{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/nribot/smoking/blob/main/Smoking_EDA.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zUhHa46Z4lkT"
      },
      "source": [
        "Instrucciones\n",
        "* Leer archivo con los datos\n",
        "* Preprocesado de los datos: eleimiar columnos que no nos interesen, limpiar * valores perdidos, cambiar etiqueta de las clases a 0, 1, 2, 3, .... en caso de * que sean strings, codificar o transformar columnas que sean texto, ....\n",
        "* Separar entre X e Y\n",
        "* Separar en entrenamiento y test (si no nos lo dan por defecto)\n",
        "* Normalizar\n",
        "* Entrenar los modelos que queramos de clasificación: Predicciones, evaluación * (alguna métrica de clasificación que hemos visto o varias de ellas)\n",
        "* Comparar los resultados de todos los modeos y quedarnos con el mejor.\n",
        "* Añadir validación cruzada a los hiperparámetros que considere oportuno!!!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 90,
      "metadata": {
        "id": "iNqljQXq4ax8"
      },
      "outputs": [],
      "source": [
        "# Para visualizar gráficas en notebooks\n",
        "%matplotlib inline\n",
        "\n",
        "# Para acceder al archivo guardado en drive\n",
        "from google.colab import drive\n",
        "\n",
        "# Librerías utilizadas\n",
        "import random\n",
        "import math\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib.patches import Patch\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qZqHXxMn4-vc"
      },
      "source": [
        "## Carga de datos\n",
        "\n",
        "\n",
        "Datos obtenidos de https://www.kaggle.com/datasets/kukuroo3/body-signal-of-smoking\n",
        "\n",
        "La variable de salida es `smoking` que tiene dos valores en este dataset, según la documentación:\n",
        "* 0 = no han fumado nunca\n",
        "* 1 = fumaban anteriormente (pero ya no)\n",
        "\n",
        "Había una tercera categoría, fumadores activos, que se ha eliminado ya del dataset."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 91,
      "metadata": {
        "id": "VxkNberJgSM9"
      },
      "outputs": [],
      "source": [
        "#import kaggle\n",
        "#! kaggle datasets download gauravduttakiit/cassava-leaf-disease-classificatio"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 92,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "id": "EN7gozHH49ej",
        "outputId": "d3082baf-5bc1-43c3-c9fe-e5535304cb8a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   ID gender  age  height(cm)  weight(kg)  waist(cm)  eyesight(left)  \\\n",
              "0   0      F   40         155          60       81.3             1.2   \n",
              "1   1      F   40         160          60       81.0             0.8   \n",
              "2   2      M   55         170          60       80.0             0.8   \n",
              "3   3      M   40         165          70       88.0             1.5   \n",
              "4   4      F   40         155          60       86.0             1.0   \n",
              "\n",
              "   eyesight(right)  hearing(left)  hearing(right)  ...  hemoglobin  \\\n",
              "0              1.0            1.0             1.0  ...        12.9   \n",
              "1              0.6            1.0             1.0  ...        12.7   \n",
              "2              0.8            1.0             1.0  ...        15.8   \n",
              "3              1.5            1.0             1.0  ...        14.7   \n",
              "4              1.0            1.0             1.0  ...        12.5   \n",
              "\n",
              "   Urine protein  serum creatinine   AST   ALT   Gtp  oral  dental caries  \\\n",
              "0            1.0               0.7  18.0  19.0  27.0     Y              0   \n",
              "1            1.0               0.6  22.0  19.0  18.0     Y              0   \n",
              "2            1.0               1.0  21.0  16.0  22.0     Y              0   \n",
              "3            1.0               1.0  19.0  26.0  18.0     Y              0   \n",
              "4            1.0               0.6  16.0  14.0  22.0     Y              0   \n",
              "\n",
              "   tartar  smoking  \n",
              "0       Y        0  \n",
              "1       Y        0  \n",
              "2       N        1  \n",
              "3       Y        0  \n",
              "4       N        0  \n",
              "\n",
              "[5 rows x 27 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-7380fc21-7f5c-4ac6-8afc-f52669fa996a\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>gender</th>\n",
              "      <th>age</th>\n",
              "      <th>height(cm)</th>\n",
              "      <th>weight(kg)</th>\n",
              "      <th>waist(cm)</th>\n",
              "      <th>eyesight(left)</th>\n",
              "      <th>eyesight(right)</th>\n",
              "      <th>hearing(left)</th>\n",
              "      <th>hearing(right)</th>\n",
              "      <th>...</th>\n",
              "      <th>hemoglobin</th>\n",
              "      <th>Urine protein</th>\n",
              "      <th>serum creatinine</th>\n",
              "      <th>AST</th>\n",
              "      <th>ALT</th>\n",
              "      <th>Gtp</th>\n",
              "      <th>oral</th>\n",
              "      <th>dental caries</th>\n",
              "      <th>tartar</th>\n",
              "      <th>smoking</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>F</td>\n",
              "      <td>40</td>\n",
              "      <td>155</td>\n",
              "      <td>60</td>\n",
              "      <td>81.3</td>\n",
              "      <td>1.2</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>12.9</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>18.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>F</td>\n",
              "      <td>40</td>\n",
              "      <td>160</td>\n",
              "      <td>60</td>\n",
              "      <td>81.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>0.6</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>12.7</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>22.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>M</td>\n",
