02 - Processamento e tratamento dos dados.ipynb

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   "source": [
    "<center><h1 style=\"font-size:2em;color:#2467C0\"><h1 style=\"font-size:2em;color:#2467C0\">Processamento e tratamento dos dados</h1>"
   ]
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    "## Objetivo deste estudo: \n",
    "\n",
    "* O intuito deste notebook é apresentar de forma clara e sucinta o processamento e os tratamentos orientados aos dados, tratamentos esses que irão partir dos princípios:\n",
    "\n",
    "* Summary da base; \n",
    "\n",
    "* Saída de uma base CSV;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34250c41",
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   "source": [
    "## Importar bibliotecas\n",
    "<br> Começaremos importando as bibliotecas Python que usaremos nesta análise. Essas bibliotecas incluem:\n",
    "<ul>\n",
    "<li> <b> pandas </b> e <b> numpy </b> para ingestão e manipulação de dados. </li>\n",
    "<li> <b> missingno </b> grafico dos valores ausentes </li>\n",
    "<li> <b> pandas_profiling </b> para visualização de dados </li>\n",
    "<li> <b> preprocessing </b> para conversão de variáveis categoricas </li>\n",
    "</ul>"
   ]
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   "source": [
    "# Bibliotecas para criação e manipulação de DATAFRAMES e Algebra \n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "\n",
    "# Bibliotecas para geração de gráficos\n",
    "import missingno as msno\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Análise exploratória Pandas\n",
    "import pandas_profiling as pp\n",
    "\n",
    "# Bibliotecas para execução das transformações dos dados\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05340f87",
   "metadata": {},
   "source": [
    "* Carregando os dados .csv\n",
    "\n",
    "* Agora, precisaremos ler o conjunto de dados usando os comandos abaixo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6fde1edc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "O dataset tem 53257 linhas e 47 colunas\n"
     ]
    }
   ],
   "source": [
    "# Carregando os dados\n",
    "data=pd.read_csv('data_ptd.csv', sep=';')\n",
    "print ('O dataset tem %s linhas e %s colunas' % (data.shape[0], data.shape[1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8f73d92",
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   "source": [
    "Iniciaremos gerando overview simples dos dados.\n",
    "<br> <br>\n",
    "Vamos ver a tipagem dos dados, numero de amostras e colunas, usando um atributo do pandas.\n",
    "\n",
    "<h6>Overview da base"
   ]
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       "    id_contact regional  idade_cliente plan_type  Qnt_abandono  sum_recharge  \\\n",
       "0     22817382     BASE             46  CONTROLE           1.0          40.0   \n",
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       "..         ...      ...            ...       ...           ...           ...   \n",
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       "..                 ...            ...               ...            ...  ...   \n",
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       "96                 4.0            0.0               0.0            1.0  ...   \n",
       "97                 NaN            NaN               NaN            NaN  ...   \n",
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       "99                 NaN            NaN               NaN            NaN  ...   \n",
       "\n",
       "    prezao_mensal  prezao_quinzenal  prezao_semanal  recarga_sos  \\\n",
       "0             0.0               0.0             0.0          0.0   \n",
       "1             NaN               NaN             NaN          NaN   \n",
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       "\n",
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       "..                 ...         ...                ...                     ...   \n",
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       "\n",
       "    truecaller  venda  \n",
       "0          0.0      1  \n",
       "1          NaN      1  \n",
       "2          NaN      0  \n",
       "3          NaN      1  \n",
       "4          NaN      0  \n",
       "..         ...    ...  \n",
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       "96         0.0      1  \n",
       "97         NaN      0  \n",
       "98         NaN      1  \n",
       "99         NaN      0  \n",
       "\n",
       "[100 rows x 47 columns]"
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       "    <tr>\n",
       "      <th>53158</th>\n",
       "      <td>83389156</td>\n",
       "      <td>SP</td>\n",
       "      <td>-1</td>\n",
       "      <td>PRE PAGO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53159</th>\n",
       "      <td>83389157</td>\n",
       "      <td>NE</td>\n",
       "      <td>39</td>\n",
       "      <td>CONTROLE</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53160</th>\n",
       "      <td>23298263</td>\n",
       "      <td>CO</td>\n",
       "      <td>27</td>\n",
       "      <td>PRE PAGO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53161</th>\n",
       "      <td>12964046</td>\n",
       "      <td>RJES</td>\n",
       "      <td>47</td>\n",
       "      <td>CONTROLE</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53252</th>\n",
       "      <td>83389303</td>\n",
       "      <td>NO</td>\n",
       "      <td>-1</td>\n",
       "      <td>PRE PAGO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53253</th>\n",
       "      <td>22684358</td>\n",
       "      <td>SP</td>\n",
       "      <td>39</td>\n",
       "      <td>CONTROLE</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53254</th>\n",
       "      <td>78025060</td>\n",
       "      <td>SP</td>\n",
       "      <td>38</td>\n",
       "      <td>PRE PAGO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53255</th>\n",
       "      <td>5586375</td>\n",
       "      <td>SP</td>\n",
       "      <td>40</td>\n",
       "      <td>POS PAGO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53256</th>\n",
       "      <td>83389304</td>\n",
       "      <td>SP</td>\n",
       "      <td>-1</td>\n",
       "      <td>PRE PAGO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id_contact regional  idade_cliente plan_type  Qnt_abandono  \\\n",
       "53157    83389153       NO             36  CONTROLE           1.0   \n",
       "53158    83389156       SP             -1  PRE PAGO           1.0   \n",
       "53159    83389157       NE             39  CONTROLE           1.0   \n",
       "53160    23298263       CO             27  PRE PAGO           1.0   \n",
       "53161    12964046     RJES             47  CONTROLE           1.0   \n",
       "...           ...      ...            ...       ...           ...   \n",
       "53252    83389303       NO             -1  PRE PAGO           1.0   \n",
       "53253    22684358       SP             39  CONTROLE           1.0   \n",
       "53254    78025060       SP             38  PRE PAGO           1.0   \n",
       "53255     5586375       SP             40  POS PAGO           1.0   \n",
       "53256    83389304       SP             -1  PRE PAGO           1.0   \n",
       "\n",
       "       sum_recharge  recharge_frequency  rec_online_10  rec_online_35_b5  \\\n",
       "53157           NaN                 NaN            NaN               NaN   \n",
       "53158          40.0                 5.0            3.0               0.0   \n",
       "53159           NaN                 NaN            NaN               NaN   \n",
       "53160          85.0                 5.0            0.0               0.0   \n",
       "53161           NaN                 NaN            NaN               NaN   \n",
       "...             ...                 ...            ...               ...   \n",
       "53252           NaN                 NaN            NaN               NaN   \n",
       "53253          40.0                 3.0            0.0               0.0   \n",
       "53254         105.0                 3.0            0.0               3.0   \n",
       "53255           NaN                 NaN            NaN               NaN   \n",
       "53256          40.0                 3.0            2.0               0.0   \n",
       "\n",
       "       rec_online_15  ...  prezao_mensal  prezao_quinzenal  prezao_semanal  \\\n",
       "53157            NaN  ...            NaN               NaN             NaN   \n",
       "53158            0.0  ...            0.0               0.0             0.0   \n",
       "53159            NaN  ...            NaN               NaN             NaN   \n",
       "53160            3.0  ...            0.0               0.0             0.0   \n",
       "53161            NaN  ...            NaN               NaN             NaN   \n",
       "...              ...  ...            ...               ...             ...   \n",
       "53252            NaN  ...            NaN               NaN             NaN   \n",
       "53253            1.0  ...            0.0               0.0             0.0   \n",
       "53254            0.0  ...            3.0               0.0             0.0   \n",
       "53255            NaN  ...            NaN               NaN             NaN   \n",
       "53256            0.0  ...            0.0               0.0             0.0   \n",
       "\n",
       "       recarga_sos  servicos_operadora  sms_cobrar  sms_internacional  \\\n",
       "53157          NaN                 NaN         NaN                NaN   \n",
       "53158          0.0                 0.0         0.0                0.0   \n",
       "53159          NaN                 NaN         NaN                NaN   \n",
       "53160          0.0                 3.0         0.0                0.0   \n",
       "53161          NaN                 NaN         NaN                NaN   \n",
       "...            ...                 ...         ...                ...   \n",
       "53252          NaN                 NaN         NaN                NaN   \n",
       "53253          0.0                 0.0         0.0                0.0   \n",
       "53254          0.0                 0.0         0.0                0.0   \n",
       "53255          NaN                 NaN         NaN                NaN   \n",
       "53256          0.0                 1.0         0.0                0.0   \n",
       "\n",
       "       transf_entre_regionais  truecaller  venda  \n",
       "53157                     NaN         NaN      0  \n",
       "53158                     0.0         0.0      1  \n",
       "53159                     NaN         NaN      0  \n",
       "53160                     0.0         0.0      0  \n",
       "53161                     NaN         NaN      0  \n",
       "...                       ...         ...    ...  \n",
