhQyzEnPstvhmlsKsWQibdlKOMIHOXgjncuFN/qPCgav9JBGCnS7bkBRpRC3b6Xv9bP927PAEPJlSN18U+d9bjtPWuMti/IqCzEcLBZQI8SgZceKlWSILUdKg52YLBRxWVRTYYl2QZRxkQp1pbGjX9iTlntY0qJIECqAkyzisaSiwE0dxbYrSDfvS8eN4YmgIKtx1TWUnqeJ73Zrv49I9vbWFw6rqOgsImC8UmpymvrCyAglMP1OSUGB9cZPpnHHh6WkmGFtiXsCAy4ebL5UwzfLp5zy4p68ad2ICV3OPxPr3fE/T56KgKge/W6ZAs9BfqQRKKd6sVjGlaYHviIgSXhTT1tkvHyIII0bxErIQc0z7blpkLcyahbBpO4gS6OyVcC7ngfDFG+gtHycJkopaikjT9/rV/u3YIQp4ymgOJMwD/bYz7rIYv1GCzEnES7NEFqKk/ufmz57FlKZh2ie4GVZH7farTvrjtm23CH0fVFVsMNHQrPLv1nwfl+5So+G2gSD0HCR6umNZTZszmRAU4cZk9NfPlKJAZRzuKFHqfmBPn3iNKtH7TpvSlvtloD1xt6QilknTLrCdPBdvDUsvLs049FKM7l4QvkuCKIHOXgnnFljMUNFLqJd8nCxwv/SHJGgS8MRum3FP63aFPLOow/u9He6F8vXKxm7lk5Xo6aiiwPY5CdjUDRjeruBqP7CnN14vzswE3isDu/EXxyUpUIAxjmuwqut4p1bDW9Uq3qvXUSAEl+t1vFGp4Hylgku1WqDwYFIew5SiwKEUFqUYkaRdETnD8Ozkgn0XGddnVdcTB2XlQn/rpomNjAOshqFXvBy/kOHJpaVMBBF5OherVeiO0yR4aMZwMOLSTspr2rAsXKrVUGdaSwDry5T2lI/jR7vlSSpC2g+x3JNLS5g4cwbK6dOYOHMGJ5eW2k6Ll7XMrpP8141BQp4iosRiswziniaNTgRNu4Fu1lEWdkQ9v24YLevHZgLh2rC8gj7n+XiC32zej6uLJOWJE3a9Wq9joV7HtyoVfLtSCRTFPrm0hLplwYC7cdIdBxZTH/ih/fszC0reC+xpHa9T6+v4c2+/jSCmV5EQFAjBoUIhVIAxTFCRC/1Z7NqAX2hS4Y8GN6Bn0L18VNp+QcMd28Z1FkT6kKpCZRP0s9PT+PLqqifYt2ZZuGOaKMtyi9irP+8ggcEpVfUEHHvh1dhN4VexfGuWhVu6joOqiilNa1sQUUynIMu42miAH5ITuCdNP33kSBNfIWnaaWx6fmEB27btuf3bXEBQkvrm1dipeGScCGk/xHI5yVeCe91hUzesz2fn5hK1cRBEkWBd8GoMEmj2vxcnFpuFIG2aNJK2Sa/arhd1lIUdYc8bto2bTPyUAq6ArKJE8uvC8vKvDaKI7ISiwHQc3DRNV/B7eDjSGztNecKEiZ9fWMAd09URsFn5VAA/LYwlcbzZ7A/grtM/yebVpOtmrwSkcwHVEHBRuSCRNU2ScFBVOxa8u1yvw2AnHoArVmdTCk2SMKNpHQsphonI3TLNtuy/nwQfgxAkRqjbNgqyjEeY+3g79SSmA7jaOBSAJkl4pFRKVYf9EGnsJjq1K+79fpSbiy8rgo6Q5TgYChF77CYGsd0HTeh4UOoorR38+RUW+UQmxKMtxK0fadaGNCKynZQn6P0koryDNN6SIhdQDUGUyFrFsjIRvNMdBxLQpE/SCVk2Ki/Rznbtv58EH4MQJEYoCw4KQHv1JKajs9Mm3s5J0wxLu12b0ubbLXRqV9z7/Sg3F18WIRMSKvbYTQxiuw+a0PGg1FFaO/jzfB0B3DUqyfoRltdOwNqQRkS2k/IEvZ9ElHeQxlsW2NMbrygS9EhCMnxYun4SPEEzyTmrqPdhxMF27R9EImKW8JevwE4gC8Lk0U49iekUJAkOu3qKc3xIkna7NqXNt1vo1K6siLlZIozkG+SM020MYrsnteleJ4132w6/0wWw61AVZ38aRy+VSd4ktavd8gS9r7L5kiPICWiQxlsW2NMbr5dmZwGBBF1zHC8yvWHbuFyv43ylgndqtUCyX1S6fhI833hZ/AqKEFzVdVyoVtsmlJ5aX8e6ae6SIU3TIw6+ODPTsdDfJiNq+0n7WeHU+jqeOncOpVdfhXb6NEa+9jUcfO21rhJs/UTLsqLAgUte7kQQUUxnSlVhMTL7lKKkJnOGkUFPlMuRJNZBJJFmYVfc+/0o94szM3DAxjOlHslXFHvk6DZ5/KXZWW+svpWCeN1NJLWpk7ZLU69B+WxaFtYNA9OvvYaJM2dw8LXX8NTrr+Opc+e62lZpysuf1yiFwdapBnWDhMfVU1hen5iYwFVdx1vVKi7Uani7UkHDcWA6DlZNM1LQ+Onz53GQ1df0a6+FOl+dKJfx1Ouvo/S1r6H06qt46ty5UNK9BrQ4IvmdgPzjTXdcUVTqOJ5jE19LSl/7Gp56/fWm/PrhfBOFPb3xOre9jXrA5zbcjsBFAuuOgzu2jWenpxPrxHCxPIcQPDo0hMeHh7FfVTGkKCgRgqrjYL8s4wFN60hN2nAczLFfBsu6Do0Q/NKxY3h5fr4joT9NkrDMjnrnCgUYlGaq9suJ4BerVViUwgRQdRzcMU0s1utdUxb2CxkeK5Xw2bk5HBse7kgQUUzHAfDY8DAeHRqCwxw00pCFg8QWOSE2SlF6UERD/ejUrrj3+1Hul+fn8dm5OQwpCkxKMaQogcT6XkV+4GcBXKtoEJi7SWxqt+3S1qs/H415j941TWxaFmqWhdumiQsJo4G0i7TlfWZyEs9OT6MK94e7zP5UHCd2PQqbR76+s4P9qgoZcDdccDWvplUVd0wTK4bRYpcXWaFex13TRI1FVLhrGCBwDxLEPH7lxo3EkTuKTEwVcPuIQgg+ffhwU9nE8aZTCgpgUlHwUKmExWoVJ5eXcaFa9fITo3T0MvpKUuxpcv3EmTPYYnfEXC+Hg8BVuk1KZEyDLIie3SaL9iJ9Tqo02EAC3HofluVM6/t+wKCQg3OkQy/abRD7xqDPT0Gk9Qa7jSgQArUNp5huIcu69Dt+JXUCEutL9JgOchKLcloTCfPtli3Isali2yBwndeAZoI+0BrHsxftmpPrQxCnXA8kJzKmQRZEz26TRXuRPh/A4tafIjvHg/sJg0IOzpEOvWi3Qewbgz4/BZHWuQOUROKjgfQSWdZli+NXQiegpvpim6kwJ7Eop7UsnCuCHJv8wbVFgv4gjo97k5mWEUYVBZts8xV27peUyJgGY5KEhXodFkt7WlGgSOlUzTuJdt8rG6MwXyxizTA8/pt44hVX31FR7rNEr/JJgk7au5vlSJv2INVpO0hrf7fHaTt5iGUYkySAxRENK09YmaPqIsymUUnC0+fPt91fTpTLOL21hVuGgZvsFIU7tZQVBceYJEySOlusVmFTCgOAJJy615j+4pZtQwFSjTGuwaaxOIhJ6iou3U3LwvuNBkqyjGlNQ1mWm9o3TdpiuxQkyTvxShL95KauN71jsNuyhXodDwvv8Lndprth08Iid6RdZ3h9rOg6ipKEEdb+gLuG8JMuHtVludGAA+Aq3OvQI5qGsqr23flkT594fUDQLPGDwiXy2Yw4nRVZ99T6OtaYOB2hbuT0ZV0PVLGPQjcJxVnZGIWXZmcxJsveLyP+i4UAkfXdq/v6QeMFdKIe3q1ypE170Oo0LdqxvxfE/zR5iGWQGRcmitMUVuaTS0uRdRFk04ZlYc002+4vi9UqPr+8jMV6HeOSBJ1S1B0HoBS6beOWruNEuZyozk6Uy7jFRDuBZpoJ4M5DV+v1xOrwQfynxWo1UV3FpTvCAtzrto3leh2rptmk+p4m7SbHrxROQF5kBcZp5DwrGYDhOFgTokm8NDuLUVmGQylsSmEzqQp/5I6064xXH7IMUIqabeOmZTW1nU4pTCbiaqG5XQ1KscQiuPTb6WhPb7zO14I0610QAEOKgn2qimOlUmZk3VeuX8e4ouBoqQRNll2VXknCtKalSr+bhOKsbIzCM5OT+OLx43hseBgKIVABDEsS9sfUd1yU+6zQq3ySot327mY50qY9aHWaFu3Y3wvif5o8xDKsWRYkQqAQgjXTDCxPWJm/sLISWRdBNk1rGsYVpe3+ssWuBbcsC1VKocBdwEwABVnGQVXF6a2tRHV2emsLBwsFAA8T8QAAKexJREFUDMlyUzB7AqDENjoa81BOOsa2mNaUIrlxUrccJ1FdxaU7XSjgiKa54syEoGLbXvum7ZNNjl9I7gTE3ztWKnnXkzKAkizjaKmEcUVpavsvHT+OR4eGQAgBYZEX/FFa0q4zXn2oKuaEk00JwCFVRYnVu43mWKeS8H8bQIV2N6pFEuzpq8YojpcMdEURl0dpJ4SgzDpPUBT2JOgk2n0UsrQxCu3YHxflPiv0Kp80GLT6Spv2INZpGrRrf7fGaTt5iGXQ2ZUaieA0hZW5YlkYKhRaPhff9ds0f/ZsR/3FL3asskXdohSPlEqglKbieHFPPgB4m5362XA3I0DyOY/bqTuOp4Ul8p+S1FVc+cuqirKqejbxem2nT7bbH/l7vB25tyqAlrpPkkfadaapPmQZMiHQ4LbZ4UIBh4X3rzUaTXGY+b95WKR+0xv29InXaIT4WreE2QZFyC8Kg2zjXhNc7BTdLEe7YpDdsKUXuNftB4LFnTmPFWgtT5YCzZ32lxaR4hjbo5CVkLKYFhdOBppFsrspZt2PPplVnln2B//7YWu7hGScvW5jT2+8gsQOAbdSxO+yEF/jaVyoVnFV1yOF6roFsRxPnTuHp15/PbBM7Qp4RuWbREwvid3rhoFNy8KqruOdWg1vsfpMyu1IikEVI02LbpajXTHIe7VO03KpshJszDKtIHFni1JMqWpgecLKnFSguWnshohtJu0vZbbZKiuKZ7tBKUxKU88DYWlrhKSeV0T+k02pJ5JdlqS2xKx5nV3ka4Wuh74X1SeTzLthfSvq8zDRbp5nkr56an0d64bhpXND12PFuv1lLRACA640xIVqFd+uVr33PzEx4TltOewPhbu2Z71WtIM9reP1Ixcu4Ddv3275/MlSCW9993cDSB9NPgj+NNYMA3dsG2VZxmOC50s3IdpgMm8PAuBIoQCVTRB+wTwxmvuJcrklon2Seji1vo7nFhZw1zRdN2RKYQPYr6otd/5xdvN8b+o66owUWpQkjKuqJxybZT32I6J9N9DNcqRN+16v0yT2ZzFndCOtoDKMMq/GHduOLE9QmePqIsj2TcvClKpih51MpO0v3KvxaqMB6ji4YZptzwP+tA+rKn5nfR2W46ROz+/VWGC8pqR1FVZna5aFO6YZuVYEpQ0gdt4N61tcrDnqc5NS3GQaaI8NDeHnH3oIABL11aa1yHHwvmF4dfaApgWuR0H1vGXbGAZQhSsESwBMKwrGVRUGpfjo6Ch++/Zt6OxdjRBMKQo0We4JxytKx2tPb7zUV19t0RvhcaLMj38cwL0hdprWhjTCeZ2WIY2YXtJ8LzGniEcFr9RBEDrMkQPonuBlp2n1GoMuotpre3tpQ5J5NyyvW6aJg6qa+HNuW1LbgwRQddtGQZbxCON6pVmPotYzoD/iqUAuoBoKfzT2oM/vBbHTtDakEc4Lep8jKUE0qZhe0nwt5jKc1pYcOXqBbgledppWrzHoIqrdTq+fNiSZd8PyqlhW4Oc7IZ/HpRcnmup3mkhS5qTr2SC0aRD2tFejwjxi/Bou3DPFL9Y2rSgoqyrWDAMVSjF/9izm2RH1725sYMeyMKooHj/sCysr2LEsEEKwQwiOCic0vSbltiucF/Q+R1KC6BoLM2Ez7RcC1yNJfDdMBDAoX4UQgJCmfO41kvNexb0uoJoEUWMlTBA0rD6yFGBNUvdZtA9P45ZhYA2ux1mZ2Z/lOE1aN0kFY9O020uzszi3ve3N8Xze98fq7FaZkqQjipjajAvnANiwLJxaX/fysgCsGobnlcmdAkQb1tg69la1GirkGmT7mmWhYtveWvnS7GzLczxcEwC8Uak0qdDLp09jLKBu06xn3RYwbgd7+sTrY6OjoZ/7xdp028Y1w8DVWg23TBMjsox9soy3KhX85u3b2LEsaISgZln43PIyfmZ5GTX2GaUU646DqyxoaD9Ixe0K5wW9n6YMPPq8iV2CowP31IqTHKNEAIPyHZVljMnyPUvS3qu41wVUkyLKOSVMEDSsPrJySEhS91m0j5jGjKq6JyxMiDTrcZqkbtIIxiZtt5u6jr944QJOCnN8zbLw+eVlnFxa6nqZkqbDRUxNx4HONl0KgBFC8MLiIk6Uy9i0LFyt12GwWIem40ABvPailGLVNHFL11GOEHINsp2/N0JIU386US57z21aVlPIH75GcDhwZZ/8dZt0PRtUh549vfEikoQR3zHkiCSBSFKLWFuBdeItSnGwUMC0qoIQ0hRyiDDxPN6BFEkCYb8gZABblHZNRDEO7QrnBb2fpgzPTE7iSLEIDe5JFxcoPCSIHUaJAAbl+6Xjx/HF48e7KkqZI3vc6wKqSRE2Vk5vbYUKgobVR1YCrEnqPov2EdMYV1XMFQrQJAkrup75OE1SN2kEY5O227AsY9txmuZ4RZIgwb3l6HaZkqbDRUy5oGhJknC0UMB0oQCNEJze2sKUqkKTJFAmGDtXKOBQoYApVfVsqNg2Dqoqjg4NhQq5BtnO35suFJr60+mtLe85fpukRpSFeyOKdZt0PeuFgHE72NPk+jAhuA3bBgUCv3uzWsVTw8Pe59+sVADsdmwAntaIeLdM2VGveeJE5uUYdETV85WPfCT2+xz3B/Z6O/vLL4p2PukT7cy6PpLUfRbtM2htLNrD65uLrj45PJzItqAy8Xn/Xpjj21nnsugXafrct2s1GLQ5bi8HAVBknpSDVrdRyMn1IYgScAv7btQnhsdvjpsZR62wKe2aKOugI04o734QpswRj73ezlmKdnaad1BeWbTPoLVxWsHYuDQ4xDA0HIM6x7ezzmXRL9KkXWDhfoJAMLh12y7un5K0gZdmZ/GpixexZdsewV6BSz6cVlXvGlHUJHlxZga/cuMGruk6LErd3Ty7P68xLRHAHZgW89aw2fdhgq33O16ancULi4uAbTfVpcgNiPrej/uRoJ11mQapjvzaO/tlGVOaFtvOWeff77rw9/OyJOGWbaOsKKCUdrU+eN4VXcembUNnMgOfnJoKtY/bw4WTk9Rf1FhOSnLvRrnBBGOv6ToogBmfYGxUHwkq05gkYcdxIuf4XvS7sDya6lqWsRGwlvF+1m6/iOqnotCqJkk4pKqePpfYn8YY94vzvILgADAAjLN0/VqT39rexg67+pUA7FcUHCwUmvpWNxwhOsGevmo8ubSEn1lebvKiANyAm2VFcTdgmtYkLggAzy8sYNu2YTI3VoN56wFuw49JEj4xOYnf3dhAxbIwMgAN3W8kEVtsR2AwC0HJfiPrMg1SHbUjCNnN/PvdX6IEQbstKHtyaQk/d/16pEBoFsLJYYKeomgm3wDNFYtQ2RzarTaJE4wVbQsrY1CZ+GIeNMf3ot+lEUCNEq5tp19E9VO/WLcotPqDBw402bZmWbipuxKnUVExeVDufaqKLx0/DsBtsy3LwnpAzGUJ7mmaSghu6Tp2HDcuqbhJ/uzcXFfX5FxANQQTZ86gZllQJAkNYcctAfjAyEjXxN9ytI9BEDnMGvejEOSg2NLv/AcJ7dRFloKeouClwW4H1IQCzt1EN/pIL/pdWgHUsLx7Of8ACFw/bbgyQTIhricm2xwRAEV2LczFYL97bMxLZ7FeD92wjbI1mUtUcA424N5GDSkKNj72sdTlS4qc4xWCHcvyVH3F7SdvyG6Jv+VoH4MqiNcJ7kchyEGxpd/5DxLaqYssBT2bBC/hCnomFXDuJrrRR3rR79IKoIbl3cv5J2z9tLG7GZHY//03URJcGSIxnahTMt63/BIVgHvyVQk4KesV9vTGa5QFNQWaiZJ8nx5EIOwnQTbH4JF3s0DWZRqkOuq3Lf3Of5DQTl1kVX9ZkNy7hW70kV70u7A8RnwOYHF593L+CVs/ZcDjWTvs/1x+iIOH8xPTkREO3rcG0RFiT2+8XpyZgQWgzoh5fIc95SNeiuCCbKumiXdqNdRsGwYAjdKeCLT5o7+fXFpKFA3+fkGcIJ6/fu6F+sha5G+QRAP7bUsW+d+LfSoI7dRFVu13olzGVV3HW9UqDNuGRSksSlvm2k7qOum7/udEQc+s+mgv+n1QHpuWhXFJwrv1Oi7VaomEa1+ancWmZeFSrYa3KhXvPb8QrVhnP3LhAibOnIFy+jQmzpxpEjflbf1mpYJ3arUmoVW/zWVFgQNgnOlf6o6DBrtm5HqYNcdBjYnA1hwHpzc3cbFSwYZlYTxi81S1bXy7WvXS4unUHAcGgE9MTHTeCG1iT2+8Pjw2hrIse7thAter0QFChdaemZzEs9PTuGOa0ClFSZIwqSioAlgxjK4KtPmVpZMoX99viBLEu1eV0bMW+Rsk0cB+29Jp/vdqnwpCO3WRRfudWl/Hl1dXsV9VURCulWaZ+CVPE0DbdZ20nYKe+/LqKp6dns60j/ai3/vz0NjmpSjLmGN8quVGA5okxebNr+JIAPXGX2dB0Vq4srzX1rKMoiRBpxR3TBPPTk8HCpoeK5Xw2bk5fMfYGEqEgMK9cSpI4VsTCmDVslCxLIxGyFA4APQIDvt/2tzs2zje0+