              "      <td>55</td>\n",
              "      <td>170</td>\n",
              "      <td>60</td>\n",
              "      <td>80.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>0.8</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>15.8</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>N</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>M</td>\n",
              "      <td>40</td>\n",
              "      <td>165</td>\n",
              "      <td>70</td>\n",
              "      <td>88.0</td>\n",
              "      <td>1.5</td>\n",
              "      <td>1.5</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>14.7</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>F</td>\n",
              "      <td>40</td>\n",
              "      <td>155</td>\n",
              "      <td>60</td>\n",
              "      <td>86.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>...</td>\n",
              "      <td>12.5</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>N</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 27 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7380fc21-7f5c-4ac6-8afc-f52669fa996a')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-7380fc21-7f5c-4ac6-8afc-f52669fa996a button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-7380fc21-7f5c-4ac6-8afc-f52669fa996a');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 92
        }
      ],
      "source": [
        "drive.mount('/content/drive')\n",
        "\n",
        "data = pd.read_csv('drive/MyDrive/Datasets/smoking.csv')\n",
        "\n",
        "data.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 93,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tpRRlhfj9giM",
        "outputId": "d0dcf664-ce06-49a1-8c23-9d7f498a7ff0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "El dataset contiene 55692 observaciones de 27 variables.\n"
          ]
        }
      ],
      "source": [
        "original_dim = data.shape\n",
        "print(\"El dataset contiene\", data.shape[0], \"observaciones de\", data.shape[1], \"variables.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gZ4BBVUz91Ht"
      },
      "source": [
        "Examinamos el tipo de las columnas y si hay nulos:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 94,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "v4ng3IL_6Pd1",
        "outputId": "8f2d84f1-ab29-4da7-a9ad-8637b18aac9e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 55692 entries, 0 to 55691\n",
            "Data columns (total 27 columns):\n",
            " #   Column               Non-Null Count  Dtype  \n",
            "---  ------               --------------  -----  \n",
            " 0   ID                   55692 non-null  int64  \n",
            " 1   gender               55692 non-null  object \n",
            " 2   age                  55692 non-null  int64  \n",
            " 3   height(cm)           55692 non-null  int64  \n",
            " 4   weight(kg)           55692 non-null  int64  \n",
            " 5   waist(cm)            55692 non-null  float64\n",
            " 6   eyesight(left)       55692 non-null  float64\n",
            " 7   eyesight(right)      55692 non-null  float64\n",
            " 8   hearing(left)        55692 non-null  float64\n",
            " 9   hearing(right)       55692 non-null  float64\n",
            " 10  systolic             55692 non-null  float64\n",
            " 11  relaxation           55692 non-null  float64\n",
            " 12  fasting blood sugar  55692 non-null  float64\n",
            " 13  Cholesterol          55692 non-null  float64\n",
            " 14  triglyceride         55692 non-null  float64\n",
            " 15  HDL                  55692 non-null  float64\n",
            " 16  LDL                  55692 non-null  float64\n",
            " 17  hemoglobin           55692 non-null  float64\n",
            " 18  Urine protein        55692 non-null  float64\n",
            " 19  serum creatinine     55692 non-null  float64\n",
            " 20  AST                  55692 non-null  float64\n",
            " 21  ALT                  55692 non-null  float64\n",
            " 22  Gtp                  55692 non-null  float64\n",
            " 23  oral                 55692 non-null  object \n",
            " 24  dental caries        55692 non-null  int64  \n",
            " 25  tartar               55692 non-null  object \n",
            " 26  smoking              55692 non-null  int64  \n",
            "dtypes: float64(18), int64(6), object(3)\n",
            "memory usage: 11.5+ MB\n"
          ]
        }
      ],
      "source": [
        "data.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I_7Pg_t9DjOR"
      },
      "source": [
        "Eliminamos la variable `ID`"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 95,
      "metadata": {
        "id": "TEDpAitBDn7Z"
      },
      "outputs": [],
      "source": [
        "data = data.drop(labels=['ID'], axis=1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TZUCuEFnn7_L"
      },
      "source": [
        "## Examen y tranformación de los datos"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pu-6JhiUzhFi"
      },
      "source": [
        "### Variables categóricas\n",
        "\n",
        "Visualizamos las columnas categóricas, incluyendo la variable de salida."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 96,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 146
        },
        "id": "AnoVGVYY1d5c",
