AAA_Project.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMH3HNo/PgRm0C7HgxKmQH+",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/FriteSansSel/CodenameOne/blob/master/AAA_Project.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Projet stroke prediction\n",
        "\n",
        "Ce projet vise à analyser et à explorer un dataset contenant des informations de santé de patients pour identifier les facteurs de risque associés aux AVC. L'objectif est d'utiliser des techniques d'analyse exploratoire et de machine learning pour mieux comprendre comment certaines variables influencent la probabilité d'AVC. Le modèle devra être capable de prédire si un individu a ou non un risque d'AVC.\n",
        "\n",
        "Dataset URL : https://www.kaggle.com/datasets/fedesoriano/stroke-prediction-dataset?resource=download\n",
        "\n",
        "Github du projet : https://github.com/FriteSansSel/Stroke_Dataset"
      ],
      "metadata": {
        "id": "MgtlT6eJ6wjR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 1) Initialisation"
      ],
      "metadata": {
        "id": "ef_d-mP_7yci"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Import des bibliothèques"
      ],
      "metadata": {
        "id": "w4nTNEmSahPa"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "8qaz_m4g83BY"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import os\n",
        "import pandas as pd\n",
        "\n",
        "import matplotlib as mpl\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "from sklearn.cluster import KMeans\n",
        "from sklearn.preprocessing import StandardScaler, FunctionTransformer\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.utils import resample\n",
        "from sklearn.pipeline import Pipeline\n",
        "from sklearn.compose import ColumnTransformer\n",
        "#from sklearn.impute import SimpleImputer"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Constantes"
      ],
      "metadata": {
        "id": "Y4FcfSp2qjYY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "numerical_features = [\"age\", \"hypertension\", \"heart_disease\", \"avg_glucose_level\", \"bmi\", \"stroke\"]"
      ],
      "metadata": {
        "id": "nv2QTeQ4qiUj"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Téléchargement des données"
      ],
      "metadata": {
        "id": "_kSNwAzAa44J"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "DATA_URL = \"https://raw.githubusercontent.com/FriteSansSel/Stroke_Dataset/refs/heads/main/healthcare-dataset-stroke-data.csv\"\n",
        "DATA_PATH = os.path.join(\"datasets\", \"stroke_data\")\n",
        "os.makedirs(DATA_PATH, exist_ok=True)"
      ],
      "metadata": {
        "id": "F1Y-eGEj_D9n"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 2) Description des données"
      ],
      "metadata": {
        "id": "jZKkzjqfbR-u"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(DATA_URL)\n",
        "\n",
        "# Afficher les informations générales\n",
        "print(\"Nombre d'instances:\", df.shape[0])\n",
        "print(\"Nombre de features:\", df.shape[1])\n",
        "print(df.info())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cMpSP0a8A5m5",
        "outputId": "02c2ccf0-ae35-4ea8-bf39-79edc9d92882"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Nombre d'instances: 5110\n",
            "Nombre de features: 12\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 5110 entries, 0 to 5109\n",
            "Data columns (total 12 columns):\n",
            " #   Column             Non-Null Count  Dtype  \n",
            "---  ------             --------------  -----  \n",
            " 0   id                 5110 non-null   int64  \n",
            " 1   gender             5110 non-null   object \n",
            " 2   age                5110 non-null   float64\n",
            " 3   hypertension       5110 non-null   int64  \n",
            " 4   heart_disease      5110 non-null   int64  \n",
            " 5   ever_married       5110 non-null   object \n",
            " 6   work_type          5110 non-null   object \n",
            " 7   Residence_type     5110 non-null   object \n",
            " 8   avg_glucose_level  5110 non-null   float64\n",
            " 9   bmi                4909 non-null   float64\n",
            " 10  smoking_status     5110 non-null   object \n",
