solution2.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/MoliseMG/Tutorials/blob/master/solution2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xKKj75-c3FlR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "# Disable warnings\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# Import plotting modules\n",
        "import seaborn as sns\n",
        "sns.set()\n",
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.ticker\n",
        "%matplotlib inline"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xPHov7Xa3Flb",
        "colab_type": "text"
      },
      "source": [
        "## Problem Statement"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iaCBfJ8X3Flc",
        "colab_type": "text"
      },
      "source": [
        "Predict the likelihood of **Stroke** happening to a patient using patient examination results."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5-522YmW3Fld",
        "colab_type": "text"
      },
      "source": [
        "## Reading Data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "t7BykQ-v3Flf",
        "colab_type": "text"
      },
      "source": [
        "### Train data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7TwVjtuQ3Flg",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 239
        },
        "outputId": "23cc9f24-21c3-42c6-e271-90083e2acb69"
      },
      "source": [
        "train_df = pd.read_csv('https://raw.githubusercontent.com/MoliseMG/AV-datasets/master/train_ajEneEa.csv?token=AJNTKLLKQNI2KF3M4ALKXVS6ZN6CE')\n",
        "print('Dataset size: ', train_df.shape)\n",
        "train_df.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Dataset size:  (43400, 12)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "\n",
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              "<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>hypertension</th>\n",
              "      <th>heart_disease</th>\n",
              "      <th>ever_married</th>\n",
              "      <th>work_type</th>\n",
              "      <th>Residence_type</th>\n",
              "      <th>avg_glucose_level</th>\n",
              "      <th>bmi</th>\n",
              "      <th>smoking_status</th>\n",
              "      <th>stroke</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>30669</td>\n",
              "      <td>Male</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>children</td>\n",
              "      <td>Rural</td>\n",
              "      <td>95.12</td>\n",
              "      <td>18.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>30468</td>\n",
              "      <td>Male</td>\n",
              "      <td>58.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Private</td>\n",
              "      <td>Urban</td>\n",
              "      <td>87.96</td>\n",
              "      <td>39.2</td>\n",
              "      <td>never smoked</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>16523</td>\n",
              "      <td>Female</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>Private</td>\n",
              "      <td>Urban</td>\n",
              "      <td>110.89</td>\n",
              "      <td>17.6</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>56543</td>\n",
              "      <td>Female</td>\n",
              "      <td>70.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Private</td>\n",
              "      <td>Rural</td>\n",
              "      <td>69.04</td>\n",
              "      <td>35.9</td>\n",
              "      <td>formerly smoked</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>46136</td>\n",
              "      <td>Male</td>\n",
              "      <td>14.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>Never_worked</td>\n",
              "      <td>Rural</td>\n",
              "      <td>161.28</td>\n",
              "      <td>19.1</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      id  gender   age  ...   bmi   smoking_status stroke\n",
              "0  30669    Male   3.0  ...  18.0              NaN      0\n",