       "53252                     NaN         NaN      0  \n",
       "53253                     0.0         0.0      0  \n",
       "53254                     0.0         0.0      0  \n",
       "53255                     NaN         NaN      1  \n",
       "53256                     0.0         0.0      0  \n",
       "\n",
       "[100 rows x 47 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "343fc2a6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 53257 entries, 0 to 53256\n",
      "Data columns (total 47 columns):\n",
      " #   Column                  Non-Null Count  Dtype  \n",
      "---  ------                  --------------  -----  \n",
      " 0   id_contact              53257 non-null  int64  \n",
      " 1   regional                53257 non-null  object \n",
      " 2   idade_cliente           53257 non-null  int64  \n",
      " 3   plan_type               53257 non-null  object \n",
      " 4   Qnt_abandono            53257 non-null  float64\n",
      " 5   sum_recharge            17061 non-null  float64\n",
      " 6   recharge_frequency      17061 non-null  float64\n",
      " 7   rec_online_10           17061 non-null  float64\n",
      " 8   rec_online_35_b5        17061 non-null  float64\n",
      " 9   rec_online_15           17061 non-null  float64\n",
      " 10  sos_rec_5               17061 non-null  float64\n",
      " 11  rec_online_20_b2        17061 non-null  float64\n",
      " 12  chip_pre_rec_10         17061 non-null  float64\n",
      " 13  chip_pre_rec_20         17061 non-null  float64\n",
      " 14  rec_online_13           17061 non-null  float64\n",
      " 15  rec_online_50_b8        17061 non-null  float64\n",
      " 16  rec_online_30_b4        17061 non-null  float64\n",
      " 17  rec_online_40_b6        17061 non-null  float64\n",
      " 18  pct_rec_1190            17061 non-null  float64\n",
      " 19  pct_rec_690             17061 non-null  float64\n",
      " 20  rec_online_100_b18      17061 non-null  float64\n",
      " 21  pct_rec_sos_5           17061 non-null  float64\n",
      " 22  sos_rec_3               17061 non-null  float64\n",
      " 23  rec_online_8            17061 non-null  float64\n",
      " 24  sum_services            17500 non-null  float64\n",
      " 25  services_frequency      17500 non-null  float64\n",
      " 26  inter_avulsa            17500 non-null  float64\n",
      " 27  antivirus               17500 non-null  float64\n",
      " 28  app_educacao            17500 non-null  float64\n",
      " 29  app_emprego             17500 non-null  float64\n",
      " 30  app_saude               17500 non-null  float64\n",
      " 31  clube                   17500 non-null  float64\n",
      " 32  pre_mix_giga            17500 non-null  float64\n",
      " 33  entretenimento          17500 non-null  float64\n",
      " 34  games                   17500 non-null  float64\n",
      " 35  pct_internet_mensal     17500 non-null  float64\n",
      " 36  prezao_diario           17500 non-null  float64\n",
      " 37  prezao_mensal           17500 non-null  float64\n",
      " 38  prezao_quinzenal        17500 non-null  float64\n",
      " 39  prezao_semanal          17500 non-null  float64\n",
      " 40  recarga_sos             17500 non-null  float64\n",
      " 41  servicos_operadora      17500 non-null  float64\n",
      " 42  sms_cobrar              17500 non-null  float64\n",
      " 43  sms_internacional       17500 non-null  float64\n",
      " 44  transf_entre_regionais  17500 non-null  float64\n",
      " 45  truecaller              17500 non-null  float64\n",
      " 46  venda                   53257 non-null  int64  \n",
      "dtypes: float64(42), int64(3), object(2)\n",
      "memory usage: 19.1+ MB\n"
     ]
    }
   ],
   "source": [
    "# Informações do dataset\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95f8e48e",
   "metadata": {},
   "source": [
    "* É possivel observar nas informações, que temos 53.256 amostras, com um total de 47 colunas"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05bd942b",
   "metadata": {},
   "source": [
    "#### Resumo da base (Summary)\n",
    "* Vamos ver o que as colunas usando um atributo do pandas chamado \"columns\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "927be6c7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e45b2451465a461db9d5b9cdbc43e02c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Summarize dataset:   0%|          | 0/5 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fc59ed5a57d24fe6af221e9299c49e29",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generate report structure:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "55eba2e32c6a46a182a25211174d58f8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Render HTML:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a6cbf4861adf47ec84b98023242f18e7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Export report to file:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Relatório dataset\n",
    "pfr = pp.ProfileReport(data, minimal=True)\n",
    "pfr.to_file(output_file=\"descritiva.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5642b931",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id_contact', 'regional', 'idade_cliente', 'plan_type', 'Qnt_abandono',\n",
       "       'sum_recharge', 'recharge_frequency', 'rec_online_10',\n",
       "       'rec_online_35_b5', 'rec_online_15', 'sos_rec_5', 'rec_online_20_b2',\n",
       "       'chip_pre_rec_10', 'chip_pre_rec_20', 'rec_online_13',\n",
       "       'rec_online_50_b8', 'rec_online_30_b4', 'rec_online_40_b6',\n",
       "       'pct_rec_1190', 'pct_rec_690', 'rec_online_100_b18', 'pct_rec_sos_5',\n",
       "       'sos_rec_3', 'rec_online_8', 'sum_services', 'services_frequency',\n",
       "       'inter_avulsa', 'antivirus', 'app_educacao', 'app_emprego', 'app_saude',\n",
       "       'clube', 'pre_mix_giga', 'entretenimento', 'games',\n",
       "       'pct_internet_mensal', 'prezao_diario', 'prezao_mensal',\n",
       "       'prezao_quinzenal', 'prezao_semanal', 'recarga_sos',\n",
       "       'servicos_operadora', 'sms_cobrar', 'sms_internacional',\n",
       "       'transf_entre_regionais', 'truecaller', 'venda'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visualizando todas as colunas que compõe o dataframe\n",
    "data.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c2f6357",
   "metadata": {},
   "source": [
    "#### Filtrando dados ausentes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d267f60b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id_contact                    0\n",
       "regional                      0\n",
       "idade_cliente                 0\n",
       "plan_type                     0\n",
       "Qnt_abandono                  0\n",
       "sum_recharge              36196\n",
       "recharge_frequency        36196\n",
       "rec_online_10             36196\n",
       "rec_online_35_b5          36196\n",
       "rec_online_15             36196\n",
       "sos_rec_5                 36196\n",
       "rec_online_20_b2          36196\n",
       "chip_pre_rec_10           36196\n",
       "chip_pre_rec_20           36196\n",
       "rec_online_13             36196\n",
       "rec_online_50_b8          36196\n",
       "rec_online_30_b4          36196\n",
       "rec_online_40_b6          36196\n",
       "pct_rec_1190              36196\n",
       "pct_rec_690               36196\n",
       "rec_online_100_b18        36196\n",
       "pct_rec_sos_5             36196\n",
       "sos_rec_3                 36196\n",
       "rec_online_8              36196\n",
       "sum_services              35757\n",
       "services_frequency        35757\n",
       "inter_avulsa              35757\n",
       "antivirus                 35757\n",
       "app_educacao              35757\n",
       "app_emprego               35757\n",
       "app_saude                 35757\n",
       "clube                     35757\n",
       "pre_mix_giga              35757\n",
       "entretenimento            35757\n",
       "games                     35757\n",
       "pct_internet_mensal       35757\n",
       "prezao_diario             35757\n",
       "prezao_mensal             35757\n",
       "prezao_quinzenal          35757\n",
       "prezao_semanal            35757\n",
       "recarga_sos               35757\n",
       "servicos_operadora        35757\n",
       "sms_cobrar                35757\n",
       "sms_internacional         35757\n",
       "transf_entre_regionais    35757\n",
       "truecaller                35757\n",
       "venda                         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dados ausentes\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4050ffb",
   "metadata": {},
   "source": [
    "* Variáveis enriquecidas de recarga"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "77055bc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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W+6frGs95dEScGBH/iojbIuKKiPhxRGzR916bRcSnI+IvtWb9j4j4akSsN8G/e8kk/+4zh1i23rT5oPWbde/iWSgeBDwP+D3wC+Bp8/HazwHPAF4H/B3YF/hJRGyRmX9cyMspSZIkSZIkSeq2/YHfNf6+q/H7SsBFwBeBfwOrAQcBp0fE4zLzt/V5zwc2Bj4CnA88AHgzcGZEbJqZl/X9mz8B3tY376+N388CtuCePges0re8E4rMHPScRSoiZmTmnPr7y4DPAOtl5iUDXrcJ8EfgpZn5hTpvFiXYv2bmTotyuSVJkiRJkiRJ3RARWwOnAk/NzJ/Nx+uWB64CPp2Z+9V5983MK/uetw5wMXBkZr6lMf8S4P8y88Xzuby993t/Zr5u0PNb71qnV8RfADsBdwLfbLzXXcA3gG0jYsmFsHiSJEmSJEmSpNF1M3A7pdYMQH8Rv867FLiS0jp/YdgNCOCYYZ7ceiH/XtgYuDgzb+mbfz6wBKXLHkmSJEmSJEnS+PhqRNwdEVdHxNciYu3+J0TEjIiYXR/7WJ392aneNCI2pHTF8+cJHt6x9qV/e0Sc0ewffwq7A2dl5nlDPLcTfeQvqFWAayeYf03j8UHa7VdIkiRJkiRJkjSMGPD49cD7gdOBG4BHAm8Cfh0Rj8zM/zae+y1gl/r7f4HtM/NPk/7DpUv3oykt8j/X9/APKX3cXwysDrwa+F5E7JaZX5nk/bYAHgwcMGCd/mdxLuQHExfiB/2HSpIkSZIkSZJGSGb+AfhDY9bpEfFz4LeUAXAPazz2euDdwFrAvsCPIuIpmXnmJG//MWBL4BmZOU/j8l6/+j0R8T3gDOAoYMJCPrAHpSufrw2xasDi3bXONUzc6n7lxuOSJEmSJEmSpDGUmWcBFwD/r2/+3zPzd5l5LPB0Sqv8Iyd6j4g4Cng58NLMPGmIf/Nu4NvAmhGxxgTvtyTwPOD4zLxq2HVZnAv55wPrRcQyffM3Au4ALpr+RZIkSZIkSZIkdchkPbsAkJl3AOcwwZirEXEo8AbggMz88nz+m0zy7+5EaYw+1CC3PYtzIf8HwGzgub0Zta+iXYGTMvP2thZMkiRJkiRJktSuiNgMeAjwmymeswywGfC3vvn7U1rpH5qZH52Pf3MWpWb9j8y8YoKn7AFcDRw/7HtCR/rIj4jn1F8fXX8+PSKuBK7MzNMjYh1KkIdn5uEAmfnHiPgm8KGImE0ZTGAfYD3gRdO7BpIkSZIkSZKktkTEVyk14rOA6yiD3b4R+Bfw0fqcT1G6ZD8TuApYhzI47RrAbo33ej7wIeBE4JSI2LzxT93QGxg3Il4A7Az8GLiMMtjtvpQ69wsmWMbVgG2BT2bmnfOzfp0o5FP6DGr6RP15OrA15VaEmdzzDoKXAO+gXBlZCTgb2K72fSRJkiRJkiRJGg/nUYrn+wHLAFcAxwJvbfRF/xvgZZQ+75elFPl/A+yVmec23ms7Sk16uzo19WrWUC4crAa8lzKe6y3A7yg16p9MsIwvotTk56tbHYDInLR7oHEw1isvSZIkSZIkSYuJGPyU0bU495EvSZIkSZIkSdLIs5AvSZIkSZIkSVKHWciXJEmSJEmSJKnDLORLkiRJkiRJktRhFvIlSZIkSZIkSeowC/mSJEmSJEmSJHWYhXxJkiRJkiRJkjrMQr4kSZIkSZIkSR1mIV+SJEmSJEmSpA6zkC9JkiRJkiRJUodZyJckSZIkSZIkqcMs5EuSJEmSJEmS1GEW8iVJkiRJkiRJ6jAL+ZIkSZIkSZIkdZiFfEmSJEmSJEmSOsxCviRJkiRJkiRJHWYhX5IkSZIkSZKkDrOQL0mSJEmSJElSh1nIlyRJkiRJkiSpwyzkS5IkSZIkSZLUYRbyJUmSJEmSJEnqMAv5kiRJkiRJkiR1mIV8SZIkSZIkSZI6zEK+JEmSJEmSJEkdZiFfkiRJkiRJkqQOs5AvSZIkSZIkSVKHWciXJEmSJEmSJKnDLORLkiRJkiRJktRhFvIlSZIkSZIkSeowC/mSJEmSJEmSJHWYhXxJkiRJkiRJkjrMQr4kSZIkSZIkSR1mIV+SJEmSJEmSpA6zkC9JkiRJkiRJUodZyJckSZIkSZIkqcMs5EuSJEmSJEmS1GEW8iVJkiRJkiRJ6jAL+ZIkSZIkSZIkdZiFfEmSJEmSJEmSOsxCviRJkiRJkiRJHWYhX5IkSZIkSZKkDmu9kB8Ra0XEdyLi+oi4ISKOjYi1h3zt2hFxTET8IyJuiYgLIuLIiFh2US+3JEmSJEmSJKmbIuLEiMiIOLIx78kR8ZWI+FtE3Fp/fjIiVpvkPTaMiG9HxFX1+X+NiAP6njMjIt4YEZdExG0RcXZE7DLBe51Wl6d/OnCY9Zk1n+u/UEXEMsApwO3AHkACRwKnRsQjMvPmKV67LPAzYDbwZuAfwP8D3g48GNh10S69JEmSJEmSJKlrIuIFwCYTPPRKYDlKDfrvlDry24Ftaz36psZ7bEapXZ8GvAy4vj5/ub73PAI4GDgU+D3wfODbEbFDZv6477nnAK/om3fJUOuUmcM8b5GoVy8+ADw0My+q89YDLgRen5kfmOK1TwN+AmybmSc15r+LEtwKmXnLgEVob+UlSZIkSZIkScOKoZ4UsRLwF+Ag4GvAOzLzsPrYfTPzyr7nPwE4HdgrMz9f580AzgUuyMxnTfFvrQZcBrwrM9/amH8ycN/MfERj3mnArMx83DDr0a/trnV2As7oFfEBMvNi4JfAzgNeu0T9eUPf/Oso6zXUf6wkSZIkSZIkaWS8Bzg/M7/e/0B/Eb/6Xf35gMa8rYGNKI3Qp7ItpU79lb75XwEeXhutLxRtF/I3Bs6bYP75lKCm8jNKy/13R8RGEbFcRGwDHAAcPVW3PJIkSZIkSZKk0RIRjwN2B141Hy97Yv3558a8Xqv5pSLijIi4MyL+GxEfiYilG8/bmNJt/EXM6/z6s7/G/cg6VuydEXFOROw17EK2XchfBbh2gvnXACtP9cLMvI0S6AxKMDcCJwM/Al69cBdTkiRJkiRJktRVETEb+BTwvsz865CvWR74EKWI//3GQ/evP78JnAQ8ldLS/2WU7np6VgGuy3v2X39N4/GenwMHUnqpeQ6lkfpnI+KwYZa11cFuq4n6qR/YLU5ELEUJcjVgN8pgt48B3gLcBeyzEJdRkiRJkiRJktRdhwBLA+8Y5skRMQv4OqVLna0y867Gw70G8F/JzLfU30+LiJnAuyJio8z8E6WOPVR9u/E+PcdFxPeAQyPiQ82BdifSdov8a5n3qkTPykzcUr9pL0pfRdtn5lcy8+eZ+T7gtcArI2KiUYklSZIkSZIkSSMkItYGDgXeDCwZESvVQW9p/D2z8fwZwDHAU4BnZuY5fW95df350775J9Wfm9af1wArR0R/4X7lxuNT+TqwFPDwAc9rvZB/PqUfoX4bAX8a8NqHA9dm5t/65v+2/tzwXi6bJEmSJEmSJKn71qcUxL9CaSDemwAOrr83i+VHA7sCz8/Mkyd4v14f9/2t7XsF+zmN5y0JPLDveb2+8QfVuHvvN1Gr/nm0Xcj/AbB5RKzfmxER6wJb1cemcgXlaseD+uY/tv7818JaSEmSJEmSJElSZ/0ReNIEE5Ti/pOoA9JGxPspfd2/JDO/P8n7nUAZxHa7vvnb1p9n1p8nAncAL+p73ouB8zLz4gHL/ULgVuDcAc9rvY/8z1AGpj2uduqfwBHAZZSBCQCIiHWAvwGHZ+bhdfYXgdcAP46Id1D6yN+McvvE74FfTtM6SJIkSZIkSZJakpnXAaf1z6893lyamafVvw+h1JQ/D1wYEZs3nn5lr/eXzLw6Io4C3hwRNwCnUGrPbwGOycyL6vP+GxEfBN4YETcCZ1Fa+m8D7NxYjscDbwCOBS4BVgT2oAx8+4bMvHnQOrZayM/MmyNiG+CDwJcptxKcDBzY17l/ADNp3EGQmZfUoN8GHAnch3IB4NPAOzJzDpIkSZIkSZIkFU+vP19ap6ZjgD0bfx8O3Ai8itI9z7+B91IaojcdCtwEHADcD/gr8LzM/GHjOf+m1LYPp9Sx7wTOAV6YmV8fZsEjc2D3O6NsrFdekiRJkiRJkhYT/QPKjpW2+8iXJEmSJEmSJElTsJAvSZIkSZIkSVKHWciXJEmSJEmSJKnDLORLkiRJkiRJktRhFvIlSZIkSZIkSeowC/mSJEmSJEmSJHWYhXxJkiRJkiRJkjrMQr4kSZIkSZIkSR1mIV+SJEmSJEmSpA6zkC9JkiRJkiRJUodZyJckSZIkSZIkqcMs5EuSJEmSJEmS1GEW8iVJkiRJkiRJ6jAL+ZIkSZIkSZIkdZiFfEmSJEmSJEmSOsxCviRJkiRJkiRJHWYhX5IkSZIkSZKkDrOQL0mSJEmSJElSh1nIlyRJkiRJkiSpwyzkS5IkSZIkSZLUYRbyJUmSJEmSJEnqMAv5kiRJkiRJkiR1mIV8SZIkSZIkSZI6zEK+JEmSJEmSJEkdZiFfkiRJkiRJkqQOs5AvSZIkSZIkSVKHWciXJEmSJEmSJKnDLORLkiRJkiRJktRhFvIlSZIkSZIkSeowC/mSJEmSJEmSJHWYhXxJkiRJkiRJkjrMQr4kSZIkSZIkSR1mIV+SJEmSJEmSpA6zkC9JkiRJkiRJUodZyJckSZIkSZIkqcMs5EuSJEmSJEmS1GEW8iVJkiRJkiRJ6jAL+ZIkSZIkSZIkdZiFfEmSJEmSJEmSOsxCviRJkiRJkiRJHWYhX5IkSZIkSZKkDmu9kB8Ra0XEdyLi+oi4ISKOjYi15+P1G0bEtyPiqoi4NSL+GhEHLMplliRJkiRJkiR1R0RsGxGnRMQVEXF7RPwzIr4VERs1nrN8RLwvIk6rteiMiK0neb/1at36uoi4OSJOjYjNJnjeJfV9+qdnTrGsW0bEnPq8WcOsX6uF/IhYBjgF2ADYA9gNeDBwakQsO8TrNwN+AywJvAzYHng/MHNRLbMkSZIkSZIkqXNWAX4PvBp4GvBGYGPgjIhYpz5nVeClwF3ATyd7o4hYFfg/4GHAK4Dn14dOjYgNJ3jJT4At+qbTJ3nv2cCngP/Mx7oxVLV/EdobWB94aGZeBBAR5wAXUgL6wGQvjIgZwDHAyZn5rMZDpy66xZUkSZIkSZIkdU1mfh34enNeRPwW+AvwHEoD8Eszc5X62FOAZ0/ydvsAqwNPbNStTwH+DrwdeF7f86/KzDOGXNTXAQF8HnjTkK9pvWudnYAzemEAZObFwC+BnQe8dmtgI6Yo9kuSJEmSJEmSxtbV9eedAJmZQ75uc+DCvrr1zcAvgB2G7Q6nX0Q8EDgUeFVvmYbVdiF/Y+C8CeafTynST+Vx9edSEXFGRNwZEf+NiI9ExNILdSklSZIkSZIkSZ0XETMjYomIeDClC5srgG/M59vcDdwxwfzbgaWBB/bN3zEibql9858xRf/4nwS+k5k/n8/lab2Qvwpw7QTzrwFWHvDa+9ef3wROAp4KvIfSV/7XFtYCSpIkSZIkSZIWG7+hFNwvAB4BbJOZ/53P9/gr8ODaVz7wv67eH1P/XKXx3B8C+wHbAi8CbgO+FxEvbr5h/XszStc6863tPvIBJrqdIYZ4Xe8ixFcy8y3199MiYibwrojYKDP/tFCWUJIkSZIkSZK0ONgNWIEyNuvBwE8j4nGZecl8vMfRwP7AlyJif+AWSpc469XH5/SemJn7NV8YEd8DzgCOAr5S561C6aP/TQtwUQFov0X+tcx79aJnZSZuqd/U69+of3Thk+rPTRd8sSRJkiRJkiRJi5vM/HNm/qYOfvtkYDngDfP5Hn+ntK5/NHARcDmwBfDB+pR/T/Hau4FvA2tGxBp19pHAf4BvRcRKEbESsFR9bMWIWHbQMrVdyD+f0k9+v42AQa3pz68/+1v091rzz0GSJEmSJEmSNJYy8zpKIf5BC/Da7wIPoNSqH5SZj6ZcFLgsM/8x4OW9GnWvdr0R8HBK4/Rr63RIfewq4KuDlqftrnV+ALwvItavVzmIiHWBrRh8leQESl9H2wE/aszftv48c+EuqiRJkiRJkiRpcRERqwMbMEShfCK1df2f63vdH9gVeO+Af3MW8FzgH5l5RZ19ILBS31P3BPYAnkJprT+ltgv5nwFeDRwXEYdRrlAcAVxGGVEYgIhYB/gbcHhmHg6QmVdHxFHAmyPiBuAUymABbwGOycyLpnVNJEmSJEmSJEmtqH3TnwWcA9wAPAQ4CLiL0j9973lPB5altJAHeGJE3Ae4OTNPqM+ZDbwHOL2+18bAGym9xDTf6wXAzsCPKTXt1YF9KV3yvKD3vMz84wTLu3X99fTMvGvQ+rVayM/MmyNiG0rfQl+m3HJwMnBgZt7UeGoAM7lnV0CHAzcCr6IMXPBvyhWRIxbxokuSJEmSJEmSuuMM4HnAa4ElKIX104Cj+ga6/SSwTuPvt9WflwLr1t8TeDDwQkpL+n8CnwfemZl3NF57MbAapSa9CmVQ3N8B22XmTxbGSvVEZn8X82NlrFdekiRJkiRJkhYTMfgpo6vtwW4lSZIkSZIkSdIULORLkiRJkiRJktRhFvIlSZIkSZIkSeowC/mSJEmSJEmSJHWYhXxJkiRJkiRJkjrMQr4kSZIkSZIkSR1mIV+SJEmSJEmSpA6zkC9JkiRJkiRJUodZyJckSZIkSZIkqcMs5EuSJEmSJEmS1GEW8iVJkiRJkiRJ6jAL+ZIkSZIkSZIkdZiFfEmSJEmSJEmSOsxCviRJkiRJkiRJHWYhX5IkSZIkSZKkDrOQL0mSJEmSJElSh1nIlyRJkiRJkiSpwyzkS5IkSZIkSZLUYRbyJUmSJEmSJEnqMAv5kiRJkiRJkiR1mIV8SZIkSZIkSZI6zEK+JEmSJEmSJEkdZiFfkiRJkiRJkqQOs5AvSZIkSZIkSVKHWciXJEmSJEmSJKnDLORLkiRJkiRJktRhFvIlSZIkSZIkSeowC/mSJEmSJEmSJHWYhXxJkiRJkiRJkjrMQr4kSZIkSZIkSR1mIV+SJEmSJEmSpA6zkC9JkiRJkiRJUodZyJckSZIkSZIkqcMs5EuSJEmSJEmS1GEW8iVJkiRJkiRJ6jAL+ZIkSZIkSZIkdZiFfEmSJEmSJEmSOsxCviRJkiRJkiRJHWYhX5IkSZIkSZKkDrOQL0mSJEmSJElSh1nIlyRJkiRJkiSpwyzkS5IkSZIkSZLUYa0X8iNirYj4TkRcHxE3RMSxEbH2ArzPGyMiI+L/FsVySpIkSZIkSZK6KSKeExHfjYhLI+LWiPhrRBwVEcs3nrN8RLwvIk6rteiMiK0neK91IuK4xntdVV/z9AmeO6PWpi+JiNsi4uyI2KXvOWvUZTmz1sGvjIiTI+IJw65fq4X8iFgGOAXYANgD2A14MHBqRCw7H++zPnAo8N9FsZySJEmSJEmSpE47GLgbeBOwHfBJYB/gpxHRq4OvCrwUuAv46RTvtRxwFXAYsD2wF3AT8OOIeHbfc48A3gZ8DHg6cAbw7YjYvvGcRwO7AscBzwH2BG4DTouIHYZZucjMYZ63SETEAcAHgIdm5kV13nrAhcDrM/MDQ77PT4BLgIcCszLzcUMuQnsrL0mSJEmSJEkaVkz5YMR9M/PKvnm7A8cAT87MUyIishbEI+IplGL+kzLztIH/eMQs4GLgj5m5Y523GnAZ8K7MfGvjuScD983MR9S/VwJuysy7+t7vfOA/mTmwZX7bXevsBJzRK+IDZObFwC+BnYd5g4h4IfAo4I2LZAklSZIkSZIkSZ3WX8Svfld/PqA+Z4Ebdtci/PXAnY3Z2wJLAF/pe/pXgIfXRutk5nXNIn7j/f7YW7ZB2i7kbwycN8H884GNBr04IlYGPkhpvX/NQl42SZIkSZIkSdLi64n1558X5MW1//tZEXG/iHgz8BDg442nbAzcDlzU99Lz689Ja9wRsQSwxbDLNmvopV40VgGunWD+NcDKQ7z+vcAFwBcX4jJJkiRJkiRJkhZjEfEA4HDgZ5l55gK+zXuA19bfbwKen5knNx5fBbhugpb+1zQen8zbgDWBFw2zIG23yIeJ+6mfsr8jgIh4PLA7sM+9uSVCkiRJkiRJkjQ6ImI5ysCydwEvuRdv9SHg/wE7AicAX+sbnDZYgPp27S7+DcARmfmLYRak7Rb51zLxVYmVmbilftOngM8B/6yDBUBZn5n171sz8/aFtJySJEmSJEmSpI6LiKWAHwDrA0/MzH8u6HvV1/Ze/6OIOA14H/CjOu8aYOXmILrVyo3H+5dvR0oPM59rDpA7SNst8s+n9CPUbyPgTwNeuyHwSkrBvzdtBWxef99n4S2mJEmSJEmSJKnLImI28F3gMcD2mXnuQv4nzgQe1Pj7fGBJ4IF9z+v1jT9PjTsingx8G/ge8Ir5+YfbLuT/ANg8ItbvzYiIdSkF+R8MeO2TJpjOpgye+yTgO4tgeSVJkiRJkiRJHRMRM4CvAk8Gds7MMxbB+z8O+Ftj9onAHdyzn/sXA+dl5sWN129B6e7nZODFmTlnfv79trvW+QzwauC4iDiM0p/QEcBllK5zAIiIdSgBHZ6ZhwNk5mn9bxYR1wGzJnpMkiRJkiRJkjSyPg48F3gHcHNEbN547J+9LnYi4unAssDD62NPjIj7ADdn5gn1OW+jdAn/S+AK4H7AXpSW/i/svWlm/jciPgi8MSJuBM4CdgW2AXbuPS8iNgCOB64C3gs8OmJuN/rDXHRotZCfmTdHxDbAB4EvUwYBOBk4MDNvajw1gJm0fweBJEmSJEmSJKl7nl5/HlqnprcDb6u/fxJYp/FYb/6lwLr197OAA4HnAytSivlnA4/PzF/2vfehwE3AAZSC/1+B52XmDxvP2ZzSb/7KwKkTLPuUg+MCxLx98I+dsV55SZIkSZIkSVpMDCx2jzJbuEuSJEmSJEmS1GEW8iVJkiRJkiRJ6jAL+ZIkSZIkSZIkdZiFfEmSJEmSJEmSOsxCviRJkiRJkiRJHWYhX5IkSZIkSZKkDrOQL0mSJEmSJElSh1nIlyRJkiRJkiSpwyzkS5IkSZIkSZLUYRbyJUmSJEmSJEnqMAv5kiRJkiRJkiR1mIV8SZIkSZIkSZI6zEK+JEmSJEmSJEkdZiFfkiRJkiRJkqQOm9X2AoyCV73qVW0vwj184hOfaHsR5mFGw+laTmY0HHMazIyG07WczGg45jSYGQ2nazmZ0XDMaTAzGk7XcjKj4ZjTYGY0nK7lZEbD6VpOZjTabJEvSZIkSZIkSVKHWciXJEmSJEmSJKnDLORLkiRJkiRJktRhFvIlSZIkSZIkSeowC/mSJEmSJEmSJHWYhXxJkiRJkiRJkjrMQr4kSZIkSZIkSR1mIV+SJEmSJEmSpA6zkC9JkiRJkiRJUodZyJckSZIkSZIkqcMs5EuSJEmSJEmS1GEW8iVJkiRJkiRJ6jAL+ZIkSZIkSZIkdZiFfEmSJEmSJEmSOsxCviRJkiRJkiRJHWYhX5IkSZIkSZKkDrOQL0mSJEmSJElSh1nIlyRJkiRJkiSpwyzkS5IkSZIkSZLUYRbyJUmSJEmSJEnqMAv5kiRJkiRJkiR1mIV8SZIkSZIkSZI6zEK+JEmSJEmSJEkdZiFfkiRJkiRJkqQOs5AvSZIkSZIkSVKHWciXJEmSJEmSJKnDWi/kR8RaEfGdiLg+Im6IiGMjYu0hXrdZRHw6Iv4SEbdExD8i4qsRsd50LLckSZIkSZIkqRsiYs2I+GhE/LrWizMi1p3geStHxGcj4qqIuDkifhYRD5/kPTeMiG/X594aEX+NiAP6nnNJ/bf6p2f2PW+PiPhuRFxaH//i/Kxfq4X8iFgGOAXYANgD2A14MHBqRCw74OXPBzYGPgI8HXgD8CjgzIhYa5EttCRJkiRJkiSpax4EPA+4FvjFRE+IiAB+AGwH7AfsAsym1KPX7HvuZsBvgCWBlwHbA+8HZk7w1j8BtuibTu97zouBBwI/BW6Y35WbNb8vWMj2BtYHHpqZFwFExDnAhcArgA9M8dp3Z+aVzRkR8Uvg4vq+b1kkSyxJkiRJkiRJ6pqfZ+bqABHxMuBpEzxnJ+BxwDaZeWp97q8pNeXXA/vXeTOAY4CTM/NZjdefOsm/fVVmnjFg+bbNzDn1/bcbbpXmartrnZ2AM3pFfIDMvBj4JbDzVC/sL+LXeZcCVwIPWMjLKUmSJEmSJEnqqF6RfICdgMt7Rfz6uuuBHzJvPXprYCOmbmi+KJZvUm0X8jcGzptg/vmUoOZLRGwIrAb8+V4ulyRJkiRJkiRptExVj147Iparfz+u/lwqIs6IiDsj4r8R8ZGIWHqC1+9Y++W/vT7/mQt7wdsu5K9C6bOo3zXAyvPzRhExCzia0iL/c/d+0SRJkiRJkiRJI2SqejTMrUnfv/78JnAS8FTgPZS+8r/W99ofUvrb3xZ4EXAb8L2IePHCW+z2+8gHyAnmxQK8z8eALYFnZOZE/xmSJEmSJEmSpPEVDFeP7jWA/0pm9sZiPS0iZgLvioiNMvNPAJm53zxvFPE94AzgKOArC2vB226Rfy3lKki/lZn4ysiEIuIo4OXASzPzpIW0bJIkSZIkSZKk0XENk9ejYW5N+ur686d9z+vVnjed7B/IzLuBbwNrRsQaC7aY99R2If98Sr9E/TYC/jTMG0TEocAbgAMy88sLcdkkSZIkSZIkSaNjqnr0PzLzpsbz4J6t93st9wcNXNt73kSt/xdI24X8HwCbR8T6vRkRsS6wVX1sShGxP3AkcGhmfnRRLaQkSZIkSZIkabH3A+ABEfHE3oyIWAHYkXnr0ScAtwPb9b1+2/rzzMn+gTqW63MpFwauWBgLDe33kf8Z4NXAcRFxGOUKxRHAZcCnek+KiHWAvwGHZ+bhdd7zgQ8BJwKnRMTmjfe9oddHkSRJkiRJkiRp9EXEc+qvj64/nx4RVwJXZubplGL9r4GvRMTrKF3pvJHSgv49vffJzKtrd+5vjogbgFOAzYC3AMdk5kX133sBsDPwY0pNe3Vg3/rvv6Bv2TaitPwHWBpYp7G8p2fmlVOtW6uF/My8OSK2AT4IfJkS2MnAgY3bGKjzZzLvHQTb1fnbcc8rI6cDWy+ixZYkSZIkSZIkdc+3+/7+RP15OrB1Zs6JiB2A99XHlqIU9p+UmZf1vfZw4EbgVcDBwL+B91IaovdcDKxW568C3AL8DtguM3/S937PA97a+Htr5tawnwScNtWKtd0in8z8B7DLgOdcQt/IwZm5J7DnolouSZIkSZIkSdLiIzNjiOdcA7y0TlM9L4EP1Gmy55wBbDPksr0NeNswz51I233kS5IkSZIkSZKkKVjIlyRJkiRJkiSpwyzkS5IkSZIkSZLUYRbyJUmSJEmSJEnqMAv5kiRJkiRJkiR1mIV8SZIkSZIkSZI6zEK+JEmSJEmSJEkdZiFfkiRJkiRJkqQOs5AvSZIkSZIkSVKHWciXJEmSJEmSJKnDLORLkiRJkiRJktRhFvIlSZIkSZIkSeowC/mSJEmSJEmSJHWYhXxJkiRJkiRJkjrMQr4kSZIkSZIkSR1mIV+SJEmSJEmSpA6zkC9JkiRJkiRJUodZyJckSZIkSZIkqcMs5EuSJEmSJEmS1GEW8iVJkiRJkiRJ6jAL+ZIkSZIkSZIkdZiFfEmSJEmSJEmSOsxCviRJkiRJkiRJHWYhX5IkSZIkSZKkDrOQL0mSJEmSJElSh1nIlyRJkiRJkiSpwyzkS5IkSZIkSZLUYRbyJUmSJEmSJEnqMAv5kiRJkiRJkiR1mIV8SZIkSZIkSZI6zEK+JEmSJEmSJEkdZiFfkiRJkiRJkqQOs5AvSZIkSZIkSVKHWciXJEmSJEmSJKnDLORLkiRJkiRJktRhFvIlSZIkSZIkSeowC/mSJEmSJEmSJHWYhXxJkiRJkiRJkjrMQr4kSZIkSZIkSR1mIV+SJEmSJEmSpA6zkC9JkiRJkiRJUoe1XsiPiLUi4jsRcX1E3BARx0bE2kO+dqmIeG9E/Dsibo2IX0fEExb1MkuSJEmSJEmSuuXe1Jq7rtVCfkQsA5wCbADsAewGPBg4NSKWHeItPgfsDbwF2AH4N/CTiNh0kSywJEmSJEmSJKlzFkKtudNmtfzv7w2sDzw0My8CiIhzgAuBVwAfmOyFEbEJ8ELgpZn5hTrvdOB84HBgp0W76JIkSZIkSZKkjljgWvPioO2udXYCzugFC5CZFwO/BHYe4rV3At9svPYu4BvAthGx5MJfXEmSJEmSJElSB92bWnPntV3I3xg4b4L55wMbDfHaizPzlgleuwTwoHu/eJIkSZIkSZKkxcC9qTV3XtuF/FWAayeYfw2w8r14be9xSZIkSZIkSdLouze15s6LzGzvH4+4A3h/Zr6xb/47gEMyc9I+/CPip8BymblF3/ynAicBT8jMXyyCxZYkSZIkSZIkdci9qTUvDtpukX8tE7ecX5mJr540XTPFa3uPS5IkSZIkSZJG372pNXde24X88yl9F/XbCPjTEK9dLyKWmeC1dwAX3fMlkiRJkiRJkqQRdG9qzZ3XdiH/B8DmEbF+b0ZErAtsVR8b9NrZwHMbr50F7AqclJm3L/SllSRJkiRJkiR10b2pNXde233kLwucDdwKHAYkcASwPPCIzLypPm8d4G/A4Zl5eOP13wC2BV4HXAzsA+wAbJmZZ03jqkiSJEmSJEmSWjJsrXlx1WqL/My8GdgGuAD4MvBVSkF+m75gA5jJPZf3JcAXgCOB44G1gO0s4kuSJEmSJEnS+JiPWvNiqdUW+ZIkSZIkSZIkaWpt95EvSZIkSZIkSZKmYCFfkiRJkiRJkqQOs5AvabEXEVF/uk8boJeVpEXL/dFwzEkLm99zkrrAfZEWpoiY2fYySOoGT57Uqv4DHE/oJ+eX95QeB5CZc9pekK6KiI0A0oFRJhURu0XExm0vh0aD+6PhmNPwPEaaXFRQvufM6p4iYrW2l6HrIuIpEfHwtpdjceBnbDCPuYfnRY/JRcRuAJl5d9vL0mXNfZLbk0bdrLYXYNREREz2pR0RMzxhnVcvq4jYDjgzM69qeZE6IyIeCawI3JqZv/HLe2IR8QVgl4h4aGb+u+3l6aKIOAZYJiL2zszr2l6eLqoZPQPYsu1l6bJa4LgPsDRwSmbe1vIidU5EvBh4MLAK8APKd9u17S5V95jTYBGxGXA/YHngG5k5x2PJe4qIlwObA/eNiF8D76pZTXpMPm4i4h3AgyLiiMw8r+3l6aKI+BCwA/CRiLjM46WB/GxNIiJ2BdYDVgK+D5yfmTe2uUxdFBH3B5aknOte4ffbPUXEZ4GdIuI3mXlB28vTRfVCx2OAdSLi/zLzPX7331NEPA1Yk7Jf+nRm3tTuEuneCLfxhad5whARTwI2A+4P/Bn4ambe7EnFPUXEesDvgY9l5lvMCCLiI8DTgXWAm4DLgNcDv/JAcK56cPNMYNfMPLnlxemkiPg08ALgWZn5s7aXp4vqdvQsynZkRpOIiHdR9ksPBZYATgQOzcw/tLpgHRIRRwM7A1cAs4GNKEXqT2XmCW0uW5eY02AR8V5KUXE9YCblOGmLcT8+6hcRHwOeA5xJOWZ6APDlzDyg1QXrkIh4PHA6cCvwNeD9mfmXdpeqWyLiA8ALgQOAX2bmP/seH/tzk56IeBXwCMrn7Tjg/3oXh8zpf99vOwHXUY6V1qd87j6dmT9vcdE6JSLeCmwPbABcA+yVmae4Dc0VEZ+hfL/tkpmn9D1mTvzvGOBZwEXAqpTjyaMy89BWF6xjGheqV6zTOcAOmXlFm8ulBectcQtRo4j/EuBHwC7Ac4HDgTMjYkN3uBP6J3Ae8ETwNsSIOIxyMvEmSpcx+wI3AN8B9vXW6CIiPkn5jD2HcoI62fPG9ta6WqDehXKAc8okzxnbfAAi4hOUguKzgZ/Xeb0xF5ZtcdE6JSLeD7wU+ADlQPD5wFaUC4wCIuIFlP3RiyjfZ48A9qRc1H93bYE+9sxpsHoxf3fgvcA2wGspdy+8qvGcsd53A0TEaykFsxcDz8zMhwM/BraIiCUbzxv3850/Ar+u017AmyLioa0uUYdExMOAJwMHAt/PzH9GxKyIWCkiVoL/ddfkZ64ce7+FuRcYPwocExH7gDlFxB6U77cXU87hNgZeAzwVeH9E7Nzi4nVG/Y57FXAs8G7gYuD7EbHuuNcBeiLiU5Tzt12Y4DzXnCAi3k35vL0S2JbymfsysE1ELNXmsnVJRLyT0qjvdZTvuqcBawEHNZ4z7sdJix271lnIIuKJlBOvw4Cv19vEtqcU9t8SEXtm5u2tLmSHRMTMzLwzIt4GHB8RL8rMr7a9XG2phcMtgM9k5rfr7N9GxLHA54B3AktGxMcy8+q2lrNtEfF24BWUC2W/yMy7a3Z7UFoL3wT8Ejihd1Ixbgc89Uv7pcDWvRZA9aBmW8ptdXcCX8nMW9pbynZFxP6Ug793Z+bpdd6KlCLHJpTuiH4NvDMzr29xUVsVEbtQWuK/Evhe46L16sB7I+LRmfn7NpexI9YBLqW05ry97ne+FBGXA+8CDo2I2xv79nFlTlOIiIMorRRfDhyfmXdFxJ8oLYX/9z02bt9p/SJiCcqFoJ9Rvu97J6EnU24bX6t203DBOHezU0/OE5hDuRD7VcrxZEbEUbbMB8o+aS3gD3WftDzwGerdZxFxHvCqzLx6XLcjgHo+uwulsdEvalbbAG8D3hoR983Mw8f1uLtaD/gr5S6FO+q8D0XEpcDbgcMj4o5xvvMsIp5LaRCyJ3Bi3V5+A3wbWKHNZeuKiHg1sDfwwl5L/HqeezCwIbAc8A3g1Mz8V2sL2qIo3Vc9k1KMPiEz7wJuq/vr+wCrR8SKmXlOi4vZuojYgPJ5O5RyoTojYmngXEpDUWDueFVjvO9e7HjlZeF7DPAPSrGjd6vKfsCFwPvqQc8MsDUVlEFbag5/q9OTYayvCt4FrE25NQz439gKt2fmi4EvUXbEz4yqpeVsTT15v4qS1fZlViwP/IZyF8OzKZ+5LwDvGccvpFqM3pJyq+rT6ryZwK+ATwIfAo4Gzo7SDdi47o/+Qmmp+KyI2KHO+y2ldcfs+vfBwLERsRaMX0714s8TKN9rv+77LJ1FuW3cE69iKUpBqLeNzACo3TUdDNwNHFAvEo0zc5pE42L+zyhjUNwFkKWv7ouBrSLipxHxzXBg7mWARwJk5q2NotlTKP3l/wH4ZUT8PiLWrCevY3dsmZlzsvSDeyrwssz8AuU4cjfKRevVImK7iHh0qwvarpnA1cAF9XjyHModMKfU359K2ZYeMK7bUbUacAtwVu98thYZXwWcBhwYEa+Hsb7QuAKwTm9/FBGzADLze5TP3dLAa2pxbVw9FLgNOKexnfyZ0jXKlhFxSESMbYvqus1cTWnw8NqIWLpmcRblTo8NKMdQXwDeERHrtLaw7foPcy+a3dWYv2mdzgV+HhE/itKN87haEXgQcH3v85aZt1Ia9D0tIs6KiBMjYpeIWG6M992LnXE9EFnoGsWdzQEy85I6/8fAw4DnZebva9HsiNoSfSw/KBHxvIg4LEqfnWRxKXAM8MKIeFiO90A3/wAeFhH3qX9nLcKSmXsCJ1Badaw6jttQPTj+DLA/5YDmi5QuUa6itBTagHIr628pLfT3bmVBW1Rbj+9OyWX3iHgf5QDwBkorz/WB51EK/Z+PiPuN4+3QmXkS5ZbnG4EPR8RllGLZTpn5ZMrdC88BHg0cWV8zVp+5LIPZng0ck/ccTPpPlJOxNSZ67bhtT5TC4Sxgz4iYXS9U94rUpwFvpBwjbA9jmU+POU0iM2+m3Pp8dDbGw4mIjwNPolw4u47SaOSEXjFonDLqqRc3vge8OCL2iYgnROmbekfgCEqXO2+htMz7YT3uHudjy4uBTWvjhqOAQyjHUN+ldEf0yDYXrmV/Bx5IuYvxSZRxqZ6Zma/NzBdQjiWXpfRzzhhvR0G5c2GZxt9k6R//7ZRjzldExI7tLF4n/A5YNiJ2r/ucuxrfbz+kdLf7ZEqXaePacG1NyiD3zTuCDwUeRTkm34tyMfttUbu2Gie1KH0s5S68+wFnUBpiXUo5z90ySzdyH6ZckH0BjN+2VI8XX5qZl/XmReku9dmUBmt7Ur7nNgc+OP1L2Bm3Umq+m0XE+hGxRJSurbahNGg7kXKR9nOUrpzGbltabGWm0wJM1IGCJ5j/OuByYBPKwG2XAZvWx1YEjqJcQV217XVoIyvKyfungOuBKyn9mD2L0hrm/pS+8t9fnzdhxqM+UXasdwKHNTMEZtTfN6JchT6q7WVtOaclgX1qVr8D1u97fHXKXR7Htr2sLWTT21bWpgxEdivwE2DdxmO9bgluBz7c9jK3kFFzv7QNpWX+z4FN+p63bN1n/Rd4UNvL3aWp7revB/btm79m28vWYia/oLQq27wxb0Zve6OceF0MrNL2sppT96be/rlv3g6UC2a7ALPrvM0o4wt9s+1lbjmvLSmF6DmUFud3UYqus+rjs4FX1/k7tr28LWe1KqXV65aNed+o2fwBeFTby9hSLlGPh75Dad35c+CHzc9iffytlPOWDdpe5unOp/H7IynntR8CVqjzmjltVh//Yv9rx2Wq5ybnUBpAbNqYP7Px+zGUhhDLtr28LWW0aT2m/i1ljIVvU4r6u1LO3VamNJ65i9KwpvVlbimnJShjeP21nqNsPMFzjgfOH8fPWl3/5v7p/sDXKRfxe8cAS1DGGLoFeGzby9tWPsAbKHe7/gv4P0rtZJfefqnut34LnNH2MjsNP3m1ZQFl79MR8fSIeGXjoXMpH4afUg54ts7MP0bEbEo/XrsBP8sx6d+82a1JbTl2n8x8BeXq6CGUVmUfo5xEbE3ZyTyecmA4Ni2Ee+tZf/6aUsQ4PCJeAf/b3nq3Q/2JUqAey9vEelllGWviGMoV9y9Q7mSg9jg0IzP/Q8ly03pb4thsS1n6A56Rmf+gdDP0bUpLsksbj92RpV/4vzNJi+pR1ty/ZLk1fD/gm5QD4uZ2djNl25pNKaaNlck+N/UuoSUpB4N39Z4bES8EvhIRG03fUk6/iFil/ux1lTezPtQbqPXjEbFp/azNYe4dkJdQchuX/dGGEfHkiNg2IppdMJlTn96+e4KH/gA8IjO/m5l3AmTmmZSi7BqNbW9sNPbPv6JsS2tTWnJeTukz+K7aGvZOyvHSHcC1bS1v22pet1A+U5vWeXtQ7sw7hdL46OBR329PJIs7KMdIS1HOS26ox0oz63Z0B6WQthxzu90bC71zuPr7Hyjby0uAnSNiqd4xZd2Hn0lpsPa8GINBSyNiy4jYsU7Lw//OTV5IKUh/KCI2qPv2u6N2s0MpzC7L+I5V+GfKfvsmSldDD6c04vtOZv4nM6+lnAdfQclyXO86u4PSCOt1wPso2w0wzzHnBZTW1GPZxWXf/ulyYO/M/EHO7ZbwDsrd6HdR7twfK718MvNdlK52D6I0pPkNcFLdL82o+61fABtExKqTvqE6xUL+fGp+kUTEMpQi9P4RsRdAZp5IuaX3PpSd67oRsTnweuATwMdzTAZz7SvivxD4PuU2uftm5p8z8/OU2+j2omTVuwV6M0pLa0b5ILDeCr5bL6e6I80s/ZZ9mtJS6pMRcQDMc/FoFuXg5pr698gf3DTXse9L+xbKQNKfqifuvQzn1ELb/Sh95906/Us9fSbYlvqL+QcC32g+Vl+3OuXg5oL698hvS019xfxfAJ9sbkcA9eTsQcDvmfc24JE12eetPtYsGt5NKZAtWf/elTKOx8/rBceRFBHvAn4UEQ/KuYNo3g2QpZu4PSitX48Bnh4Ry+Tc8WCWpLSknjnqn7eIeDelleuPKV2gnFH3OeZUTbTv7n9OZv4rMy/oe13vROv/GpmNtCmOA27NzH9SirD3odx5Rs2lV7j+G6U19UibbDtoHFv+EHhAROxJaQBxeGY+jdJa7/mULi9G2hQZHUsZbDuBF0TEXpl5d6MAuzHlLqIbJnr9qImInSNi/4g4NCIe1ShU70FpTf4eYKe6357D3Iuu/6Lc6TnSFxijdE3xVcq52leBv0TEqyJi7SxdDe1J2WY+BzwpSjdyvX68ZzMG328AEbFW9HXTkWXct5MycxvgFZRt5899FzuWphT6/1BfM7L1gKlk6d7yRODrOW83TXdHxHKUhli/oQzyOtLb0jCyjAfzPzWjB1Ma9l3XxjJ1RWaenJnfolyQviUzb2zUC5YCVqJ04XSz29LiYVyvBC+wRnHnOZSBRuZQ+gt8S0SQmZ/LzA9FxJ2Uvrm/T2mxeCFwSGZ+rL6+1/psZDWyehHlQOZwSoHnyjp/ZpbWricCJ0bEEykjsR9JOan/6KhmFBHvoPQDfDalf+7v91r/1BOHCyLiSEqXKB+MiIdTDhT/BWxFGXir2Vp/ZNXCYa/wvCWl5QbARfVL6fre83rFtCijse9EuVD0WRjdnCbZluYp2Gdm76JPM6MlKF023J/yxT2yGU2lryA0p5lbvVj7bOC5wEG9HEfZFJ+3CzPzlF7RsG5Hd0fEHGC1iHgupYj/9sw8or5+5AaajojXUS7MX0/ZNx+YmX9rfqdn5i8j4tmUPL4E/DQiTqG0Gj4IODQz/9vSKkyLiHg/pTD4VkpL1sdSioXfjYinZeYt457TgH13/wW0ZsOI2ZTvt4cCH4HR33cP2i/V32+kNHJ4S0S8ndJ1wzaUz+vbM/OvjLAhM7qMUoCF0qf5BwEy8z0R8bPMPGsaF3naTZHR3zPzp5n5yYi4mXK+8pl67H0xpauPQ4A314uQIy1KP9M7Uy7Wz6TkcUxEfKE2etiBMl7XJ4E1I+Krmfmfmu8DKN1/juT5G0BEvIXSUvzVlIsave+sDwOPioj3ZOaJtVbw5TqdUL/fHkzZJ71x1I8pI+JjlLGmXkwpNjcf632nzaFcPHsG8LVarF6SMmj50pTxvcZazh04+X/HmbVA/RzKWEL7ZWlRrYZaC3gWpdHIoTkmvWEM4Txg34h4ZmZ+P8qYjM+gZHVQvXikxUF2oH+fxW2ifHnfRjmweSXlFsNrKV1U7N143tqU/sw3ANZozL9HH6ijOlFasp4HvANYpjG/2afZjL7XbE85eNy67eVfRJnsSGnV8w3KbeAXUXaevX7Mmv0orlG3sWvrdA2lFceb2l6PacjplcBmjb9fSrmwcQXlwO8mSlcovX7wev28bQocRjmpP7Tt9Wh5W5psLI9NgFdRWpiP/La0gNluS+kH9prmdjRZpov7tACftyUorajOolwIuh14W+P1I/c9R+ly4dyaw/spRbEfAw+caJ0pre4+SmkJdC3wS+DAMdiWdqF0UbVLY3uZQblb8Upgw3HP6V7suzeun9Wbgde1vR7TkNOw+6Xe9/9+wL/rY9dQBgd8zYhvS8Nk9O36GZxNaRTyJmD5ZiaNn6O47x4mo+8wdwyhrSldWVwOXA2cCRwwyttRY90Oquu8I6Whxzr1+24O5ft++/q8pSjdflxFuWPxCEph/ybg9W2vxyLKJiitVn9BOa+NxvwHU7odug34IrBefWyl+vc5lAYAZ476Pqmu176UOzZvoxw3PWaC58yo09vq5/GL9bP5bsqxwBvaXo8uTsATgDdT7g4a+fOTBcxoG8pF62tpnOeaUUIZ2P2E+vn8P8q4MJdTLi6a02I0tb4Ai9tE6Yfsd5QW5ss25j+UciL2T8oI2v2vm/LkbFQnSl/4NwLPmI/XPJRyIrZX28u/CPJYum47/6LcybFq/f1CJinm17/XoLTC3wF4dGP+yJ1w1fXailKo+D/gYZTWUJdR+glcn9Li562U2+R+2njdQ4CTKC1kDhjlnOZjW4q+1z0EOK1+aTdPJkYuo3uR7XKUi0FnA68c9YzuxedtWcptz3OAg8cgp10oJ6Sb17/fUr/z71HMZ94LsrPrPnzFMchoNqVV4tnA6n2ZbEQ5WX9e4/nNnGaNQ073Yt+9MeUOxouB145yRnW95me/dErjdY8HXkbp6uv/jXJOC7LvplyEXa7tZe9oRqf0vXZVSl/nq4/ydlTXK+o++FuUFuT9F6Y/UL/rfw9s25jfG4fpEsrAm/s037Pt9VoEOa1c99fvnOCxN9aMbqm/L9nbZigXPtYGVh2DbWlTynnYD+p32rnAX5igmF+fv3bdvq6h9GLwG+AVo57TAuQawPKUcRjPA/Y1owlzWoXS2PbXbkeTZrQJ5WLQHygNaZ5tTovf1DtZ0CT6b3GOiPtTbhP/ZGa+tc6bnZl3RsQjgDMoLfM/nJmfaWOZuyRK3/hfpoy0/pdeVo3HNwNuysy/NOZtQrlY8vLM/OJ0L/OiFhFbAStl5vH173UpLRBvodxu+f3M//WZPycm6YZp1LtnijI2wP6UgUa/QRks+iWZeUV9fAVKlycfBT6RmQfX+VsBd2Xmb+rfI5vTfGxLzW4ZVqJcYJuTmSfVeSOb0YKq29eqmXlx/XukM7oXn7f9ADLzo/Xvkc2pdrX0wMw8tzHvzZRuzs6h3N78t97nbYp998h1OdQUEU+gfHa+1zd/PcoJ/f5ZxsjpzZ8wj1HOaQH33WtQuou7NWtXKaP8eYP53i99OjMPnOR9RnlbGjajjwEfy8zXtbSorZnP7ejozHxN32cv+j+Po6h2jfNz4KrM3LnO652L7ETpLvZ64GeUu6b+1Xjt8sBtvXO8Udw3RemffFnKXYj/pnRtciP8b8ylZ1EGkIbS+GrjzPzPJO81sttSRKxDuajzusw8ISIeC3ye0k3T7pn52/q83hhVGaWP7uUoF0quz9qt3ihuR/dWRNwPuF9m/rH+bUZ9ancxy2XmJfVvM2LCumZ/Xc6cFiMW8ocUES+m3Cr+N+B0ypXlV2TmDfWLaEaWvoNPo1zl6t3Oe8pk7zmK+g9268npbyktgV5UnzOzZrUs5aD5WsrtPHfUeR8GVsnMZ7e1HovKZDvQetDzK8pJ/CHA92p+ywF3Zubto3zQ19TXB+ABlNY+AVyRmVv1fd5WplwoWg14cmbe2PdeI5vZvdmW+t5nJL+0JyiA3Z4L2B/piG9HC/PzNpLbEtxz3SJiVtaB6yYp5q9EuX31n5OdyI+qKS5gLE0ZWPsDmfnBxvyVM/Pa6VzGNi3gvvuOrP3kTvY+o+Re7JeelGXspZF3LzLaOjPHZeB2M5oPtVD9FeCJlIsdZ+XccZU2pXQn83vKHYtPzsxTJ9oPjdq+KSI2y8wzG38/j5LT0ZQuha6q++pfUbpr2o9yB8h7MvOTbSxz25rf63W72owywPZMYHfgd4MulI3adtTTd36yXPYN0Drsayf6e1R4Djc9zGbxNmPwUxQR21MGYntqZt5AaYnwTOCpEbFUFnfXE/erKAO6PYDSl/7I611Rr1aKMuL8kvXv6yi3XG4bEe+BeUZa34UyuMbZvRPUegL27l4RP/pGul/c9e8s68n7zCyDZ20JLEPpG3DHuj29Gvh2bzub9gVuQda7EOrvH6Zc7FkKeExEbNn4Yp9RDxJ/ThkkeaUJ3mtkM7sX29LSfa8bucJr3wHg8yh9Ar8kIu47P+/R+33Et6OF+XkbuW2pp3/dsgzI1svtCODTwCOAD9eCx26UblDWnd4lbd8U28Fd9edSULapiNgd+F09URsLC7jv/k6UFouTvs8ouRf7pVXaWubpdi8yWrWtZZ5uZjS8etw0h1KkD0q/+I+LiBXrceMHgZUz8y2UvuCfCxPvh0Zp3xQR7wa+GBH7N2b/jNK13j719x9HxJ+A+wGvznKnws3177HULOLX7ep3lDEF76ZcMPt/9fHlgOdExKoTfDeOzHbU03d+sgPw1ojYbtjX9y54NN8ryp00I8NzuOH01d8WyKhmMy5Gqki6KETEKsDTgXcBva5yDqH0Mf0pYM+IuF993rOBLYDjKAO2PCsiVl0YH7Qua+xsnwN8j9K33acj4iGZeR3lYPA0ygjZZ0TEpylf4h8HPpKZX6qv7x1sX1j/7h1UjrR6YaP/JP59lDsT3gGcn2M2gvgEJ19HUC4KfTQiHpmZd9fnLEkplF1MGbRlrA25Ld3a5jJOh8Y+aXdKC6A/AL/OzCuHeX3fQeTTIuKhi2xhO8DP24Lpy+1wykB/D6cMmvghShcNv2lvCbujHgctSemDuee5lMy+m5n/bmXBOsLjgHtyvzSYGQ1mRpOrRdResbXXIvrvwIspd5T9gDI46wWUfsx3qy+9jXLnwkiLiI9Ris9HUQb2BSBLy+APA0+jdKcLJafHZublEbEW5cL1hdO7xO3rr3n0zuPrMfXvKIPZ3gV8KSK2AV5OGbB8+2le1FY0zi32oDQSXZHaPdMw+lpQP6a+590Leznb5DncYH3ruFlE7BYR+0TEFvPzHo3fV1wUy6lFLDvQUX9XJ0qL8ZMptzq/sM7rDdp2f8qAQHOA/1K+rG8HDqmPf5HSBc/MNpa9paxuoxToj6cMenQF8Ij6+FqUEexPoQwK/C1gt8brx35gjd62QhmM65a6bb2+8fjIDRo1RCYzGr/vRxmg7FJKAeh5lD5PbwEOantZuzS5Lf1vIJ/LgLcBy8zH66Lx+4GUE/4ntr0+05SZn7d7kRulpedP6uftoP7Hx32i3FL/d+BIYCfKoHZvMad5M6o/x3bfPUEm7pfMyIwWfh7vpAyauUZ/PvXvlSmDIX6IcofQ8nX+fYATKF2itr4eizCf7Snn9tsDS9R599j/ArP6/l4S2Bv4J/CEttdjmrKKiX6vf8/sfy5lrJfzKF3rzgEObXsdpjmvnSl3bBzQ+/xN8JxZE8xr5nxAze5Rba/PIsrIc7jh1ndP4D+Uutt/6zbxPmDD+cjpFXU/v0Lb6+M0n///bS9AlydKty931A/FhAcswPOBt9YDom3rvC3qF/g9RrQfxYlyZ8dHag5L1nk7U66gXs/cYn7vBHXJvh3I2J+8N7JYGXhl3eYOMKN7nHy9qn4p30K5UPROym2svcfHrsgxRW5jvS1Ruja7DHj4fLymuV/aj9Jq6OVtr8s05+bnbcFyWx54Tf28vXaiPJ0Sypg55wC3Am83pwkzGut99ySZuF8yIzNaeDkcUvcv11BaQ/eK+TObPyd43bKUwtFVwE5tr8cizmgfynlsL5vlKMWu44AfAbsCqze3FWADSvHwJuANba/DNOUUje3macB7KV1YHUS9ADLBa1ai3NEwVt9xNaulKeMrfJF7Fp3fBbx/ojy45/nJ7cDeba/TIszKc7jB67sd5W6OQ4CHAPelXJCeA7yOWpMbkNOr6/N3b3t9nBZgG2h7Abo+AVsDVwPnUm6Z682f6ErpKsBelAFxj2vMH+WDwedQWiCeBOzQ99i2wB8pxfyH1Xkz6xfZyGZyL7KMmtl1wNsa80f2wGbY7aDvYOaVlCvP5wH3G4ecFiTXcduWJsjgTXXfff9JHt8YeGgzs8bv+1H68dyr7fVoKTs/b/Of2VqU1o2Hm9GkGS1Vj6W8Y2HyjMZ+3z1FNu6XzMiM7v36bwGcTyngHw1cTukObsKW+Y3XbUDpP/8G4E1tr8c05PRhyoCsUIqvve3k5Po9divwid52A8ymdBPzE+DAUd+WKI33dm/8/RJK48dzKAXYW+t2tlnf65YBXluPsd/YmD+SOU2S3anAD+v3/eOBXwNXAn+i9G7wjb7nT3R+8rK212MRZ+Q53OTZ9O4C/hTlwuJ9Go8dV/dVm0zy2rHJaRymZl+lY6uvv7F5ZOZpEfEC4LvAkRHxhsz8fdaB7rL2/Vb7X9yI0lLh5Mx8eW9+jmg/73VwlVUpA9asQDmgofbzendm/qR2v/UO4MyI2Dwz/9jW8nZdZmZE/I1yYPQDGN3tJyI2ysw/Tfa565e1j9PMnJOZR9cBAP+dmVc0n7OolndxM07b0hT+RmnZugXw3YiYlZl3AUTEapQT+N9HxEXAnN62GBH7UVpdvSIzP9fKki9Cvf3zVM/x87ZALqe0jroExvLzNlBm3hYRbwNWzMzPgzn1G9d9t/ulwcxoMDOaWu0TeX1KAfG9mXlmRNwIvIgyZsB+mfnvSfY569bXviEze+d7o7xv+j2wS+