            " 11  stroke             5110 non-null   int64  \n",
            "dtypes: float64(3), int64(4), object(5)\n",
            "memory usage: 479.2+ KB\n",
            "None\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "id est un identifiant unique et peut être ignoré pour l'analyse.\n",
        "\n",
        "gender, ever_married, work_type, Residence_type, et smoking_status sont des features catégorielles et peuvent nécessiter un encodage.\n",
        "\n",
        "age, hypertension, heart_disease, avg_glucose_level, et bmi sont des features numériques.\n",
        "\n",
        "stroke est la cible que l'on souhaite prédire."
      ],
      "metadata": {
        "id": "_zwGyH7MuJox"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# vérifie les valeurs manquantes\n",
        "print(df.isnull().sum())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UJHl_nHaDh1i",
        "outputId": "68dc04dd-5952-4c22-b8f6-fcacc1c0b13b"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "id                     0\n",
            "gender                 0\n",
            "age                    0\n",
            "hypertension           0\n",
            "heart_disease          0\n",
            "ever_married           0\n",
            "work_type              0\n",
            "Residence_type         0\n",
            "avg_glucose_level      0\n",
            "bmi                  201\n",
            "smoking_status         0\n",
            "stroke                 0\n",
            "dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Les valeurs manquantes sont affichées pour chaque feature. Ici, la feature bmi a 201 valeurs manquantes."
      ],
      "metadata": {
        "id": "AYROx4zLmcoX"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Comme la feature bmi a un faible nombre de valeurs manquantes, on va supprimer les lignes avec les valeurs manquantes."
      ],
      "metadata": {
        "id": "OPmWcARJm4rp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_dropped = df.dropna(subset=[\"bmi\"])"
      ],
      "metadata": {
        "id": "L3HUjbwaqTbY"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 3) Visualisation des données"
      ],
      "metadata": {
        "id": "hCEQtCGBbiV0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Diagramme en barres du sexe\n",
        "plt.figure(figsize=(4, 2))\n",
        "sns.countplot(data=df, x=\"gender\")\n",
        "plt.title(\"Répartition par sexe\")\n",
        "plt.show()\n",
        "\n",
        "# Diagramme en barres pour les AVC\n",
        "plt.figure(figsize=(4, 2))\n",
        "sns.countplot(data=df, x=\"stroke\")\n",
        "plt.title(\"Répartition des AVC (0 = Pas d'AVC, 1 = AVC)\")\n",
        "plt.show()\n",
        "\n",
        "# Histogramme de l'âge\n",
        "plt.figure(figsize=(8, 5))\n",
        "sns.histplot(df['age'], bins=82, kde=True)\n",
        "plt.title(\"Distribution de l'âge\")\n",
        "plt.xlabel(\"Âge\")\n",
        "plt.show()\n",
        "\n",
        "# Histogramme de la glycémie moyenne pour les personnes ayant eu un AVC\n",
        "plt.figure(figsize=(8, 5))\n",
        "sns.histplot(data=df, x=\"avg_glucose_level\", hue=\"stroke\", kde=True, palette=\"viridis\", bins=30)\n",
        "plt.title(\"Distribution des niveaux de glycémie en fonction de l'AVC\")\n",
        "plt.xlabel(\"Niveau moyen de glycémie\")\n",
        "plt.legend(title=\"AVC\", labels=[\"Non\", \"Oui\"])\n",
        "plt.show()\n",
        "\n",
        "# Graphique montrant le nombre de personnes ayant eu un AVC par genre\n",
        "sns.countplot(data=df, x=\"gender\", hue=\"stroke\", palette=\"viridis\")\n",
        "plt.title(\"Quantité de personnes ayant eu un AVC en fonction du genre\")\n",
        "plt.xlabel(\"Genre\")\n",
        "plt.ylabel(\"Nombre de personnes\")\n",
        "plt.legend(title=\"AVC\", labels=[\"Non\", \"Oui\"])  # 0 = Non, 1 = Oui\n",
        "plt.show()\n",
        "\n",
        "# Boxplot de l'IMC en fonction du statut de l'AVC\n",
        "plt.figure(figsize=(8, 5))\n",
        "sns.boxplot(data=df, x=\"stroke\", y=\"bmi\")\n",
        "plt.title(\"IMC en fonction du statut de l'AVC\")\n",
        "plt.show()\n",
        "\n",
        "# Boxplot de l'âge en fonction de l'AVC\n",
        "plt.figure(figsize=(8, 5))\n",