              "1  30468    Male  58.0  ...  39.2     never smoked      0\n",
              "2  16523  Female   8.0  ...  17.6              NaN      0\n",
              "3  56543  Female  70.0  ...  35.9  formerly smoked      0\n",
              "4  46136    Male  14.0  ...  19.1              NaN      0\n",
              "\n",
              "[5 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OVebGZHW3Flo",
        "colab_type": "text"
      },
      "source": [
        "### Test Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I1GlRT8A3Flp",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 257
        },
        "outputId": "cb702bb9-ef17-4dbf-f5c9-ccfb2016441d"
      },
      "source": [
        "test_df = pd.read_csv('https://raw.githubusercontent.com/MoliseMG/AV-datasets/master/test_6A7bQyC.csv?token=AJNTKLOEUOUGDGIYCBKGZBK6ZN6GO')\n",
        "print('Dataset size: ', test_df.shape)\n",
        "test_df.head()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Dataset size:  (18601, 11)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>gender</th>\n",
              "      <th>age</th>\n",
              "      <th>hypertension</th>\n",
              "      <th>heart_disease</th>\n",
              "      <th>ever_married</th>\n",
              "      <th>work_type</th>\n",
              "      <th>Residence_type</th>\n",
              "      <th>avg_glucose_level</th>\n",
              "      <th>bmi</th>\n",
              "      <th>smoking_status</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>36306</td>\n",
              "      <td>Male</td>\n",
              "      <td>80.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Private</td>\n",
              "      <td>Urban</td>\n",
              "      <td>83.84</td>\n",
              "      <td>21.1</td>\n",
              "      <td>formerly smoked</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>61829</td>\n",
              "      <td>Female</td>\n",
              "      <td>74.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Self-employed</td>\n",
              "      <td>Rural</td>\n",
              "      <td>179.50</td>\n",
              "      <td>26.0</td>\n",
              "      <td>formerly smoked</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>14152</td>\n",
              "      <td>Female</td>\n",
              "      <td>14.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>children</td>\n",
              "      <td>Rural</td>\n",
              "      <td>95.16</td>\n",
              "      <td>21.2</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>12997</td>\n",
              "      <td>Male</td>\n",
              "      <td>28.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>Private</td>\n",
              "      <td>Urban</td>\n",
              "      <td>94.76</td>\n",
              "      <td>23.4</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>40801</td>\n",
              "      <td>Female</td>\n",
              "      <td>63.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Govt_job</td>\n",
              "      <td>Rural</td>\n",
              "      <td>83.57</td>\n",
              "      <td>27.6</td>\n",
              "      <td>never smoked</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      id  gender   age  ...  avg_glucose_level   bmi   smoking_status\n",
              "0  36306    Male  80.0  ...              83.84  21.1  formerly smoked\n",
              "1  61829  Female  74.0  ...             179.50  26.0  formerly smoked\n",
              "2  14152  Female  14.0  ...              95.16  21.2              NaN\n",
              "3  12997    Male  28.0  ...              94.76  23.4              NaN\n",
              "4  40801  Female  63.0  ...              83.57  27.6     never smoked\n",
              "\n",
              "[5 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AvP0QivQ3Fly",
        "colab_type": "text"
      },
      "source": [