T6dkmF/SLs5sT+aORE6hxZI+9TnSNpHXZS173IY9DRrfXM//35SsXbPHPiOyerf3BkJJM2vFyve/EX/ZsnCfCkI8YUBQdVFSssHrDBTssktHLERHDB8+8eG+tau+fk+hC0SyrsF2E3J/ZHIydS58gaeZ/qHEnrsJO67kUeg45urWf+7zmhXdzUcLJ6Vm2oM6mmsA0Kgbv54o4E/HnKvovadHHbOVG/H9jTAqrzxSIW63Wsm2aTnMSwJOFHLlzA725sYIt5Po5IEj44OhoYXR1IT0ZsR1zPn29BkrwTr3btuJ8Q1i6jkpRYAHKvod/iov3OPw5ZjPX7Be22VdI6nC8WsVitYstxoDM1c41S2JKE+bNnI/NMksep9XVsWhauNRoucZsQlJiQ7TEWsqmdMmbVh4PSARCatv95UIqFeh0Wc1qYVhQokhTZV3mdrOg6FOzyqhRC8LAQWUSsWx7mSrzi42T1NOPl1Po6PnPlCi7XagDbZFmqimlVRUGSvBMvP0TafoFpgdmUwhBOxviGLWrzxYn6/cCePvE6US7jpq6j7mvgquPgN2/fxpZleTvjTdvG25VKS3T1doiT7fJGWoiJzDuIK18PSuT1fiGIbLphWVgzzfuCo5M1+s1f6nf+SdBv54BBQSdtlbQOT5TLuGWa0G0bMoCabWPdcaAAsXkmcbp5YXERMnOksuHO6zWme3WiXG6rjFn14aB0nltYwPMLC4FpB/F9rzMFeEIpDMfBsq5jw0eSD8pzRJbhUIo6pS6xnb2/Zpo4tb7eUrec0E7gxl60WJ2+ODOTuK1Pra/j+YUFXKxWQZljmu44uKHrWDVNTKmq54ARBgKAOo4nwCqCn3xFwnH6No739Mbr9NZWpDsqbzzujrrByIRidPV2iJOvXL/eEu1eIwSvXL8e+V4LMXF4GJ+dm8OxUqnvJOpBQBChdVrTMK4oqet6L6Ddfni/5J8E/XYOGBR00lZJ6/D01hYOFgooyLJ3nSXD5fjE5RmXB7ffIAQqmiUGDhYKOL211VYZs+rDQens2Da2bTswbf/zW0xaQZMkaLIMClecdlrTQvsqT2NaVaFJUtMp0dFSCeOKgleuX2+p2+8YGcGnDhzAqKLApBRDiuKpwCdt61euX8e2bbuiqZIEmRAohEAlBBUWwu+x4WEUJAkKADXA/ocKBUCSIAMYkmUogCdDIRMCJ+AdEUSS+jaO9/RV41Kj4W2u+CCMuhu2sXtfzT002s13n9y85Ut6Dx6U78ttWXF/wl8/82fPtl3X9zs66Yf3Q/5J0clYv1/QaVslqcOlRgNTioJp1V1m365W3Y1XQg5rVB7cft1xvAUecE+9phQFV9lakLaMWfXhoHQsdhIUlLbfVk+IlFI8NjQEwD2N2rDDJUbFPG1KUZQkUEphAyjLMqjAgUozBpK2tek4UAU+mAR3jZ1QFFz5yEcA7M7fhBCvPxBCYFGKsqpiWddBCPGcy8RyX2s0oBGCesCpWcnHje419vSJ13yxCJW5oybx7ZSRDb8jF3XsHfK6Dke/66bf+edIjn4IgmYpTs3T5uKtwK6Aa5i4Z5L8uiEwy6EQ0rQxEdPOoq5aRG2ZR2AvRG352usImyJRIDXURjQL76qSBIU0Xypyu0WBdD9yAdU+4qXZWc81laI1tADxfS4R0nJn3o7g30uzs9hggnVvV6u4VKtF3sV3E/eLOGQY0nAO7ud6CEIYJ27dNBPVw8mlpVARxSjwur5YreKqrmNV1/c0f+peQD8EQbPksPK0y0zrynIcd6NCCK7qOi5Uq1g3DE9wtJ8Cs+/UaljVdYzKMsZkOTBt/vwblQrOVyqo2jZMABohiew4tb6OddPE5Xodb1QqqNg2GlzUVlEyad+oOfVEuQyLccrqjgPTceBQilFZxoly2Xvvar2O9+p1vFmpwLBt6OydHdvGNysVTxD1W5UKVthcsliv4/TmJjYtC0aIbQZcTlq/sKc3Xue2t1EJOW5U0XyvLAFQCWki7HVCrPSuNmlryKJe4V4gN3eKJJyDvVAPQWgRYGT923Cc2Ho4ubSEzy8voxYgohgFsa5nNA37VRV3bLvr4sM5OkM/BEGz5LDytI8ND2NCUTDEeJ8Vx8F+WcYDmgaDUlC4PKl+Csw2HAd3bBufPnwYXzx+vCVtAPjy6iqG2SbShns4MCrLqDpO7FjiY/CuZTVJLyhw17mK43TcvlFzKi/vlKLs6oABmNE0fPrwYXx5dRU3dR0ygOu6DgeM6xeRHwVwyzTxvml6cR7jcLlWa6tsWWBPC6hOnDmDzZBAmaI4W1JhOf/3YRgUEb9BsaPfyOvBRZp6mDhzBjXLgiJcbXARxY2PfSyTPHLk6CYGpS+mtYM/v2IYMBi3y6EUqiRhRtMSrz9cdFRi3DAt4fudlglAou9EEVVNkrATwVdLShcCdgVYFUJgfvzj6QqWArmAagh2IqKTi+JsIqKE5fzfh2FQRPwGxY5+I68HF2nqYYfp24ngIopZ5ZEjRzcxKH0xrR38ed1xvAVcYmTxNOsPFx0F3I1A0veTIKpMSb8TRVTTEOGT3h5FSVV0G3vaq3FUUUJPvAAAhOCtahUlWca0pqEsy02EQy4WZzkOVi3L85h5OIaQOCiijP20Y5CEM7Ouh0EqWxqkqYdRRXFPvITNVxRhldfJLcPAGoBxRcGGZXnCxcOShFPr6wNfT2Eil6IQ5CPFIn7+oYd6VpZ7tb9lgU7KHiTYKoqptptfWpvSzj/8+YIkuSdeaHYUGJVlPHXuXFN//MEDB3B6awtLjQY2WZxDm1KY7HqVj+KFer1l/fILnYb171Pr6/jMe+/hcqMBw3FwkxDMFouo2TZWDcMLM6QRghUgULB1UtPcNRWAKYiixp0Q0ZB/B4Fv4fyk/F5iT594zapB6iC7KFLq/pKwbSzX601R1oFdkvyyrsMQhOu48FwYBkWUsV92DBqnKst6GLSypUGaenhxZgYO3OtFv4iiH028LlV1hRINo0m4uO44eH5hYaDrKUzk8lMXLzYJQV6q1fBcj8pyL/e3TtFp2f2Crbogptpufu3YlHb+CXMUKLODhGv1elN//HathpPLy1is17FPliE7Du6wAwc+/vjmy79+BQmdBvXvU+vreG5hAZdqNVBK3VMqSvFevY4bbNMFuJseTuIPEmw9US5j07JwpV5v2kB1Q/jhh/bv70KqybCnN16XYo5UiSzjiKa5IXmYsJtIOHxmchLTmgaVDQBNlpuE58IwKKKM/bJj0IQzs6yHQStbGqSph5fn5/HZuTkMBYgo+iHWybiqehpKAPsFDPdX8LZtD3Q9hYlcbvmEICVCsNOjstzL/a1TdFp2v2BrQZY9MdV282vHprTzT5CjwD5VxbFSCVOqCgNo6o/8VGnLskCYiCw/WxPPfAjQsn4FCZ0G9e9Xrl/Hjm1DIgQyIdAkCSp2N3aSkAfnYwUJtp7e2sKUcCAiamxmiWlVxW88/ngXUk6GPX3VGHfHqzsOyqqKsqp6omz+wbBt2zheKoEIi4koPBeGQRFl7IcdgyicmVU9DGLZ0iBNPbw8Px+40fLDXycOdiffosD1MB1noOspTOTSATyuDOAuKL0KwHuv97dO0GnZ/YKtQPTcnSS/dm1KO/+EPT9/9myLMCngjjXOk9IdBxohsOF6CzaJkvqEU8OETv39e6nRgEVpUyQYlcVbJHDHed3H0woTbKVgG0dmFwfX8+KWtHMKxuedIV8b9Rp9OfEihHwfIeQdQsi7hJDP9MMGIP6ON4kYXS4CmR73c53dz2VrF0Fij0DzL1nulTXI9RQmcikBsUKQvbRpr/S3Tsue9v0kz/e7PYKESQF3rPFxJ4qtBomS+nnMSYVOFV+YniAb4Ps+SLA1Lq2g45I0p2IS0Pfx0fMTL0KIDOCXAXwvgPcBnCOEfIVSerHXtvzQ/v34zdu3Q7/nIm0FQjCuKPjFhx8G0EyeHJNlbLD78iFGbgwT6BQJlyfKZY/sGBd1Pul3APAjFy7gX965A4tSKITgh/bvx6cOHsyUfMttuFitQqcUGiF4fHjYK7NYN6AU247TlO9Ls7N4YXERsO3QOusVYTgsn3bzT1K2fqFfJGx/nZQlCVXbBoFLyAf71btfUfDS7CxOLi3hCysr2LEsjCoKXpyZwYfHxhLZHtU3k46hsGcOqypOb256E78CYESSUGBXjjKlAHPtH2dlAVzNs1+4fh1V5oV2pFDArzzyCAB03Pf8dbtmGLjDhHCfPn8+dbmTIIt04tJIkkenY42/XzFNbJomGo4DRZLwyampyOdh2zAdBzfZO0v1OtTTp1v0o2QA45KEsqZ5oqDttDUnt1+q1dwwQnA1JR8dGsLPP/hgUzoXq1UvuLTExhW3ace28a1KBQTu5snwyTPoto3zlQpUVgen1texbhhoMP6mxDZKAABK8dXNTcinT0MjBCbLi38nggItm1HA5XrxfL9ZqQBwyf3NL7dus4LC+iX1T+TvfnVzE+T0adATJxK+mS16ruNFCPkogM9RSv8U+/9PAgCl9OfC3umWjtep9XX86bffTvTshCzjNx97DADwwuIiNEK8wb5pWZhSVeywHXvQJCK+s2ZZuKXrOKiqmNI0b8Lg4nj+9JN898zkJH7kwoXAjeQQgCOlUuA77dTZC4uLMCjFqq67vzQIwZSiwIT7y2Oc8X6WGw0QuAuNKklN+fKJ4mqj0VJn/vrq1Oa4svjzeXZ6Gl9eXW07/6iy9Qu9qtOo/MU6OVEu43du38blRgOgFI+wReTc9jY+v7wMCfBiz9kARiUJBwuFSNuj+qYmy4nGUFhdrRoGNm27ZYIfAvC35ubwO3fuBHp9nVxawsnlZdi+94YJwYiiuBydDvueuOhu2Tb2qyqmFCXV3JGmHTtNJy6NNHl0OtZOLi3h565f91Tsx2XZ6ythG/vPvPceLtZq7pUb4q+8ToyN4ZphtDXPcHL7bSYMKkIGcEBV8RNMdFRcX27qesvzSUAA7JMkKLK8O5c7DpaZp2Hcu4OvCtqKbm2+onS8+rHx+nMAvo9S+j+x//8lAN9NKX0h7J1ubbyePn8eX93cTPTskCThu8fGAISLv4WJzvnF5C7X69BtGwVZ9oJ7phWXC8pbffVV95eOkDefFP7IyEhie6MQJb7H42I9OjTUIn73SKmUON9eCRuG5XPLNCOFc+9FDIpYZByChFnrjCfywZg+nEQYEogfv0F19Ual4nHT+LWGA/fa4uPj46F1OHHmDLbYibj4HuDOKY+ygMbcjk76XruilWnaP4t+FJdGL/tqO3mJ/awSsBnnkOCeijpMKqGdeebp8+fxje1t79TJn35RkqBJUks6l5gqu0yI6y3JPvfbKm6WeHQW/1wOuGtWVFnvZfRj4zWwXo2EkB8nhPwhIeQPb0dcB3aCpRQEVE78bUd0z/8OjyQvisKlFZcLyjupIFwn5Nso8T2LUpgCgdMvfpc0314JG4blsxMjnHsvYlDEIuMQJMzKvbJEBNmeRBgyST0EPcPzb+GpAJF1uGNZgYsd0DpeO+17ncwdSZFFOnFp9LKvdjKfx4l6UrgbH4vSwDziBLp5XvwHbFD6puMEpsPnYp29m4QDxT0N/XM52Gf346arX+jHxmsFgHgJ/wD7rAmU0l+llH6IUvqhAwcOdMWQ+RQEO078zSKCfVQk+aj04/JOKgjXCdmT28Cj2QPwCJIKIZ73SyfR7ntFUA3LZ5Rd03Q7/16i36TfpBhVFO/XNgdB60QVZHtU30w6hsR0RIiu7/7Po+pwVFFaFj2PI+Ybr532vU7mjqTIIp24NHrZVzuZzwtS9PLJOYwKIYF5jCRoa05uD5rZCdx1KSgdPhcX2LtJNk2c++Wfy8E+65/c6P2Hfmy8zgE4RgiZJ4RoAH4YwFf6YEdiEqYEYEyW8dLsbFtim/53yooCB3AF8HxpRKUflzcXhHOEP4DLQ8lKJNUT72MLpMV+CZUlCaOyjDFZRtW2MaWqrqs9TR/tvlfCrmH5vDgzMxACt1liUER74xAkzCoBGGOE/Cjbo/pm0jEkpiM+U2acF376xsfWqCRF1uGLMzOQAt4bJsQNapxh3+tk7kiKLNKJS6OXfbWT+bwsSZELKN/I/ND+/W3PMy/NzmKM9b2g9MdkOTAdPheX2cafk8pFe3m/FNMLmsupUNao8sZtJgb2eq0P6HldUEotAC8A+H0AlwD8K0rphV7bAbhaKP/+yScjd/IygCeGh/HF48c97ZS0Ypv+d46VSvjs3ByODQ+3pBGVflzev/H44/jUgQPeL2mFEHzqwAH89pNPZiaS6on3lUrYp6oYYgThY8PD+NLx4/ji8eM4VCjAAfDY8DAeHRqCQ0iqfHsl7BqWz8vz8wMhcJslBkW0Nw5Bwqwvz83htx5/PNb2qL6ZdAyJ6YjP/OZjj+Fzc3MYZqcAEoCjmoZ//vjjkXX48vw8Xva/VyjgXz/xBL7ExkpWfa+TuSMpskgnLo1e9tVO5vNjw8PYr6oYkiQo2OX/8Q3KKBMV/o3HH297nnlmchJfPH4cjw8PQyXEW6tU5q37xePHA9Phc/GxUgn7VRXDkitoqkkSjmoajhYKnsjpsCRhXJYxGjKXb9g2jg0P4+W5OTzhs0MCUCTE44Yd1TTMFwpQ2Xcy/17IezrgFJij16dqe8arsR10i1yfI0eOHDly5MiRNe5Jcn2OHDly5MiRI8f9hnzjlSNHjhw5cuTI0SPkG68cOXLkyJEjR44eId945ciRI0eOHDly9Aj5xitHjhw5cuTIkaNHyDdeOXLkyJEjR44cPUK+8cqRI0eOHDly5OgR8o1Xjhw5cuTIkSNHj5BvvHLkyJEjR44cOXqEfOOVI0eOHDly5MjRI+Qbrxw5cuTIkSNHjh4h33jlyJEjR44cOXL0CPnGK0eOHDly5MiRo0fIN145cuTIkSNHjhw9Qr7xypEjR44cOXLk6BEIpbTfNsSCEHIbwHKXs9kP4E6X88iRHnm7DCbydhlM5O0ymMjbZfDQ7TaZo5QeCPrinth49QKEkD+klH6o33bkaEbeLoOJvF0GE3m7DCbydhk89LNN8qvGHDly5MiRI0eOHiHfeOXIkSNHjhw5cvQI+cZrF7/abwNyBCJvl8FE3i6DibxdBhN5uwwe+tYmOccrR44cOXLkyJGjR8hPvHLkyJEjR44cOXqEPbfxIoR8HyHkHULIu4SQzwR8XyCE/Ev2/TcIIUf7YOaeQ4J2+RuEkIuEkLcIIX9ACJnrh517DXHtIjz3g4QQSgjJPbe6jCRtQgj5C2y8XCCE/FavbdyLSDCHHSGEfJUQ8gabx/50P+zcayCEfJEQskYI+XbI94QQ8g9Zu71FCPnObtu0pzZehBAZwC8DeAbAYwA+SQh5zPfYjwHYoJQ+DOALAP6P3lq595CwXd4A8CFK6XcA+G0Av9BbK/ceErYLCCGjAP4agG/01sK9hyRtQgg5BuAnAfwxSunjAP56r+3ca0g4Vn4awL+ilH4QwA8D+JXeWrln8U8BfF/E988AOMb+/DiAf9Rtg/bUxgvAdwF4l1J6hVJqAPgXAH7A98wPAPgy+/dvA/jvCCGkhzbuRcS2C6X0q5TSGvvvWQAP9NjGvYgk4wUAPg/3B0qjl8btUSRpk78C4JcppRsAQCld67GNexFJ2oUCGGP/LgO40UP79iwopV8DcDfikR8A8OvUxVkA44SQQ920aa9tvGYAXBf+/z77LPAZSqkFYAvAZE+s27tI0i4ifgzAqa5alANI0C7sWH6WUvq7vTRsDyPJWHkEwCOEkNcIIWcJIVG/9nNkgyTt8jkAP0IIeR/Avwfwv/XGtBwxSLv+dAylm4nnyJE1CCE/AuBDAD7eb1v2OgghEoBfBPCX+2xKjmYocK9NTsA9Gf4aIeRJSulmP43KgU8C+KeU0r9PCPkogH9GCHmCUur027AcvcVeO/FaATAr/P8B9lngM4QQBe6R8HpPrNu7SNIuIIT8CQB/G8D3U0r1Htm2lxHXLqMAngBwmhByFcBHAHwlJ9h3FUnGyvsAvkIpNSmlSwAuw92I5egekrTLjwH4VwBAKf06gCLceIE5+otE60+W2Gsbr3MAjhFC5gkhGlyC41d8z3wFwLPs338OwH+mudhZtxHbLoSQDwL4x3A3XTlnpTeIbBdK6RaldD+l9Cil9Chc7t33U0r/sD/m7gkkmcP+LdzTLhBC9sO9erzSQxv3IpK0yzUA/x0AEEIehbvxut1TK3ME4SsAfpR5N34EwBal9GY3M9xTV42UUosQ8gKA3wcgA/gipfQCIeQkgD+klH4FwK/BPQJ+Fy4h74f7Z/HeQMJ2eQXACIB/zXwdrlFKv79vRu8BJGyXHD1Ewjb5fQB/khByEYAN4CVKaX5q30UkbJe/CeCfEEJehEu0/8v5j/rugxDyz+H+ENnP+HV/B4AKAJTS/xsu3+5PA3gXQA3Ac123KW/3HDly5MiRI0eO3mCvXTXmyJEjR44cOXL0DfnGK0eOHDly5MiRo0fIN145cuTIkSNHjhw9Qr7xypEjR44cOXLk6BHyjVeOHDly5MiRI0ePkG+8cuTIsadACPnrhJAh4f//nhAy3keTcuTIsYeQy0nkyJFjT4Gp7H+IUnqn37bkyJFj7yE/8cqRI0dfQQj5t4SQbxJCLhBCfpx99n2EkG8RQt4khPwB+2wfe/YtFvz5O9jnnyOE/O9Cet8mhBwlhAwTQn6XpfFtQsgPEUL+KoDDAL5KCPkqe/4qU3gHIeRHWfpvEkL+GfvsnxJC/iEh5L8SQq4QQv6ckNdLhJBz7J2fYZ+15Ms+/3lCyEX27P/Zi7rNkSPH4GFPKdfnyJFjIPE8pfQuIaQE4Bwh5N8B+CcAvodSukQI2cee+xkAb1BK/wdCyNMAfh3AByLS/T4ANyilnwAAQkiZUrpFCPkbAP64/8SLEPI4gJ8G8EcppXeEfAHgEICPATgON8TIbxNC/iTcGIjfBYDAjVP5PQAO+PMlhEwC+B8BHKeU0vxqM0eOvYv8xCtHjhz9xl8lhLwJN9bjLIAfB/A1FuAZlNK77LmPAfhn7LP/DGCSEDIWke7bAL6XEPJ/EEL+W0rpVowdTwP413xDJuQLAP+WUupQSi8CmGaf/Un25w0A34K7KTsWku8WgAaAXyOE/Fm4oUly5MixB5FvvHLkyNE3EEJOAPgTAD5KKX0K7ibmfMpkLDTPZUUAoJReBvCdcDdCP0sIebkDU3Xh30T4++copR9gfx6mlP5aUL6UUgvuydhvA/gzAH6vA1ty5MhxDyPfeOXIkaOfKAPYoJTWCCHHAXwE7sbpewgh84DL7WLP/hcAn2KfnQBwh1K6DeAq3I0OCCHfCYC/dxhAjVL6G3CDrH8nS2cHwGiALf8ZwJ9n14LwXTUG4fcBPE8IGWHPzxBCpoLyZc+UKaX/HsCLAJ5KVj05cuS435BzvHLkyNFP/B6A/4UQcgnAO3CvG2/DvW78N4QQCcAagO8F8DkAXySEvAX3qu5ZlsbvAPhRQsgFAN8AcJl9/iSAVwghDgATwE+wz38VwO8RQm5QSv84N4RSeoEQ8ncBvEoIseGevv3lMMMppf+BEPIogK8TQgCgAuBHADwckO8ogH9HCCnCPSn7G23UVY4cOe4D5HISOXLkyJEjR44cPUJ+1ZgjR44cOXLkyNEj5BuvHDly5MiRI0eOHiHfeOXIkSNHjhw5cvQI+cYrR44cOXLkyJGjR8g3Xjly5MiRI0eOHD1CvvHKkSNHjhw5cuToEfKNV44cOXLkyJEjR4+Qb7xy5MiRI0eOHDl6hP8f6T7icY06C4MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "sns.regplot(data=sample_df,y=\"popularity\",x=\"acousticness\",color=\"c\").set(title=\"popularity vs accoustic corr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ae128477",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:21.226112Z",
     "iopub.status.busy": "2022-07-20T09:24:21.225728Z",
     "iopub.status.idle": "2022-07-20T09:24:21.716136Z",
     "shell.execute_reply": "2022-07-20T09:24:21.714718Z"
    },
    "papermill": {
     "duration": 0.511157,
     "end_time": "2022-07-20T09:24:21.719086",
     "exception": false,
     "start_time": "2022-07-20T09:24:21.207929",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 586672 entries, 0 to 586671\n",
      "Data columns (total 21 columns):\n",
      " #   Column            Non-Null Count   Dtype         \n",
      "---  ------            --------------   -----         \n",
      " 0   id                586672 non-null  object        \n",
      " 1   name              586601 non-null  object        \n",
      " 2   popularity        586672 non-null  int64         \n",
      " 3   explicit          586672 non-null  int64         \n",
      " 4   artists           586672 non-null  object        \n",
      " 5   id_artists        586672 non-null  object        \n",
      " 6   release_date      586672 non-null  object        \n",
      " 7   danceability      586672 non-null  float64       \n",
      " 8   energy            586672 non-null  float64       \n",
      " 9   key               586672 non-null  int64         \n",
      " 10  loudness          586672 non-null  float64       \n",
      " 11  mode              586672 non-null  int64         \n",
      " 12  speechiness       586672 non-null  float64       \n",
      " 13  acousticness      586672 non-null  float64       \n",
      " 14  instrumentalness  586672 non-null  float64       \n",
      " 15  liveness          586672 non-null  float64       \n",
      " 16  valence           586672 non-null  float64       \n",
      " 17  tempo             586672 non-null  float64       \n",
      " 18  time_signature    586672 non-null  int64         \n",
      " 19  duration          586672 non-null  int64         \n",
      " 20  dates             586672 non-null  datetime64[ns]\n",
      "dtypes: datetime64[ns](1), float64(9), int64(6), object(5)\n",
      "memory usage: 94.0+ MB\n"
     ]
    }
   ],
   "source": [
    "df_track[\"dates\"]=pd.to_datetime(df_track[\"release_date\"])\n",
    "df_track.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "07a70a79",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:21.755871Z",
     "iopub.status.busy": "2022-07-20T09:24:21.754770Z",
     "iopub.status.idle": "2022-07-20T09:24:21.980445Z",
     "shell.execute_reply": "2022-07-20T09:24:21.979188Z"
    },
    "papermill": {
     "duration": 0.247036,
     "end_time": "2022-07-20T09:24:21.983212",
     "exception": false,
     "start_time": "2022-07-20T09:24:21.736176",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df_track[\"release_date\"]=pd.to_datetime(df_track[\"release_date\"])\n",
    "df_track[\"year\"]=df_track[\"release_date\"].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "95d01d3c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:22.018609Z",