        "sns.boxplot(data=df, x=\"stroke\", y=\"age\")\n",
        "plt.title(\"Répartition de l'âge en fonction de l'AVC\")\n",
        "plt.ylabel(\"Âge\")\n",
        "plt.show()\n",
        "\n",
        "# Diagramme en barres de l'AVC en fonction du statut de tabagisme\n",
        "plt.figure(figsize=(10, 5))\n",
        "sns.countplot(data=df, x=\"smoking_status\", hue=\"stroke\")\n",
        "plt.title(\"Répartition des AVC en fonction du statut de tabagisme\")\n",
        "plt.xlabel(\"Statut de tabagisme\")\n",
        "plt.ylabel(\"Nombre de personnes\")\n",
        "plt.legend(title=\"AVC\", labels=[\"Non\", \"Oui\"])\n",
        "plt.show()\n",
        "\n",
        "# Diagramme en barres de l'AVC en fonction du type de travail\n",
        "plt.figure(figsize=(10, 5))\n",
        "sns.countplot(data=df, x=\"work_type\", hue=\"stroke\")\n",
        "plt.title(\"Répartition des AVC en fonction du type de travail\")\n",
        "plt.xlabel(\"Type de travail\")\n",
        "plt.ylabel(\"Nombre de personnes\")\n",
        "plt.legend(title=\"AVC\", labels=[\"Non\", \"Oui\"])\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "U6m_lqsaDqz2",
        "outputId": "90c08d3d-04ad-4aaa-9d12-0934058c28c8"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 400x200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 400x200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Les stratégies possible sont:\n",
        "\n",
        "-Suppression des outliers pour les valeurs extrêmes si elles sont peu nombreuses.\n",
        "\n",
        "-Transformations comme log pour stabiliser la distribution.\n",
        "\n",
        "Ici, on va stabiliser la distribution car nous avons beaucoup de outliers."
      ],
      "metadata": {
        "id": "iNuPgh59n6Ch"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Distribution de la cible\n",
        "sns.countplot(data=df, x=\"stroke\")\n",
        "plt.title(\"Distribution de la variable cible (AVC)\")\n",
        "plt.show()\n",
        "\n",
        "# Vérifier l'équilibre de classe\n",
        "stroke_ratio = df['stroke'].value_counts(normalize=True)\n",
        "print(\"Proportion de chaque classe :\\n\", stroke_ratio)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 557
        },
        "id": "-yA0Pq9ron6V",
        "outputId": "b4db437a-90bd-48e9-daca-2a114d2af1ec"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAHHCAYAAABeLEexAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA7uklEQVR4nO3de1yUZf7/8fegMnJw8MRBPKXSqpRpYSlZmoqSYWVqpVnisTKs1FLXMg9U666tecjMXLeo1FJr05SvqHlOyVoKU0tTw7QI8BCMJ0Dh/v3Rcv8cwRMCA92v5+Mxj4dzXdd93Z97GODtNfd9YzMMwxAAAICFebi7AAAAAHcjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEOFPZ9KkSbLZbGWyr7vuukt33XWX+Xzjxo2y2Wz6+OOPy2T/AwYM0HXXXVcm+7oSBce/cePGEpnv4MGDstlsiouLK5H5ytK1vBYDBgyQr6/vFY212WyaNGnSVe/jWlzL+7603rNPPfWUunTpUuLzXouzZ8+qfv36mjNnjrtLwRUgEKFci4uLk81mMx9Vq1ZVcHCwIiMjNWvWLJ04caJE9pOamqpJkyYpOTm5ROYrSeW5NqA8SElJ0fz58/XCCy8U2f/DDz+YPz8yMzPN9oyMDFWuXFmPPvroRec+ceKEvLy81LNnT5f2AwcO6IknnlDjxo1VtWpVORwOtWvXTjNnztSZM2ckSVWqVNGoUaP06quvKjs7+9oPFKWKQIQKITY2Vh988IHeeustPf3005KkESNGqEWLFvruu+9cxo4fP978gXSlUlNTNXny5KsOHWvWrNGaNWuuapurdana/vWvf2nv3r2lun8UT/v27XXmzBm1b9/e3aWUuLJ431+NmTNnqlGjRurYsWOR/QsWLFBQUJAkuaxiBQQEqEuXLlq+fLlOnz5d5Lb/+c9/lJ2d7RKa4uPj1aJFCy1ZskT33nuv3njjDU2ZMkUNGjTQ6NGj9eyzz5pjBw4cqKNHj2rRokUlcagoRZXdXQBwJbp166bWrVubz8eNG6f169ere/fuuu+++/TDDz/Iy8tLklS5cmVVrly6b+3Tp0/L29tbnp6epbqfy6lSpYpb94/CsrOz5enpKQ8PD1WtWtXd5ZQKd7/vz3f27FktXLhQTz75ZJH9hmFo0aJFeuSRR5SSkqKFCxdqyJAhZn+/fv2UkJCgzz77TH369Cm0/aJFi+Tn56eoqChJf6xG9enTRw0bNtT69etVp04dc2xMTIz279+v+Ph4s6169erq2rWr4uLiNGjQoJI6bJQCVohQYXXq1EkvvfSSfv75Zy1YsMBsL+ocorVr1+qOO+5Q9erV5evrq6ZNm5rL6xs3btStt94q6Y//zRV8PFdw3spdd92lG2+8UUlJSWrfvr28vb3NbS88l6JAXl6eXnjhBQUFBcnHx0f33XefDh8+7DLmuuuu04ABAwpte/6cl6utqPMxTp06peeee07169eX3W5X06ZN9c9//lOGYbiMs9lsGj58uJYtW6Ybb7xRdrtdN9xwgxISEop+wS/wyy+/qEePHvLx8VFAQIBGjhypnJycIsdu375dd999t/z8/OTt7a0OHTpo69atV7SfC3333XcaMGCA+VFFUFCQBg0apGPHjl1yu/T0dFWuXFmTJ08u1Ld3717ZbDbNnj1bknT8+HE9//zzatGihXx9feVwONStWzft2LHDZbuCc2c++ugjjR8/XnXr1pW3t7ecTmeR5xBt2bJFDz74oBo0aCC73a769etr5MiRF13R/OmnnxQZGSkfHx8FBwcrNja20NexKL/++qsGDRqkwMBA8+v6zjvvXHa7AgsWLNBtt90mb29v1ahRQ+3bt3dZEbqW931R8vPzNWPGDN1www2qWrWqAgMD9cQTT+j333+/7LZffPGFjh49qoiIiCL7t27dqoMHD6pPnz7q06ePNm/erF9++cXsf+CBB+Tj41PkCk5GRobWrVun3r17y263S5KmTp2qkydP6t///rdLGCoQEhLiskIkSV