        "## Variable Identification"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YuoGtgmO3Fl1",
        "colab_type": "text"
      },
      "source": [
        "| Variable | Defination |\n",
        "|---------|------------|\n",
        "| age | Age of Patient|\n",
        "| id | Patient ID |\n",
        "| gender | Gender of Patient |\n",
        "| hypertension |  0 - no hypertension, 1 - suffering from hypertension |\n",
        "| heart_disease | 0 - no heart disease, 1 - suffering from heart disease |\n",
        "| ever_married| Yes/No |\n",
        "| work_type | Type of occupation |\n",
        "| Residence_type |  Area type of residence (Urban/ Rural) |\n",
        "| avg_glucose_level | Average Glucose level (measured after meal)|\n",
        "| bmi | Body mass index |\n",
        "| smoking_status | patient's smoking status |\n",
        "| stroke | (Target) 0 - no stroke, 1 - suffered stroke |\n",
        "\n",
        "**Independent Variables** : age, id,gender, hypertension,heart_disease,ever_married,work_type,Residence_type,avg_glucose_level,smoking_status,bmi\n",
        "**Dependent Variables**: stroke"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mfcqRxnA3Fl3",
        "colab_type": "text"
      },
      "source": [
        "### Identifying Categorical & Continuous Variables\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zc8WPpyB3Fl5",
        "colab_type": "code",
        "colab": {},
        "outputId": "9edb6c64-3b4d-4253-ed96-e32a06b8da6e"
      },
      "source": [
        "train_df.dtypes"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id                     int64\n",
              "gender                object\n",
              "age                  float64\n",
              "hypertension           int64\n",
              "heart_disease          int64\n",
              "ever_married          object\n",
              "work_type             object\n",
              "Residence_type        object\n",
              "avg_glucose_level    float64\n",
              "bmi                  float64\n",
              "smoking_status        object\n",
              "stroke                 int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zksJFFaM3FmE",
        "colab_type": "text"
      },
      "source": [
        "**Categoriacal features**: gender, ever_married, work_type,Residence_type,smoking_status<br>\n",
        "**Continuous Variables**: id, age,hypertension,heart_disease,avg_glocuse_level,bmi,stroke"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "98VZeDfR3FmG",
        "colab_type": "text"
      },
      "source": [
        "## Univariate Data Analysis\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M4V2EW_v3FmI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "2f11a1f5-05ba-44ff-add0-930fad047aa5"
      },
      "source": [
        "train_df.hist(figsize=(20,20))"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bba2f208>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bba4fac8>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bba07160>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bb9b77b8>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bbaf7b00>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bbe28f60>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bbec7be0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bbf07240>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bbf07358>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bbee2128>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bbf06b38>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fe7bb9801d0>]],\n",
              "      dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 48
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1440 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yeCMCB7v3FmP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 863
        },
        "outputId": "c079ae86-3eae-4670-e1fc-1e2975f6e11a"
      },
      "source": [
        "train_df.plot.box(figsize=(20,20))"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fe7bb64e390>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1440 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xPifFS5E3FmV",
        "colab_type": "text"
      },
      "source": [
        "**Observations**<br>\n",
        "\n",
        "a) Id changes for each sample. It has to be deleted."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BSg_IZG03FmX",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_df.drop(columns=['id'],inplace=True)\n",
        "test_df.drop(columns=['id'],inplace=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6YKX3ksC3Fmc",
        "colab_type": "text"
      },
      "source": [
        "## Bivariate Analysis"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "22c_kweZ3Fmd",
        "colab_type": "code",
        "colab": {},
        "outputId": "d6645547-1b8d-4b26-a208-a2b56d6f31df"
      },
      "source": [
        "sns.pairplot(data=train_df)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x1cc967b2c88>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 59
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 42 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-Q5deHcb3Fmj",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 912
        },
        "outputId": "64d6e48d-253d-4319-da10-32dc55d62aef"
      },
      "source": [
        "corr = train_df.corr()\n",
        "features = corr.index\n",
        "plt.figure(figsize=(20,20))\n",
        "g=sns.heatmap(train_df[features].corr(),annot=True,cmap=\"RdYlGn\")"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1440 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0OzsAuPh3Fmo",
        "colab_type": "text"
      },
      "source": [
        "## Missing value treatment"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E-loekm_3Fmo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 225
        },
        "outputId": "5f73f2d7-2e31-4d8b-dc09-9dfdadd15a51"
      },
      "source": [
        "#missing values for train set\n",
        "train_df.isnull().sum()/train_df.shape[0]*100"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "gender                0.000000\n",
              "age                   0.000000\n",
              "hypertension          0.000000\n",
              "heart_disease         0.000000\n",
              "ever_married          0.000000\n",
              "work_type             0.000000\n",
              "Residence_type        0.000000\n",
              "avg_glucose_level     0.000000\n",
              "bmi                   3.368664\n",
              "smoking_status       30.626728\n",
              "stroke                0.000000\n",
              "dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BzwznLWL3Fms",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 208
        },
        "outputId": "0cb7b029-cb6e-4b43-a3e1-cdaaec3176d8"
      },
      "source": [
        "#missing values for test set\n",
        "test_df.isnull().sum()/test_df.shape[0]*100"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "gender                0.000000\n",
              "age                   0.000000\n",
              "hypertension          0.000000\n",
              "heart_disease         0.000000\n",
              "ever_married          0.000000\n",
              "work_type             0.000000\n",
              "Residence_type        0.000000\n",
              "avg_glucose_level     0.000000\n",
              "bmi                   3.177249\n",
              "smoking_status       30.917693\n",
              "dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LIssCUbF3Fmv",
        "colab_type": "text"
      },
      "source": [
        "In the dataset **bmi** and **smoking_status** have missing values.BMI is a continuous data point so the mean will be used to fill the missing values. smoking_status on the other hand is a categorical variable. The mode will be used to fill the missing variable."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q4Y_Teen3Fmv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#filling missing values for train set\n",