1z+gWU4vTzgf/UGsBnKf29/4Uy3tudEfFV4JTMvAhGN5+IeCClS901I+K2zPwWpUX5oZSW5ldTejV4K+X4+wmZeWnd/u4EnkJp9HBUfb+RzKmnV2eq6z8bOJFyDnI5pbHjfym1lBsodzQ8OiKWzjqm2STnJ5+d9hWZXp7DTaLxWXkk8NfMvAogIo6njNO1Q2aeExE7A9dn5mn18RinnMZB71awsdW3UT8WeChlAJ+zM/OnjedtS2mxcAalH/yzJnm/9bMMFDSyX0x9ma1M6UbnPZSWCs/KzOv7LnI8nTKw7Xsy8+i2lntxM8LbzzGUFhl7ZxkMeX5ee49MproQp2KEt6V5/u+bJ/ERMYvSQvoRwFN7++yIWBZ4FuVged/MPLbx+v0orbD2HpUDm4h4JGUwrVtzPgdeHafPW9/32vLAzQv6mRnVjODe59R3MjaS+6WFaVQzcr80mBkNZkbzr563rZONhlUR8R7KALe/AiYs5tcGa/fJzP/2/h7FfVNPRGxEGZz1c8D9gPMy8/C+48yTgPtm5iMneP1Ib0tRBqo9lNKX+bsp3eq8OjP/Wh+fSSk0fh34V2Zu3XjtEpl5R/19JLejvmOlFSktn2fWGsnKlAsdDwQuzMyvNV73UWAdStdNtzXe42DKoMuvHKHzE8/h7oVauF8hMx8fEcdRxp7YITPPrheoP0wZi+G1vYtC9XX7AR+kbEujfkFopI19Ib8nInaj7BQup3SRcxdwbGa+vvGcbYFvAGdTBh/77RTvN1Jf4H1fSL0ryzNqy5aVgWdTruydCrwoM2/sK+avnZn/aG0FpsGo/Z8vChHxaUrLlmdl5s/uxfvMsw0uvCXsBrelwfr2STtSDuw2Bs4Cjs/MH0XElpRbx9cDPk3pruIBwB7M2xooKAfUP6K0UhuJA8CI+AjwdMpJwU2UFmWvB36VmTfOx/uMzeettmB5GuVW568Nu74TnJCMXFYLM6dR3abcdw/mfmkwMxrMjObfBMX55oXViYr5KwFrA5dnbfVZnzvS+7nGNnEgpTYwE3h3Zr6xPr5EZt4REYdSBh19SM5nw6TFVd9xwJMoAyI/nNKVziaZeW1vu6rF2EOBfYHHZ+Zf6wWhbB4HtLUui0pfRs+ljMexAaXroS8DX+5d8Gi8ZlXK/uxjwGuy3rVYH9sQ+AHwgcz85PSsxaLlOdxwpvqMRMSewAco/eQH8OTMvLB+7vakdE90cN/FjpdTMh2Lix2jbkbbC9AFEbELZWCWD2Tmoyi3yq0N7BcR/9thZuZPKINvPIGyI5nUKH0x9e1stwPeFxHfqj/XzMxrKVfcD6SMKfDViFi+FvlnAPSK+HVnO3L6MtosInaLiH2i3JI59Hs0fl9xUSxnm6LchroL5cv6lEmeM3Cf1PelNnvhLWE3uC0Np5HRHpS+Xlej3Iq5LfCRiHh3Zv6Ksj//KmXffQDwIEr/3P87AMziIuDpo3JgExGHUdb5TcDjKCdSN1DuLNs3yq2pw7zPSH/e4B7b0pcoB8SXLUgRPyI2qe85cgWhhZkTpZXVSOXkvnsw90uDmdFgZjS8KC2jJ7y4XIutM+vvr6cMwrkl8OGIeAiwO3A85Zy4+bqROcedSGP9vg68j9Ka+tlRWqFTi/izKMedfwbuHNXz2369Anz9/VTKINFnA2tSWpED3B2ldfVd9bGVKF3wkqVLq+y91zQv/rRoHAe8mHL+cSGlgH8yZZ/1iYh4Qu/5Mffuhg9Sei/odT3Y26YuB7YflSI+eA43jL5jysdGxJ4RsUtErFGf8lPgZ5TP169rEX8TykDdHwGObhbxq6uBPUYpp7GWHeiov82JcnDyY+At9e9NKAeDXwOOofTl9oH+17S93C1ltSdwS83rN8BFlH7dnlcfX44y2O81wAmU231aX+4WMvoPZaCR/1IG9XsfsOGA1zUHH3kF5e6GkcmPcqA3B3hCY95SlG6Z9qUMELXMEO/TzOlAyhfYEm2vn9tSaxltAvwTeCOwcp23EqVl0KnMOwDQ+pQDxVUa83oDBo3U4NvAspST76P65i9JOVGfQ+m7dNX52JZG/fP2ROBa4GBKH+7Dvq6Z0f6UVqEbt70+5tRqRu67J14/90tmZEbTm9UbgCN768XkA9nObPz+rrp//hOlgH1k2+vRcobrAkfULH4LvAzYDHgNpduKfdpexpZyaX5+ngj8knLs/cLG/CWAt1CO0zdqe5mnOZ/16mfo3TTOb4HdKC2oj6U0Cl2eMmjpD4CXNJ438oP/4jncsDntQRkM+Zq67ZwHPLyRy6cox5xXAv+mDMb92nHalsZ1an0B2p6A1SmDtG5IuZp8CfC5+th6wL/qQeFnJnjt2HwwgMfWLF7T24kCD6nZ/JB6Qk+54v7yOn/Htpd7mjParu5gD6nZ3JdSsJgDvA5YcpLXNQ+GXl2fv3vb67MQc1kROA24qndCQLlN9SxKK4M76zpfCDypP5NJctqP0v3Vy9teP7elac2l1x1c7+DtucDfaRTIKAOTX0q5xRfgAZO8x8ge+FEKGucCn27Mm9H4/YuUW3z3orSqHtvPW2N7OLTuk9Ya5vmTZDQHeFnb62ROrebkvnvybNwvmZEZTV9Ob637kUspXQ4NVcynFBZPr699zUQZj9sELA08j3K8eQulgH8JpZvde2xT4zL1fY62Bn5et5v3UIqzb6N0e/X6tpaxxWweVY8Fdql/z2DucdS+Naft69+r0DimGtXPGp7DzVdO9feHARdTjikfBuxdv/+uAzatz1mZcry5F/AkapF/lLclp/r/2/YCtLLSfR9+6hU/5p6gPrCxk/kS5ba52yl9T7W+/C1l9hJKobW5s/0xpVX+o+rfs+vPlRijK++NbeVTwHHMewX5uHqwt8kkr+0/mbgb2KvtdVqI2fS+cNemtD74B6Vl4tmU4v4OwFrAcyh3eVwM3G+CbCbKaeQKQW5Lg7el+vtq9ef+9WBm2fr38XUbe0T9ewtK67IHTOeytj1RCh3HU/q67X2/BfO2ujuO0hLmPhO8fiw+b33r/C3g3Ckef0jvO26CjPYftc+bOc13Lu67p84n3C8NlZMZmdHCyOipwAWUrmF+RWml+QYGF/NXoDTYmoMtOifKZ3VKt3BbAQ81n3t8np4A/IJSvL+WUljcc6LnjvpUs7gVeEVjXu9i2bKUxpGfmCrPUZrwHG7YnJoXpR9d9zVfZN5jyu2AP1J6ENlkmMydRnNqfQGmbUXn/WDM7HtsVv35beB3jfkrUlqbHwRs1fY6tJkbZQyBSxrzf1x3tpvUv58EfAFYarLcR32i3HL55cbf/V9IOwNbNx4f+ZOJvnzWppxc3Qr8hHK7am/7WoJya+btwIf7XjdWObktDcxmH0off2tSxlyYQxkg6keU28E3qc9bktIa6ARgnbaXu4WctqHc7XJYcztpfOY2otyK2d89wdhsS81MmHtr6kP7D37rvuv9wBPHMSNzmq+c3HfPm8eqfX+7XxqcmRlNnEszAzOaPKfZlNb4l1IurAal4czlDCjmU+5E/xVwRGPe2JzHDch1wqLYZPMX92l+1qvvc/UkyjhodwLrNuaP5HbUt+4PYO7FxaUoDUF/Bdy37zVrUxquHdz28reQl+dwE+eyA40aWt0X93osOG6C528L/KFm2Tu+HMnPmNMU203bC7DIV7DRMqz+vSPwjTq9pu+xXiuEp1P6nNqN0qJjs8ZzxvJDQrn96aa6o/le3dk+sj62HHAYpX+3Ndte1hYzOh74Rf39uL4vpJUoYy58Ali673W923pH5mSifgE9knq3RmP+2pS7XPboHfww70W2PwPfmuQ9D6hfaiOTk9vSUFk0D5IfCvyuHtwtX+edVPfbVzQOZpalDNJ2JSPWsnWSjGZTWoot2Zi3HOXulznM2yKomeevgG9M8p4j93ljihNTSsuXW4DPUFsH1flLUfrE/Rt9F/Qp/SqPZOtpc1rg7Nx3z12nz1P6ll6yt11RuqhwvzR3fe5xrETp2sSM5q7Pm4GnNrahmW5HAzPbkHkvGK7EEMV8SvHsQY2/R+6ct28bmdX28nR9GnYb6Mt1W2qXMqM89a3zcymDj76WucX8HYDr67HAhnXeMpReDq6kDM7a+npMY0aew02c0UGUO6jWbcxbmTJW0oXAX4D16/xmzeSpwPk1v1UZ0YuKTlNsO20vwCJdOTiK0kfbMvXv51NOQE9rbPhfYe5JxkMpxeg5dedxG/Cmttejpex2AN7f+PuRlNt4rq8723Xr/CUpRdl/07h9blSnqXaSlAHurqG0gvkH8OA6fxalwPF34Nl9r+mNJzAyX1TA4cDvKSdJlwMf6nt8lcZnrvkFvzql37cjJ3jsWTWnvdteP7el1vLaHHgppaXPWsxtebcl5Q6P6ynFsH2BD1BuOTx0mLwX54nS7/aJlAutpwKvbjy2AWXg9jnAAX2vm0Xp7uoT/fmM+ueN0pfrfpQ7zXYCHljnH0LpW/n7wK6Uk9EjKf3hvq7v/R5fv/dGrV9lc5qPjCZ4zH13WadPUe6+22aCxx7ifmnqYyUz+t/67FbX5z/A09yOhsqs/06pXrenKzJxMX8F4H70FbWn2s8trlPfdvBUyngkmy2s9xyFqX6f70k53p6vxnkTZcEIXgyaYB33pJxzfADYvDF/eUr3QlfX46DTKD0a3ETj/GQcJjyHmyqbZZjb3/2G1IYelHrJXpTuh37I3IsfzWL+DsAL2l4Hp5a2nbYXYJGtWPlQfIPSCuxAYA3KFdFDKC05VqvzbwK+0zjQWZNS8N8P2LbxfiP/RdRY1yUpFzSuAd7ZmL8rpYj/J8oJ6TOAd9QM39R43kjubPsOAB9bv7h3Adao8x5A6T/4euCbdd4mdVu6hQkG+6mv363tdVuIGX2cuX1xvojSP+c/gcdPkGGzP9MlGgc720/wvjtNNH9xndyW5juv+1K6XZoD/KrvsRmUgvWXKK0Wrqr79Jc1n9P2OiyiXD5GKRh+jHIr/bn1790bz9kI+FzN7rOU254fQmkRdCPwwgned6Q+b33r9hLKCcK5lD5KrwJ+ST2Zr4//l1KEvI1y0f+gxut7dxLdF3hs2+tjTtOei/vuwRl9lnL8+OTJ9r01k8+P636JyY+VntB4zsPGfd9NOS68lbkF6P5ivt9vw+XY65u7Wcx/Xd0/Hwz8mvHqh3qP+p32JWCL+Xhdc/+/RtvrsQhy+QTlAvR/KA0ab6Lccf/g+Xyfe9xxPaoTpS/8qym9OqzYmL80cxuSbkBpOHoypRviFzaeNw4ZeQ43SS59fz+OMrbEEcwt5q9EuQByA6WYv8JkmYxqTk5TbENtL8AiXTm4D/DJuvN4bf0ANG9fXZFy28rNlFGyZ0/yPmP3wQDuT7kQchnwnsb8Z1G61rm67mxPZt7bWkc+q3oAeCXlRPVG4DzqCOGULpl6fQhfSTlRO5cxGDSKcvfLJcD2zG3pswGl5eb2fc9tXk3eBHgVpcgxVnfAuC3NV1Zb1+1rDvDsSQ5i7lcPGJduzBvJjOpn5mJK66neHS4bUk7Cvtr33DWAV9YDxGvr9vbPMfy8bV3X/wBg7Tpvj7pNfb+x31qVMmbHY6m3sza3JUb0YrU5zVdG7rsnzuVD9Tt/y8a8JShdMj0deFxj/gMo/eWO1X6J+TtWWmscM2qs/3qUxkOvp3TJ8G8ajazqc+5LacU5lhnNR5bNYv6plPO7EygN3t7Z5rJNcw7PoJz3HwTcfz5e1yzi70vpRm21ttdnIeayL+W8ftu639mAcjfeHMrF6UcvQE6rLopl7dJU902/Yd7z2g/Wz9ifgRc1c+l73kgeB0yS09Z4Dtdc19dQjh03bMxbFjid0iDrzcwt5q/I3GL+96nFfCen3k5lpEREZF2xiLgPpYud3q0pW2fmOY3nrgC8AHg3pZXC8zPztule5rY0s2rMm52Zd0bE/Shf4psDX8/M19fHV6S02p8J3JqZ19X5MzJzzrSuwDTo254eRrkgdDTlIG4Lyqjra1G2rT9GxMqUL6LHU26jvyozz62vH9WMehd+fgm8vfcZiojlKScKJ1LugrkiM9/ZeN1DgE9TWlC9LzM/UOePak5uS/dCRDyOcmfVnylFsd/U+bMy864Jnn+P/dsoqPvmz1NaSh+YmTf3toeIOIrSt+QjM/O/fa9bg9LKc0ng35n5+zp/LLaliHgDpTXmrpl5WZ33A8r+5wWZ+YeIWCEzb5jgtSO5LU3EnO7JffdgEbE2Zd/8X+CQzPxWRCxNuW3+QZST9DmUY4IXZuaN9XVjs1+aj2Ol/2TmOxqvG5uMeiJiBqXLxZ9QWtgvQxlMey3gJZl5YkQ8ErgkM68dx4zmV0TMzMy7I2It4P8oWb4+M99XHx/J/TeUdaOMJ/RpSv/TL83Mq3uPTbXeffv//YAPU7pC+8KiX/LpERGfouSyazOLiDiQcsfnzymDS587xXs0c3o98CZgvcy8dlEue5si4rWUO6teTCm4vpnSJcpPKRciH06j9jTKn7FBPIcr6r5oW0oXQrOBHTPzL/WxZSjdwj2C0hj5fZl5a0SsRGlMezTlDqqnZuadLSy+uqTtKwkLe2LeK8G9CxX3oRz8zaH047pc32uWp7RunMMYDDwySW47Ajs3/p5Vf65B2aFcDRwxQbbz/By1iXmvnD8a2Ar4InUgmzp/O8r4ATdQB7Wb5L1GMqPG+m1DHQC5Me9j9XP1S+AcSsufkxuPr0z5MntaY96oXn13W1o4OT6R0uru5zS67BinTCjFjU8BT+lff0qrqhvp69t0ss/VCH/emscCvTsWvgGc3Zj/Y+YdjHQryt17y7S9/ObUncl993xl9XjKgMe/pVxQ/BOlYLgX5YLHUZQW0ycNm/moTfNxrHTKuGbUt57fAN5bf38WpfXrvyitXi+reXpH9fB5rkzpG34OpSHA2GRFGTvhfODLUzxntb6/m9+R+zOiA7dTeiY4o5lV4/dXU7rQO5pJWtn35bRfff6+ba/XNOS2JXMHbD2PUjNZsT72IspdDg9pezm7MuE5XG99Z1K6gjuP0tij2TJ/GcpF/cuZt2X+SpR65SvbXn6nbkytL8BCXZl7DmKzb2/nSWnh8knKoFL703cCSrmK+rC216Gl3O4HnEm5Y+EZjfm9Yv6adSdzDeXKYOvLPA2Z7AAs1fh7vbrtzAGOm+D52wJ/oFzw6I26PvIHxQMyfBlwF2VshWWApSgn83OY5JbnUczMbWmRZLp1PRA8hcbAUuM0Ubs8afzd687kGfXE4UGTvG6stiVKtxSfpBQv3g1cROn6pFec3rQ+bwXgI/W5K7W93ObU/uS+e77z6l1MfALl1vA7KHcuNAe2W4nSZdMcSqvq1pe77WnAsdIb216+FnPpbU/vBE5vzH9C3T/dDXyj//lOA3N9DKULvsMb80Z+PwUE5Vz/D739N6WY1qwdbETp+mqt3msaj+1Xt7mXTdcyT3M+b6N0XdXsFq05ltmb637qSRNkMzY5TZLdBpTzkmZhenbN4izggW0vY5cmPIfr5TCD4Yr5hzJ3vIUlGs/xO2/MpxmMkMwsW3XEHpRBRbam3N5Eli4G3kwZZOT9wN719pXea6/PzPPq60cql371lp7/ycwrgLdTWpN9JiJ2qA/dXbvZ+Sfllt9bgL0iYqvpXN7pFhEHUW53ul9j9nWUFgl/Ax4aEevX584AyMyfUPrJuwL4Y0SsCuQ0LnYXXQA8JjO/mZm3ZLmF/GuUE/x1JnpBjtjtz25Li0ZmngbsTOn26+iIWL3dJZo+vf13Zv6jOb/x2bkNWI4y0FbvNc+PiPf0PW8kNb/farcLR1K6qbiW0s/rWpTWwhtR+qP+Y0QsATyT0m/nz7N2FzfKzGlq7rvnX2ZmvRX+55SWiH+gjNdxWZZuv2bWbebLlAFMJzwOGENTHSut2+qStah3TkcZ+HD1iFi3/r0m5SLj5cDjImLbvudrahdTukh7C4xm10P957lQto/MvJ4ysPSOEfGczLy7UTtYgnIx9jmUvqqbdYUDKHeAvCIzPztNqzHdPkUpLB5Sux0mSzdMM+vjR1Luhnl9rQ30sunvduhDjHZO/9M4Hv9LZp6Wc7uKWQvYjXIH2pcy828tLmbnjPM5XFPd7/6c0sD4FuD4iNigPnYL5Vj7LMp4HofVY6g7Gq/3O2/ctX0lYWFPlBZUkw5iQ+lm51OUD8xBwLJtL3OLWT2JemW9/r095Rboyyn9dfXmL0u5APJyGl2gjOpEuQq6af19Q+be0rQKc8da+CGwfJ3fvO1+B8oBcuvr0cWJMrjduYzB7ZZ1fd2WFm2+T6Ex2LZTQulmYA5zB97clTLg+9vaXrZpzuHBwIGUovSqjfl71+//EyktOzcHDqvHDWPX+tWcJs3FffeCZ9drSb0+9Y4G5m2x+UBKP/ovb3tZuzqN27HSgCweROku7lGUIuscSgvFXShFjt5FobFondj3WZq1sN5rVKa+fDah3KG/O7A2ZeDt1SldodxFuXN/fcoF64PqdnZg3/vtSrm7aO+2120hZvRI+lqQ1/nPrZ+nz1O72mtmCnwW+D2NlvqN5xxUcxqblviTZLsdcAxlwO1D+jN0miersTmH69svLdO/HweezMQt85eldLk3ct15Od37qfUFWGgrUq4iL0lpxfJdGrd8U26na35gVqEUpucwRV+mozb1ZbBiXf+fUgZh6c3fHvgFcGU9eHkwZZCpy4FHNfNue30WQT737fv7cZRbv45g3v7JeiOH/5A6cvhEeYxiRguQaf8X1d6U1oxPbHvZFvF6uy3N5/Yx1bwFfa9xnID/Rym2PpZS9LgDeEvbyzXNGTy2fr/9GfhE32NLM7ff0n/Xz99vgP0bzxnJz5s5DZWJ++6Fn2mzr+XZlD5eLwe2anvZujKN67HSfOTzDcodQnfXz2JvPI9nUQbnbH0ZW9hOnkq5Q2izhfWeozQBe9b9zBX1e+4SSgvpZSgXZ79a519DubA4YeGVMibKzm2vz0LM5SPAhfXY8BrgbMqdCMtSuhrqFeS/AqzT99oP1++8pfu2xSfWz+ZYFGUH5Pt8yt18uzTmjeRxwET7jgXdn4zqfmiC9Xxm/T47idIS/8F1/mzmLeZv0HjNvbpg6zS6U+sLsFBXphz8XgB8fornrFR/3hfYpu1lnsZsml+4O1BaslxMaal5IvCExuNPqV/Ucyitzm5ixFvgAa+htMTovwp6OuX25uZgIysy9yT++9STeKcp812X0g/sTcBBbS/PIl5Xt6Xhcmruk55A4y6ghfGe4zoBD68nZx+lFPTf2nhsJE8mJsnhS/U77IL+k9H6+P2ARwCb0rh7b5wyMqd7rKv77kWb7wMpBepbaRTMnObJaGyOleYzlyMpLajfwCR3Uo/iPmmKPPagXGT9ErDFfLyuedy1RtvrsQjz2bEe/7wG2Iwy7sQx9bvusPqcJSh3MB4MvJhGX92jui1R7qq7itLy/jHACyiN926qn62Vai771O/CM2s+21DGNrmJCe6kovQRP/R22PWJe3nXC7DcRO81ShOewy3I+r2I0v3pTyndWd8IHM/cuz97xfw/Ui4sPqzv9SOdj9P8T60vwEJdmXKV/TzgW/XvYN6BWjah9F96n77XjeQX9iQZ7VYPbj5KadXy8XpwfCrzFvNXpxT092DeFvsjl1XdTrYD/kRppdC8CjrVyOEvoVwIOQ2Y3fZ6dHWidMnw/fql9Ppm7m0vm9tSezk1ft+NMvDaz4GNFvA97tf2OnVlohRc59A3UOIo7rsnWf/md/7Haw7vBlav82KyLEZxn2ROQ+fhvnvR5rsZpQXaf/qOA8ZivzRkRmNzrDQfmTS/5x8HrDjuuVAGtJ+0C9khs9yXUkBare31WQT5zAY+B3yTxvk+Zay386l34jNB9zB1/kjukygXpY8HjuqbvySl9f0cyoC3vTvMHgX8qn7v3UK5c2/k90vci7temHsXR+/njP73HIUJz+EWNLdPUy6M9bpkPJhy592pzFvMfypwGbBn28vs1O2pt6NZrDQHVpngsUMpBerdM/MrjflLUA5cdqf0XfqXaVnYDqkDs50EHEdppXlTnb8D5eThdODwzDx9kteP3IBIPXUwnydQLnAsAzwjM/9cH1sGOJbSKvGTwPsy89aIWAl4ITAnM49uZcEXAxHxWErLj0sz8wd1ntuS2xIR8QJKX5yHAj+eaL880f5+gsG1tqJ0+fHfaVjsTouINShdx/0wMz9e543s520idUCou+vvX6BckH4n8NHM/E+rC9ch5jQv992LTkQ8jDIu0z8z83t13ljtlwYZt2OlYTX3U+OsDqw5m1IMWhl4aWZe3XtssvPi/sfrMdOHKX0uf2HRL/mi1b/uEbE0pSX5mZm5R513AvAwYIfMPDsitgRWAH4C4zFoZEQsScnl15n58jrvf/uXiPgipcXwK4EvZhnodglgDcr2dl1mXtL/ulEVEXsA7wd+DHwyM3895Ouan7U1MvPfi3AxW+U53HAi4lmUCx6rUro6Pb3x2P6UcaouodyFd3ZEzKY0qvlnC4urxchiV8jv+/BvAqxG+ZL5CeV2sbUpV+I3Bw6h9EO1OuVWlSMpt9R9uIVFb11EbAT8DtgvMz9f582sX9a7U4o/xwMfyDKi+MCDw1ESETMo/fwNOon/OPDBzLwlIpbIOoL4OGU1vyJidmbeWX8f+ZzclgaLiLUo+5vvUS4g9gqK21BaCP0tMy+Y4HXN74BXU/r73DszPzdtC99xEbFOZl5afx/5E66J9BWpv0i5iH8kpS/4K9pcti4xp3m57150xu04YEGYkaYSEbMofZqflZm7TfKc1ZoFsb5jpv2BD1K6RxmpY6aIeDlwPeWY8mfAPzLzxRHxY0oRf8daJFuN0of5OZR9+J2tLfQ0qoX8YylF+Z0y86p6cWhG4xjgOODRlNbBV03yPiO/X4qIZwDfonRF9M3MvHzI1zU/a/tSxh18ySgWqD2HG0793H2YMmbZ3cD/y8x/RMTSmXlrfc7+lDs//ksZbPvMxutH/vOmBTej7QWYX40P