26dNEXX3yh48ePX/Z44D6sEKFCe+yxx/TCCy9ozZo1Gjp0aJFjdu/ere7du+umm25SbGys7Ha79u/fb/5Cbt68uWJjYzVhwgQ9/vjjuvPOOyVJt99+uznHsWPH1K1bN/Xp00ePPvqoAgMDL1nXq6++KpvNprFjxyojI0MzZsxQRESEkpOTzZWsK3EltZ3PMAzdd9992rBhgwYPHqxWrVpp9erVGj16tH799VdNnz7dZfwXX3yh//znP3rqqadUrVo1zZo1S7169dKhQ4dUq1ati9Z15swZde7cWYcOHdIzzzyj4OBgffDBB1q/fn2hsevXr1e3bt0UFhamiRMnysPDQ++++646deqkLVu26Lbbbrvi10P6I9z+9NNPGjhwoIKCgrR7927NmzdPu3fv1pdffnnRE+oDAwPVoUMHLVmyRBMnTnTpW7x4sSpVqqQHH3xQ0h9BZNmyZXrwwQfVqFEjpaen6+2331aHDh30/fffKzg42GX7l19+WZ6ennr++eeVk5Nz0RWUpUuX6vTp0xo2bJhq1aqlr776Sm+88YZ++eUXLV261GVsXl6e7r77brVt21ZTp05VQkKCJk6cqHPnzik2Nvair096erratm1rBl5/f3+tWrVKgwcPltPp1IgRIy75+k6ePFmTJk3S7bffrtjYWHl6emr79u1av369unbteslti/u+f+KJJxQXF6eBAwfqmWeeUUpKimbPnq1vv/1WW7duveRK6LZt22Sz2XTzzTcX2b9w4UI1adJEt956q2688UZ5e3vrww8/1OjRoyVJPj4+uv/++/Xxxx/r+PHjqlmzprnt4sWLlZeXp379+pltK1asUOPGjS/6PViUsLAwGYahbdu2qXv37le8HcqYAZRj7777riHJ+Prrry86xs/Pz7j55pvN5xMnTjTOf2tPnz7dkGQcOXLkonN8/fXXhiTj3XffLdTXoUMHQ5Ixd+7cIvs6dOhgPt+wYYMhyahbt67hdDrN9iVLlhiSjJkzZ5ptDRs2NKKjoy8756Vqi46ONho2bGg+X7ZsmSHJeOWVV1zG9e7d27DZbMb+/fvNNkmGp6enS9uOHTsMScYbb7xRaF/nmzFjhiHJWLJkidl26tQpIyQkxJBkbNiwwTAMw8jPzzeuv/56IzIy0sjPzzfHnj592mjUqJHRpUuXS+4nJSWl0LGfPn260LgPP/zQkGRs3rz5kvO9/fbbhiRj586dLu2hoaFGp06dzOfZ2dlGXl5eoVrsdrsRGxtrthV8vRs3blyoroK+gtfiYrVPmTLFsNlsxs8//2y2RUdHG5KMp59+2mzLz883oqKiDE9PT5f3siRj4sSJ5vPBgwcbderUMY4ePeqynz59+hh+fn5F1lBg3759hoeHh/HAAw8UOv7zv37X8r6/8D27ZcsWQ5KxcOFCl/0lJCQU2X6hRx991KhVq1aRfbm5uUatWrWMF1980Wx75JFHjJYtW7qMi4+PNyQZb7/9tkt727Ztjbp165qvRVZWliHJuP/++y9Z04VSU1MNScY//vGPq9oOZYuPzFDh+fr6XvJqs+rVq0uSli9frvz8/GLtw263a+DAgVc8vn///qpWrZr5vHfv3qpTp47+7//+r1j7v1L/93//p0qVKumZZ55xaX/uuedkGIZWrVrl0h4REaEmTZqYz2+66SY5HA799NNPl91PnTp11Lt3b7PN29tbjz/+uMu45ORk7du3T4888oiOHTumo0eP6ujRozp16pQ6d+6szZs3X/XX5PyVhuzsbB09elRt27aVJH3zzTeX3LZnz56qXLmyFi9ebLbt2rVL33//vR5++GGzzW63y8Pjjx+PeXl5OnbsmPlRa1H7iI6OvqKVv/PHnDp1SkePHtXtt98uwzD07bffFho/fPhw898FKz65ubn6/PPPi5zfMAx98sknuvfee2UYhvl6Hz16VJGRkcrKyrrka7Rs2TLl5+drwoQJ5vGfv//LKc77funSpfLz81OXLl1c6g0LC5Ovr682bNhwyX0eO3ZMNWrUKLJv1apVOnbsmPr27Wu29e3bVzt27NDu3bvNtq5du8rf39/lY7OUlBR9+eWX6tu3r/laOJ1OSXI5xitRUN/Ro0evajuULQIRKryTJ09e8gfUww8/rHbt2mnIkCEKDAxUnz59tGTJkqv6RVy3bt2rOpH0+uuvd3lus9kUEhKigwcPXvEcxfHzzz8rODi40OvRvHlzs/98DRo0KDRHjRo1Lnvuxs8//6yQkJBCvySbNm3q8nzfvn2S/ggM/v7+Lo/58+crJydHWVlZV3Zw/3P8+HE9++yzCgwMlJeXl/z9/dWoUSNJuuxctWvXVufOnbVkyRKzbfHixapcubLLZdX5+fmaPn26rr/+etntdtWuXVv+/v767rvvitxHwf4v59ChQxowYIBq1qwpX19f+fv7q0OHDkXW7uHhocaNG7u0/eUvf5Gki76Pjhw5oszMTM2bN6/Q610Q6DMyMi5a34EDB+Th4aHQ0NArOp4LFed9v2/fPmVlZSkgIKBQzSdPnrxkvQWMi5xXtWDBAjVq1Mj8mHz//v1q0qSJvL29tXDhQnNc5cqV9fDDD2vLli369ddfJckMR+d/XOZwOCTpqm/3UVBfWd0fDcXDOUSo0H755RdlZWUpJCTkomO8vLy0efNmbdiwQfHx8UpISNDixYvVqVMnrVmzRpUqVbrsfq7mvJ8rdbEfjnl5eVdUU0m42H4u9gvmahWEztdee02tWrUqcsyV3oCwwEMPPaRt27Zp9OjRatWqlXx9fZWfn6+77777ikJunz59NHDgQCUnJ6tVq1ZasmSJOnfurNq1a5tj/va3v+mll17SoEGD9PLLL6tmzZry8PDQiBEjitzHlbw/8vLy1KVLFx0/flxjx45Vs2bN5OPjo19//VUDBgwo9url+QrmePTRRxUdHV3kmJtuuuma91OS8vPzFRAQ4BJQzufv73/J7WvVqlVkgHc6nVqxYoWys7MLBTXpj8BTcM6T9MdrNnv2bH344Yd6/vnn9eGHHyo0NNTlfetwOBQcHKxdu3ZdxRHKrO/89xjKHwIRKrQPPvhAkhQZGXnJcR4eHurcubM6d+6s119/XX/729/04osvasOGDYqIiCjx/7kVrIwUMAxD+/fvd/llVKNGDZebxBX4+eefXVYGrqa2hg0b6vPPP9eJEydcVon27Nlj9peEhg0bateuXTIMw6W+C++JVPBxnMPhuOhVQFfj999/17p16zR58mRNmDDBbL/w9b6UHj166IknnjA/Nvvxxx81btw4lzEff/yxOnbsqH//+98u7ZmZmcX+pbZz5079+OOPeu+999S/f3+zfe3atUWOz8/P108//WSuChXUKumid3r29/dXtWrVlJeXV6zXu0mTJsrPz9f3339/0QB7KVfyvi9qn59//rnatWtXrP94NGvWTAsXLlRWVpb8/PzM9oL7B7311luFvmZ79+7V+PHjtXXrVt1xxx2SpDZt2qhJkyZatGiRunTpot27d+vVV18ttL/u3btr3rx5SkxMVHh4+BXVmJKSIun/r9SifOIjM1RY69ev18svv6xGjRq5LGtfqKhLXQt+2BdcJu7j4yNJRQaU4nj//fddltU//vhj/fbbb+rWrZvZ1qRJE3355ZfKzc0121auXFnoMuWrqe2ee+5RXl6eefl4genTp8tms7ns/1rcc889Sk1NdbnJ3enTpzVv3jyXcWFhYWrSpIn++c9/6uTJk4XmOXLkyFXtt2BF68IVrBkzZlzxHNWrV1dkZKSWLFmijz76SJ6enurRo0eh/Vy4j6VLl5ofpxRHUbUbhqGZM2dedJvzv46GYWj27NmqUqWKOnfufNF99OrVS5988kmRqxiXe7179OghDw8PxcbGFlqxupJVwyt531/ooYceUl5enl5++eVCfefOnbvs+z48PFyGYSgpKcmlfcGCBWrcuLGefPJJ9e7d2+Xx/PPPy9fXt9CqVL9+/fTtt99q4sSJstlseuSRRwrtb8yYMfLx8dGQIUOUnp5eqP/AgQOFvqZJSUmy2WxXHKDgHqwQoUJYtWqV9uzZo3Pnzik9PV3r16/X2rVr1bBhQ3322WeXvAFebGysNm/erKioKDVs2FAZGRmaM2eO6tWrZ/7vsEmTJqpevbrmzp2ratWqycfHR23atLnic0MuVLNmTd1xxx0aOHCg0tPTNWPGDIWEhLjcGmDIkCH6+OOPdffdd+uhhx7SgQMHtGDBApeTnK+2tnvvvVcdO3bUiy++qIMHD6ply5Zas2aNli9frhEjRhSau7iGDh2q2bNnq3///kpKSlKdOnX0wQcfyNvb22Wch4eH5s+fr27duumGG27