        "train_df['bmi'].fillna(train_df['bmi'].mean(),inplace=True)\n",
        "train_df['smoking_status'].fillna(train_df['smoking_status'].mode()[0],inplace=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q42ywT3P3Fmy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#filling missing values for test set\n",
        "test_df['bmi'].fillna(test_df['bmi'].mean(),inplace=True)\n",
        "test_df['smoking_status'].fillna(test_df['smoking_status'].mode()[0],inplace=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KNKvihh93Fm1",
        "colab_type": "text"
      },
      "source": [
        "## Outlier Treatment"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "giWvaeWua0xc",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "outputId": "dedac4eb-ae1b-4a81-c78d-3e5171aa709d"
      },
      "source": [
        "train_df = train_df.loc[train_df['bmi']<42]\n",
        "train_df['bmi'].plot.box()"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fe7b9aaa6a0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TxROn9L9bCIy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "outputId": "77b5b972-5f8a-4f1c-81d0-3bd3109847e4"
      },
      "source": [
        "train_df = train_df.loc[train_df['avg_glucose_level']<140]\n",
        "train_df['avg_glucose_level'].plot.box()\n"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fe7b993d550>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAD8CAYAAACW/ATfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAPhUlEQVR4nO3de5CdZX3A8e9u0iaYBMVlQa4GU/IbLBEmXKWIkEqpFKwtLZ0oSWumCgyTSGudRgtja1vNIFUEMiUzLXJtuFSHSy8ITECIFEcpIGHKLykQuQRlWahN0gZKdvvHeVcPSXZzds85ezZ5vp8ZJrvv+573efZM+O6bZ99ztmtwcBBJ0u6tu9MTkCS1n7GXpAIYe0kqgLGXpAIYe0kqwOROT2AYU4BjgJeArR2eiyTtKiYB+wHfB16v3zFRY38M8GCnJyFJu6gPAKvrN0zU2L8E8NprmxkY8HUAmlh6eqbT37+p09OQttPd3cVee02DqqH1JmrstwIMDAwae01I/r3UBLfd8rc/oJWkAhh7SSqAsZekAjS0Zh8RlwJnATOBOZm5Zpv9XwD+vH5fRBwPrAD2ANYD52Tmy62auCSpcY1e2d8GnAT8aNsdETEXOL5+X0R0AzcAF2TmbOABYFnTs5UkjUlDsc/M1Zn5/LbbI2IKsBw4f5tdRwFbMnPoPs+rgLObmagkaeyaXbP/InBDZq7fZvvB1F3pZ+YrQHdEvLPJ8SRJYzDm++wj4v3A0cDS1k3nrXp6prfr1NLPzJs3j8xs6xgRwapVq9o6hjSSZl5U9UHgMODZiAA4EPh2RHwCeA5499CBEbE3MJCZr45mgP7+Tb54RW138823j+r4RctWcfXSeaMep69v46gfI41Gd3fXsBfJY17Gycxlmbl/Zs7MzJnAC8BpmXk38AiwR0ScWB1+HnDrWMeSJDWnodhHxOUR8QK1q/d7I+LJkY7PzAFgAfC3EbGO2r8C2rbcI0kaWUPLOJm5BFiyk2NmbvP5Q8CcMc9MktQyvoJWkgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAJMbOSgiLgXOAmYCczJzTUT0ANcDs4A3gHXAuZnZVz3meGAFsAewHjgnM19u9RcgSdq5Rq/sbwNOAn5Ut20QuCQzIzPnAE8DywAiohu4AbggM2cDDwztkySNv4au7DNzNUBE1G97Fbi/7rCHgfOrj48Ctgw9DriK2tX9oqZmK0kak4ZivzPVlfz5wB3VpoOp+1dAZr4SEd0R8c7qm0RDenqmt2J6Usv19s7o9BSkUWlJ7IErgE3AlS06HwD9/ZsYGBhs5Smllujr29jpKUjb6e7uGvYiuenYVz+8PRQ4MzMHqs3PAe+uO2ZvYGA0V/WSpNZp6tbLiPgStfX5j2bm63W7HgH2iIgTq8/PA25tZixJ0tg1euvl5cBvA+8C7o2IfuBs4HPAWuCh6oe3z2bmb2XmQEQsAFZExFSqWy/bMH9JUgMavRtnCbBkB7u6RnjMQ8CcMc5LktRCvoJWkgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgoweWcHRMSlwFnATGBOZq6pts8GrgV6gH5gYWau29k+SdL422nsgduArwMPbrP9KmB5Zt4QEecAK4B5DeyT2mbxZQ+wecubbR9n0bJVbT3/tKmTueLCk9o6hsqy09hn5mqAiPjZtojYB5gLnFptWglcGRG9QNdw+zKzr3VTl7a3ecubXL20vdcVvb0z6Ovb2NYx2v3NROUZ65r9QcCLmbkVoPpzQ7V9pH2SpA5oZBmnY3p6pnd6CtoF9fbOcAxpG2ON/fPAARExKTO3RsQkYP9qe9cI+0alv38TAwODY5yiStXuJZbxWMaB9n8d2v10d3cNe5E8pmWczHwZeAyYX22aDzyamX0j7RvLWJKk5u009hFxeUS8ABwI3BsRT1a7zgMWR8RaYHH1OQ3skySNs0buxlkCLNnB9qeA44Z5zLD7JEnjz1fQSlIBjL0kFcDYS1IBjL0kFcDYS1IBjL0kFcDYS1IBjL0kFcDYS1IBjL0kFcDYS1IBjL0kFcDYS1IBjL0kFcDYS1IBjL0kFcDYS1IBjL0kFcDYS1IBjL0kFcDYS1IBjL0kFcDYS1IBjL0kFWBypycgtdKUw1dzwaq7Oj2Npk05fDowr9PT0G7E2Gu38vqaE7l6aXsj2ds7g76+jW0dY9GyVXBGW4dQYVzGkaQCGHtJKoCxl6QCGHtJKoCxl6QCGHtJKoCxl6QCGHtJKoCxl6QCGHtJKoCxl6QCGHtJKkDTb4QWEWcAfwl0Vf/9RWZ+KyJmA9cCPUA/sDAz1zU7niRp9Jq6so+ILuB6YEFmHgksAK6NiG7gKmB5Zs4GlgMrmp2sJGlsWrGMMwC8vfr4HcBLwN7AXGBltX0lMDcielswniRplJpaxsnMwYg4G7g9IjYDM4DTgYOAFzNza3Xc1ojYUG3va/T8PT3Tm5meCtXbO8MxpG00FfuImAx8DvjNzPxuRPwKcAu15Zym9fdvYmBgsBWnUkHa/YtFxuOXl0D7vw7tfrq7u4a9SG52GedIYP/M/C5A9edmYAtwQERMAqj+3B94vsnxJElj0GzsXwAOjIgAiIjDgH2BdcBjwPzquPnAo5nZ8BKOJKl1mop9Zv4YOB/4x4h4HLgJWJSZrwLnAYsjYi2wuPpcktQBTd9nn5k3AjfuYPtTwHHNnl+S1DxfQStJBTD2klQAYy9JBTD2klQAYy9JBWj6bhxpolm0bFWnp9C0aVP9X1Ot1TU4OCHfjmAm8Kxvl6CJaNGyVVy9dF6npyFtp+7tEg4B1r9lXycmJEkaX8Zekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgpg7CWpAMZekgowudkTRMRU4GvAh4AtwL9l5qciYjZwLdAD9AMLM3Nds+NJkkavFVf2l1CL/OzMnANcXG2/CliembOB5cCKFowlSRqDpmIfEdOBhcDFmTkIkJk/iYh9gLnAyurQlcDciOhtZjxJ0tg0u4wzi9oSzRci4hRgE3AR8L/Ai5m5FSAzt0bEBuAgoK/JMSVJo9Rs7CcB7wEezczPRsRxwJ3A7zY9M6CnZ3orTiO1XG/vjE5PQRqVZmP/HPAm1XJNZn4vIl6hdmV/QERMqq7qJwH7A8+P5uT9/ZsYGBhscopS6/X1bez0FKTtdHd3DXuR3NSafWa+AtwHnApQ3YGzD7AWeAyYXx06n9rVv0s4ktQBrbgb5zzg8xHxBHATsCAz/6vavjgi1gKLq88lSR3Q9H32mfkMcPIOtj8FHNfs+SVJzfMVtJJUAGMvSQUw9pJUAGMvSQUw9pJUAGMvSQUw9pJUgKbvs5d2dWeddSZPPz26X7Vw5E2jG2PWrEP55jfvHN2DpBbqGhyckO89MxN41vfG0UTU2zvD98bRhFT33jiHAOvfsq8TE5IkjS9jL0kFMPaSVABjL0kFMPaSVABjL0kFmKj32U+C2m1E0kTk301NRHV/Lydtu2+ixn4/gL32mtbpeUg7NNzv+ZQmiP2Ap+s3TNQXVU0BjgFeArZ2eC6StKuYRC303wder98xUWMvSWohf0ArSQUw9pJUAGMvSQUw9pJUAGMvSQUw9pJUAGMvSQUw9pJUAGOvokTEyRHxg07PYyTtnmNErI+Iw9t1fk1Mxl6SCjBR3whNu7GIuBEIau+B9J/AIuBW4IrMvL065gzgM5l5SkS8F/gGMA14DPgl4K8y859GGOOvgd8D+oH7gV/NzKO3OeZk4NKh7Tv4fBHw6erwN4AzMvMnEbEQ+CwwSO3Nps7NzJcj4gTgSmoXUb9QzXFlROwJfBV4HzAVuA/448xs6H2fIuJ04M+qx74B/FFmPhwR947wnO0HXAEcDOwBrMzMLzUynnZPXtmrEz6dmUdn5hzgSeBPgWuA36875hPUAg9wPbWoHQ5cRu1N8oYVEWcCZwBHAO8HDh3tBKvwfx44LTOPAE4BflotfywDfi0z3wesoRZVqq/jK5l5JHA48K/V9q8C38nMY4EjgX2ofYNrZB6zgIuBD2fmUcAfArdUu69h+OfsOuDyasyjgA9HxKkNPwHa7Xhlr05YGBEfB36R2tX6WuCLwNcioqc65oPVcXtSC+c/AGTmDyLihzs5/ynALZm5GSAirqUWzNH4DeC6zPxxNe6m6lynAP+SmS9Vx60AHq8+vg+4qAr0PZn5vWr7R4BjI+Iz1edvA15ocB6nAbOAByJiaNvkiNgX+BY7fs6mAScDvXWPmQEcBtzT4LjazRh7jauI+ABwPnBCZvZFxMeAT2Xm/0TE7cDHqkNvz8zNVeyhtmTSam/y1n/dTm3mZJl5WUTcCXwIuCIi7s7Mi4Au4KOZ+cwYTtsF3JWZC3e0c5jnbAa15+uYzPy/MYyp3ZDLOBpv7wB+CvRHxBTeupxxDfAH1X/fAMjM/6a21DMfICLmAnN2Msb9wO9ExNsiohtYMMxxzwDviYi9IqJraIzKP1O7St63Gnd6RAytt58eEe+qjvsk1dVyRMzOzKczcwXwdeDY6pg7gKURMak6bu+IOGQnX8OQu4Ffj4hfHtoQEfXLWNew/XO2EXgQWFr3mIPq5qwCGXuNt7uo/VBzLfAd4N+HdmTmamBPYM/q4yELgQsj4gngT4AnqH3D2KHMvAP4NvBD4GFgw46Oz8wNwN8AjwAPUftlOUP77ge+DNwbEY8Dq4C3Z+YaahG9p1pOOoKf/xB3SUQ8GRGPAoup/VAV4EJqv4Tn8epruAs4YMRn6efzWAecA/x9RDweEf8BnFu3f7jn7OPAeyPiiWrMm6l9o1Wh/OUlmvAiYjqwOTMHqztz7gciM18b4TEzMnNjdWX/d8CGaklFKpJr9toVnAB8pVpqAfjkSKGvXBcRM6nddvgIcEkb5ydNeF7Za5cVEXdQu4+83nOZ+ZFOzGe0dvX5a9di7CWpAP6AVpIKYOwlqQDGXpIKYOwlqQDGXpIK8P/y9x5uAQBT0gAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "T8V-gmpa3Fm1",
        "colab_type": "text"
      },
      "source": [
        "## Encode Categorical features"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gryIHs_f3Fm2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn import preprocessing\n",
        "\n",
        "labeler = preprocessing.LabelEncoder()\n",
        "\n",
        "for i in train_df.columns:\n",
        "    if isinstance(train_df[i][0],str):\n",
        "        train_df[i] = labeler.fit_transform(train_df[i])\n",
        "        \n",
        "for i in test_df.columns:\n",
        "    if isinstance(test_df[i][0],str):\n",
        "        test_df[i] = labeler.fit_transform(test_df[i])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H90tbiES3Fm5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_y = train_df['stroke']\n",
        "train_X = train_df.drop(columns=['stroke'])\n",
        "\n",
        "test_X = test_df"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8z8IjIhA5Dto",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 141
        },
        "outputId": "e2b2333a-443c-4bdc-bd51-6d0ac82e8d47"
      },
      "source": [
        "!pip install imblearn"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: imblearn in /usr/local/lib/python3.6/dist-packages (0.0)\n",
            "Requirement already satisfied: imbalanced-learn in /usr/local/lib/python3.6/dist-packages (from imblearn) (0.4.3)\n",
            "Requirement already satisfied: scipy>=0.13.3 in /usr/local/lib/python3.6/dist-packages (from imbalanced-learn->imblearn) (1.4.1)\n",
            "Requirement already satisfied: scikit-learn>=0.20 in /usr/local/lib/python3.6/dist-packages (from imbalanced-learn->imblearn) (0.22.2.post1)\n",
            "Requirement already satisfied: numpy>=1.8.2 in /usr/local/lib/python3.6/dist-packages (from imbalanced-learn->imblearn) (1.18.4)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-learn>=0.20->imbalanced-learn->imblearn) (0.15.1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pcInPswK3Fm8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from imblearn.over_sampling import RandomOverSampler\n",
        "from imblearn.under_sampling import RandomUnderSampler"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IuFj7HDk3Fm-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "953bb0f6-4a4d-4660-a783-f46fb2db651a"
      },
      "source": [
        "from imblearn.over_sampling import RandomOverSampler\n",
        "\n",
        "ros = RandomOverSampler(random_state=0)\n",
        "ros.fit(train_X, train_y)"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomOverSampler(random_state=0, ratio=None, return_indices=False,\n",
              "                  sampling_strategy='auto')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 61
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4ho-Uuv85qwU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "b2485ba5-91a1-4983-b38e-ef68dc7b9308"
      },
      "source": [
        "X_resampled, y_resampled = ros.fit_resample(train_X, train_y)\n",
        "np.unique(y_resampled, return_counts=True)"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([0, 1]), array([34975, 34975]))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 62
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eQQBpAae3FnA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "scaler = preprocessing.MinMaxScaler()\n",
        "scaled_train=scaler.fit_transform(X_resampled)\n",
        "scaled_test = scaler.fit_transform(test_X)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "apND2L7VudH5",
        "colab_type": "text"
      },
      "source": [
        "**Split into train & validation set**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fngLv1oEub1P",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import KFold, StratifiedKFold, train_test_split\n",
        "\n",
        "xtrain, xval, ytrain, yval = train_test_split(scaled_train,y_resampled,test_size=1/3, random_state=11, stratify = y_resampled)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "o8ayfjjx3FnC",
        "colab_type": "text"
      },
      "source": [
        "## Implementing a Logistic Regression##\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J8yfMSU13FnD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "29df9b7e-d8fb-4df6-8ff7-43e09bbcd7ee"
      },
      "source": [
        "from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "lr = LogisticRegression()\n",
        "lr.fit(xtrain,ytrain)\n",
        "lr.score(xtrain,ytrain)"
      ],
      "execution_count": 137,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.7771106298115069"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 137
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RZ3Ud9Q9li65",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "sub_df = pd.read_csv('https://raw.githubusercontent.com/MoliseMG/AV-datasets/master/sample_submission_edb3Rsw.csv?token=AJNTKLMV36TBYMF352BJBBC6ZORAG')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i4W-Rul_3FnG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "predictions = lr.predict_proba(xval)[:,1]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AanvbooBs9ni",
        "colab_type": "text"
      },
      "source": [
        "## AUC ROC Curve & Confusion Matrix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CcN9yvO8tU16",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 502
        },
        "outputId": "e57e9f40-7903-4e75-8d1b-ee9e9e6e6ceb"
      },
      "source": [
        "from sklearn.metrics import roc_curve,roc_auc_score,confusion_matrix\n",