        "outputId": "f015a0f0-be1c-4feb-80a8-c110f1197902"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 5 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAACBCAYAAAC/4KLUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABSR0lEQVR4nO2dd3hUxdeA3+2b3nsChCS00KsKUqRXAQURlSYqAvb+qQiKIOJPUVDARrOLAoJI7016J/SEFNJ722y53x9rFpYUUrYF7vs8+yQ7O3fm3DJ3zsycOUciCIKAiIiIiIiIyF2N1N4CiIiIiIiIiNgfUSEQERERERERERUCEREREREREVEhEBEREREREUFUCEREREREREQQFQIRERERERERRIVAREREREREBFEhEBEREREREUFUCERERERERES4SxWCHTt2IJFI2LFjh71FEamEunafpk+fjkQisbcYt8XR5HQ0eUREqsrSpUuRSCQcPny40nx15Rm/KxUCEZG6SlJSEtOnT+f48eP2FkXkFvbt28f06dPJzs62eNmzZs1i9erVFi9XRORmRIVARKQOkZSUxIwZM+4oheCdd96hqKjI3mLUmn379jFjxgxRIRApQ115xkWFwAIUFBTYW4Q6gXidRG6m9HmQy+Wo1Wo7S+N4CIJg1U5EbI+2o6484zZTCHbs2EH79u1Rq9VERESwePHictdVfvjhB9q1a4eTkxPe3t6MGjWK+Ph4szzdu3enefPmnD17lh49euDs7ExISAgff/xxmXoTEhIYOnQoLi4u+Pv789JLL6HRaMqV8d9//6Vfv354eHjg7OxMt27d2Lt3r1meUpnPnj3L6NGj8fLyokuXLrW8OnWPY8eO0b9/f9zd3XF1daVnz54cOHDA9Hvp2trOnTuZPHky/v7+hIaGAhAXF8fkyZNp3LgxTk5O+Pj4MGLECGJjY+10NtVnz549dOjQwex5rghLPdM7duygQ4cOAIwfPx6JRIJEImHp0qUA7N69mxEjRlCvXj1UKhVhYWG89NJLtepU/v33XwYMGICXlxcuLi60bNmSzz//3PT7yZMnGTduHA0bNkStVhMYGMiECRPIyMgwK6eydlPR+mpVrtvFixd56KGHCAwMRK1WExoayqhRo8jJyanxOdeE6dOn89prrwEQHh5uujexsbEsWbKEBx54AH9/f1QqFc2aNWPhwoVlymjQoAGDBg1i48aNtG/fHicnJxYvXoxEIqGgoIBly5aZyh03bhxQ9bZUWXusi+Tl5fHiiy/SoEEDVCoV/v7+9O7dm6NHjwI32tPJkyfp1q0bzs7OREZGsnLlSgB27txJp06dcHJyonHjxmzZsqVMHbd7x1VEVlYWHTt2JDQ0lPPnzwPlP+MSiYSpU6eyevVqmjdvjkqlIjo6mg0bNpQps6r9Z22RW7S0Cjh27Bj9+vUjKCiIGTNmoNfref/99/Hz8zPL9+GHH/Luu+8ycuRIJk6cSFpaGvPnz6dr164cO3YMT09PU96srCz69evH8OHDGTlyJCtXruSNN96gRYsW9O/fH4CioiJ69uzJtWvXeP755wkODmbFihVs27atjIzbtm2jf//+tGvXjvfeew+pVGpqyLt376Zjx45m+UeMGEFUVBSzZs3ibosgfebMGe6//37c3d15/fXXUSgULF68mO7du5saWimTJ0/Gz8+PadOmmUYkhw4dYt++fYwaNYrQ0FBiY2NZuHAh3bt35+zZszg7O9vr1KrEqVOn6NOnD35+fkyfPh2dTsd7771HQEBAmbyWfKabNm3K+++/z7Rp03j66ae5//77AbjvvvsA+P333yksLOTZZ5/Fx8eHgwcPMn/+fBISEvj999+rfZ6bN29m0KBBBAUF8cILLxAYGMi5c+dYt24dL7zwginPlStXGD9+PIGBgZw5c4avv/6aM2fOcODAgTIvrKq2m6pct5KSEvr27YtGo+G5554jMDCQxMRE1q1bR3Z2Nh4eHtU+55oyfPhwLly4wM8//8xnn32Gr68vAH5+fixcuJDo6GiGDBmCXC5n7dq1TJ48GYPBwJQpU8zKOX/+PI8++ijPPPMMTz31FI0bN2bFihVMnDiRjh078vTTTwMQEREBVL8tldce6yKTJk1i5cqVTJ06lWbNmpGRkcGePXs4d+4cbdu2BYztadCgQYwaNYoRI0awcOFCRo0axY8//siLL77IpEmTGD16NHPnzuXhhx8mPj4eNzc3oHrvuJtJT0+nd+/eZGZmsnPnTtN9qog9e/bw559/MnnyZNzc3Pjiiy946KGHuHbtGj4+PkDV+0+LINiAwYMHC87OzkJiYqIp7eLFi4JcLhdKRYiNjRVkMpnw4Ycfmh176tQpQS6Xm6V369ZNAITly5eb0jQajRAYGCg89NBDprR58+YJgPDbb7+Z0goKCoTIyEgBELZv3y4IgiAYDAYhKipK6Nu3r2AwGEx5CwsLhfDwcKF3796mtPfee08AhEcffbSWV6XuMnToUEGpVAqXL182pSUlJQlubm5C165dBUEQhCVLlgiA0KVLF0Gn05kdX1hYWKbM/fv3l7mn27dvN7tPjsLQoUMFtVotxMXFmdLOnj0ryGQy4eYmZY1n+tChQwIgLFmypIxc5V3X2bNnCxKJxEzW0me4MnQ6nRAeHi7Ur19fyMrKMvvt1jZyKz///LMACLt27SpTZ3nt5lZ5qnrdjh07JgDC77//Xum52Iq5c+cKgHD16lWz9PKuUd++fYWGDRuapdWvX18AhA0bNpTJ7+LiIowdO7ZMelXbUmXtsS7i4eEhTJkypcLfS9vTTz/9ZEqLiYkRAEEqlQoHDhwwpW/cuLFMm6rKO04QblzXQ4cOCdevXxeio6OFhg0bCrGxsWbylNfmAEGpVAqXLl0ypZ04cUIAhPnz55vSqtJ/WgqrLxno9Xq2bNnC0KFDCQ4ONqVHRkaaRvIAf/75JwaDgZEjR5Kenm76BAYGEhUVxfbt283KdXV15fHHHzd9VyqVdOzYkStXrpjS1q9fT1BQEA8//LApzdnZ2aRll3L8+HEuXrzI6NGjycjIMNVdUFBAz5492bVrFwaDweyYSZMm1e7C1FH0ej2bNm1i6NChNGzY0JQeFBTE6NGj2bNnD7m5uab0p556CplMZlaGk5OT6X+tVktGRgaRkZF4enqapvwcFb1ez8aNGxk6dCj16tUzpTdt2pS+ffua5bXGM10ZN1/XgoIC0tPTue+++xAEgWPHjlXrPI8dO8bVq1d58cUXzWYxALNR/811FhcXk56ezj333ANQ7r2sSrup6nUrnQHYuHEjhYWF1To/W3LzNcrJySE9PZ1u3bpx5cqVMksb4eHhZZ6jqpZdlbZUXnusi3h6evLvv/+SlJRUYR5XV1dGjRpl+t64cWM8PT1p2rSp2Qi/9P/SdlbddxwYl6a7deuGVqtl165d1K9fv0rn0atXL7NZhJYtW+Lu7m4mS1X6T0th9SWD1NRUioqKiIyMLPPbzWkXL15EEASioqLKLUehUJh9Dw0NLTMd6eXlxcmTJ03f4+LiiIyMLJOvcePGZt8vXrwIwNixYys8j5ycHLy8vEzfw8PDK8x7J5OWlkZhYWGZawjGTtFgMJit85Z3nYqKipg9ezZLliwhMTHRbOrY1mu/1SUtLY2ioqJyn9PGjRuzfv1603drPNOVce3aNaZNm8Zff/1FVlaW2W/Vva6XL18GoHnz5pXmy8zMZMaMGfzyyy+kpqbets6qtJuqXrfw8HBefvllPv30U3788Ufuv/9+hgwZwuOPP27T5YLbsXfvXt577z32799fRnHJyckxk7W675XqtqU75b318ccfM3bsWMLCwmjXrh0DBgxgzJgxZh14ee3Jw8ODsLCwMmmAqc1U9R0XHR1tSn/iiSeQy+WcO3eOwMDAKp/HzYOKUry8vEyyVLX/tBQ2sSGoCgaDAYlEwj///FOuBuvq6mr2vSItV6jBen7p6H/u3Lm0bt263Dy31n+zZi5SMeVdp+eee44lS5bw4osvcu+99+Lh4YFEImHUqFFlZmLqMrZ8pvV6vWnt8o033qBJkya4uLiQmJjIuHHjrHZdR44cyb59+3jttddo3bo1rq6uGAwG+vXrV26dVWk31blu//vf/xg3bhxr1qxh06ZNPP/888yePZsDBw44hNHc5cuX6dmzJ02aNOHTTz8lLCwMpVLJ+vXr+eyzz8pco+q+V6rblu6U99bIkSO5//77WbVqFZs2bWLu3LnMmTOHP//80zRyrqg9WbLvKGX48OEsX76czz//nNmzZ1f5OGvIUhusrhD4+/ujVqu5dOlSmd9uTouIiEAQBMLDw2nUqJFF6q5fvz6nT59GEAQzTbHU8vPmugHc3d3p1auXReq+U/Hz88PZ2bnMNQSIiYlBKpUSFhbGoUOHKixj5cqVjB07lv/973+mtOLiYqvs37Y0fn5+ODk5mWaVbqa858rSz3RFVsWnTp3iwoULLFu2jDFjxpjSN2/eXKN6StvE6dOnK2wTWVlZbN26lRkzZjBt2jRTennXprp1V+e6tWjRghYtWvDOO++wb98+OnfuzKJFi5g5c2at5Kgu5d2btWvXotFo+Ouvv8xGg7cuF9WkbKjbbam2BAUFMXnyZCZPnkxqaipt27blww8/rPVUelXfcTfz3HPPERkZybRp0/Dw8ODNN9+slQylVLX/tBRWtyGQyWT06tWL1atXm633XLp0iX/++cf0ffjw4chkMmbMmFFGOxIEocw2pqowYMAAkpKSTFtNAAoLC/n666/N8rVr146IiAg++eQT8vPzy5STlpZW7brvVGQyGX369GHNmjVmW5tSUlL46aef6NKlC+7u7rct49Z7PH/+fPR6vTVEtigymYy+ffuyevVqrl27Zko/d+4cGzduNMtrjWfaxcUFoMwLv3SkcXM9giCYbRGsDm3btiU8PJx58+aVqau0jvLqBJg3b16N6iylqtctNzcXnU5n9nuLFi2QSqUVbi22JuXdm/KuUU5ODkuWLKl22eV18nW5LdUUvV5fZjnE39+f4OBgi9z3mr7j3n33XV599VXeeuutcreV1lSWqvSflsImSwbTp09n06ZNdO7cmWeffRa9Xs+CBQto3ry5yeNaREQEM2fO5K233iI2NpahQ4fi5ubG1atXWbVqFU8//TSvvvpqtep96qmnWLBgAWPGjOHIkSMEBQWxYsWKMltxpFIp3377Lf379yc6Oprx48cTEhJCYmIi27dvx93dnbVr11rqctR5Zs6cyebNm+nSpQuTJ09GLpezePFiNBpNub4gbmXQoEGsWLECDw8PmjVrxv79+9myZYtpm42jM2PGDDZs2MD999/P5MmT0el0zJ8/n+joaLP1fms80xEREXh6erJo0SLc3NxwcXGhU6dONGnShIiICF599VUSExNxd3fnjz/+KGNLUFWkUikLFy5k8ODBtG7dmvHjxxMUFERMTAxnzpxh48aNuLu707VrVz7++GO0Wi0hISFs2rSJq1ev1qjOm8+xKtdt27ZtTJ06lREjRtCoUSN0Oh0rVqxAJpPx0EMP1UqGmtCuXTsA3n77bUaNGoVCoaBr164olUoGDx7MM888Q35+Pt988w3+/v5cv369WmVv2bKFTz/9lODgYMLDw+nUqVOdb0s1IS8vj9DQUB5++GFatWqFq6srW7Zs4dChQ2YzJbWhpu+4uXPnkpOTw5QpU3BzczMzEq4pVek/LYZF9yxUwtatW4U2bdoISqVSiIiIEL799lvhlVdeEdRqtVm+P/74Q+jSpYvg4uIiuLi4CE2aNBGmTJkinD9/3pSnW7duQnR0dJk6xo4dK9SvX98sLS4uThgyZIjg7Ows+Pr6Ci+88IKwYcOGcrezHTt2TBg+fLjg4+MjqFQqoX79+sLIkSOFrVu3mvKUbh9JS0ur/UWpwxw9elTo27ev4OrqKjg7Ows9evQQ9u3bZ/r95u04t5KVlSWMHz9e8PX1FVxdXYW+ffsKMTExQv369c22VjnqtkNBEISdO3cK7dq1E5RKpdCwYUNh0aJFFW7ns/QzvWbNGqFZs2ambUel26XOnj0r9OrVS3B1dRV8fX2Fp556yrSN6eYtVVXZdljKnj17hN69ewtubm6Ci4uL0LJlS7MtUQkJCcKwYcMET09PwcPDQxgxYoSQlJQkAMJ7771Xps7y2k1Nr9uVK1eECRMmCBEREYJarRa8vb2FHj16CFu2bKnSuVmDDz74QAgJCRGkUqlpC+Jff/0ltGzZUlCr1UKDBg2EOXPmCN9//32ZLYr169cXBg4cWG65MTExQteuXQUnJycBMLWTqralytpjXUOj0Qivvfaa0KpVK9Nz2apVK+Grr74y5amoPVV0jYEy2xhv944ThPKvq16vFx599FFBLpcLq1evFgSh4m2H5W2dvPXeCULV+8/aIvlPMLswdOhQzpw5U+s1RxERERERkbsJa/SfNnNdfKv71IsXL7J+/Xq6d+9uKxFERERERETqHLbqP202QxAUFGTyeR4XF8fChQvRaDQcO3aswv3GIiIiIiIidzu26j9t5oegX79+/PzzzyQnJ6NSqbj33nuZNWuWqAyIiIiIiIhUgq36T7vaEIiIiIiIiIg4BjazIRARERERERFxXESFQERERERERERUCEREREREREREhUBERETE6giCQK9evcoNbfzVV1/h6elJQkKCHSQTEbmBqBCIiIiIWBmJRMKSJUv4999/Wbx4sSn96tWrvP7668yfP98hojOK3N2IuwxEREREbMSyZcuYOnUqJ0+epEGDBvTs2RNPT0/+/PNPe4smImLfGYJx48YhkUjKfKwR1lFERETE3owdO5aePXsyYcIEFixYwOnTp81mDESsw5dffkmDBg1Qq9V06tSJgwcP2lskh8SuMwTjxo0jJSWlTChQPz8/U9hQERERkTuJ1NRUoqOjyczM5I8//mDo0KH2FumO5tdff2XMmDEsWrSITp06MW/ePH7//XfOnz+Pv7+/vcVzKOyuEGRnZ7N69Wp7iSAiIiJic9555x1Wr17N6dOn7S3KHU+nTp3o0KEDCxYsAMBgMBAWFsZzzz3Hm2++aWfpHAvRqFBERETExsjlcuRym3mOv2spKSnhyJEj9OrVy5QmlUrp1asX+/fvt6NkjondFYJ169bh6upq+owYMcLeIomIiIiI3AGkp6ej1+sJCAgwSw8ICCA5OdlOUjkudldRe/TowcKFC03fXVxcqnW8Vm8gq6CEfI3O9DEYwEUlw9NZia+rEje1wtJii1SBvGIt13OKKdbq0egM6PQCSrkElVyGk1JGmJczSrndddK7kmKtnoSsItLyNAgISJCgUkhxVcnxcFIQ4K62t4h3JRqdnpxCLTlFxo9GZ0CtkOGsNH783dQ4KUX7KnuQU6Qlp1BLoVZHgUZPUYkehUyCu5MCbxclvq4qZFKJvcWsFXZXCFxcXIiMjKxSXp3ewMHYTE7E5xCTnMv55Dwup+Wj1VduBuGmlhMd7E6LEA9ahHrSJsyTMG9nS4gv8h+5xVpOJ+ZwOjGHU4m5nE7MITajgMosVJQyKY0CXWkR4kF0sActQjxoEuSGSi6+8CyFIAjEJOex91I6pxNziM8qIj6zkLR8TaX3xl0tp0mQO82C3GkS6EZ0sAfRwe5I6/gLz5EQBNhxPpUjcVmcScrlQkoeidlFld4XiQSC3NVE+LsS6e9K23pe3NPQBz83le0Er0P4+voik8lISUkxS09JSSEwMLDC45Jzitl1MY1z14335UJKPml5mkrrkkkl1PN2pkWIBy1DPWgV5kmLEA/UirrzPnN4o8ICjY4d59PYdDaZ7TGp5BbrLFJ3k0A3BrYIYkDLICL8XC1S5t1GQlYhfxxJZO3JJC6n5Vf6IqsqCpmEVqGeDGsbwuBWwbiLszvVRqc3sOdSOhvPJLP5bCrp+ZW/yKqKr6uK3s38GdQymPsifJBIROWguuQUaVl7IoltMansv5xBkVZf6zIlEogOdqdvs0Aebh9KkIeTBSS9c+jUqRMdO3Zk/vz5gNGosF69ekydOtXMqPB0Yg6bz6awNSaF04m5FqnbWSmjZ9MABrUMontjP4cf7DisQnA5LZ+le2P582gCBSW1bzSV0SzInae7NmRwq+A6P+VjbQRBYMu5VJbuu8q+yxkWUQIqQq2Q0r95EE92Cad5iIf1KrpDKCrR8/PBa3y35yqJ2UVWrSvE04mH2oUyoXMDPJ2VVq3rTuB0Yg4r9sfx14kkiygBFSGVQNdGfozqEEafZoHijA7GbYdjx45l8eLFdOzYkXnz5vHbb78RExODl48fa44nsnx/HKcSc6wqh5tazpBWwUzqFuGwM9QOpxCcT87j860X2HA6GYONJavv48ykbhE81DZUXNu+BYNB4LfD8Xy9+wpX0gpsXv99ET5M6RFJ50hfm9ft6GQVlLBsfyzL9sWSVai1ad1uajnPdG3Ik10aimvb5XA6MYfZ/5xj76UMm9fdOMCNl3o3ol/ziqfG7xYWLFjA3LlzSU5OpnXr1nz62TzOGwL5etcVknOLbSqLXCphaJsQpvSIJNy3ejZz1sZhXBcXaHR8tvkCS/fForO1JnALYd5OzBgSzQNNAm6f+S7gclo+r/5+gmPXsu0tCg+1DWXa4GZ4OIlLCXqDwHd7rvD5lotWn0W7HX5uKp5/IJJRHeuhkInKdGJ2EXM3xLDmRJJVZ9GqQqtQD94bEk3bel72FcRB2Hc5nffWnOFiar5d5ZBJJTzSIYw3+jVxmPeZQygEG04nM2PtGa7n2FZTux0DWwTxwdDmeLvcnVOiBoPAt3uu8L9NF9DoDPYWx0Sgu5rZw1vQo0nd9jL25ZdfmkYtrVq1Yv78+XTs2LFKx8Yk5/Lq7ycsttZpKRoFuPLFo21oEuhub1HsgiAI/HAgjtn/xFBoZyXtZmRSCRO7hPNS70Z1ysjNkqTlaXh/3VnWnkiytyhm+LqqmDm0uUPM5NhVISjRGXjvr9P8fDDeXiLcFl9XJZ+PanPXTVVfScvntZUnORKXZW9RKmREu1DeHdysThoe1tSdqiAIfLfnKh9vPE+JAylpN6OUS/m//k0Y1znc3qLYlIx8Da/8foId59PsLUqFRPi58PmoNnedTc6RuEwm/3iUlFzLGNhag4fahvLhsOZ2VdjsphCk5hYz6YcjHHWAaejbIZdKmD4kmsfvqW9vUWzCLwevMX3tGYq1jtnh3EyQh5ovH2tb56ZDa+JOtURn4KXfjvP3yeu2FLXGPNg6mI+Gt7wrbAvOJ+cxfslBkhxslrM81Aopcx5qyYOtQ+wtik1Yti+WmX+fve32dEegdZgn34xpb7dtpHZRCE4mZDNx2WFSb7Ov09EYd18D3h3U7I7eifDVjkt8vOG8vcWoFs5KGV8/0Z4uUXVjFqekpARnZ2dWrlxpFthm7NixZGdns2bNmjLHFJboeGbFEXZfTLehpLWnRYgHPzzZCQ/nujeLUxWmT5/OjBkzzNLk3qGEPLUIgOSf3kQTbx6vwLV1P3z6Tq20XG16PFk7l1B87TQIehQ+9fAb9hZyd+PsUebWbyg4vRWJQo1nt7G4RvcwHVsQs4eC01vxf/i9Sut4pXcjnusZVeVzrWsYDAL/t+oUvxxy3Bno8gjxdOK7ce3tsuxmdcdEiYmJvPHGG/zzzz8UFhYSWr8hQtdJ6LwbApC950cKzu1Gn5eGRCpHGRiJZ9cxqIIbV1quLi+d7B1LKbpyBEGnQe4ZhM+AF1EFGR/wnH//JPfgHwB4dHoI947DTcdqks6TuekrAsd8ikRa9dHL0n2xpOVpmP9omztyO8+cDTEs3HHZ3mJUm8ISPROWHWL+o23oG23/dbjbUZk71ZiYmDL5swtLGLfkEMfjs20koeU4lZjDmO//5YeJne5Ij6EXU/JQ+tbH/5GZNxKl5kaVrq364tnlcdN3iaLy0Z826zrJP76Oa8veeHZ5DInSGW36NSQyoy1T4aV/KTi3E/+RH6DLSiLjn89xCm+LzNkDg6aA7F3LCRg1s9I6AP63+QJFWj2v92tSjTN2XG7ta1z9QpH3mGLqE2rS1+QdW0/esfXocoyOjRS+9fC871GcItqb8lhCOTM7j+wiHl64nxVPdqSNjWc+rWoOnJWVRefOnVEoFPzzzz+s23kQQ8fHKZLccJyh8A7Bu/ckgiZ8ScBjHyP3CCDl13fRF1a8J1RfnE/yD6+DVI7/iOkEPfkVXg88iVRtdDBUknqVnD0/4jvkdXwHv0b27h8oSYsFQDDoydj4Jd59p1RLGSjl71PX+b9Vp6p9nKPz6abzdVIZKKVEZ2DqT0fZfj7V3qJYlLQ8DSMX76+TykApJxJyGPv9QQo0lnEq5ijsvpjGhtPJCFIpMlevGx9n8/V5iVxl9rtUVfke9Oxdy3GKaI9XjwkoAyJQeAXhHNUJmYsnANqMeNRhLVAFReHSrBsSpbOpw8ravgS3NgNMMwm346sdl1mw7WL1T97BuLmvWb9+PY9/8gfSe8eY+gSoWV8jc/PBq9tYgsbOI2jsPNT1W5H650xK0uIAc+XMq/t4MjfMN5VXqpx593m22ueTr9ExfukhLqbkVfvY2mBVhWDOnDmEhYWxZMkS/BpG88amZPTBLVF4BZnyuDTrjlOD1ig8A1H61cfrgYkIJYWUpF6tsNzcAyuRu/viO/BFVMGNUXgG4hTe1lSuNiMBhV8DnOq3Mpbt1wBtRoLx2H//QB0WjSqoUY3P65dD8cz+51yNj3c0vt19hS+2XbK3GLVGqxd49ocjHLyaaW9RKqWq7lSLtXqeXnGYCyn23R5lCY5ey2b80kMUOZDlfW04Hp/NpBVH0AsCuqwkEr4cQ+KiJ0lbOxddrrlSWnB2B/FfjCbpu8lk7VyKQVuxnYEgGCi6chi5VzApv75L/PzHuL78ZQov3IjMp/QLpyT5EvrifDTJl4wzpF7BFCecoSTlMm7tBlfrXD7ZdIEleyt+39YFbu5r1l13YXO8YNYnQM36GufITjhFdEDhHYLCOwSvrmOQKtVokozLqpZUzm4lu1DLE98dJCGrsEbH1wSrKgR//fUX7du3Z9hDD9M4PJST8yeRd3xDhfkFvZa84xuQqFxQ+ldsoVx06V+UgVGkrZ5N/PzHSFryvFm5Sr8G6LIS0eWmostJRZeZiNK3Ptqs6+Sf2oLn/U/U+twW77zCDwfial2OvdlyNoWZf985yk2x1sCTyw6RZGVPfbVBqVTSrl07tm7dakozGAxs3bqVe++915T25h8nHcL3g6U4eDWTV1eesLcYtSY5p5gnlx6ioESPKqgxPgNewn/EDLz7TEafnULyj29g0Bhf4i7NuuM76BUCHp2F+z0jKDi9nfR1/6uwbENBDkJJEbn/rsSpYTsCRn6Ac6N7SVs1i+JrxplJp4btcInuTvKyl8j4+zN8B76EVKEic+NXePedQt6x9SR+8wzJP7xmGsnejpl/n2P/Zds7T7IUpX1Np54DmfVYlzJ9wq1Uta8xO8agp+DsTgzaYlQhxmUWSytnt5KcW8wYG86uWdWoUK02RkyL7jua696t0Vy/SNbWr/HuMwXXFj1N+QovHST9r48RtBpkrl74DX+n0hF83CfDAHDvMBSXJl3KLTfv2HpyDxuNs9zbP4hbmwGk/PI2bm0HIRj05Oz9CaRyvHs9jTqsec3OTyHlr6ldaBTgVqPj7U1OoZben+2sc8adVeH+KF9WPNnJ3mJUSGXuVAMCAlixP5Z315yxt5hW4YOhzXmiju7Y0RsEHv3mQIWzUIbifBIWTsDrgYm4tepT5veiuBOk/vI2wU9/YzZ6LUWXl0HiV2NxbtoNvyGvmdJT/3gfiUKN35DXy603e89PGDQFuLboRcpv7xI84UuKLh0k7+g6gsZ9XqVz83VVsf75LvjXwUiXarUaAXBp9yDqRp0t1tcAlKTFkrziVQRdCRKlE36DX8UpooPp9+w9P1JwZgcSuRLP+x/DKaID15e+iM/Al9AkniPv6DpkTu54952K0q9mz/2IdqHMHdGqRsdWB6vOEBgMBuo3ak5G04dQBkTg1rofrq36knd8vVk+db2WBI3/gsDH56IOb0famjnoC7IrLlgQUAVE4NVtbIXlurUZQMhTiwl5ajFubQaQf2orEqUTqpAmZGyYj9+wt/F+YKLx4dDVzN1rsdbA8z8fo9iKvsmtyfS1Z+5IZQBg98V0fj54zd5iVMgjjzzCJ598wrRp02jdujXHjx9nw4YNBAQEcCYphw/uoFmbW5m57iyXUm27Nmopvth6sdIlKanaFYV3CLrs8p3fqIKMBmy6rPJ/lzm7g1SGwjfMLF3hE4Y+t3z/BtqMeArObsfz/scpvnYKdWhzZM4eODe5n5KUy6bZituRnq9h6s/HMNjZU2xNMBgMqAMjcL9/jGX7Goy2B0HjvyBwzKe4telP+t+fUZJ+493i2eUxQp75huAnv8S50X3k7P8ddYPWSKQycvb/SuBjH+Pasg8Zf39a4/P7/UiCTbYbW1UhCAgMJFVuvhWsvAdbqlSj8ApGFdIE3wEvIJFKyT+5qcJyZa5eKHzr3bbcUvSFOeTs/QnvXpPQJF1A4R2MwjsEdf2WCHod2qzEGp4hxCTn8dE/ZS3DHZ1NZ5JZdazm510X+PDvc1YP8lMTGjRogEQi4bnnnuPatWuUlJRw8OBBli9fjiAIvLxsJ0mr5xK/4HGuffoQ15e+QMH5vZWWmbBwAnFzBpX5ZGxaaMqTufUb4j8fRcJX48g/s93s+IKYPaSunHFrsVZBozPwyu8n0dexjudkQjYLtldua2MoKUKXfR2Zi3e5v5ekXgFA5lr+7xKZAlVgFLpM87apzUxEVs5atCAIZGz8Eq8HJiJVOoFgQDD8N71c+leouj+Rg1cz69w2PQAXT18MHqFmaZboa8B4TxRewagCI/HqNg6lfzh5h/8qN6+llLPyeOvPk1ZfCrWqQuBaL5qiNPOHS5uZeHsjC0FA0Fc8aleFNEObmVDlcrO2fYtbh6HI3X1B0CPobxrRG/RgqJ0DnuX7YzmTZN1IWZYku7CEt1efvn3GOk6+Rsebf5y0txhlOHToENevXzd9Nm/eDMCIESNYczyJXV9PR5uZgP/wdwma8CVOje4lfc0cSlIq3gUSNPYzQqesMH1Kt8G5NOkMWM8auqaciM9m2b5Ym9VXWwwGgXdXny6jxGRt+47ia6fQ5aRQnHCOtD8/BIkUl2bd0GZdJ3vvz2iSL6HLSaHw4r9k/P0pqrDmZuvWid9MovDCPtN3907DKTi3m7zjG9BmJZF7ZC1Flw7i1nZAGbnyT2xE5uSOc6RxeUwV0pTiuJNoEmPIPbQGhU89M0v7qvDxxhgyC0qqdYw9uZSaj86vUbX6BBO36WvKP6T8YyytnN1KbrGOD9dbd+bQagrBqYQcciL7oEk6T87+39BmJVFwdgf5Jzbg2nYgAIaSYrJ2LkOTGIMuJxVN8iXS189Dl5eBc+MuprJSfvk/co+sNX137/BgpeXeTNHVY2gzE3H77zdlYCN0mQkUXT5sNDqRypB7185jl0GAmevqzhTvjLVnSbtDlwpuxRGXDvz8/AgMDDR91q1bR0REBJ3u68LHG2LQJJ7Dre1g0w4az/tGIVW5oEmueHQqc/Yw29pWdOkgcs8gVGEtAOtaQ9eUr3ZcrjPLbX8eS+REQlmlX5eXTvrauSR+8wzpaz5C6uRG4BP/Q+bsgUQmpzjuBKm/vkviN5PI2v4tzo3uw/+haeZlZCaYjRydG92HT9/J5B78g+vfTyX/5Cb8hv0f6tBos+P0BVnk7P8Nr17PmNJUwY1x7ziM1JUzKIjZjc+AF6p9rtmFWj6qQ7uoZqw9g2v7yvuEmvY1WTuXUhx/Gl1OCiVpsWTtXIrm2ilcmnUvI4c1lLNb+fvkdQ7HWm8XldUcE72/7gzKwEb4DXub7J3LyN77M3KPALweeMrkuEEilaLNTCBt9Vb0RbnInNxRBkYR+NgcM+MLbVYyqqIbQVxUQZWXW4pBqyFzyyL8hryBRGLUfeTuvnj1eob0f+YhkSnw+c9Ct7bsv5LB7otp3B/lV+uyrMnFlDxWH7+zlwpu5fMtF3m4XahDRuErKSnhhx9+4OWXX+ab3VdJyilGFdKUwpjdOEV0QKp2ofDcbgR9Cep6LapUpqDXUnB2B+4dhiKRGB1oKf3CyT++EX1xPrrs5DLW0LacHSglPV/DDwfimHh/Q5vXXR20egOfbirfe6ffg29UeJzc3Y/A0R/dtvz6b6wrk+basg+uLcsaJd6MzMWL0Ge/L5Pu2flRPDs/ett6K2PlkQQmdYugoV/tOjBrs/18Krsvpt+2T6hpX6MvyCF93afoCzKRqlxQ+jXAf+T7OIW3MZOjVDkLfHyuKe1m5Uzq7IHvwJcscs4fbzzPb8/ce/uMNcAquwwOx2by8KL9t894h9G2nid/Tu5sbzEq5Y2VJ/n1cN1bI6wtn45sxfC2obfPaGN+++03Ro8ezanzl3homTFCnqE4n7Q1cyiOPQZSGRK5Cr+hb+IU3rZKZRac20362rmEPLsEuZuPKd0W1tDVxddVxZ43ejh0BL5VxxJ46de6v12yutjKsr02PPbtAfZeqrvbJWvKT0914r4Iy7tqt8qQafn+ur8/vyYcvZbNueuOFY72ZtLyNKy6y2YHSvlmt2M6Xvnuu+/o378/exINpnC52bt/wKApwP+RmQSN/Qz3DkNJWzPH5G3zduSf3IRTw3ZmygDYxhq6upTOEjgy3+1xzGfH2qw5nkRqnuMGa7qQkndXKgMAPx6wzjKoxRWCtDwNG04nW7rYOsOvDmyhu/JIgsOGzLU2567ncvSaY4VyjouLY8uWLTz55JP89J+dgzbrOnlH1+HT/wWcGrRG6d8Qzy6jUQVGkne07NTyrehyUimOO4Frq76V5rOmNXR1WerAxoWHYjM5nei4Sr41KdEb+M2B32dL9sbaWwS7sflsilUMPy2uEPx66Bol+ruz0wFYdSzRYQ2lfj/iuI3bFvx+OOH2mWzIkiVL8Pf3J6jFfVxNLwBA0BmNPUttXkxIpFCF1b38U5uROXuYOU65FWtbQ1eXhKwih1PWSvnzqGM9M7ZmnYOG2i4q0bP6Dt82XRklegN/HLH8s2lxhWDjmZTbZ7qDySnSsuWc412DI3FZXEkrsLcYdmXdySSHUdYMBgNLlixh7NixrD99w/e9wjsUuVcQGRsXoEk6jzbrOrkH/6Q49jjOUfeY8t1qDQ1GP/j5p7bg0rxnpYG7bGENXV3WnijfUY89MRgENp91vLZsS2KS8xzSidS+y+kUOUhbthd/WEFZtahCkJGv4XQd2o9vLfZecryY9TvvsCiANSGvWMeROMcYiW7ZsoVr164xYcIEMyVaIpPj//B0ZM4epP7xAdeXTCX/9DZ8Br5kNurXZiVjKDKfyi6OPY4+Nw3Xlr0rrNdaW9Vqy7YYx3s+j1zLIj2/7uzHtxaOOEvgiM+LrYlJzrP49nGLbjvccym9KrOadzyOGCTkVKKoqIHxOnSOtLx1bnXp06cPgiCQlF1Ecq55+FmFdwh+w/6v0uPL227mFN623C1sN2PNrWq1IS6jkMtp+UQ40Da3refETgeM77MXe9lbCnO2iwoBAAeuZDC4VbDFyrPoDMGuC443MrYHsRmFDhdt79Rdahh1K46mGJ2Iz7a3CA7DIQcLWy3eGyOnEnMcys30pdR8knIcd/eDLdl/xbKDT4sqBCcSsi1ZXJ2msgAotiY5p5j0/LvDM+HtOO1oCkE53u/uVq6kO46NiyAI4vLnfxSW6B1qO3VdchNvbSzdz1hMIdDqDcQ6UIO2N9Z8uQmCQLt27fDz8yM4OBiJRMLq1asB+Oqrr/D09CQ+Pp5p06YRFBRE/QAvUn55G+0tAVP0RXmkrZ3Ltc9GcG3eI6Sv/xxDSeUzG4KuhIxNC4n//FGuffowaatmoS+4sS6vL8ojdeUMrn36MElLni/jfz9j00JyD/5pmQtRA+IyCskpqll0S2sgjkJvcDk1394imLiWWUhesW1i0NcFHEmRPp/seEaO9uJaRqFFo1NaTCG4llmIzoGmlexNQpb19nFLJBJeeOEF8vLyGDJkiCn96tWrvP7668yfP5+ffvqJL774gkWLFvHc578iUahJ/W0agu6GkVT62k/Qpl8j4JGZ+D88DU3CaTI2LKi07syt31B06SC+Q98kYPRH6PIzSFs1y/R7zv5fMZQUETTuc9T1WpCxYb7pN01iDCXXz+PW/kELXo3qc8aBXm7iaOcGl9McRyG45EDKiSPgSEugV8WBp4kSvYEUCzqPsphCkJDlOA+MI2Dt6zFmzBgWL17Mjz/+CBhnDZ588kn69OnD448/zrx583jnnXd48MEHyXEKxnfQy+jyMym8YHQprU2Pp/jqEXz6PY8quDHq0Gi8e02i8NwudHnlr0sZNAXkn9yM1wNP4lS/FarASHwHvIgm8RyaRGMIaG1GPC5Nu6LwDsGtVT+0GUbfB4JeR8amL/HuM6XSLXG24KyDTH8Wa/XkiqNQE/FZRQ7jOOu6uEZthiNdj3grDrbqIpbsayymEGQWiGvUN5NoAwVp7Nix9OzZE4D169dz+vRpFi9ezNWrV0lOTqZXL6NpcG6RFqnKBVVwYzRJxo5bk3TOmBYUZSpP3aA1SCSUXC8/kIsm+RIYdDg1aG1KU/iEIXP3M5Wr9A+nOO4kgkFP0dWjKPwaGGX49w9TtD174yidcFahuKXtZvQGgWQH6XhEmxtzknMd474A5DtI+3UULDkbbTkbAp24XHAzecW2Waf++uuvAaNP/K+//ho/Pz+Sk42uowMCAgDQ/Dfqkjl7oi/IBkBfkI3UxdOsLIlUhtTJzZTnVgwFWSCTl3FaI3PxNNkReNwzAqQyEhdPpPDifnz6v4A2M5H801vx6DyKjI0LSFz0JGmrP8Kgsc/Un0bnGA5NxDXqsjjKvXEkOxNHILvQca5HsdYxZpEcBUsqSBbzQ6A1OMZNUkgFvBX2f3jVcttcD39/Ywz70NBQhg4dWm4ejQ2nYaUqF/yGvGaWlvzz/+HVYwIFZ3agy04h+KnFZGyYT/ben/F+YKLNZCtF4yAvFEeZHgfwV2mRYH+lXqd3DIXAkoZatcFFZsBVbn/F0VXqODMmjuKh0EuhQym1fxuWCo6oEDjAy00lNbCv/tf4XN9lb1FA6goMtll1MtmNdfnAwEAAUlJSCAoKMqXrC7NR+ocb87t4YrhlJkAw6DEU5SG7ZeagFKmLF+h1GIrzzWYJ9AXZyFy8yj0m/+RmpGoXnKPuIXXVhzhH3YNEJse5SRdydv9Qk1O9Y3CkmB/7PN5BnusAsS4kuwFPe0uBQmaVQLBVq1sqMCkklkdU+whJ2Y5E6wBr5rIWQE97SwE4xizS1LBYXsl4D4nB/oNPpB8BkZYpyiKlAFKpxFJF1Zi/I1Y5hjIAIFPYrerw8HACAwPZunUrAGqFFIOmEE3SeVTBTQBQBTfFoCkw2gX8R3HcCRAElEGNyy1XFRgJUjlFcTdiw2szEtDnppnKvRl9YQ7Z+37Bu9RNruGmIDp6HYINA+jcjFphX6PGUtzVFnUUWiuS3FvbWwQjcpW9JQBAIbe9QjDYP421UX8T4/USr6S9TWjC346hDADI1faWwISz0r7tZkRgMq9kf+gYygCATGmxoix2Zf1c7duQl0ftJjL+D7vKYIbSui5Y8/PzuXTpRmdeUlLC8ePH8fb2pl69erz44ovMnDmTqKgoilJySf/7S+Su3jg3uhcAhW8Y6vB2ZG6Yj3efyQgGPZmbF+HctCtyNx8AdHnppPzyDr4DX0IV3BipygXXlr3J2vYtMrUbEpUzWZsXoQpugiqkrEKQufVr3DsMRe5mdBWsCm1KwZntODVoS96JDahCmln1GlWEyg4v+/Lwd3ecl+wRoTH1WHv7jNbGQRQCWz0jLd3zeSngBPflb0GVdR4cYwNMWWSOcV8AfFyUVgn9WxW6e2cxRzMTidaBtj4qXSxWlMUUggAP+73cPgg/w/3xi+xWf7l4NbBq8YcPH6ZHjx6m70lJSbRp04axY8eydOlSXn/9dQoKCnj66adJz8xCEdwU/5HvI5Hf0CZ9B79K5uZFpPz6DiDBufF9N0bzAAY9uswEU0heAO+eT5EpkZK2ehaCXos6vC0+vSeXka/oyhF0WdfxHfSKKc2t7SBKrl/i+oqXUQU1spvvfC9n+83e3Iy7WoGzUkZhif2nQP/ObsAwewshlYOb5fyy14ZgDyerle2n1PJyaAz9DTvxSDmAJN5xlo4qxCPE3hKY8HVVcdEOfiJauBXwrWwW0jzH8UILgFe4xYqymEIQaKfRzoSQeB5PnesQBlFm+ERYtfju3bsjVBJJSiKR8P777/P++++zYNtFPtl0oUwemZNbGQPAm5F7BJQJliORK/Hp8yw+fZ6tVD6nhu1watjOLE2qUOM39M1Kj7MF0SEe9hbBRIC72iEcrWzN9MLg4YW02I7RIL0bgtxy05+1Iczb2aLlKaQCz4TE8YhqL6Ep25EkOchSQFXxt89sXnn4utl+tiJUrWGl6yfIsxJvn9nWWLCvsZhC4O+mQi6V2NRbYU+fTN7Nn4VE74D7ub2tqxBUh+YO1AHaG6kEooPd7S2GCX83lUMoBIIgIcOrNX7Xt9tPCP+m9qv7Fur5WEYhGOSXzjNeB2mWsQlZWh2O0BcQbW8JTIRb6N5UFQ+Fjn/8v0SVWr5/Frui9gAXy0VvtZhCIJdJiQ52t1mwlqauhSyWzkaicVDXr1aeIagOLUSFwERDP1e7GyXdTKMAN/51kEBYp+VN6YEdFQI/x1EIgtzVuKnk5Gmqv6WrhVsBLwUep3PBFlSZ5+FOcL3vQApB63qeNqtLIRXYErYUt6TDNquzWlh44GnRN2O7+t42UQh8lFr+9JyHPN0Bp29KCWhubwlM+LiqCPZQiyFDcTzlqH0DL1YciLNpnTn7f6Pwwn60mQlI5EpUIU3x6jaOzUENKbVK+fpICT+d0nL0up68Esh6ww1PdeU7iRYeKmHh4RJis41r4tH+MqZ1VdI/6obNxssbi1l6vAQXpYSPeqp5rOWN334/lsnyTwezdq39jRulUgntGnix43xalfL7KbW8FBrDgLpkF1BV1J7g7hi2HQCtw8rf4mwNNjZciV/CNpvVV20CLdvPWFQh6NDAi+/3XrVkkWVQSAU2hXyP0/XTVq2nVvg1Aa/69pbCjOYhHqJCgOMtn3QM97Z5ncXxp3FrOxBlYBQIerJ3Liflt3dZ5fklH3qokeiKKdQK9IuU0y9Szltbq+aUJtRdwke9VER5SxGAZce1PPhLEceekRLtL2PteS0/ndKy6QkXLmYYmPBXEX0jZfg6S8kpFnj7h5Vs2bbTuidfDTqGe1eqECikAk+HxDFKtY/QlG11zy6gqjjQ4AbA20VJPW9nrmVa93r/EbWZhvGrrFpHrYnqY9HiLKoQtG9g/Zfb+ohV+MQ7zkujXCx8kyxBixAPNp1NsbcYdsfRZgiCPJyI9He1aXS9gJHvm333GfgSCfMfIyvpCvnhzXFLPcyL9xgNt3bEVn3KfHBj890bH/aUsfBwCQcS9ET7yziXbqB7Axntg42fFzcWczVLwNcZXt/rwrNTnqdevXq1P0EL0Sncp9z0AX7pTPI8RHTmJmRpd0GbatzP3hKU4Z6G3lZVCBZGHqRd/BKrlW8RZEpo2OP2+aqBRTfb+rmpaGPF9Z1lUbuJil9ptfItRqO+9pagDL2jA+wtgt3xdVXS1obrj1WlR2M/u9ZfGlNCqnblgsoyo0G9QeCX01oKtHBvmNERVKsAGYeT9GQVCRxJ0lOkFYj0lrLnmo6j6Qqef/55i9RtKdqEeeL3n0V7tFsB30ftIyb4fb7Ke56W8SuQFdwFyoBEBi1G2FuKMvRrHmi1st8LP0e/hM+tVr7FqN8ZVJb1d2Nx7xtDWllnren98LN0dTRfA+Wh9oCwe+wtRRmaBLrTPMRxrOvtwYOtQ5Db0SVtRQy2UpupCoJgIGvrN6hCmqH0a8Cu4tq5QD2Vosd1Vi6qmXlMWlfEqkecaOZnVAj6Rsp5vKWCDt/kM25NEcuGOuGihGf/LmbRokUsXLiQxo0b07lzZ86cOWOJ06sVUqmEufdqOdbgS9bpnuGB+AWoM2PsLZZtadgN3KzX+daULpF+eFrBn8izYXGMS53jeNvYy6OR5WduLP52fLB1CEoLv3QnhMTzROrHdeMmtRoNMsexYr+Zh9uG2lsEuzKivWOef8tQT9rVt52h1M1kblpISVocvkNeB2BlWgiCpObtt7GvlOOTXPl3ogvPtlcydnUxZ9NuOF6a3l3NpefdOPWsK8OaKpi9u4RercJQeIUyc+ZM9uzZw8SJExkzZkytz80SdG8WhlfyXiR2crNtd1qOsrcE5aKUSy0++BwekMrrOTMdcxv7rcjV0PwhixdrcYXA20VJHwtOTwdf+J2Vs57HY2Y67rNzufe7Av65aO5Den+8jgeWFeAyKxf32bl0XVJAkbZqysNHezRIZuTy4gZzg7uXNxbjPSeXsM/y+PGkeX2/n9Ey+Ody1q+kcri3rNc+R2FY21BclI7hx9/WtKvvRZNAx50hGd+5gc3rzNy8kKLLhwh4dBZyd+Ne5sRiFRqvRjUuUymTEOktpV2wjNm91LQKkPL5gfJfsDHpen44peWDt19lx44ddO3aFT8/P0aOHMnRo0fJy3OA/XqBzSGk3e3z3YkoXaHpIHtLUSGPdaqPxEIhdLp45xCx63VafZ6C++xci/U1DeblIZmRW+Yz5e8iU54a9TWtR4Or5ZcarTJ/Orl7pEVuVBPXQl733MZHD8g58rQLh5924YEGMh78pYgzqcZRx/54Hf1+LKRPhJyDE1049JQLUzsqqUqspUOJehYfKaFlgPlluNka+uNeaiauLSK90DhCyCkWeHubhi8HlOOZsdlQ8HQco6hb8XBSMLJDmL3FsAtP3d/Q3iJUSr/oQIJt5P5bEAQyNy+k8MJ+AkZ9iMLTfEo4zqWlxeoyCKApxzOzIAg8s66YTx8MwvXeCej1erRa48uw9K/eQUIh02mSRYqpaPABxuvR/8cCJDNyWR1T9aA5k9YVIZmRy7wDN3aCaHQCT6wqwn12Lo3m57Plirlh6Ny9Gp5bX3RrUWVpMcKifvItTeNAN/o2q/1yRlPXQpbKZ1FPXcBHvVQW7WsOPeXC9VdcTZ/NTxidKo2INi531KivkUjh3qm1Pu/ysIpC0CzYnYEtgm6fsRKMvgY+Z2i9HAZEKYjykdHIR8aHPdW4KuFAgvEmvbRRw/MdlbzZRUW0v4zGvjJGRitQySvXCPJLBB77s4hvBjvhdcv+6putoR9tocBdJeFqllELfH1zMc+2V1DPo5xL19mxjKLK48ku4cgcIDKlLQn3daFPM8c2qpTLpDxxbwOb1JW5eSH5Z3bgO/g1pEpn9PlZ6POzMGiNncoBXSOS8w0cT9ZzKdP4cjqVoud4sp7MohujoZ7LC1hw8Mbo/60txeyK0xGbbeBUip63thSzI1bPYy3KrvV+e1SLn7OEwVNngdKZzp07s23bNg4cOMBnn31Gs2bN8PT0tO6FqCotRkBw21oVUdHgo5R5B0qQUL12ueqclgMJeoLdzI/7+oiWI0l69j/pwtPtFIz+o8jk5vxqloFvjmr5sOdtlE+VO/T4v2rJYw+e7xlVq8FnkLqEVe7/Q54bz+DGCov3NX4uUgJdb3zWXdAR4SWhW33jTG2N+pomg6zm+M5qFlYv9W5U445HIRXYGLoE5/RTZum3Wi6nFhj4N1GPv4uU+74rIOCTPLotLWDPtdtvlZqyvpiBUXJ6NSy73l+pNXSynuc7leNvPaovBLWq0fnaklAvZ564x7F8JFib1/s2dojw3LdjzL31CXC3vp/2/GPrETQFpPz8FglfPmH6FMbsBmB1RhiLDpfQZnEBT601jma7Li2kzeIC/jp/Y/R6OdNgGs0ApBYIjFlVROMF+fRcXsihJD0bH3emd4R5G0vJN/Dhbg1fPN4SWj8GQMeOHXnllVcYOHAgv/32G0uWONCWL4kE+n8M1eywS6ls8AFwPFnP//aX8P2DVZ8hSsw18Nw/xfw43AnFLW/xc+l6hjSWE+0vY0oHJWmFAumFxk7m2b+LmNNLhbvqNufS9VVw9a+yPPaiWbA7vZvWTNl3k+vYGPAV6sxzZX6zZF9TSole4IeTWia0USL5T4updl8jkcL9r5RTumWwmvVbhJ8rI9uH8vPB+Gofuz5iNb7xO0zfT6Xoufe7Aop14KrEZLl8IMF4M6bv1PBJbxWtA2UsP6Gl5/JCTj/rQpRP+evlv5w2emA79FT502E3W0M7KSRm1tBLH3Ri4WEt8w+W4Oss4etBaqKDXaD/R9U+T3vxRr8mbD+fSlzGHepI5SYGtQyify1nq2yFi0rO/w1oygu/HLdqPbcGrLqVY7lu/D44gundK/cEGvuim9n37x6sWoTAAFep8diHZ4NUxq5du5g7dy5HjhwhMzOT7777jo4dO1apLJsR1sE4U3Dqt2ofevPgY+YucydPhVqB0X8U8eUANYGuVRufGQTjksBr9ymJ9i/7jmsVIGPFSS1FWoGNl3UEuUrwdZbw40ktarmEYU1vY53v3RA6VR68zJF4a0BTdl1Mo1hbdcNPhVRgc70VuCcdNEu3dF9zM6tjdGQXC4xrfeP6V7uvGTABgltX+Tyri1X3YL01oGm110WXRu0hKv53s7SKLJdL4yg9007B+DZK2gTJ+KyfmsY+Ur4/Vv46XHyOgRc2GDVrdSVTPeVaQ4fLUchg5i4Ne8Y7M7GNgjGri+D+V42NqI7gpJQx9+FWFjPIcVR8XVV88KBjeVm7HQ+2DuH+KMsFK6kpyR6trVtBeFdoZHTgVVBQQKtWrfjyyy+tW2dt6T0DFNVbUy8dfMzuVf7Mz0sbirkvTMaDTaq+hW7OnhLkUsqfqQQmtFHQKkBKs6/y+XC3ht9GOJFVDNN2FDO/v5p3thUT+UUefX8oIDG3nE60z4cOE3WyKoT7uvBK78bVOmZ9xCoCkzaXSbdkX3Mr3x0roX+UnGA38263yn3NXzro+V61zrO6WFUhcFcr+GRE1Tue6eHn6Ba/sEx6RZbLQf9p1M38zE+jqZ+Ua+U96MCR63pSCwTaLi5A/n4u8vdz2Rmn54t/S5C/n4u+nGiNJmvoB1TsiNXRtb4MPxcpI6MVHL1uIK/VxKqdoAPRMdybcfc1sLcYVmXm0OZ4udSdF1spcx5qiZvKvltXj1K9F2y1UHnAkPmmr/3792fmzJkMGzbMenVaAvdg6PZ6lbPfbvDx13kt22L1zOtX9UHTkSQ9n/9bwtKhTqZp51tRyCR8OdCJqy+4cegpV7rUk/PKpmKe76jkWLKe1TE6Tkxy5Z4QGc/fauAY2RuaDKiyPI7Ck13Cq+x07NeobRU6uLNkX3MzcdkGtlzRM7FN5YpfpX1NooY8nXV3iVndS8t9kb6MrYKx1NjgRMZW0SFEqeVyA08JwW4Szqeb35ALGQbql2f0B/QMl3PqWReOT7rxaR8s5bGWCo5Pcilj92Cyhu6jwlUpQW+A0pkprczoJUpfw7VFe/N63yY0sHEoUVsxpFWwVb2ZWZNgTyc+GGrfmY1/chpYr/AHF4CXFcu3Jp1fMO4mqgK3G3xsvqzjcqYBz4/yTL8DPPRbEd2Xlh8Se/c1HakFAvU+yzcdE5cj8MomDQ3mlb9Nc/tVHWdS9UztqGRHrJ4BUXJclBJGRivYEXvTTg6PejD862pdDkdBKpUwd0Sr226rXhB5mE7x31a53Nr0NTez5HgJ/i4SBjaqWNGvtK9pYbS1sfbOG5sMQ94a0ISzSbkcjC0/zGt37yzeK/ywXIcQb20ppn+UnHoeUvI0Aj+d0rIjVs/Gx1VIJBJeu0/Jezs0tAqU0TpQxrLjJcSkG1g54sbIsOfyAoY1UTC1oxI3lYTmt6y7uSgk+DiVTYebrKH/89PeuZ6c6Ts1HEiEf1Q9adbsqONYQ1cTJ6WMT0a04tFvDqDV1wGnT1Uk0F3NjCGOE661JgxtE8KV9AK+2HrRLvVvSvdGcPewfHjxe6dCsyGWLdOWSCQwbBFkx0HSsUqzlg4+bmb8miKa+Mp4o7MSX2cJz7Q3n8FqsbCAz/qqGNyo/JHkEy0VZQyh+/5QyBMtFYxvXfaYYp3AlPXGWQqZ1NjJ/LfhAK2BGzOicjU8sgKcbR9sy1JE+Lkyf3Qbnlp+pNyZ3ncanGdg4rwKj7d0X1OKQRBYclzL2FYK5JUYN1fY1xha8s9ZH5vsvLGJQqCSy/hmTHseXrSPi7cEcWnkUsS38o+Q5maXe2yp5fL1fAEPlYSWAVIzy+UX71FRrIOXNhaTWSTQKkDG5iecifC+obXdag1dVUqtofc9eaNRdwyR8cq9Kgb+rsc/6DDLli2rdrmORPsG3vxvZGte/OUY5bShOoeXs4LlT3ask0sFt/Jy70YkZRex8kiCzevWC1IyvVvjc92CgcQa9YfeH1iuPHuhcIJRP8M3D0BeUoXZqjL4CCzHFX09DynhXjfeX00W5DO7p4phTRX4OEu5dVJPIYVAVwmNfcsOaD7YqWFAlJw2QcbfOteT8drmYsa3UbDgYAmd68mNluvDv7aqsZqteKBJAO8Nbsa0NeauryeGxvNk2uxKPU5aq6/ZckXPtRyBCZUsF1TY1/QOY+CXZ/D3T7dJXyMRSjeo2oCk7CKGf7WP5FzjupWPUstu/0/KbC90eLq8BL2m21sKi/Ljv3G8vcqBQ0pXAVeVnB8ndqJVmKe9RbEYWr2BCUsPsftius3rXh61m67l2PTUiLBO8Piftw3GIpFIWLVqFUOHDrVMvdYk6Tgs6Q/aqu/W6b60gNaBsgrtBiQzcln1iBNDbzIylMzIZcmDasa1Ll/JbTAvjxfvUZoiVJZyOlXPsF+LOP6MCy5K48jUIAhMXV/Mj6e0NPaR8tNDzkQ+9j/o9HSVz6Eu8P7as3y/9yoAg/3T+KL4bSQltosoahHcQ2DiFqPtio2wqUIAcDEljye+O0hGfhH7GnyLX9J2W1Zfe+6ZDH1ncSea6C/fH8t7f53Btk+EZXBTy1kyroNNQnDbmrxiLWO/P8jRa9k2rXdscCIzMl+rfUGNB8DD3xtH1rehTikEAFd2wm9joDjb3pJUH4nUOGNzn3W83tkTQRB4f91ZYs6e4EfJNKSFafYWqXq4h8Djf4B/U5tWa3OFACAhq5C8jbNoGjP/9pkdBYkM+n10x2nSt/Ln0QReX3kSXR1aP/B1VbJsQkeigz3sLYrVKNbqef7nY2w6a7uQu25yHSdVE2sX7KXtWBj0GUgrNvbKz8/n0qVLALRp04ZPP/2UHj164O3tTb16jusK3ET6JfhpJGRetrckVUfpBg9/55Ch2i1J4d7FOG+u+s4QhyC4DTz6i12iTNpFIQCgKBt+HwdX6sAMgcLFOMJpbPlwk47ItpgUXvv9JBkFjh/1q2mQO1+ObkNDP8vGBXdEDAaBORtjWLzzis3qPB32Ca5pR2t2cLc3quT+dseOHfTo0aNM+tixY1m6dGnN6rY1hZnGmYLY3faW5PZ41IPRv0BA3Ta8rTInf4M1U0GvuX1ee9NkEAz/BpT22f1lP4UAwKCHnXNg96dgqHpAD5vi3wyGLYYgywV8qQtk5Gt4d81p1p9Ktrco5SKXSpjcI5LnHohEYeFw247O3yev88YfJ8nXVN1tak1ZHbWB1vHLq3eQix/0n2OV