QwIEDVbduXf3666/asGGDHA6HVqxYccX7dTgcat++vaZOnaqzZ8+qbt26WrNmjfk/8Cv18MMP69FHH9WcOXMUGRlpnnhfoHv37oqNjdXAgQN1++23a+fOnVq4cGGhc3quRrNmzdSkSRM9//zz+vXXX+VwOPTJJ59c9HytqlWrKiEhQdHR0WrTpo1WrVql+Ph4vfDCC5f8GOnvf/+7NmzYoDZt2mjo0KEKDQ3V8ePH9c033+jzzz+/5L1wQkJC9OKLL+rll1/WnXfeqZ49e8put+vrr79WcHCwpkyZcsljvJL3/YU6dOigJ554QlOmTFFycrK6du2qKlWqaN++fVq6dKlmzpzpcvL+he644w7VqlVLn3/+uTp16iTpj7u7b9iwodDFBQXsdrsiIyO1dOlSzZo1y7ys/9FHH1VsbKyWL1+udu3aFbkSV7CK9PDDD6t58+bq37+/brzxRuXm5mrbtm1aunRpofuLrV27Vu3atbvkrSxQDpT5dW3AVSi47L7g4enpaQQFBRldunQxZs6c6XKJb4ELL7tft26dcf/99xvBwcGGp6enERwcbPTt29f48ccfXbZbvny5ERoaalSuXNnlUu8OHToYN9xwQ5H1Xezy4w8//NAYN26cERAQYHh5eRlRUVEul1UXmDZtmlG3bl3Dbrcb7dq1M/773/8WmvNStV14CbNhGMaJEyeMkSNHGsHBwUaVKlWM66+/3njttddcLps2jD8u146JiSlU08VuB3Chn3/+2bjvvvsMb29vo3bt2sazzz5rXip9/qXmhmEY3377rdGzZ0+jVq1aht1uNxo2bGg89NBDxrp16y65j6Iuu//ll1+MBx54wKhevbrh5+dnPPjgg+Zlzedffn4pTqfT8PLyMiQZCxYsKNSfnZ1tPPfcc0adOnUMLy8vo127dkZiYuJFv95Lly4tNEdRl91///33RkREhOHr62vUrl3bGDp0qHmrg/OPMTo62vDx8TEOHDhgdO3a1fD29jYCAwONiRMnFrocvqjjTk9PN2JiYoz69esbVapUMYKCgozOnTsb8+bNu6LX55133jFuvvlmw263GzVq1DA6dOhgrF271uy/lvd9Ue9ZwzCMefPmGWFhYYaXl5dRrVo1o0WLFsaYMWOM1NTUy9b7zDPPGCEhIebzadOmGZIu+f6Ki4szJBnLly93ab/11lsNScacOXMuuc8ff/zRGDp0qHHdddcZnp6eRrVq1Yx27doZb7zxhpGdnW2Oy8zMNDw9PY358+df9jjgXjbDKKGzJwEAcIOffvpJzZo106pVqy76caK7zJgxQ1OnTtWBAwdK5eIMlBwCEQCgwhs2bJj2799/0ZPU3eHs2bNq0qSJ/vrXv+qpp55ydzm4DAIRAACwPK4yAwAAlkcgAgAAlkcgAgAAlkcgAgAAlseNGa9Afn6+UlNTVa1aNf44HwAAFYRhGDpx4oSCg4Pl4XHpNSAC0RVITU1V/fr13V0GAAAohsOHD6tevXqXHEMgugIFfyTz8OHDcjgcbq4GAABcCafTqfr167v8seuLIRBdgYKPyRwOB4EIAIAK5kpOd3HrSdWTJk2SzWZzeTRr1szsz87OVkxMjGrVqiVfX1/16tWr0F8XPnTokKKiouTt7a2AgACNHj1a586dcxmzceNG3XLLLbLb7QoJCVFcXFxZHB4AAKgg3H6V2Q033KDffvvNfHzxxRdm38iRI7VixQotXbpUmzZtUmpqqnr27Gn25+XlKSoqyvwrw++9957i4uI0YcIEc0xKSoqioqLUsWNHJScna8SIERoyZIhWr15dpscJAADKL7f+6Y5JkyZp2bJlSk5OLtSXlZUlf39/LVq0SL1795Yk7dmzR82bN1diYqLatm2rVatWqXv37kpNTVVgYKAkae7cuRo7dqyOHDkiT09PjR07VvHx8dq1a5c5d58+fZSZmamEhIQrqtPpdMrPz09ZWVl8ZAYAQAVxNb+/3b5CtG/fPgUHB6tx48bq16+fDh06JElKSkrS2bNnFRERYY5t1qyZGjRooMTERElSYmKiWrRoYYYhSYqMjJTT6dTu3bvNMefPUTCmYA4AAAC3nlTdpk0bxcXFqWnTpvrtt980efJk3Xnnndq1a5fS0tLk6emp6tWru2wTGBiotLQ0SVJaWppLGCroL+i71Bin06kzZ87Iy8urUF05OTnKyckxnzudzms+VgAAUH65NRB169bN/PdNN92kNm3aqGHDhlqyZEmRQaWsTJkyRZMnT3bb/gEAQNly+0dm56tevbr+8pe/aP/+/QoKClJubq4yMzNdxqSnpysoKEiSFBQUVOiqs4LnlxvjcDguGrrGjRunrKws83H48OGSODwAAFBOlatAdPLkSR04cEB16tRRWFiYqlSponXr1pn9e/fu1aFDhxQeHi5JCg8P186dO5WRkWGOWbt2rRwOh0JDQ80x589RMKZgjqLY7XbznkPcewgAgD8/twai559/Xps2bdLBgwe1bds2PfDAA6pUqZL69u0rPz8/DR48WKNGjdKGDRuUlJSkgQMHKjw8XG3btpUkde3aVaGhoXrssce0Y8cOrV69WuPHj1dMTIzsdrsk6cknn9RPP/2kMWPGaM+ePZozZ46WLFmikSNHuvPQAQBAOeLWc4h++eUX9e3bV8eOHZO/v7/uuOMOffnll/L395ckTZ8+XR4eHurVq5dycnIUGRmpOXPmmNtXqlRJK1eu1LBhwxQeHi4fHx9FR0crNjbWHNOoUSPFx8dr5MiRmjlzpurVq6f58+crMjKyzI8XAACUT269D1FFwX2IAACoeCrUfYgAAADcjUAEAAAsj0AEAAAsj0AEAAAsz61XmcFV2Oj33V0CUC4lvdbf3SUA+JNjhQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFgegQgAAFheuQlEf//732Wz2TRixAizLTs7WzExMapVq5Z8fX3Vq1cvpaenu2x36NAhRUVFydvbWwEBARo9erTOnTvnMmbjxo265ZZbZLfbFRISori4uDI4IgAAUFGUi0D09ddf6+2339ZNN93k0j5y5EitWLFCS5cu1aZNm5SamqqePXua/Xl5eYqKilJubq62bdum9957T3FxcZowYYI5JiUlRVFRUerYsaOSk5M1YsQIDRkyRKtXry6z4wMAAOWb2wPRyZMn1a9fP/3rX/9SjRo1zPasrCz9+9//1uuvv65OnTopLCxM7777rrZt26Yvv/xSkrRmzRp9//33WrBggVq1aqVu3brp5Zdf1ptvvqnc3FxJ0ty5c9WoUSNNmzZNzZs31/Dhw9W7d29Nnz7dLccLAADKH7cHopiYGEVFRSkiIsKlPSkpSWfPnnVpb9asmRo0aKDExERJUmJiolq0aKHAwEBzTGRkpJxOp3bv3m2OuXDuyMhIc46i5OTkyOl0ujwAAMCfV2V37vyjjz7SN998o6+//rpQX1pamjw9PVW9enWX9sDAQKWlpZljzg9DBf0FfZca43Q6debMGXl5eRXa95QpUzR58uRiHxcAAKhY3LZCdPjwYT377LNauHChqlat6q4yijRu3DhlZWWZj8OHD7u7JAAAUIrcFoiSkpKUkZGhW265RZUrV1blypW1adMmzZo1S5UrV1ZgYKByc3OVmZnpsl16erqCgoIkSUFBQYWuOit4frkxDoejyNUhSbLb7XI4HC4PAADw5+W2QNS5c2ft3LlTycnJ5qN169bq16+f+e8qVapo3bp15jZ79+7VoUOHFB4eLkkKDw/Xzp07lZGRYY5Zu3atHA6HQkNDzTHnz1EwpmAOAAAAt51DVK1aNd14440ubT4+PqpVq5bZPnjwYI0aNUo1a9aUw+HQ008/rfDwcLVt21aS1LVrV4WGhuqxxx7T1KlTlZaWpvHjxysmJkZ2u12S9OSTT2r27NkaM2aMBg0apPXr12vJkiWKj48v2wMGAADllltPqr6c6dOny8PDQ7169VJOTo4iIyM1Z84cs79SpUpauXKlhg0bpvDwcPn4+Cg6OlqxsbHmmEaNGik+Pl4jR47UzJkzVa9ePc2fP1+RkZHuOCQAAFAO2QzDMNxdRHnndDrl5+enrKysUj2fKGz0+6U2N1CRJb3W390lAKiArub3t9vvQwQAAOBuBCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5BCIAAGB5bg1Eb731lm666SY5HA45HA6Fh4dr1apVZn92drZiYmJUq1Yt+fr6qlevXkpPT3eZ49ChQ4qKipK3t7cCAgI0evRonTt3zmXMxo0bdcstt8hutyskJERxcXFlcXgAAKCCcGsgqlevnv7+978rKSlJ//3vf9WpUyfdf//92r17tyRp5MiRWrFihZYuXapNmzYpNTVVPXv2NLfPy8tTVFSUcnNztW3bNr333nuKi4vThAkTzDEpKSmKiopSx44dlZycrBEjRmjIkCFavXp1mR8vAAAon2yGYRjuLuJ8NWvW1GuvvabevXvL399fixYtUu/evSVJe/bsUfPmzZWYmKi2bdtq1apV6t69u1JTUxUYGChJmjt3rsaOHasjR47I09NTY8eOVXx8vHbt2mXuo0+fPsrMzFRCQsIV1eR0OuXn56esrCw5HI6SP+j/CRv9fqnNDVRkSa/1d3cJACqgq/n9XW7OIcrLy9NHH32kU6dOKTw8XElJSTp79qwiIiLMMc2aNVODBg2UmJgoSUpMTFSLFi3MMCRJkZGRcjqd5ipTYmKiyxwFYwrmKEpOTo6cTqfLAwAA/Hm5PRDt3LlTvr6+stvtevLJJ/Xpp58qNDRUaWlp8vT0VPXq1V3GBwYGKi0tTZKUlpbmEoYK+gv6LjXG6XTqzJkzRdY0ZcoU+fn5mY/69euXxKECAIByyu2BqGnTpkpOTtb27ds1bNgwRUdH6/vvv3drTePGjVNWVpb5OHz4sFvrAQAApauyuwvw9PRUSEiIJCksLExff/21Zs6cqYcffli5ubnKzMx0WSVKT09XUFCQJCkoKEhfffWVy3wFV6GdP+bCK9PS09PlcDjk5eVVZE12u112u71Ejg8AAJR/bl8hulB+fr5ycnIUFhamKlWqaN26dWbf3r17dejQIYWHh0uSwsPDtXPnTmVkZJhj1q5dK4fDodDQUHPM+XMUjCmYAwAAwK0rROPGjVO3bt3UoEEDnThxQosWLdLGjRu1evVq+fn5afDgwRo1apRq1qwph8Ohp59+WuHh4Wrbtq0kqWvXrgoNDdVjjz2mqVOnKi0tTePHj1dMTIy5wvPkk09q9uzZGjNmjAYNGqT169dryZIlio+Pd+ehAwCAcsStgSgjI0P9+/fXb7/9Jj8/P910001avXq1unTpIkmaPn26PDw81KtXL+Xk5CgyMlJz5swxt69UqZJWrlypYcOGKTw8XD4+PoqOjlZsbKw5plGjRoqPj9fIkSM1c+ZM1atXT/Pnz1dkZGSZHy8AACifyt19iMoj7kMEuBf3IQJQHBXyPkQAAADuQiACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWRyACAACWV6xA1KlTJ2VmZhZqdzqd6tSp07XWBAAAUKaKFYg2btyo3NzcQu3Z2dnasmXLNRcFAABQlq7qj7t+99135r+///57paWlmc/z8vKUkJCgunXrllx1AAAAZeCqAlGrVq1ks9lks9mK/GjMy8tLb7zxRokVBwAAUBauKhClpKTIMAw1btxYX331lfz9/c0+T09PBQQEqFKlSiVeJAAAQGm6qkDUsGFDSVJ+fn6pFAMAAOAOVxWIzrdv3z5t2LBBGRkZhQLShAkTrrkwAACAslKsQPSvf/1Lw4YNU+3atRUUFCSbzWb22Ww2AhEAAKhQihWIXnnlFb366qsaO3ZsSdcDAABQ5op1H6Lff/9dDz74YEnXAgAA4BbFCkQPPvig1qxZU9K1AAAAuEWxPjILCQnRSy+9pC+//FItWrRQlSpVXPqfeeaZEikOAACgLBQrEM2bN0++vr7atGmTNm3a5NJns9kIRAAAoEIpViBKSUkp6ToAAADcpljnEAEAAPyZFGuFaNCgQZfsf+edd4pVDAAAgDsUKxD9/vvvLs/Pnj2rXbt2KTMzs8g/+goAAFCeFSsQffrpp4Xa8vPzNWzYMDVp0uSaiwIAAChLJXYOkYeHh0aNGqXp06eX1JQAAABlokRPqj5w4IDOnTtXklMCAACUumJ9ZDZq1CiX54Zh6LffflN8fLyio6NLpDAAAICyUqxA9O2337o89/DwkL+/v6ZNm3bZK9AAAADKm2IFog0bNpR0HQAAAG5TrEBU4MiRI9q7d68kqWnTpvL39y+RogAAAMpSsU6qPnXqlAYNGqQ6deqoffv2at++vYKDgzV48GCdPn26pGsEAAAoVcUKRKNGjdKmTZu0YsUKZWZmKjMzU8uXL9emTZv03HPPlXSNAAAApapYH5l98skn+vjjj3XXXXeZbffcc4+8vLz00EMP6a233iqp+gAAAEpdsVaITp8+rcDAwELtAQEBfGQGAAAqnGIFovDwcE2cOFHZ2dlm25kzZzR58mSFh4eXWHEAAABloVgfmc2YMUN333236tWrp5YtW0qSduzYIbvdrjVr1pRogQAAAKWtWIGoRYsW2rdvnxYuXKg9e/ZIkvr27at+/frJy8urRAsEAAAobcUKRFOmTFFgYKCGDh3q0v7OO+/oyJEjGjt2bIkUBwAAUBaKdQ7R22+/rWbNmhVqv+GGGzR37txrLgoAAKAsFSsQpaWlqU6dOoXa/f399dtvv11zUQAAAGWpWIGofv362rp1a6H2rVu3Kjg4+JqLAgAAKEvFOodo6NChGjFihM6ePatOnTpJktatW6cxY8Zwp2oAAFDhFCsQjR49WseOHdNTTz2l3NxcSVLVqlU1duxYjRs3rkQLBAAAKG3FCkQ2m03/+Mc/9NJLL+mHH36Ql5eXrr/+etnt9pKuDwAAoNQVKxAV8PX11a233lpStQAAALhFsU6qBgAA+DMhEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMtzayCaMmWKbr31VlWrVk0BAQHq0aOH9u7d6zImOztbMTExqlWrlnx9fdWrVy+lp6e7jDl06JCioqLk7e2tgIAAjR49WufOnXMZs3HjRt1yyy2y2+0KCQlRXFxcaR8eAACoINwaiDZt2qSYmBh9+eWXWrt2rc6ePauuXbvq1KlT5piRI0dqxYoVWrp0qTZt2qTU1FT17NnT7M/Ly1NUVJRyc3O1bds2vffee4qLi9OECRPMMSkpKYqKilLHjh2VnJysESNGaMiQIVq9enWZHi8AACifbIZhGO4uosCRI0cUEBCgTZs2qX379srKypK/v78WLVqk3r17S5L27Nmj5s2bKzExUW3bttWqVavUvXt3paamKjAwUJI0d+5cjR07VkeOHJGnp6fGjh2r+Ph47dq1y9xXnz59lJmZqYSEhMvW5XQ65efnp6ysLDkcjtI5eElho98vtbmBiizptf7uLgFABXQ1v7/L1TlEWVlZkqSaNWtKkpKSknT27FlFRESYY5o1a6YGDRooMTFRkpSYmKgWLVqYYUiSIiMj5XQ6tXv3bnPM+XMUjCmY40I5OTlyOp0uDwAA8OdVbgJRfn6+RowYoXbt2unGG2+UJKWlpcnT01PVq1d3GRsYGKi0tDRzzPlhqKC/oO9SY5xOp86cOVOolilTpsjPz8981K9fv0SOEQAAlE/lJhDFxMRo165d+uijj9xdisaNG6esrCzzcfjwYXeXBAAASlFldxcgScOHD9fKlSu1efNm1atXz2wPCgpSbm6uMjMzXVaJ0tPTFRQUZI756quvXOYruArt/DEXXpmWnp4uh8MhLy+vQvXY7XbZ7fYSOTYAAFD+uXWFyDAMDR8+XJ9++qnWr1+vRo0aufSHhYWpSpUqWrdundm2d+9eHTp0SOHh4ZKk8PBw7dy5UxkZGeaYtWvXyuFwKDQ01Bxz/hwFYwrmAAAA1ubWFaKYmBgtWrRIy5cvV7Vq1cxzfvz8/OTl5SU/Pz8NHjxYo0aNUs2aNeVwOPT0008rPDxcbdu2lSR17dpVoaGheuyxxzR16lSlpaVp/PjxiomJMVd5nnzySc2ePVtjxozRoEGDtH79ei1ZskTx8fFuO3YAAFB+uHWF6K233lJWVpbuuusu1alTx3wsXrzYHDN9+nR1795dvXr1Uvv27RUUFKT//Oc/Zn+lSpW0cuVKVapUSeHh4Xr00UfVv39/xcbGmmMaNWqk+Ph4rV27Vi1bttS0adM0f/58RUZGlunxAgCA8qlc3YeovOI+RIB7cR8iAMVRYe9DBAAA4A4EIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHkEIgAAYHluDUSbN2/Wvffeq+DgYNlsNi1btsyl3zAMTZgwQXXq1JGXl5ciIiK0b98+lzHHjx9Xv3795HA4VL16dQ0ePFgnT550GfPdd9/pzjvvVNWqVVW/fn1NnTq1tA8NAABUIG4NRKdOnVLLli315ptvFtk/depUzZo1S3PnztX27dvl4+OjyMhIZWdnm2P69eun3bt3a+3atVq5cqU2b96sxx9/3Ox3Op3q2rWrGjZsqKSkJL322muaNGmS5s2bV+rHBwAAKobK7tx5t27d1K1btyL7DMPQjBkzNH78eN1///2SpPfff1+BgYFatmyZ+vTpox9++EEJCQn6+uuv1bp1a0nSG2+8oXvuuUf//Oc/FRwcrIULFyo3N1fvvPOOPD09dcMNNyg5OVmvv/66S3ACAADWVW7PIUpJSVFaWpoiIiLMNj8/P7Vp00aJiYmSpMTERFWvXt0MQ5IUEREhDw8Pbd++3RzTvn17eXp6mmMiIyO1d+9e/f7770XuOycnR06n0+UBAAD+vMptIEpLS5MkBQYGurQHBgaafWlpaQoICHDpr1y5smrWrOkypqg5zt/HhaZMmSI/Pz/zUb9+/Ws/IAAAUG6V20DkTuPGjVNWVpb5OHz4sLtLAgAApajcBqKgoCBJUnp6ukt7enq62RcUFKSMjAyX/nPnzun48eMuY4qa4/x9XMhut8vhcLg8AADAn1e5DUSNGjVSUFCQ1q1bZ7Y5nU5t375d4eHhkqTw8HBlZmYqKSnJHLN+/Xrl5+erTZs25pjNmzfr7Nmz5pi1a9eqadOmqlGjRhkdDQAAKM/cGohOnjyp5ORkJScnS/rjROrk5GQdOnRINptNI0aM0CuvvKLPPvtMO3fuVP/+/RUcHKwePXpIkpo3b667775bQ4cO1VdffaWtW7dq+PDh6tOnj4KDgyVJjzzyiDw9PTV48GDt3r1bixcv1syZMzVq1Cg3HTUAAChv3HrZ/X//+1917NjRfF4QUqKjoxUXF6cxY8bo1KlTevzxx5WZmak77rhDCQkJqlq1qrnNwoULNXz4cHXu3FkeHh7q1auXZs2aZfb7+flpzZo1iomJUVhYmGrXrq0JEyZwyT0AADDZDMMw3F1Eeed0OuXn56esrKxSPZ8obPT7pTY3UJElvdbf3SUAqICu5vd3uT2HCAAAoKwQiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOURiAAAgOVVdncBAGAFYaPfd3cJQLmU9Fp/d5cgiRUiAAAAAhEAAACBCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWB6BCAAAWJ6lAtGbb76p6667TlWrVlWbNm301VdfubskAABQDlgmEC1evFijRo3SxIkT9c0336hly5aKjIxURkaGu0sDAABuZplA9Prrr2vo0KEaOHCgQkNDNXfuXHl7e+udd95xd2kAAMDNLBGIcnNzlZSUpIiICLPNw8NDERERSkxMdGNlAACgPKjs7gLKwtGjR5WXl6fAwECX9sDAQO3Zs6fQ+JycHOXk5JjPs7KyJElOp7NU68zLOVOq8wMVVWl/75UFvr+BopXm93fB3IZhXHasJQLR1ZoyZYomT55cqL1+/fpuqAaA3xtPursEAKWkLL6/T5w4IT8/v0uOsUQgql27tipVqqT09HSX9vT0dAUFBRUaP27cOI0aNcp8np+fr+PHj6tWrVqy2WylXi/cy+l0qn79+jp8+LAcDoe7ywFQgvj+thbDMHTixAkFBwdfdqwlApGnp6fCwsK0bt069ejRQ9IfIWfdunUaPnx4ofF2u112u92lrXr16mVQKcoTh8PBD0zgT4rvb+u43MpQAUsEIkkaNWqUoqOj1bp1a912222aMWOGTp06pYEDB7q7NAAA4GaWCUQPP/ywjhw5ogkTJigtLU2tWrVSQkJCoROtAQCA9VgmEEnS8OHDi/yIDDif3W7XxIkTC31sCqDi4/sbF2MzruRaNAAAgD8xS9yYEQAA4FIIRAAAwPIIRAAAwPIIRAAAwPIIRMAF3nzzTV133XWqWrWq2rRpo6+++srdJQEoAZs3b9a9996r4OBg2Ww2LVu2zN0loRwhEAHnWbx4sUaNGqWJEyfqm2++UcuWLRUZGamMjAx3lwbgGp06dUotW7bUm2++6e5SUA5x2T1wnjZt2ujWW2/V7NmzJf3xJ17q16+vp59+Wn/961/dXB2AkmKz2fTpp5+af84JYIUI+J/c3FwlJSUpIiLCbPPw8FBERIQSExPdWBkAoLQRiID/OXr0qPLy8gr9OZfAwEClpaW5qSoAQFkgEAEAAMsjEAH/U7t2bVWqVEnp6eku7enp6QoKCnJTVQCAskAgAv7H09NTYWFhWrdundmWn5+vdevWKTw83I2VAQBKm6X+2j1wOaNGjVJ0dLRat26t2267TTNmzNCpU6c0cOBAd5cG4BqdPHlS+/fvN5+npKQoOTlZNWvWVIMGDdxYGcoDLrsHLjB79my99tprSktLU6tWrTRr1iy1adPG3WUBuEYbN25Ux44dC7VHR0crLi6u7AtCuUIgAgAAlsc5RAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRAAAwPIIRABwEQcPHpTNZlNycrK7SwFQyghEAP5UBgwYoB49eri7DAAVDIEIgCWdPXvW3SUAKEcIRAAqpI8//lgtWrSQl5eXatWqpYiICI0ePVrvvfeeli9fLpvNJpvNpo0bN5offS1evFgdOnRQ1apVtXDhQuXn5ys2Nlb16tWT3W5Xq1atlJCQcNF95uXladCgQWrWrJkOHTokSVq+fLluueUWVa1aVY0bN9bkyZN17ty5snoZAJQQ/to9gArnt99+U9++fTV16lQ98MADOnHihLZs2aL+/fvr0KFDcjqdevfddyVJNWvWVGpqqiTpr3/9q6ZNm6abb75ZVatW1cyZMzVt2jS9/fbbuvnmm/XOO+/ovvvu0+7du3X99de77DMnJ0d9+/bVwYMHtWXLFvn7+5v7nDVrlu68804dOHBAjz/+uCRp4sSJZfuiALgm/HFXABXON998o7CwMB08eFANGzZ06RswYIAyMzO1bNkys+3gwYNq1KiRZsyYoWeffdZsr1u3rmJiYvTCCy+YbbfddptuvfVWvfnmm+Z2W7Zs0aRJk5STk6OVK1fKz89PkhQREaHOnTtr3Lhx5vYLFizQmDFjzBAGoGJghQhAhdOyZUt17txZLVq0UGRkpLp27arevXurRo0al9yudevW5r+dTqdSU1PVrl07lzHt2rXTjh07XNr69u2revXqaf369fLy8jLbd+zYoa1bt+rVV1812/Ly8pSdna3Tp0/L29v7Wg4TQBniHCIAFU6lSpW0du1arVq1SqGhoXrjjTfUtGlTpaSkXHI7Hx+fYu3vnnvu0XfffafExESX9pMnT2ry5MlKTk42Hzt37tS+fftUtWrVYu0LgHuwQgSgQrLZbGrXrp3atWunCRMmqGHDhvr000/l6empvLy8y27vcDgUHBysrVu3qkOHDmb71q1bddttt7mMHTZsmG688Ubdd999io+PN8ffcsst2rt3r0JCQkr24ACUOQIRgApn+/btWrdunbp27aqAgABt375dR44cUfPmzZWdna3Vq1dr7969qlWrlnm+T1FGjx6tiRMnqkmTJmrVqpXeffddJScna+HChYXGPv3008rLy1P37t21atUq3XHHHZowYYK6d++uBg0aqHfv3vLw8NCOHTu0a9cuvfLKK6X5EgAoYQQiABWOw+HQ5s2bNWPGDDmdTjVs2FDTpk1Tt27d1Lp1a23cuFGtW7fWyZMntWHDBl133XVFzvPMM88oKytLzz33nDIyMhQaGqrPPvus0BVmBUaMGKH8/Hzdc889SkhIUGRkpFauXKnY2Fj94x//UJUqVdSsWTMNGTKkFI8eQGngKjMAAGB5nFQNAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAs7/8BtuELwi/QRUYAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Proportion de chaque classe :\n",
            " stroke\n",
            "0    0.951272\n",
            "1    0.048728\n",
            "Name: proportion, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Le dataset est déséquilibré, il y a beaucoup plus de 0 que de 1 dans stroke, cela pourrait poser un problème pour les modèles prédictifs.\n",
        "\n",
        "On peut utiliser du sous-échantillonnage sur la classe 0 pour équilibrer les classes."