     "iopub.status.busy": "2022-07-20T09:24:22.018211Z",
     "iopub.status.idle": "2022-07-20T09:24:22.306078Z",
     "shell.execute_reply": "2022-07-20T09:24:22.305244Z"
    },
    "papermill": {
     "duration": 0.308877,
     "end_time": "2022-07-20T09:24:22.308710",
     "exception": false,
     "start_time": "2022-07-20T09:24:21.999833",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 586672 entries, 0 to 586671\n",
      "Data columns (total 22 columns):\n",
      " #   Column            Non-Null Count   Dtype         \n",
      "---  ------            --------------   -----         \n",
      " 0   id                586672 non-null  object        \n",
      " 1   name              586601 non-null  object        \n",
      " 2   popularity        586672 non-null  int64         \n",
      " 3   explicit          586672 non-null  int64         \n",
      " 4   artists           586672 non-null  object        \n",
      " 5   id_artists        586672 non-null  object        \n",
      " 6   release_date      586672 non-null  datetime64[ns]\n",
      " 7   danceability      586672 non-null  float64       \n",
      " 8   energy            586672 non-null  float64       \n",
      " 9   key               586672 non-null  int64         \n",
      " 10  loudness          586672 non-null  float64       \n",
      " 11  mode              586672 non-null  int64         \n",
      " 12  speechiness       586672 non-null  float64       \n",
      " 13  acousticness      586672 non-null  float64       \n",
      " 14  instrumentalness  586672 non-null  float64       \n",
      " 15  liveness          586672 non-null  float64       \n",
      " 16  valence           586672 non-null  float64       \n",
      " 17  tempo             586672 non-null  float64       \n",
      " 18  time_signature    586672 non-null  int64         \n",
      " 19  duration          586672 non-null  int64         \n",
      " 20  dates             586672 non-null  datetime64[ns]\n",
      " 21  year              586672 non-null  int64         \n",
      "dtypes: datetime64[ns](2), float64(9), int64(7), object(4)\n",
      "memory usage: 98.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df_track.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2ab2c094",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:22.343688Z",
     "iopub.status.busy": "2022-07-20T09:24:22.343303Z",
     "iopub.status.idle": "2022-07-20T09:24:23.317727Z",
     "shell.execute_reply": "2022-07-20T09:24:23.316489Z"
    },
    "papermill": {
     "duration": 0.994544,
     "end_time": "2022-07-20T09:24:23.320091",
     "exception": false,
     "start_time": "2022-07-20T09:24:22.325547",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f29e0209310>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(df_track[\"year\"],discrete=True,aspect=2,height=5,kind=\"hist\").set(title=\"Number of song per year\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ee25231b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:23.356398Z",
     "iopub.status.busy": "2022-07-20T09:24:23.355671Z",
     "iopub.status.idle": "2022-07-20T09:24:33.979936Z",
     "shell.execute_reply": "2022-07-20T09:24:33.978739Z"
    },
    "papermill": {
     "duration": 10.645353,
     "end_time": "2022-07-20T09:24:33.982643",
     "exception": false,
     "start_time": "2022-07-20T09:24:23.337290",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_dr=df_track[\"duration\"]\n",
    "fig,ax=plt.subplots()\n",
    "fig=sns.barplot(x=df_track[\"year\"],y=total_dr,ax=ax,errwidth=False).set(title=\"Year vs Duration\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7b23a41d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:34.019647Z",
     "iopub.status.busy": "2022-07-20T09:24:34.019229Z",
     "iopub.status.idle": "2022-07-20T09:24:43.163194Z",
     "shell.execute_reply": "2022-07-20T09:24:43.161513Z"
    },
    "papermill": {
     "duration": 9.165901,
     "end_time": "2022-07-20T09:24:43.166194",
     "exception": false,
     "start_time": "2022-07-20T09:24:34.000293",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1880., 1900., 1920., 1940., 1960., 1980., 2000., 2020., 2040.]),\n",
       " [Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(style=\"whitegrid\")\n",
    "fig_dims=(10,5)\n",