8KwOjV4Lf78CRx3Y0DisEzzyo1Ui5Tk0KWdh9SS4fsLekpSPVA5dXjYq0HZcjrbvm1QqM16AZ3bWOniIpRm3xhiZbNKJFmWUgSlTpiCRSBg3bpx9hLMBPq4qvnqsHQtGt8HbwSz2mwS6sXpKZ17u3eiuUwYABrYMYsvL3RjU0voumXdrIqt3QOvHYMrBu08ZAJApYMgXMHI5uNnOEKxKqD2Mtk/j/r77lAGAgGYwcRt0/z+QVt0rpLXZFadj8CoFwV/JkPR8h9Vr1thVHvvOENyMQQ8HvoLts6pltWsV6t3LuE3ObNt3mNzcXK5fv46Tk9Egqri4mKCgINzd3enRo0fdmdKsBen5Gt5dfZp/Ttt3tkAulTC5ewTP9Yy6KxWB8th3KZ1pf53hUqp1LKjrORWzU3jy9g7DvBvCoHnQsJtV5KhzaPJhx2w4+DXUxgajtkik0HYMPPAuuNjfJbZDkHwK1r0ECYfsK4fSjX+chrM33Y127dszfPhwuxvUOo5CUEpBOvy7GA59A0VZtq07uI0xLkGTgYwbP57s7GwuX77Mm2++yWOPGT1F/fTTT8yZM4fw8HA8PT3vCoWglF0X0li86zJ7L2XYtF6lTMqQ1sE807UhUQFutz/gLkOrN7B0byzf7L5Cap7l10nPB01HlXWh/B+9wqHDRONHUb24JXcFWXGw/UM49TtUsgfeKtTvYgy6FtjCtvXWFa7sgF2f2N7uQ+EC7cfDfc+ZGQ46wg4bx1MISikpgKPLYf9XkHPNevVIZNC4P3R6xhhw5T/GjRtHdnY23bp14++//2bLli0A9OrVi0GDBrFjx467TiEo5UxSDkv2xrL+1HUKS6znSjPAXcVDbUMZe18DAtzFzuZ2lOgM/H0qiR8OXONInOWU6c1Rf5r7fpdIIbIXdHza+PcO3IJrcbKvGY3bTv4K6RUoVzVk3Ooilp3QMrunijf7hkLzh6HVI6w+GMewYcNw1Fe8wxB/0GjHdmkzGKxol+NZ36gItB1brkdIUSGoCgYDJB6BCxuMnxQLOM9RuUPD7hDVx/hxKxtPu1Qh+OabbwgLC+P8+fMANGnShPj4eCZOnHjXKgSlFGh0rD91nb9OJHEiPpvc4to3pkB3NR3CvRneNoSuUX5lYkuIVI3LafmsOprIvsvpnErMqZVr6g8bnuax6x9BYEuI7AltHq9T0T0djsSjRsXg1EoorL3DqXF/lfDraS1qJyeuXL6Cl6/RRmD16tWiQlAdirLhwkaIWQuXtoG2/HgSVUcCgc2NSnNkL6h3H0grXup0BIXAviHVqoJUaoxFHtYBer4L2fHGrYopZyD1HGRdhdykijU710Djy8u7IXiHQ1hHqHev0QCoCvj5+TFw4ECWLl2KIAgMHDgQX19xLQ7ARSVnRPswRrQPQxAErmUWcioxh1OJOZxOzOF0Yi45RRXvHgn2UNM8xIPmIR60+O+vn1v5YWJFqkeEnyuv9m0MNKZYq+d4fDaHrmZyOC6La5mFJOcUU6QtO7sjk0rwdFLg5aIkyENNq1BPIuo1h/pP1Wk/9w5FSFvjp+8syLgMqWeMVvCpZ40Dnqw4qMhmQ+0JPhHgE2V0NRzcFq4soFdINpcuXWL2x3P5+OOPbXgydxBOntDqEeNHWwxxe427EpJPQcZFyIyFkvIDSKF0Nc4AeNU3/g1qBREPlDvYdGQcXyG4Fc8wo5HMzRj0RnsDQcDUkATB6CZVWb345eUxYcIEpk41evNy+JjtdkIikVDfx4X6Pi4MannDwjpfo6NYq6dYq0enF1DKpagVMpwUMpxuE5lMxDKoFTLuaejDPQ19zNLzNTryi3Xka3TIpRK8XJS4q+UVhtUVsTBSGfg1Mn6ibwr9rC0GXXH5+VXl2NBIFyKTyZg1axajR4/m+eefJzQ01Hpy3w0o1MbZsMie5umafOMWeYPeOAg16EDuBC4+5ZdTx6h7CkF5SGVWtaDt168fJSUlSCQS+va9sz17WRpXlRxX1Z3xmN1piPfGQVGoa2SgOWzYMFq3bs17773Hd999ZwXBRG4Xi6OuI74NqoBMJuPcuXOm/0VEREQckTlz5vDAAw/w6quv2lsUkSpws9tugKtXr3L8+HG7ue0WN3NXEXd3d9zd3e0thoiIiEiFdO3alb59+/LWW2/ZWxSRKnD48GHatGlDmzZtAHj55Zdp06YN06ZNs4s84gxBBdxu98Dq1attIoeIiIhIdfjoo49o3bo1jRs3trcoIrehe/fuDrULRJwhEBEREbmDaNGiBY899hhffPGFvUURqWOICoGIiIjIHcb777+PwWBjz4gidR7Hd0wkIiIiIiIiYnXEGQIRERERERERUSEQERERERERERUCEREREREREUSFQERERERERARRIRARERERERFBVAhEREREREREEBUCEREREREREUSFQERERERERARRIRARERERERFBVAhEREREREREEBUCEREREREREUSFQERERERERAT4f4Kj7z79ku/vAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "categorical = ['gender', 'oral', 'dental caries', 'tartar', 'smoking']\n",
        "\n",
        "for i in categorical:\n",
        "  idx = categorical.index(i)\n",
        "  ax1 = plt.subplot(1,5, idx+1)\n",
        "  ax1.pie(data[i].value_counts(),\n",
        "          labels=data[i].unique(),\n",
        "          autopct = '%1.1f%%'\n",
        "          )\n",
        "  ax1.set_title(i)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TBwMqQKW3Bdk"
      },
      "source": [
        "Vemos que la categoría `oral` no nos aporta información ya que todos las observaciones tienes la misma respuesta, la eliminamos."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 97,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3XORX_tb3ZoO",
        "outputId": "fe29e33e-77c1-43cb-b4b1-e312a3b6f997"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(55692, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 97
        }
      ],
      "source": [
        "data = data.drop(labels=['oral'], axis=1)\n",
        "data.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zGuKNh-662rm"
      },
      "source": [
        "Las columnas 'gender' y 'tartar' solo contienen dos categorías; las cambiamos a variables numéricas.\n",
        "\n",
        "* Gender: 0 = male, 1 = female\n",
        "* Tartar  0 = N, 1 = Y"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 98,
      "metadata": {
        "id": "948jwuEZ7APh"
      },
      "outputs": [],
      "source": [
        "data['gender'].replace('M', 0, inplace=True)\n",
        "data['gender'].replace('F', 1, inplace=True)\n",
        "data.replace('N', 0, inplace=True)\n",
        "data.replace('Y', 1, inplace=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PudaPLh_3L0s"
      },
      "source": [
        "Además, vemos que el dataset tiene mucha más presencia de personas no fumadoras y de mujeres, vamos a examinar si hay alguna relación."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 99,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PbU4k_io9-Ih",
        "outputId": "dd043e5e-5b49-492f-eff4-dbda87867723"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "smoking      0      1\n",
            "gender               \n",
            "0        15805  19596\n",
            "1        19432    859\n"
          ]
        }
      ],
      "source": [
        "CrosstabResult=pd.crosstab(index=data['gender'],columns=data['smoking'])\n",
        "print(CrosstabResult)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 100,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hTioasW2iCsS",
        "outputId": "2566bcba-3c97-423c-fb31-0f5d4449ed2e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[ 1.        , -0.51033967],\n",
              "       [-0.51033967,  1.        ]])"
            ]
          },
          "metadata": {},
          "execution_count": 100
        }
      ],
      "source": [
        "np.corrcoef(data['smoking'], data['gender'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i8Gz1K0IMV9h"
      },
      "source": [
        "Parece que sí hay una clara distribución por sexo: la gran mayoría de fumadores previos son hombres."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pn6N3tmNuckj"
      },
      "source": [
        "### Variables numéricas\n",
        "Examinamos ahora las variables numéricas."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 101,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 853
        },
        "id": "l_BwZIf_EdDw",
        "outputId": "dd3c7a72-0eaa-4e32-b262-36cbbe76e08f"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 24 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# separamos las variables numéricas\n",