      ],
      "metadata": {
        "id": "9tFc8YiNo_TT"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 4) Analyse des données"
      ],
      "metadata": {
        "id": "NehpH-_BcAGL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(df.describe())\n",
        "\n",
        "print(\"Âge moyen:\", df['age'].mean())\n",
        "print(\"Écart-type de l'âge:\", df['age'].std())\n",
        "print(\"IMC moyen:\", df['bmi'].mean())\n",
        "print(\"Écart-type de l'IMC:\", df['bmi'].std())\n",
        "print(\"Taux d'AVC dans le dataset :\", df['stroke'].mean())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vR8CdEf2b_QE",
        "outputId": "cbefbf1d-e298-4975-bf95-86bb54823916"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                 id          age  hypertension  heart_disease  \\\n",
            "count   5110.000000  5110.000000   5110.000000    5110.000000   \n",
            "mean   36517.829354    43.226614      0.097456       0.054012   \n",
            "std    21161.721625    22.612647      0.296607       0.226063   \n",
            "min       67.000000     0.080000      0.000000       0.000000   \n",
            "25%    17741.250000    25.000000      0.000000       0.000000   \n",
            "50%    36932.000000    45.000000      0.000000       0.000000   \n",
            "75%    54682.000000    61.000000      0.000000       0.000000   \n",
            "max    72940.000000    82.000000      1.000000       1.000000   \n",
            "\n",
            "       avg_glucose_level          bmi       stroke  \n",
            "count        5110.000000  4909.000000  5110.000000  \n",
            "mean          106.147677    28.893237     0.048728  \n",
            "std            45.283560     7.854067     0.215320  \n",
            "min            55.120000    10.300000     0.000000  \n",
            "25%            77.245000    23.500000     0.000000  \n",
            "50%            91.885000    28.100000     0.000000  \n",
            "75%           114.090000    33.100000     0.000000  \n",
            "max           271.740000    97.600000     1.000000  \n",
            "Âge moyen: 43.226614481409\n",
            "Écart-type de l'âge: 22.61264672311352\n",
            "IMC moyen: 28.893236911794666\n",
            "Écart-type de l'IMC: 7.854066729680158\n",
            "Taux d'AVC dans le dataset : 0.0487279843444227\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Matrice de corrélation"
      ],
      "metadata": {
        "id": "_E-FAU-s8PbD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_num = df[numerical_features]\n",
        "\n",
        "plt.figure(figsize=(10, 8))\n",
        "sns.heatmap(df_num.corr(), annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n",
        "plt.title(\"Matrice de corrélation des variables numériques\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 811
        },
        "id": "g-ThkMRwHY3K",
        "outputId": "5e223f25-ab4e-4668-bcbb-5b34e3b89d0a"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Pour les features où la corrélation est faibles, on peut appliquer des transformations.\n",
        "\n",
        "On peut faire une réduction de dimension (PCA) pour capturer l'information des variables corrélées dans un espace de dimension réduite."
      ],
      "metadata": {
        "id": "5gqcyeTWxIgO"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Unsupervised clustering"
      ],
      "metadata": {
        "id": "jP3gd5oB8Ioq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Transformation log des variables numériques pour stabiliser la distribution\n",
        "# Nous appliquons log aux colonnes contenant des outliers\n",
        "df_dropped[\"age\"] = np.log1p(df_dropped[\"age\"])\n",
        "df_dropped[\"avg_glucose_level\"] = np.log1p(df_dropped[\"avg_glucose_level\"])\n",
        "df_dropped[\"bmi\"] = np.log1p(df_dropped[\"bmi\"])\n",
        "\n",
        "# Fonction de sous-échantillonnage de la classe majoritaire\n",
        "def downsample_class(df, target=\"stroke\"):\n",
        "    # Séparer les classes\n",
        "    majority_class = df[df[target] == 0]\n",
        "    minority_class = df[df[target] == 1]\n",
        "    # Sous-échantillonnage de la classe majoritaire\n",
        "    majority_downsampled = resample(majority_class, replace=False, n_samples=len(minority_class), random_state=42)\n",
        "    return pd.concat([majority_downsampled, minority_class])\n",
        "\n",
        "df_balanced = downsample_class(df_dropped)\n",
        "\n",
        "# Pipeline de prétraitement\n",
        "preprocessor = ColumnTransformer(\n",
        "    transformers=[\n",
        "        (\"num\", Pipeline([\n",
        "            (\"log_transform\", FunctionTransformer(np.log1p, validate=True)),  # Transformation logarithmique\n",
        "            (\"scaler\", StandardScaler())                               # Standardisation\n",
        "        ]), numerical_features)\n",
        "    ])\n",
        "\n",
        "# Pipeline complète\n",
        "pipeline = Pipeline([\n",
        "    (\"preprocessor\", preprocessor),   # Étape de prétraitement\n",
        "    (\"pca\", PCA(n_components=2)),     # Réduction de dimension avec PCA\n",
        "    (\"kmeans\", KMeans(n_clusters=2, random_state=42))  # Clustering avec KMeans\n",
        "])\n",
        "\n",
        "# Appliquer la pipeline\n",
        "df_balanced.reset_index(drop=True, inplace=True)  # Réindexer après suppression de lignes\n",
        "pipeline.fit(df_balanced[numerical_features])\n",
        "\n",
        "# Obtenir les résultats du clustering\n",
        "df_balanced[[\"PCA1\", \"PCA2\"]] = pipeline.named_steps[\"pca\"].transform(\n",
        "    pipeline.named_steps[\"preprocessor\"].transform(df_balanced[numerical_features])\n",
        ")\n",
        "df_balanced[\"cluster\"] = pipeline.named_steps[\"kmeans\"].labels_\n",
        "\n",
        "# Visualisation\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.scatterplot(data=df_balanced, x=\"PCA1\", y=\"PCA2\", hue=\"cluster\", style=\"stroke\", palette=\"Set1\")\n",
        "plt.title(\"Clustering non supervisé (KMeans) avec réduction de dimension (PCA)\")\n",
        "plt.xlabel(\"PCA1\")\n",
        "plt.ylabel(\"PCA2\")\n",
        "plt.legend(title=\"Cluster / Stroke\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 871
        },
        "id": "tlFMJvRIphqV",
        "outputId": "2d1acd00-24a2-4092-a2ac-599cf4b8c1a2"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-38-a26acae40703>:3: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df_dropped[\"age\"] = np.log1p(df_dropped[\"age\"])\n",
            "<ipython-input-38-a26acae40703>:4: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df_dropped[\"avg_glucose_level\"] = np.log1p(df_dropped[\"avg_glucose_level\"])\n",
            "<ipython-input-38-a26acae40703>:5: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df_dropped[\"bmi\"] = np.log1p(df_dropped[\"bmi\"])\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Les deux clusters formés semblent bien séparés dans l'espace. On observe que les deux clusters contiennent des individus des deux classes (stroke = 0 et stroke = 1).\n",
        "Toutefois, il semble que les cas d'AVC se répartissent dans les deux clusters, sans qu’un cluster soit nettement plus associé aux individus ayant eu un AVC.\n",
        "\n",
        "Les deux clusters montrent des différences significatives dans les variables comme l’âge, le niveau moyen de glucose ou le BMI, qui ont été transformés avec PCA. Les clusters pourraient être influencés par des profils différents de ces variables sans pour autant être directement liés à l'AVC.\n",
        "\n",
        "L’absence de lien apparent entre un cluster spécifique et la classe stroke = 1 pourrait indiquer que les variables choisies, après transformation, ne sont pas les principaux indicateurs d'AVC ou que l'information d'AVC est noyée dans les autres variations des données.\n",
        "\n",
        "Ce clustering n'indique pas de séparation évidente liée aux cas d'AVC, mais il révèle des groupes potentiellement distincts dans d'autres dimensions. On pourrait tester des approches alternatives pour explorer plus en profondeur la relation entre les données et l'AVC.\n"
      ],
      "metadata": {
        "id": "EwPft1Bi4j2V"
      }
    }
  ]
}