/56Uq6RfpbROOIvSbc5VlD7xTqB8cP4EnAK8DnhHr4hfv7zGzQzK7ZirN+b1Cjw/oVwN3AF4c0RsBSXvccmqFrt+Thl85Bbg+IjYoD52C/BsynZ2EHBYLYDc0Xj9SO5oF8b//7idmLotDWUJygnFWUBGxDoR8UPKgOXHA8dGxGOaL5ikVdlIHQDem89b47X/qH+PZREfoF6gnll/35Nyofow4PW1xZ4wp37uuyfmccBgZjTYuJxPLAo1u2UpA5GuUOfNbGZaG2ztVYtsEx0zfZAyIOlif8zUt97bAEcDG9f98Q+BXSPiHMrAts+oRfxZlOLq5sCfx6WID5CZt1NamP8/Sqv73vfVnHoBG+CNlLs+XjvF+4zcfqkniiUoYwj8DPhSr4g/aN81wWfto8B3RrGIX3kON4T6uTuc0n3VfSn7YLLc0blk/f0jlDs9N6I0SG6+fmQ/b7r3FrtCPkBE7AR8gvJh2Jnywfg58A7KAcofgVdQWuF/glLE3zUz31VfP2OUPxiTfdlk5nmUHe4rIuIhdV4vh9mU8QX2o7RGO7xZzF/kCz3N+g4Al+n9Xa8o/5wyqM8twI8jYsP62C3ArsBfKVeaR/5W374v3c0iYreI2Ccitpif92j8ucJCX8iWuS0tsBspJ6WvoAzY9lPKQH+voJxkPRjYqffkCQ4AP8SInJD23NvPW+/Ca2OfvfwiW9jFQF+Rei/gu5RuK25td8m6ZVxzct89HI8DBjOjwRZ2RhGx4qJYzi6Y6Dwui+uBrwM7RsRzMvPuRqZLANtSWn4u23tNfewA5hbxPztNq7FINdbtPpTBWD9GaWkP5YL0Nygt8b8I/CMi1qN0sftx4NOZ+cPpXuY29Lal+vPXlOLp4RHxCvhfjll//xOlz+712lnadvUubFAudtyQteuqxmNAueul+bq+fdv+lPOTvXMEuq6agudwfaaov10OvIeyj9o2Ij5X59/eKOZ/EHhSZh47XcurEZAd6Kh/2AkIyu06x1CubK3SeOx7lBOrh9e/x2oQm2ZGjd/XoxzEPJw6oBHwEOBiyojYW1EK+MsCe1EGsplBGeT2Tkph/8Ftr9MizuuZlIO9kygt8B5c5/dGDj8P+DvzDnw33yPYL+4TsCdlkLpLKLd+zQHeB2w4H9vjKyhf3Cu0vT5uS9Oayz0Geertnyn9UZ9PGbfjqMbjSwG/AV43wWv3o9yeuFfb67YIM/PztnDznPB4wMmc6nq77x4uJ/dLZmRGiz6f5npuQhn4cHdKS80lKHdVnwTcRSlMr09pyXkQpbh2YN/77Uppxb932+u2CLJ6BqXw/FtKH9vNxx5BKejPoQxgfilwAXBw4zkjWRMA9qH0yT3PoKv194dQWk3PAQ7oe90sSvc7n+jfFsdhotSZVgT+ABxX583s+0xuRLlzYa3+jJh7fvKyttdlYWYywTzP4abIiTIw+z6UO2CeD6xZ5z+AcqfGdcDnG89fsu+9RnK/5LTwp9YXYOAC9u1A6pfM+cDnGvNOoIzuvEn9+3HAFvX3sfww1IO+vwPX1C/rn1NHvwaeRCnk30Jpof9/wO3AGxuv354y2E3r67IIM3oRcBvlKvIfKQfAxzPvyOFPro/9E3hY3+vH4gAH2K5mc0g9ALwvpdgxh3K3y5KTvK75pfbq+vzd214ft6VpzaW5DTyFcnvhN4C3AY+o85dh3pOM5Wqe/wa273u/F9ftaKQOAPvW0c/bgPUbZv5Ez2OCk9pRm8xpvvNy3z1cTu6XzMiMpjerPYHLgSvq+l4CHFWPmTakdC07h3Ke99+6fzqkPzNKo62d216fRZTRQyhF+jnAZ4HZEzznqZTGas+k1gnq/JH8fqP0TjCHUox+ZmP+zMbvG1HGE+zl9qSa5Uvq5/OFba/HNOQ06Xc3pavmOcBz+uYvQblg9nsaF/brYwdQLq6NZBEfz+GGzewllLE6LgZuoFxE/Sv12BFYk1LMv5LSdVPry+y0+E6tL8DQC1paX+xJOck8E/hsnd9fxL8v8J26Ex67FlM1g10oJ6Zvptxu+FRKX29zgGfV5ywHvJ1yVf4Y4MWN18/ue7+RPFGljK1wMLB8/ftgSsuOU5n3JP6pdRvbs+1lnuZ8ZtSfn6Jcbb9P47HjKCcVm0zy2olaKIzyF7fb0tT5vIQyPsdZlBZRN9W/n93cXoAtKCf1NwJvmOB9Hk7fgfWoTH7epsymuX4Pp5xQvKCZ0Xy+x0geG5jTAmXmvnvqfNwvmZEZTX9eO9ZjpNcAm1FauB5DOY87rD5nCco53sGUAtnm/XmPwwQ8kFK0vrLmNmtQBozuee2OwEWUYuvl9fdnMfcYu1nMX4PSV/61dbqGcjHoTW2vxzTk5F0v85eX53DD5bQNpXh/ILBenbcPZbzOq6kXf+pn7xN1f/6UtpfbafGdWl+ASRds3p3s0ygtxt9Z/35N3fjPoZxwbVrnzwZeSrk6v0Pb69BSbssAP6JcaV+pMf/XwLlMcKDcl/XIH/zVg5pjgdOBJ/Y9tj/lToZTmHtxaDb1tqhxnCi3rH658ffxlME0e1fjdwa2bjw+0rcZui3Nd0Zb1gOYg4DV67yn1f3U7ZQ+AakHyr8A/kLjFmnmFgBGft9U19PP2+TZ7FmzuJJyonAFpXXmlJ+pvoxeQmlVNLJFanMaKiP33fOXl/slMzKj6cloNuUc7pvMe8HjBMod6ZvUv8eyC9lJ1vlBlFavf6Xc9TGwmD9qE7B03W7+BawFrFp/v5BJivn17zUohewdgEeP03aEd70Mk5HncMNndRilaP8A5r1o9sy6bf0QWK7OW4O+Y08np/mdWl+AgQtYBut7O6UvxBXrvPWAb1GulB5G6b/sQfUg72Ym6JNrVCf6WhUA96H0Pfm6xrzj65dP70B5c+Cxk73HKE+UMRaOBq6qOa1d5y/deM7+lCvO/wdsNlXe4zDV7ecX9ffjmPcOmJUorYQ+0cywPrYfI3abodvSAuX0csrJxEOZ9/bLRwJn1HzuQxmf41GMaauyxjr7eZs4l50o3cEdQjlpWpMywNYcSouXCQvOzFsI6nXh8Py218ecWs3Ifff8Z+Z+yYzMaNFk0n8etzSlYH9MY17/3edbUgrW0f/6cZ2YW8y/gDLo70hehB6QwVbAMxp/r8vExfwpi6uTzR+lCe96GTYnz+GGz+rrwMWNv2c3fv8YpXHNfSd43Vjl5LTwptYXYMqFg6dTrmCdCezX99iWwJfrDvf8+ry/Mm8Be2w+GJSrfY+oO9MLgCPq/F5rl03q3+vUL6rdxymfvqzuT7kwNAf4bmP+ko3fD6JcgX9228s7TZlM1VfgnjWLS+u21BsIcBbwMkrLxWf3vebljHg/eG5Lw21HwAeAGxt/Nw9s9qd0A/aIYd5rVCY/b/OV1QxKYeMb9btr5cZjx1Luytt4UM6McCHInBYoL/fdU2wHEzzmfsmMzGjR5vZyShcdS1DGNftKnf9j5j2PWw34CqUL2Xv0CT/OE/BgSovYSygXtUf2OHKCde+/IDS7/lyHucX8ZzO3mL9c7/tunHLqZYN3vQzchuo8z+GGz29/yl0Kz27M630Od62PPbjt5XQanWkG3XYVZWTnRwEPioglew9k5q8o3eg8hdLn4uuAF2TmewEiYkZmzpn2JZ4mETGj8ftOlBP1x1AG2LgQeH5E/ILSH9nTM/PsiJhJuX3uMcC/RjkfgIiIieZn5uXAeyhXR7eNiM/V+bf3trHM/CDldrFjp2t52xIRkZlZf39sROwZEbtExBr1KT+ljLGwEvDrzLwwIjahtO78CHD0BDldDeyRmZ+bnrVYtNyWBuvbjh4fEU+vD/0MWCoiXg+QmXdGxOz62NmUFmXL9L9f771GjZ+3wZqft8yck5m3Ulr/3JSZ19bnnEBpRfWszDw/IraOiA2b79HIeT9K0faVmfnZaVyVRcqcBnPfPRz3S4OZ0WBmNLzmvikitqHcJbRxZt5B6YJh14g4h9LFxzPqedwsYHvKndV/zsw7W1j0adHLZ7J9+EQy80JKw7alKd3LjuRx5ET617Uea8/MzEspjR+XAd4N7BgRK1G62/t2RCw16jlNsA3NonyGbsvMq+pzTgAeRhno9+yI2BJ4alTNF49i/cRzuIXiF5S65f4R8QT4X15LAJtSGhzf0NrSafS0fSVhqomyc3g05dady4EnMMQVvmGes7hOwEP6/l6NcrX0CGqf+JSuh86ltGB5aeN5e1NvI2t7PaZj22n8/jjKScL7gedT+7ml9GH2UcpO9/ON5y/Z914jeeV9gsz2oNz2dQ2lX+XzgIfXx9anXDD7T33Ov+s29tpRz8ltab4z2o3S2u50yiBk61IObv5KY6BISquzN1JaCj+w7XVoITM/b4Mz2p0yGFtQxsQ5us7/MfN2M3Af4Pt1e+rv/3V/RryFuTlNmov77vnPzP2SGZnR9GZ1H+BIyoWMlRrzenedvxVYkXJudwDlPO71bS/3NOTSa8m69AK8dsW2l78rU++7nrkt8y+g3LV3N3BU28s3zVl418vEuXgOt/Cy3IlyLP0H4LXAk4FDKV1eHtj28jmN1tT6AgxcwLnF/HPrl8+WcI/bx0a2cN+3np+ldDO0Uv171/rl83tg1zpvRs1sS8rthf+hXDH9HeWE/g2N9xv53CgD9l0PXEy5CnpH/TJ6WH18TcpJ/JXAl9pe3mnOpvnF/bCa0SH1973rZ+465g4mvTLwEGAv4EnUk7Ledtf2+rgttT8BLwBupfQ5uVHf9vXnug/6NOX2+nfVA5uxGNPEz9t8Z7QDpQB0WP1Oex2lqHEucBHzDkK6Vz0+eEbf++1dXzMyxWlzWqC83HcPty25XzIjM5re3J5BKYT9lsYAkfWxRwBfqPvmCynFtQuAg0c1K8r5/n6Nv/cBfgUss4DvN1L53Itce8X8h1GOu+fQuBjEiNYD+vZL29T1Prz+/TrgTkrjh4uZe6FxFuUc5SJgx7bXYZrz8hzu3uXX67bqaZRGyHfVbexC5r1QPZKfN6fpn1pfgKEXtHy5n1cPYrYYtw8BZaCVG6gjXFNO2J9Tv5QmPAGn3Op0AOX28b1pjI49Dgc39Uv7BuBAYL06bx/KBY6r4f+3d97hdlXV3n5HCil0BBMEBSwIH0hXFFCKGJBeBKL0mhswhAAiAiJNikgvBgRELgIiIFwMAnpVEBVRCVgQRKRLvSAtIZCc8f0x5spZZ52y9zk5e6991v69zzOfnL0ac/2YZc0x5xyDVdKxZYngWh3A5mXnu0na5APWrEsESLqSrr4CtwQeSBqu2cezKl8XVZbq0miF1EZ/g1yQsaTd6oRvziuJ1XdzUtk6NHddZcuR6lu/9RpNGIHOARZJx1YjJq5nAyemYx8BDiFWKOaNG9nH9DeAPcp+H+lUqkZqu3vXRu2SNJJG5Wq3MmHk6SAWa3Vb/Uu4RN2fcBmzZu54pcZxwHBgd2JC9er0zvMIo2Ld5aLdylA/dFmS2LnXAUzNHa9UOerl3bXrpbZGGsMtuIbzg4+n8vXh1CeulLum8vVNqXmp9Az0K7PhK/8BIojNZ8rOTxPfeyzhA/+m9HsP4Fvp7x1SJ/QAsH7unl63grVLI0KsUHyI2Do/PHd8h1SGbqXT+LEsuYmOqiZi9ebo3O+ViNniDuCWHq7fgtge9n+kYDbtUn5Ulvqt0crAM4T/VgM+ANxC7ArqAH5BuLdYNJW7ZXL3VrJMqb4NSLPPpzLTZZCQzm0MXE/nivPHicn9yq8sk04D1kltd3dN1C5JI2nUIolwXzGTMGBvSzKi9aVNVdtvYCngRODNVJa+3J9yQtcV2DsA25T9Tq2QiG/yLYhdMSfkjle+/qFdL/XqpDFcfToNuO2tarutVF5q9WC3XXD3+4EDiFn7FcvNTfNw91nEQHx7MzsVuAr4VwroezOxFWoN4DgzWzfd824+IG7heZUL0tILqxG+FZ9193lZcJak2U+IQDdj0rHn3P0u6BpIuEqY2TQinsL43OH/EAGPHgM+amYfTNcOA3D3Owgfgc8DD5jZewBvYrZbBZWl2rwJLEa00d8jAiR9CDgY2CSlzd39DXd/3N1fgvkBlirXJqm+DZi5xPbdNYClzWxYCtROqleTCZ+T1wFHA7u7+7dgfpD7dtFLOtWH2u4capdqI41qI40GD3d/DNiFiCfwbWBzMxvh7h19jOMqp1vql14hVgUvRPRxWcDIjhTot6/788E6pxIL4OY1NtdDg6TLY8Be7n4CzNe7ct/ePZDteFkPWCMXqBV3/7O770tMcpxOrMbfxd2/DW2lEWgM141CQPLlYMHa3iq226Jkyp5JGEgiNwvYLoloXB8iPmwuyr5Vcue/RHRUtwLrlJ3fVkhE8L45wE65Y1nwpN3SuY+Unc8m6jGWTv+kq5ICSBErYPYnBmG3Aoum4/nt0tsAXyz7HVSWWjsRhsN/EAayb+WOjybie0wrO49N1EL1rX6t8n3ZCGBz4PfEFt51itfUekZVk3QakGZqu7vqoXZJGkmjFkyEG4ZH0jfUFuTcW1Q5Ffq1hYCPEzvPv01MblyXO18M0j68h2dMIeKgHFj2u7Vqoo1WUKf31a6X+nTSGK6H///EROu9wLEDfYaSUiNS8/+DvRTqgRT2duqIiK1Oc9JH3hvA59Lx/FbxzJh/O/CJsvNcdgLWJraE/YqcK6b0oXgaEeBmXNn5bIIOyxR+bwS8CpycG3wtAexH+C+9FVgsHe9Wx9qp3qksDUirhQvt0sKE39PngC3Lzl8T3l/1rT6d8h/JY4lA7aPS75FpQPFXckHIeru/ykk6LbB+artd7ZI0kkZDIRHxTB4i3H5tV/X2u9C/bUv44F4z/V6SiPH2CvDDwn2bAu/r4RlTiFX4lQrcXvVy0CQNs4myR4iYHTWN+e2YaPMxXA967EUE9f0m/Qh+XGiXNgLGl/0uStVLzf2PdS3UKwGrkIKOpGM1G9N27cyI7eE7Ap8gtju9AWxR1A3YkzDmt1Wk9T50247YxTATOIIwehybGuXDys5fE97/8FRWVs0dWxi4i/AF+PXc4Gvx3ODr5mzwpaSytACarZ8GVm8AR5ednya8r+pb/zXbidgC/1si8Fg2ST0sDdYzI/XqZedVOg3N1O5tt9olaSSNStHL8v/2476VicnHvcp+hyZqtQ9hsL+WrrunliJnzCfimOxGjHP3Lzyj8kZ8wj3MnoTrvE8N8BmLl/1OJWrZlrteFkCvthrD9fD+6wBPAcdkfVud9+Xr27TUXrX9AlulwU/l/Edjy9yjwGvAPcAhuXPD+7gvXzG2o00C3hY/AokI2Jkxf0I6ljfmr1x2nlsh5T6iJxBbouYSwZMeBY7oTd+qJCJYzZbE6p5HgVVy58YSOzf+XRh8LQHsS+z++BV9BE1up9TuZWmAmn2QMDo+TC7AFBVd/aL6NiDN9iS2wN8O/DQNsOYBX03nRxBG15nAsyRXDu2WpNMCadfWbbfaJWkkjUrTLHPhVbcBKHfv4mXnv4k6bUYY6o8iuWJKx4elf5cidk+9DryY/v164RmHpba9Ukb8wjvuQ0zwPJF06CDcD61a47687WQScC5tOLGW06Ctdr0sgE5tNYbrRYOJqc6tUzjea5mh+w6hOcCkst9FqZqp+f9B2JjwUXYWEVTkQWK26+TcNd2M+YWKMTV1YBPKFrDJ2uU1yBvz56/My1/XTo1tb3rltFiamIlfF1gpd02lNSICQ2erNf9F15VUfQ2+Dgb+q+z8t0pSWRqQZsOJHUQbtItGqm/91upqYqXL4unYKkQAxXnAfunYSMIX/FPAPmXnWzoNraS2W+2SNJJGTdRoXWBK7vdkwhg2doDPq2zblGuXzwDuI7nKyc4V2u7FCKPr0XRdsT+C8N/9S+Cgst+pgVptSYz3v0rs2FiGiP/SAXyF5G6vN43T319O11dmp0eufGjXy+Br23ZjuB40OA14Ja9J4fwahd+Vd/Ol1FopawAbRj6KfPq9AzH7foy7v2lm7wcuSI3F99z92HTdcHefV3yGmR1KzEAf4u7fbWjmW5CCFusSPrs2Iz5sflJq5kqgWL6ade9QwsyGERNoFxCDra3d/e/p3FjCXcMawEXAOe4+y8wWcvd30jXtopPKUgNpF41U32pjZjsSq8uWI74F7sydG0f08dsDH3f3R8xsOLCsuz9TRn7LQjrVh9ru2qhdqo00qo006p3U/k4kVjzfQRiXLyUMrefU+95V1iiPmQ1z9w4zuxt4290n9PTuZvZed3+xt/vT36PcfU6Tst40chpdAown3Am9nM7dAqwJbO/uD/Zwb95eMIUolwe5++VNe4EGY2Yj3f1dMxvj7rP7ee/i7v5ao/JWNdqhXcrVN3N3N7NtCNdwU9z9O4VrlgKuAm5190t6qW+T3P2yct5GtAPDGvnwQqFe2cxWArYGZrv7mwDu/jQxa3UfsI+ZnZSO92TEnwKcAxzcjkZ8gNSwWPr7T8TKl5nA+0vNWBPI3jv9vRyEHgN9XtU7pIz0oXs3sXpjFjDDzFZJ52YRvpfvJ/y4HZcm0d7J3V85nVSWmk+7aKT61jdmNorwTboBsTr6/3LHcfcXgGuIlXYfTsfmZcbpfN2tMtKpZ9R2Dwy1S7WRRrWRRr2Txq0/BS4GdgCmA1Pd/WxidXlNCmPeHZIhqRIU+6TMCE+4avqYmS2fxrjDc/esAkzPylgv91NFIz50ece1gddzRvwZ6dh27v6gmW1vZptk9/VhVBzyRnwzWze9E8mIPxn43zSRWDeZET9NTooaVLXtLrRLmX0te9d/AA8Ak81sp3Suw8xGA1sRE2kv5e8xs6OIRTYHyYgvGk1DG69cod4b+DXwO2Jr3IpmNtaCYTlj/r3AwWZ2drpvmGa3ulMw5v8B2CabKawqhY+SXYAbzezY/j6jIZlrIQpGjrG5cjKPGHxNJQZft5nZquncLCJ41CPAY9kkWlVRWRKDhepb/0kD7pOAHwCLpr9x9zlmNjJd9jixJXXJHu6v5GCiiHTqjtru+lC7VBtpVBtp1D/SmPUVwvXQQoTP9s/AfOPPiBr359u3qcTuhkroV3i3j5rZJ8xs/aTJDMKNxwkWq++zhXwjiWCbaxKuZNqZl4AVYf5K/DWAbd39z2a2BDGBtquZjYEu9pdsAWQlbCdpkmcV4Hgzu9rM9gcuBG4A6l6Rn2/b8hNCor0otEvbAJea2R2pbK3m7v8AjiC+wc8zs7PN7BDCUH8J8B13vyn3vHHAIUT8pSE/aSaGAN4Afz3QLcL6S8Qg9Bjiw6QDODJ3Tebb/QPA/9I9Ev3XiGAR+zciv62W8vr157p67xvKCdiLGDh8k/iI6bemwEbA+LLfpcE67QBcB9xJrJz6SDo+kgiKmPk4zQcsG1F2vpuskcqS0qAk1bd+aZW59HsvcF7q23+QOz+a8OX6OvDpsvMrnVovqe2u+33VLkkjadR4ffLtykLAx4E9CGPPK8B1ufNFH8vDe3jGFCK4+YFlv1sDtNqLiOMyG3gN+A1hrP8B8Bxh1F8vlaujUjv/lbLz3exy1MO5fVJZejLpl9XBEcABqf7tVLjnIMLeUinbCRH8+ETgTSJw/ZfT8br8txfq2g7EYsjS30upvATsDbwN3AjcRsTvfA04PJ3fMLVRL6dydw+5uC/5sgcsXfb7KLVPauzDY7v3IcAVwMLp2IcI34m9GfMXzh8jtrncTS5idlVSoTNZlAjENjz3YVezUyp2/FX+eAbWSR8wx5ACaQ1A52mp7H2i7PdpoE67pw7pZ8SWsDfSx/Fa6Xw2+HoAeAZYva8yVcWksqQ0WEn1bUCaZUbqccD5qR79HriScEvwKvC1svNZdpJOPWqitru+91W7JI2kUeP1ybcr26a2ec30e0ngW4QB9oeF+zYlBXeluxG/MgESC+82gTCCnQbsTAQCfhB4LP0+E3gitc1zCJc7R7RDWSrotD5huN+ZiHkDESfnesK4+MN0bM1UXmYBR/XwzJ2BPct+t0HWKbMV7UJMds0Grs+d79MGUtB5aiprny/7vZTKS0SA8qeIWCaLp2OLEjuqZgDLpGNj0vHx2XXpeFsFAFZqrdS4B8OnUgP5F+CMwrkV6DTmH97L/fOj1VcxFTqTicSqhBeAh4ltcCukc702EIVn7Fj2OzVBs4lJo3V606GGRlPSx+Gkst+lwTpdChwJLJp+H5k+lH9J18HX54CngX3KzrPKktJQTapvA9atuOL8ZWJ1+ReAjXLXtfVHsnTqpofa7vp0UrskjaRR83TahzDYX0tuZTSxeni+MR9YlnA91G2lNBUz4hfebVnCkD8dWKRw/JfAQ8D7CBc62xA2hFVz17VL/7Y34cXgFWLS7K/Ax9K5DxLuPF5I1zxH2Fjykx2V1KnQh2vXi9KglKX0+/OEIX+N3LGfEK4r106/R/X0jOKzlJSanQbvQT0U6vRB0wH8gbTyIHduBTpXmB1X67lVTcCXiEHlRcTuhenAP1Narh5diO31HcBWZb9Pg7U6DXgl97vYWa9R+F3ZVS696LMj4brqLmDjwrlDia2Xv6BztdBIYPmy812SVipLSguUVN8GRcPsu2E8cAHwInBJ7vyoMvLVakk6ddFCbXff+qhdkkbSqLlabUYYE48iTXik49nq4aVSu/V6artfB75eeMZhxArQyrVNRMD2DsIAfUEP5z+W9Ot2Lp2vrB2g0D+tThgPv5r+PpAw1P+HzkmzJYGVgf2JXR0fK5a3qqWCRtr1ojQoiZg0u4CYDHomd/w2wrC/Zvq9GeFWZ2zZeVZSKqbBfyAsVfj93dSBn0TanpI7t0JqkCvnNqdOrZYjthWeVvj4ezR13ivnjlkvf08hfMTtV/b7NECf7CM4M2Jskz50J/dwzVLEDOqkXjSqdKcNjCImgV5OH8sfSMfH5K45lIjAfg+wXuH+yn4oqywpDXZSfRtULfNG6vOB/wMuLztfrZbaVSe13f3SSu2SNJJGzdMpa5POAO4jt2CNtKs8d81iwHbA0XRdsT+CiHfyS+Cgst+pQTqNJ9zCvElyg5K0yfuV/jVwW9l5bbIu+fdfl/DDfSU5H9vAloTbqtdJhsVenlX5Ood2vSgtQCp8D34WeIuYENuNsKNNJIImP03nSvyxxATt/wIrlf0OSkrFNLgPi4rRAXyqcPzqdPxEuhvzFxnMPAylRESdfwWYkDv2P6kRWSN3zRK585UemBber7jSbmXgj8CfC534aGKL3dN0D/ZzFG0SKJnYlnpuqms35o6Pyv09LZW5nZqdP5UlpSol1bdB1bInX/CV6dek08DeM/2ttrt/2qldkkbSqDkaZROIdwN3pr+7GVSB9/Z1f1HXKibCmH9NKk+HFM6NBu4gdoCM7EnDKiViMnp07vdKhCGxA7ilh+u3AGYSk/eZbaCSq+/70Ey7XpQGJRETPZsRcaYWBj6Q2p+3iMnr5dN1o4nJoxdVZpRaNQ3uw2DzNLh6jUIQMTqN+d/o6aOmDTrunj7u1kmDy03T7xl03c6zGhEoeKPiMwh3OlU24m8DXJ4a16uB1dLxjYmth08DZxPuiC5MDfAxheeNA54kRbSvSuqrrhCDr/OJlS+X547nB19rlv0OKktKQyWpvvVPI2KF4ZjC+XoCt49I/y4P7F72O0mnltBIbXcdOvVwTu2SNJJGTdIqtVHP0WkAGp47twphoF6l7PyXnVJb/CPCFnAs8CHgI8ABxFh437Lz2AQNphE7WVbMHVsSmETsxn8Y+GA6np/o+Rzwt6Tde/qqt1VKaNeL0iAmurr5Oid3fGtisuw54HDC7fWZxITQMbnr2qLeKQ2dlDV+g4aZbZIa3I8Bm7j7fblz3wf2JPxRHe/ubw/qf3wIYGZLE/5dO8xsReB+4sNmReD/EX7u/2JmI4jB6e7ENvGZuWccQTQwB7r75U1+hYZjZnsTAX1mEFHClyP0OdHdzzazDYGDiVUKo4lth1e7+/R0/zB370h/L+3uLzf9JRqEmZmnSmtmGxH17MNEHIp73P0ZM1uO+JDZE7jJ3fdL149y9zm5Z83XqaqoLIkFQfWtf5jZToTfyQ8DvwN+7u7XpXPD3X1eL/fldV7N3f+W/q6kZtKpNmq7e0ftUm2kUW2kUf0UtPoosDhhRPwTYTycTuyoPsbdX0zXjSQMQscTQYB/XUbeWwkzy3aT7UKsdJ0JLE2UrdPSNfO1rhpmNpZwm/uAma0KPOHus81sKSIuxVmEm6EvufsbhX5sG2I1+rWlvUCTyd7fzO4G3nb3CT2VDzN7b1bvero//d2lzRLth5llrim3An7s7nvmzm0K7ArsRCyUnUm0S5en85Xu48QQZUFnAuhcHZafOd4UuBeYBXy8cP3NtJFPfLquLtsS+Dsxs57pNoWYHXwb2DwdW4IY5L9GYRUZMZi9nZx/2Colwk/gU8BXgMXTsUWJ7XAzSK6ZiIH9osR2zcVz97fFdkNg31Q+HidmjN8BHgFWT+eXJ4K4vARcVXZ+VZaUhnJSfatLoy8mXX4GXAc8AzwBnJ+7pludKvSRh6X+cK2y30c6laqR2u76dFK7JI2kUXO12iu1TbOTZr8B1ieCIT6X2qf1CFezRxHj4K+Une9WSqm9vopYhX9S4Vwl2266uxXeCHgVOJm0M48Y+++X6uCtwGK9aVJhnbTrRamhKbU/16Zv6P8qnDNih8yS5Fx/V7W+KQ39tGA3x+zxr3rqbNJHzMPElsy1yn7RUsTtOvD+ALFNvIMwxG8GDCf8AX4tHb8D+G/gRsJPV7ftPMAwYHzZ79YIjdLvz6eP5DVyx36SBhhZ8JFRPT2jtw+AqqVUdl4njDkrpWOTgYcIH4qrpGPLEj7gOkiTRFVOKktKjUiqb3VpNI7wf3s0yX9p6vOuAJ6n4Ks0d1++jzyUGNhXduuzdOpVF7Xd/ddM7ZI0kkaN1yff9k4gxrSnATsnnR4EHku/zyQmZTtSG/0ocERPz2r3lMrTD8nFeaGixjLCVccbwKq5YwsDdxFu375OpzF/cTqN+TeT7CvtkAp17aPAJ4hJshHEKukXgcvIuWcmbCh7pzr46bLfQWloJLq6+Togd3xE7u8s/oLabaWWTf27uPtgax8iQMsMejbmH54qybvAhn09q8qJWMHxd8JA/wix+v6PwGfoHHzuTKzo+B1wOvCF3P2V/LgpaLQ3seLn28AzueO30TVuwGZJp7Fl57lErY5Lg6zl6LoqYYc0iLiVNJOcPpY3LjvPTdZHZUlp0JLqW4+a5Pv5L6T6NhP4bDo2PKfHT1K/t2LhGZUO3C6dBqSX2u76tVK7JI2kUfN0WpYw5E+n60rNZQnf2w8RMQWWIRZtfYquhtvKj+MGoOk4Oo35ldypT6zw3TKVj0fJrRoHxhIL+/5NV2P+EsQumTnEYsmRZb9HkzXTrhelhie6GvP3Kzs/SkoDScOok4J/wE+b2abufiUx8PoU8CMzW8zDl1n23EcI/4EPA2vln5c9q+qY2ebApcSKu8OJ7XQTia095wOfMbMR7n4joeWn3f1od78h3V9Jn1xmZrm/P0us9HmA8M05zswmmtkNhM/O7d39weRbcD1Cu3HNz3XLsBrxwfesu89Lfjhx95sJY9AnCZcDuPtz7n4XRFkqKb8NRWVJNBjVt4SZfTf1/fk+aSsinsuqRLBRAE/92nPAMURAu7Vzz8l/T0wBziViwVzWhNdoONKpPtR2LxBql2ojjWojjWpgZhsAzxI7pt919zezc6ntPpRoj77m7i+5+0/c/Xfu/vd0v1VxHLeguPsLhHa/JAy1lSP13z8j+v45wG3JNz7uPotYaf5nYnfHkWY2xt3/A/yYCIx7nbu/W0bem0XhO2AC8R3wA2APYvfiIsROxptIQe+JwLe3AQcSOxnPLD5LiL5I7c+XgeuBy8zskJKzJES/qetDrDCY3JNoYE+yCNb6P0RH/AnCmL907oNlDaKD3srdLxrszLcyuY/cCcSqlqvc/cn0kXcz4ZZoWWKL5sYpwN1cd5+bf05VP/5y5WlZwIHvE/6Cfwf8gvCHtwnwKXefaWajiSAkRwLXuvvjZeS7Rfgd8L4UMBF3fzcbfBFBkhYjVnR0QWVJZUkMCNU3wMw+RKza7PLd4BH88AxgIeCrZraCu3fk+jInVlYNz92T1dkjgbMJNzFVMU5LpzpR271AqF2qjTSqjTSqzb+AGwh3KOMgxsXZOM/d/wL8DfhQTze3y8K1gZCMaTu6++5l56VReASvv4vYUTcLmNGHMf9wMxubjPmXeWfw9soaqAvfARDG+m+6+43u/h1iR8NTRDyBc4CPEwGmNwG2c/ez0v3DVNdEf0jtz2GEa+uRfV8tROsxop6Lco3sF4nV5ccCd7j7E+n4D4hB2FnAT83sFmA0MBU4xN2fTtdVNhI9dHu/pQl/bmOJxuGd/HXEToVLiG2tXyO2j/2xqRkumbTK5R4igNY17v4W8JaZnQ+8l1jhsquZPU+sUpwEnJ4ZMqpenvrg18B/gEPN7GV3vzsNvhYidr48QvhXbBtUlkQDUX0D3P0xM5vo7q+b2c7AW+5+ezr3NTMbQ0zqP2NmF7j7P8xsETpX2r2Yf56Z/T9i4Hqou1/exFdpKNKpf6jtHjBql2ojjWojjWrg7s+b2aFEsO2JZnZIWpyWjY1HEwbat9MkyNw2bZMGhLu/DtVuyz28FdxN9P3nE8b8rdz9YXeflSbSridW4S9sZl9393dy91dSl4zCd8D1Xtj1kurfXcSulynEbqH8/dr1IgZEat93TpNqQgwprN6+wcxWIPyS/YiYKZ2bjm9C+Jd6hRh0fZPY9vQycKG7nz3ouW5xzGw/orPehJg1vhLY1t1nWGyjn5u77ihitctMd/98KRkuCTPL3AttBfzY3ffMnduUWHm3E+ETeCZwU2bIsIq6HKoXM9uO2Gb4F2L1wgPEFuhjiSDJ55aWuRJQWRKNpN3rW2FX3lJ0ulyY4O4/z113IXAw8AyxNXxZIhbMhe5+SuGZSxBBy/7RlJdoAtKp/6jtHjjt3i7VgzSqjTSqDzMbB1xIxDT7OrF7aBiwMXAR8F/u/r3ycihagcJ3wFhgdu73CKK8nEcs9NvaO10wLQzcCVxRxUn7vih8B9zm7rumRY/zDfRm9mvgDXffqsSsigpT5clEUU36Y8hfmdjqfBDwU+D9RFCy9QkD/h+JYBF/NbOVgHfc/dl0b6UHW4VOey3C3dDFxO6F2USQ2/WBzd19ZrpuFOETdxSxtfVGYCd3/5+mv0CJpM77HGA34OBsG2E6Z3Ru6Z3vl7Lq5akWWXmz8CV4EuEv2AkXTtNz2wzbqkNSWRKNQPWtO2b2acKQ8VlgS3f/We7ctwjXJ48CVwG/dPffpnNtVd+kU32o7e4/apdqI41qI436RzLmnw/sQuyemknswL7J3U9L10grgZntQMTEyyb1f+ruj6ZdG5+h05i/lbs/nO6Zv9iv3UjfAWcTmk3xnEvmtOvlFiK+0G5o14sQQtTnWifxJuEr8QBihdQGhLuYQ4itUL8iPmz+6jm/pe2w3SlnxF+b6LB/Q/i2eyUdPxP4FnC3mZ1K6DWOCH67H/AkUOlgNr2RtjQdRpTFi81srnf6AB7u7q9CZ8yBdihP9ZB0uNPM7ieMHIsDr2R1rx2NHCpLolG0a33rzSDh7r82s5OIuna7mc03Urv7UWmgOpVwsffP9KzhHr5iK4d0WjDUdg+Mdm2X+oM0qo00qh93f8HMphKBS3cD/uDux2fnpZUAMLPdiRgvvwaWIbwVbGFmx7r7AxZudqYSLol/nr4N/uqdO/bbbjIofQdMI9wRX2CxGzG/62UTYtdLW9pLhBCiSN0r8gHM7LPAd4B/AA+5+1Hp+GjCt9kP3P2cRmS01bEIcPdo+nmnu29ZOL8GER17V2IV/kvA+e7+bTP7EnA6sJe7/6p5uW4drOuW1QPc/YqSs1QqC/IR144fgHlUlkR/UX3rjpmNzAZMaZJ6JcJl3kPu/nI6/mngRGKQVVxx/h3Cn/lZhMuYJ5v8Ck1BOg0earu7onapNtKoNtJo8LEIzHkusYDtIHe/TEZ8kWFmlxK2kkvc/Q2LgPWTiaCt05IxfyRhnL4C+Lq7X1lWflsJ7XoRQoj66JchH+b7cHs7WzGWfu8AfBvY11NQt3bDzBYH9iRW2c8DtnH3R4ofdma2Wjr/prs/Y2afJHxT/sLd9ygj761C6rzPIyY7umyrqzL5DxIzW86TSyoxcNq1LInaqL71jZntTbh5eSr3+/x0elFii/j5nny+54zUGwDbu/sduWdlvuC/5O7XNe8tGo90agzt2narXaqNNKqNNGoeBYPjYe5+fo1bRMUxsx0JW8B7gOPd/a7cuUOBwwi3VdPc/cFkzB/n7s+UkN2WxcLNzreIXS9naNeLEEJ0Z1h/b3D3t3JG/PUJ1zDTgfPa1YgP4O6vAdcQHc844FQzG+udQVosXfc3D194s83scGLb2G8zI352XTvi7i8QHzl3EFvrKk9h0LULcKOZHdvfZzQkc0OYdixLojaqb31jZlsC3wUuNLPxaTB1GnAKsBmwB7AhcIKZbQ3hPobwA/9H4Kdm9n4zWyid+zKwT9WM09KpcbRj2612qTbSqDbSqLmktupQ4JdEHDTRxljEvtuC8H+/CpC5phoDkCZ6zgWWBy4ys/Xc/d3MiK+614m7Pw98FbgZOM7MDgAZ8YUQIk+/V+TPv9Hsg8DVhE/4i7OVCFVvZAsfyiOBhdz9rdz5pYgZ5G8DtwF7u/usHp4zHphAzMSfmY5VWrt6SRMg3TSrMma2FzEhdg5wr7vfWud9+fK4EfDP9AEkaM+yJGqj+tY7ZnYasDthcL6W2HF3iLv/J53fmgjk/gRwqrvPSMc3BZZ095vS7y6+3qvWv0mnxtKObbfapdpIo9pIo+ZiZou5++tl50OUj5m9DziKmOD5sbvvnI6Pcvc56e9pxKT+Adl3gOgZ7XoRQojeWRBD/nBgXWCEu/82Hav0ALTwkbsDsA+wJvAQcBXhv+3dgjH/VmC/Xoz5C7n7O+nvSms3EPJ6VxkzW4dYdTAdOMfdZ9d5X748TiN8LH/S3e9rVF6HKu1SlkRtVN96xrr6ej+F6N/eBv7o7hPNbATQ4e4dZrYVsSL9MeDMoqGoyv2ZdGou7dJ2q12qjTSqjTQqj3Zpq0Tf/6+TMf9owmPBD919/3Q8b8xf090fbFqGhzDJmH8N8Ly77152foQQolXot2udDHef5+735Yz4VvUBae4jdy/gSuA14Djgw8AJwOHJOP8K8EPCX/4XiO2tI3p43ju5vyut3UBoow/ilYkAyLfnB119bbMsDLqmEMGSJ2vQ1TNtVJZEbVTfCqT3y4zTC7v7cYQhaGlgIzP7gLvPBYala28DDgBWJdzIrZh/XlX7M+nUfNqo7Va7VBtpVBtpVBJt1Fa1NcWdK2Y22czOMrOJZra8u/8bOAP4HrCzmV0B4O5zLNzvkBnxzWzAdph2wcOF1Y4y4gshRFe6GZcHSrt8wJjZZsDJwDfd/UwLFzmXAG8QhvsOMzvX3V8xsx8BY4B30uBeiJ5YExjp7vdDp6uF3IfiGu7+5+ziHgZd5wKT3P2y5mddiCGH6luOwvt9AdjHzH7m7qekCeipwMVmNsndn03H5rr7T83sQOA97v5EeW/QHKSTaDBql2ojjWojjYRoILn6si9RX14hgttOAR43s53d/a9mdka6ZaKZXeXue2Ur8nPP0mR+HXhyXaVdL0II0YlmgvuBhU/8TYF7khF/FeARYnX+OsB/gGOAabmV+d9x94vT/QpkI+avwMiVh98Ai5nZZIjdLrlrliJWck7K7tGgS4j6UX3rm9z77Q18H/gr8Gg6dwJwMbAWYaR+n7vPNbMRSZub3f3ydH+l+zfpJAYTtUu1kUa1kUZCNJ+0qO884BvAZu6+GDGZPw+4y8xW8QhieyrwI2APM9u8tAxXBBnxhRCiExny+4HHlvorge9bRKG/mvCBf4K7PwccSexyOAA41sL/7Zzc/eqA2pSC8cagS3n4B/AAMNnMdkrnOsxsNLAVscLqpfw9ZnYUEYPhIA26hOiK6lv/MLNPEFvBTwBO9nAJA4C7H0sYrtcDLjCz5XraYdYO/Zt0EguC2qXaSKPaSCMhSmcD4BnCSP8UgLt/h1jM9wZwppktkmwDJwObuvvPy8qsEEKI6jFornWqRm/bt9z9MeAxM1sXWAY41t1fTqcXJj6Q3wGe0pY5Ad1WPW0D7GhmyxNl5TR3/5uZHUFMEp1nZhsRwRFXBfYl3DjdlHveOOAQ4IhslacQIlB9GxCrA3OAW939reygmY1w97nufqyZzQGmAVeZ2Xb569oI6SQGhNql2kij2kgjIVqC1YAx7v4sxI59d3/X3W9OK+93I1zrvpmM+c+l6xTgXgghxKBgWhzWSfaBbMmnZDr2IWAs8Lq7P5m7diPgbmBPd/9BWu1yCOEn7/ieVuKJ9sbCJcMlwAziA285YEXgRHc/28w2BA4GtgBGE6uqrnb36en++R+AZrZ0bgJJCFFA9a1+zOw84Evuvkz63WWwaWYfcfdHzew04LF2XbUpncSConapNtKoNtJIiPIws0OBM4EvZhNjmTHfzHYDrgJWd/dHy8ynEEKI6iJDfg5LQaCyD1wz2wM4HlgWeBK42d2PS9d+EPgusBJwE9ABTAa+5u4XpmsUlEUAkHZw/Bi4ALjU3V8zs0WBV4E7gH3c/SULl00jiN0ds939tXS/VnEIUSeqb/3Dwp/yucBEd/9xOpZNbC9D+IK93t1vzt3Tdv2bdBILgtql2kij2kgjIcrFzNYGbgf+TizeuzsdXwg4Edga+Jy7v1BeLoUQQlQZ+chPWESff8DMdktG/AnARcAtxDb5J4EDzewKAHf/F3AOEfBuH2Bb4BuZET9do8F7m2LWLaDhe9O/d2SDKeBa4GnguDToGuXus939DXd/Hng9e5YGXUL0jurbAnMnMAuYYmbrQ/RfaafZ1sCGhEuZ+bRp/yadRN2oXaqNNKqNNBKitXD3mcCBwEaEC6sjzOyzwFeIoLdXyIgvhBCikWhFfsLMPkmsvt8C2AF4ixiYH+/ub6XVdscAewK3ufte6b5liWBTo5NxX6tdxHzS9uf1COPORHdfPh2/jfC3vK27P2hmmwH7Awe6+6zSMizEEEb1beCkyeubgX8CNxIrzTYggref4u6nl5e71kE6if6idqk20qg20kiI1iC3E28CcBJRLx14Apju7mflrysvp0IIIaqKVuQn3P1e4Dhiq9wthO/J15IRf5i7vwScCvw3sJWZfS/d95y7/ztnxNdqlzYmv3Iqrc64mPBN+gdgnJlNNLMbgI8B26dB11jiI3A8MK75uRZiaKL6Nni4+53AZsC7wOFEX7chcHRmnDaztv9mkE6iFmqXaiONaiONhGhd0nj/TmAbYBXgk8CEnBF/mIz4QgghGsWIsjPQCmQz5u5+v5mdRKzG3wlYMnfJ8LRd9VRgHjDJzBZx913yz1Kn3d5k///TTg0Hvg9cRwRB/gVwOTAbWMvdn0kuGXYFjgSOcffHS8m4EEMQ1bfBxd3vNbNNgUWJAIr/8RQEUTvNOpFOoi/ULtVGGtVGGglRHn2tps8fT31/l2DRWtQnhBCi0bS1IT9nwHcze7+7P+3uvzezs4GFgKlm9nt3v86CzJh/BjGA/1O5byBaETPbALgHeAm4xt3fAt4ys/MJ36bjgV3N7HlgbWAScLq7X5bu11ZMIepE9W1wcffXSf6UMzQo7Y50En2hdqk20qg20kiIxpOvJ2a2nLs/uyD1RnVOCCFEo2lbQ36h094FOMLMZrj7yWm13cnAcOAaMyMZ8zvMbEQy5k9197eLzxIC+BdwA7AVsHR20N1nmNksYsXUV4mdHTOBae5+OWg1pxADQPWtwah/qw/pJHKoXaqNNKqNNBKigfRiD7jV3b85kGcIIYQQzaDtg92a2V7AdOAc4F53vzV3bl3gBCLo7UR3vz7zWakOW/SFmY0nytRuwMHuPj13zoAl0s933f3NdFyDLiEGgOqbEKLVULtUG2lUG2kkROPpyx5Q4778RMBGwD/d/fnG5VQIIYRo4xX5AGa2DnBKSue4++x0fLi7z3P3P5nZCcRKl+vMbLS7X1VejsVQwd2fN7PDiDp2sZnNzbY6A8Pd/VXoDIoolwxCDBzVNyFEq6F2qTbSqDbSSIjG0ps9oI778kb8acBZRNBbGfKFEEI0lLY25AMrA6OA2wud9vwP4GTMP5VY8bIkQtSJu79gZl9OPy81sw53v8Ld5+au6Uj/aoeHEAuA6psQotVQu1QbaVQbaSREQ+nRHtCXy5yCEX8KcDow2d3va0aGhRBCtDftbshfExjp7vdDl5X4Wce8lrs/4O73mdmu7v5iqbkVQ47c4GsecJmZjXH3i8rOlxBVRPVNCNFqqF2qjTSqjTQSomHUsges4e5/zi7uwYh/LjApt1NGCCGEaCjDys5AM8lvO02HfgMsZmaTAdx9Xu6apYBTzOzgdO7Fwr1C1IW7vwAcBtwBjCw3N0JUG9U3IUSroXapNtKoNtJIiAVnAPaAU81sUnaPjPhCCCHKpvLBbgsd7nB3n5c7tzJwDbAQcIK735SOjwa+AJwGTM2OC7EgmNlYd59Vdj6EaAdU34QQrYbapdpIo9pIIyH6x2DbA8zsKOBkIgD15c17EyGEEKLihvxCp70NsCOwPPAScJq7/83MNgauJNwM/Qh4DFgV2Bf4prufWkbeRXXpy+eiEGJwUX0TQrQaapdqI41qI42EqM1g2wPMbBxwH3Cmu1/YzHcRQgghoOKG/Awz2xu4BJgBjAGWA1YETnT3s81sQ+BgYAtgNPAAcLW7T0/3D8uCSAkhhBBCCCGEEGJoMJj2ADNb2t1fbvpLCCGEELSBId/M1gV+DFwAXOrur5nZosCrhI/Jfdz9JTMbQ8zCLwzMdvfX0v0y4gshhBBCCCGEEEMM2QOEEEJUiRFlZ2Cw6WGb6XvTv3dknTFwLfA0cFzqtEe5++x07o0s+E16ljptIYQQQgghhBCixZE9QAghRJWpnCE/5wNvb2A9YA4wzN3/nI7fBqwObOvuD5rZZsD+ZnZgFjgqe4b8TgohhBBCCCGEEEMD2QOEEEJUmWFlZ2CwyGbN09+fBS4mfNv9ARhnZhPN7AbgY8D2qdMeS3Tu44Fxzc+1EEIIIYQQQgghFgTZA4QQQrQDlVmRn5t5XxZw4PvAdcB7gF8AlwOzgbXc/RkzGw3sChwJHOPuj5eScSGEEEIIIYQQQgwY2QOEEEK0A5Ux5AOY2QbAPcBLwDXu/hbwlpmdT/jGGw/sambPA2sDk4DT3f2ydH/Rn54QQgghhBBCCCFaHNkDhBBCVJ1KGfKBfwE3AFsBS2cH3X2Gmc0iZty/CswDZgLT3P1yUDR6IYQQQgghhBBiCCN7gBBCiEpjVZtwNrPxwDnAbsDB7j49d86AJdLPd939zXRcnbYQQgghhBBCCDGEkT1ACCFElanainzc/XkzO4x4t4vNbG62VQ4Y7u6vQnTW6V9Tpy2EEEIIIYQQQgxtZA8QQghRZSpnyAdw9xfM7Mvp56Vm1uHuV7j73Nw1Henfam1JEEIIIYQQQggh2hTZA4QQQlSVShryoUvnPQ+4zMzGuPtFZedLCCGEEEIIIYQQjUP2ACGEEFWksoZ8mN95HwYsDowsOTtCCCGEEEIIIYRoArIHCCGEqBqVC3bbE2Y21t1nlZ0PIYQQQgghhBBCNA/ZA4QQQlSFtjDkZ6RANu3zwkIIIYQQQgghhJA9QAghxJCnrQz5QgghhBBCCCGEEEIIIcRQY1jZGRBCCCGEEEIIIYQQQgghRO/IkC+EEEIIIYQQQgghhBBCtDAy5AshhBBCCCGEEEIIIYQQLYwM+UIIIYQQQgghhBBCCCFECyNDvhBCCCGEEEIIIYQQQgjRwsiQL4QQQgghhBBCCCGEEEK0MDLkCyGEEEIIIYQQQgghhBAtzP8HoTiyGiykfTcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualização dos dados ausentes\n",