        "datanum = data.loc[:, ~data.columns.isin(categorical)]\n",
        "\n",
        "datanum.hist(bins=30, layout = (6,4), figsize=(10, 10));\n",
        "plt.subplots_adjust(hspace=0.5)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xtk_fMX2ytkL"
      },
      "source": [
        "Observamos que hay muchas características que tienen la mayoría de observaciones concentradas en la izquierda: eso se debe a que habrá algunas observaciones con valores muy altos que hagan que el histograma se desplace a la izquierda.\n",
        "\n",
        "Si visualizamos los datos con un gráfico de caja (en inglés boxplot o whiskers plot), podremos ver donde están concentrados los valores - en la caja - y los valores atípicos - con puntos."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 102,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "bALLpyS5MxM1",
        "outputId": "2e1c520d-41c8-43b1-aae1-dcaab70466c8"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1200 with 10 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# obtenemos las columnas numéricas\n",
        "cols = list(datanum.columns)\n",
        "\n",
        "# repartimos en dos gráficos\n",
        "half_length = len(cols) // 2\n",
        "col1, col2 = cols[:half_length], cols[half_length:]\n",
        "\n",
        "\n",
        "# boxplot with a different y scale for different rows (part1)\n",
        "fig, axes = plt.subplots(len(col1), 1, figsize=(12,12))\n",
        "plt.subplots_adjust(hspace=1)\n",
        "# plotting a boxplot for every variable\n",
        "for i, col in enumerate(col1):\n",
        "    ax = sns.boxplot(x=data[col], ax=axes.flatten()[i])\n",
        "    ax.set_xlim(data[col].min(), data[col].max())\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 103,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "MSu6fHOOWu6t",
        "outputId": "2143d12b-2d37-46ef-fcec-41a22e29c2a2"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1200 with 11 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axes = plt.subplots(len(col2), 1, figsize=(12,12))\n",
        "plt.subplots_adjust(hspace=1)\n",
        "for i, col in enumerate(col2):\n",
        "    ax = sns.boxplot(x=data[col], ax=axes.flatten()[i])\n",
        "    ax.set_xlim(data[col].min(), data[col].max())\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h6fJHsPzYN0K"
      },
      "source": [
        "La mayoría de variables presentan valores atípicos pero que están cerca unos de otros (se agrupan). La explicación más probable es que las cajas, que representan los valores más comunes, el rango intercuartílico, representan los valores normales de los pacientes sanos, mientras que los pacientes enfermos presentan valores más elevados (o bajos, en el caso de la hemoglobina)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WlCv9PU_cNL-"
      },
      "source": [
        "### Distribución de las variables según la clase"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 104,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "W8MjxCJ_zc7J",
        "outputId": "06cf6fe5-9e47-440e-aa6c-81629e5b5aad"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1200 with 25 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "cols = list(data.columns)\n",
        "# we eliminate the last column, containing the smoking group\n",
        "cols.pop()\n",
        "\n",
        "# GRAPH\n",
        "# creating a figure with 5x5 subplots\n",
        "fig, ax = plt.subplots(ncols=5, nrows=5, figsize=(12,12))\n",
        "plt.subplots_adjust(hspace=0.7)\n",
        "\n",
        "# plotting a histogram for every column\n",
        "for i in range(len(cols)):\n",
        "    r=i//5\n",
        "    c=i%5\n",
        "    data.groupby(\"smoking\")[cols[i]].hist(ax=ax[r,c], bins=30)\n",
        "    ax[r,c].set_xlabel(cols[i])\n",
        "    ax[r,c].grid()\n",
        "\n",
        "# legend\n",
        "handle = [Patch(facecolor='C0', edgecolor='C0'), # colors\n",
        "          Patch(facecolor='C1', edgecolor='C1')]\n",
        "labels = ['Non-smokers', 'Used to smoke'] # labels of the groups\n",
        "fig.legend(handle, labels, loc='lower center')\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "t_3RP1dQLEuK"
      },
      "source": [
        "Podemos apreciar una variación clara según el hecho de fumar en las categorías de sexo (y las relacionadas con el dimorfismo sexual, como la altura y el peso), pero también en las variables `'triglyceride'`, `'hemoglobin'`, `'urine protein'` (los valores altos solo se encuentan en los ex-fumadores), `'Gtp'`, `'dental caries'` y `'tartar'`."
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig,ax = plt.subplots(len(col1),1, figsize=(12,12), sharey=True)\n",
        "plt.subplots_adjust(hspace=1)\n",
        "\n",
        "for i, col in enumerate(col1):\n",
        "    plt.sca(ax[i])\n",
        "    sns.boxplot(x=data[col].values, y= data['smoking'], orient='h')\n",
        "    ax[i].set(#xlim=(data[col].min()-5, data[col].max()+5),\n",
        "              xlabel = col);\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "FNsO8luCYJ5a",
        "outputId": "a752ea35-f8b6-4467-ed7d-d81d866a0dd6"
      },
      "execution_count": 105,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1200 with 10 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig,ax = plt.subplots(len(col2),1, figsize=(12,12), sharey=True)\n",
        "plt.subplots_adjust(hspace=1)\n",
        "\n",
        "for i, col in enumerate(col2):\n",
        "    plt.sca(ax[i])\n",
        "    sns.boxplot(x=data[col].values, y= data['smoking'], orient='h')\n",
        "    ax[i].set(#xlim=(data[col].min()-5, data[col].max()+5),\n",
        "              xlabel = col);\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "tmqkd7TJd1Af",
        "outputId": "a884a89a-bf8c-448c-b88e-0e3a3f6326e0"
      },
      "execution_count": 106,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1200 with 11 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    }
  ],
  "metadata": {
    "colab": {
      "toc_visible": true,
      "provenance": [],
      "mount_file_id": "1GlsKowXVX2qDb5s3jKit3KDki7VUaAxW",
      "authorship_tag": "ABX9TyNxhhK0aseZGIHS7EogXKAD",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}