    "fig,ax=plt.subplots(figsize=fig_dims)\n",
    "fig=sns.lineplot(x=df_track[\"year\"],y=total_dr,ax=ax).set(title=\"year vs duration\")\n",
    "plt.xticks(rotation=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "016d0224",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:43.206218Z",
     "iopub.status.busy": "2022-07-20T09:24:43.205399Z",
     "iopub.status.idle": "2022-07-20T09:24:44.640403Z",
     "shell.execute_reply": "2022-07-20T09:24:44.639118Z"
    },
    "papermill": {
     "duration": 1.457985,
     "end_time": "2022-07-20T09:24:44.643034",
     "exception": false,
     "start_time": "2022-07-20T09:24:43.185049",
     "status": "completed"
    },
    "tags": []
   },
   "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>genre</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>track_name</th>\n",
       "      <th>track_id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>danceability</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>energy</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>key</th>\n",
       "      <th>liveness</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>valence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Movie</td>\n",
       "      <td>Henri Salvador</td>\n",
       "      <td>C'est beau de faire un Show</td>\n",
       "      <td>0BRjO6ga9RKCKjfDqeFgWV</td>\n",
       "      <td>0</td>\n",
       "      <td>0.611</td>\n",
       "      <td>0.389</td>\n",
       "      <td>99373</td>\n",
       "      <td>0.910</td>\n",
       "      <td>0.000</td>\n",
       "      <td>C#</td>\n",
       "      <td>0.3460</td>\n",
       "      <td>-1.828</td>\n",
       "      <td>Major</td>\n",
       "      <td>0.0525</td>\n",
       "      <td>166.969</td>\n",
       "      <td>4/4</td>\n",
       "      <td>0.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Movie</td>\n",
       "      <td>Martin &amp; les fées</td>\n",
       "      <td>Perdu d'avance (par Gad Elmaleh)</td>\n",
       "      <td>0BjC1NfoEOOusryehmNudP</td>\n",
       "      <td>1</td>\n",
       "      <td>0.246</td>\n",
       "      <td>0.590</td>\n",
       "      <td>137373</td>\n",
       "      <td>0.737</td>\n",
       "      <td>0.000</td>\n",
       "      <td>F#</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>-5.559</td>\n",
       "      <td>Minor</td>\n",
       "      <td>0.0868</td>\n",
       "      <td>174.003</td>\n",
       "      <td>4/4</td>\n",
       "      <td>0.816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Movie</td>\n",
       "      <td>Joseph Williams</td>\n",
       "      <td>Don't Let Me Be Lonely Tonight</td>\n",
       "      <td>0CoSDzoNIKCRs124s9uTVy</td>\n",
       "      <td>3</td>\n",
       "      <td>0.952</td>\n",
       "      <td>0.663</td>\n",
       "      <td>170267</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.000</td>\n",
       "      <td>C</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>-13.879</td>\n",
       "      <td>Minor</td>\n",
       "      <td>0.0362</td>\n",
       "      <td>99.488</td>\n",
       "      <td>5/4</td>\n",
       "      <td>0.368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Movie</td>\n",
       "      <td>Henri Salvador</td>\n",
       "      <td>Dis-moi Monsieur Gordon Cooper</td>\n",
       "      <td>0Gc6TVm52BwZD07Ki6tIvf</td>\n",
       "      <td>0</td>\n",
       "      <td>0.703</td>\n",
       "      <td>0.240</td>\n",
       "      <td>152427</td>\n",
       "      <td>0.326</td>\n",
       "      <td>0.000</td>\n",
       "      <td>C#</td>\n",
       "      <td>0.0985</td>\n",
       "      <td>-12.178</td>\n",
       "      <td>Major</td>\n",
       "      <td>0.0395</td>\n",
       "      <td>171.758</td>\n",
       "      <td>4/4</td>\n",
       "      <td>0.227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Movie</td>\n",
       "      <td>Fabien Nataf</td>\n",
       "      <td>Ouverture</td>\n",
       "      <td>0IuslXpMROHdEPvSl1fTQK</td>\n",
       "      <td>4</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.331</td>\n",
       "      <td>82625</td>\n",
       "      <td>0.225</td>\n",
       "      <td>0.123</td>\n",
       "      <td>F</td>\n",
       "      <td>0.2020</td>\n",
       "      <td>-21.150</td>\n",
       "      <td>Major</td>\n",
       "      <td>0.0456</td>\n",