    "msno.bar(data.loc[:, ['sum_recharge', 'recharge_frequency', 'rec_online_10',\n",
    "                      'rec_online_35_b5', 'rec_online_15', 'sos_rec_5', 'rec_online_20_b2',\n",
    "                      'chip_pre_rec_10', 'chip_pre_rec_20', 'rec_online_13',\n",
    "                      'rec_online_50_b8', 'rec_online_30_b4', 'rec_online_40_b6',\n",
    "                      'pct_rec_1190', 'pct_rec_690', 'rec_online_100_b18', 'pct_rec_sos_5',\n",
    "                      'sos_rec_3', 'rec_online_8']],figsize=(25,5));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a22b96b",
   "metadata": {},
   "source": [
    "* Variáveis enriquecidas de serviços"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "468f9c26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualização dos dados ausentes\n",
    "msno.bar(data.loc[:, ['sum_services', 'services_frequency',\n",
    "                      'inter_avulsa', 'antivirus', 'app_educacao', 'app_emprego', 'app_saude',\n",
    "                      'clube', 'pre_mix_giga', 'entretenimento', 'games',\n",
    "                      'pct_internet_mensal', 'prezao_diario', 'prezao_mensal',\n",
    "                      'prezao_quinzenal', 'prezao_semanal', 'recarga_sos',\n",
    "                      'servicos_operadora', 'sms_cobrar', 'sms_internacional',\n",
    "                      'transf_entre_regionais', 'truecaller']],figsize=(25,5));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbda4624",
   "metadata": {},
   "source": [
    "* Histograma para visualização da distribuição das variáveis de recargas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f2615b41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualização da distribuição das variáveis de recargas\n",
    "\n",
    "data.loc[:, ['sum_recharge', 'recharge_frequency', 'rec_online_10',\n",
    "             'rec_online_35_b5', 'rec_online_15', 'sos_rec_5', 'rec_online_20_b2',\n",
    "             'chip_pre_rec_10', 'chip_pre_rec_20', 'rec_online_13',\n",
    "             'rec_online_50_b8', 'rec_online_30_b4', 'rec_online_40_b6',\n",
    "             'pct_rec_1190', 'pct_rec_690', 'rec_online_100_b18', 'pct_rec_sos_5',\n",
    "             'sos_rec_3', 'rec_online_8']].hist (bins=50, figsize=(20,15), color=\"blue\")\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e013ebd9",
   "metadata": {},
   "source": [
    "* Podemos observar que as variáveis de recargas não estão na distribuição normal, tendo assim uma distribuição assimétrica à direita e a forma mais correta para tratar os valores ausentes é, eliminando as linhas, dado que o enriquecimento das recargas são voltados para os Leads que utilizam os pacotes.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c752ca35",
   "metadata": {},
   "source": [
    "* Histograma para visualização da distribuição das variáveis de serviços"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6c2df867",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualização da distribuição das variáveis de serviços\n",
    "data.loc[:, ['sum_services', 'services_frequency',\n",
    "             'inter_avulsa', 'antivirus', 'app_educacao', 'app_emprego', 'app_saude',\n",
    "             'clube', 'pre_mix_giga', 'entretenimento', 'games',\n",
    "             'pct_internet_mensal', 'prezao_diario', 'prezao_mensal',\n",
    "             'prezao_quinzenal', 'prezao_semanal', 'recarga_sos',\n",
    "             'servicos_operadora', 'sms_cobrar', 'sms_internacional',\n",
    "             'transf_entre_regionais', 'truecaller']].hist (bins=50, figsize=(20,15), color=\"blue\")\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54e5072a",
   "metadata": {},
   "source": [
    "* Podemos observar que as variáveis de serviços não estão na distribuição normal, tendo assim uma distribuição assimétrica à direita e a forma mais correta para tratar os valores ausentes, será eliminando as linhas é, eliminando as linhas, dado que o enriquecimento das serviços são voltados para os Leads que utilizam os pacotes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "261d0b6c",
   "metadata": {},
   "source": [
    "* Drop id único dos Leads"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d0f1ecb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop\n",
    "to_drop=['id_contact']\n",
    "data.drop(to_drop, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "842f434f",
   "metadata": {},
   "source": [
    "* Tratando valores ausentes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d52c456c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tratando os valores ausentes\n",
    "data.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93013868",
   "metadata": {},
   "source": [
    "* Tratando variáveis categoricos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d30d59e3",
   "metadata": {},
   "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>regional</th>\n",
       "      <th>plan_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BASE</td>\n",
       "      <td>CONTROLE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SP</td>\n",
       "      <td>PRE PAGO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>RJES</td>\n",
       "      <td>PRE PAGO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SP</td>\n",
       "      <td>CONTROLE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>RJES</td>\n",
       "      <td>PRE PAGO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53242</th>\n",
       "      <td>SP</td>\n",
       "      <td>PRE PAGO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53250</th>\n",
       "      <td>NE</td>\n",
       "      <td>PRE PAGO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53253</th>\n",
       "      <td>SP</td>\n",
       "      <td>CONTROLE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53254</th>\n",
       "      <td>SP</td>\n",
       "      <td>PRE PAGO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53256</th>\n",
       "      <td>SP</td>\n",
       "      <td>PRE PAGO</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16376 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      regional plan_type\n",
       "0         BASE  CONTROLE\n",
       "13          SP  PRE PAGO\n",
       "14        RJES  PRE PAGO\n",
       "17          SP  CONTROLE\n",
       "19        RJES  PRE PAGO\n",
       "...        ...       ...\n",
       "53242       SP  PRE PAGO\n",
       "53250       NE  PRE PAGO\n",
       "53253       SP  CONTROLE\n",
       "53254       SP  PRE PAGO\n",
       "53256       SP  PRE PAGO\n",
       "\n",
       "[16376 rows x 2 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.select_dtypes(include='object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "31078863",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Transformar rótulos não numéricos (desde que sejam laváveis e comparáveis) em rótulos numéricos.\n",
    "var_cat=data.select_dtypes('object')\n",
    "for col in var_cat:\n",
    "    data[col] = LabelEncoder().fit_transform(data[col].astype('str'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bfae0c7f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 16376 entries, 0 to 53256\n",
      "Data columns (total 46 columns):\n",
      " #   Column                  Non-Null Count  Dtype  \n",
      "---  ------                  --------------  -----  \n",
      " 0   regional                16376 non-null  int32  \n",
      " 1   idade_cliente           16376 non-null  int64  \n",
      " 2   plan_type               16376 non-null  int32  \n",
      " 3   Qnt_abandono            16376 non-null  float64\n",
      " 4   sum_recharge            16376 non-null  float64\n",
      " 5   recharge_frequency      16376 non-null  float64\n",
      " 6   rec_online_10           16376 non-null  float64\n",
      " 7   rec_online_35_b5        16376 non-null  float64\n",
      " 8   rec_online_15           16376 non-null  float64\n",
      " 9   sos_rec_5               16376 non-null  float64\n",
      " 10  rec_online_20_b2        16376 non-null  float64\n",
      " 11  chip_pre_rec_10         16376 non-null  float64\n",
      " 12  chip_pre_rec_20         16376 non-null  float64\n",
      " 13  rec_online_13           16376 non-null  float64\n",
      " 14  rec_online_50_b8        16376 non-null  float64\n",
      " 15  rec_online_30_b4        16376 non-null  float64\n",
      " 16  rec_online_40_b6        16376 non-null  float64\n",
      " 17  pct_rec_1190            16376 non-null  float64\n",
      " 18  pct_rec_690             16376 non-null  float64\n",
      " 19  rec_online_100_b18      16376 non-null  float64\n",
      " 20  pct_rec_sos_5           16376 non-null  float64\n",
      " 21  sos_rec_3               16376 non-null  float64\n",
      " 22  rec_online_8            16376 non-null  float64\n",
      " 23  sum_services            16376 non-null  float64\n",
      " 24  services_frequency      16376 non-null  float64\n",
      " 25  inter_avulsa            16376 non-null  float64\n",
      " 26  antivirus               16376 non-null  float64\n",
      " 27  app_educacao            16376 non-null  float64\n",
      " 28  app_emprego             16376 non-null  float64\n",
      " 29  app_saude               16376 non-null  float64\n",
      " 30  clube                   16376 non-null  float64\n",
      " 31  pre_mix_giga            16376 non-null  float64\n",
      " 32  entretenimento          16376 non-null  float64\n",
      " 33  games                   16376 non-null  float64\n",
      " 34  pct_internet_mensal     16376 non-null  float64\n",
      " 35  prezao_diario           16376 non-null  float64\n",
      " 36  prezao_mensal           16376 non-null  float64\n",
      " 37  prezao_quinzenal        16376 non-null  float64\n",
      " 38  prezao_semanal          16376 non-null  float64\n",
      " 39  recarga_sos             16376 non-null  float64\n",
      " 40  servicos_operadora      16376 non-null  float64\n",
      " 41  sms_cobrar              16376 non-null  float64\n",
      " 42  sms_internacional       16376 non-null  float64\n",
      " 43  transf_entre_regionais  16376 non-null  float64\n",
      " 44  truecaller              16376 non-null  float64\n",
      " 45  venda                   16376 non-null  int64  \n",
      "dtypes: float64(42), int32(2), int64(2)\n",
      "memory usage: 5.7 MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dcd03150",
   "metadata": {},
   "source": [
    "* Gerando .csv para análise e exploração dos dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1153a202",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get .csv\n",
    "data.to_csv('data_aed.csv', sep=';', index=False)"
   ]
  }
 ],
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   "display_name": "Python 3 (ipykernel)",
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    "name": "ipython",
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