       "      <td>140.576</td>\n",
       "      <td>4/4</td>\n",
       "      <td>0.390</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   genre        artist_name                        track_name  \\\n",
       "0  Movie     Henri Salvador       C'est beau de faire un Show   \n",
       "1  Movie  Martin & les fées  Perdu d'avance (par Gad Elmaleh)   \n",
       "2  Movie    Joseph Williams    Don't Let Me Be Lonely Tonight   \n",
       "3  Movie     Henri Salvador    Dis-moi Monsieur Gordon Cooper   \n",
       "4  Movie       Fabien Nataf                         Ouverture   \n",
       "\n",
       "                 track_id  popularity  acousticness  danceability  \\\n",
       "0  0BRjO6ga9RKCKjfDqeFgWV           0         0.611         0.389   \n",
       "1  0BjC1NfoEOOusryehmNudP           1         0.246         0.590   \n",
       "2  0CoSDzoNIKCRs124s9uTVy           3         0.952         0.663   \n",
       "3  0Gc6TVm52BwZD07Ki6tIvf           0         0.703         0.240   \n",
       "4  0IuslXpMROHdEPvSl1fTQK           4         0.950         0.331   \n",
       "\n",
       "   duration_ms  energy  instrumentalness key  liveness  loudness   mode  \\\n",
       "0        99373   0.910             0.000  C#    0.3460    -1.828  Major   \n",
       "1       137373   0.737             0.000  F#    0.1510    -5.559  Minor   \n",
       "2       170267   0.131             0.000   C    0.1030   -13.879  Minor   \n",
       "3       152427   0.326             0.000  C#    0.0985   -12.178  Major   \n",
       "4        82625   0.225             0.123   F    0.2020   -21.150  Major   \n",
       "\n",
       "   speechiness    tempo time_signature  valence  \n",
       "0       0.0525  166.969            4/4    0.814  \n",
       "1       0.0868  174.003            4/4    0.816  \n",
       "2       0.0362   99.488            5/4    0.368  \n",
       "3       0.0395  171.758            4/4    0.227  \n",
       "4       0.0456  140.576            4/4    0.390  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"../input/ultimate-spotify-tracks-db/SpotifyFeatures.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "da4c9df1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:44.685628Z",
     "iopub.status.busy": "2022-07-20T09:24:44.684627Z",
     "iopub.status.idle": "2022-07-20T09:24:48.791434Z",
     "shell.execute_reply": "2022-07-20T09:24:48.790386Z"
    },
    "papermill": {
     "duration": 4.131614,
     "end_time": "2022-07-20T09:24:48.794601",
     "exception": false,
     "start_time": "2022-07-20T09:24:44.662987",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Geners')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Duration of song in diff geners\")\n",
    "sns.color_palette(\"rocket\",as_cmap=True)\n",
    "sns.barplot(y=df[\"genre\"],x=df[\"duration_ms\"],data=df)\n",
    "plt.xlabel(\"Duration in milli second\")\n",
    "plt.ylabel(\"Geners\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e918aa7b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-07-20T09:24:48.837072Z",
     "iopub.status.busy": "2022-07-20T09:24:48.836365Z",
     "iopub.status.idle": "2022-07-20T09:24:49.201143Z",
     "shell.execute_reply": "2022-07-20T09:24:49.200047Z"
    },
    "papermill": {
     "duration": 0.389155,
     "end_time": "2022-07-20T09:24:49.203491",
     "exception": false,
     "start_time": "2022-07-20T09:24:48.814336",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'top 10 genres by popularity')]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(style=\"darkgrid\")\n",
    "plt.figure(figsize=(10,5))\n",
    "famous=df.sort_values(\"popularity\",ascending=False).head(10)\n",
    "sns.barplot(y=\"genre\",x=\"popularity\",data=famous).set(title=\"top 10 genres by popularity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f54a715a",
   "metadata": {
    "papermill": {
     "duration": 0.020104,
     "end_time": "2022-07-20T09:24:49.243540",
     "exception": false,
     "start_time": "2022-07-20T09:24:49.223436",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.12"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 49.860583,
   "end_time": "2022-07-20T09:24:50.187926",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2022-07-20T09:24:00.327343",
   "version": "2.3.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}