        "fpr, tpr, _ = roc_curve(yval,predictions) \n",
        "auc = roc_auc_score(yval,predictions) \n",
        "plt.figure(figsize=(12,8)) \n",
        "plt.plot(fpr,tpr,label=\"Validation AUC-ROC=\"+str(auc)) \n",
        "x = np.linspace(0, 1, 1000)\n",
        "plt.plot(x, x, linestyle='-')\n",
        "plt.xlabel('False Positive Rate') \n",
        "plt.ylabel('True Positive Rate') \n",
        "plt.legend(loc=4) \n",
        "plt.show()"
      ],
      "execution_count": 140,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D-dbSRcYzCM-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377
        },
        "outputId": "333f4b01-c54a-488f-bcc8-02ac2f4a11d3"
      },
      "source": [
        "pred_val = lr.predict(xval)\n",
        "cm = confusion_matrix(yval,pred_val)\n",
        "\n",
        "\n",
        "def plot_confusion_matrix(cm, normalized=True, cmap='bone'):\n",
        "    plt.figure(figsize=[7, 6])\n",
        "    norm_cm = cm\n",
        "    if normalized:\n",
        "        norm_cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
        "        sns.heatmap(norm_cm, annot=cm, fmt='g', xticklabels=['Predicted: 0','Predicted: 1'], yticklabels=['Actual: 0','Actual: 1'], cmap=cmap)\n",
        "\n",
        "plot_confusion_matrix(cm, ['No', 'Yes'])"
      ],
      "execution_count": 99,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 504x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WqqFwXExTg6C",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 173
        },
        "outputId": "d552e0aa-0533-4cf5-8d6e-330c6838e1a2"
      },
      "source": [
        "from sklearn.metrics import classification_report\n",
        "\n",
        "print(classification_report(yval,pred_val))"
      ],
      "execution_count": 101,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.79      0.75      0.77     11658\n",
            "           1       0.76      0.80      0.78     11659\n",
            "\n",
            "    accuracy                           0.78     23317\n",
            "   macro avg       0.78      0.78      0.78     23317\n",
            "weighted avg       0.78      0.78      0.78     23317\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cywRjjDCTL3k",
        "colab_type": "text"
      },
      "source": [
        "##Cross Validation##"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "96feg61O2zvM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 139
        },
        "outputId": "a8df0a66-5f61-42a1-96a6-ad4258e692a9"
      },
      "source": [
        "from sklearn.feature_selection import RFE\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Create the RFE object and rank each feature\n",
        "model = LogisticRegression()\n",
        "rfe = RFE(estimator=model, n_features_to_select=1, step=1)\n",
        "rfe.fit(xtrain, ytrain)"
      ],
      "execution_count": 109,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RFE(estimator=LogisticRegression(C=1.0, class_weight=None, dual=False,\n",
              "                                 fit_intercept=True, intercept_scaling=1,\n",
              "                                 l1_ratio=None, max_iter=100,\n",
              "                                 multi_class='auto', n_jobs=None, penalty='l2',\n",
              "                                 random_state=None, solver='lbfgs', tol=0.0001,\n",
              "                                 verbose=0, warm_start=False),\n",
              "    n_features_to_select=1, step=1, verbose=0)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 109
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oYLQwi7I4IG0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "ranking_df = pd.DataFrame()\n",
        "ranking_df['Feature_name'] = train_X.columns\n",
        "ranking_df['Rank'] = rfe.ranking_"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QFVySIgt4bq0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "ranked = ranking_df.sort_values(by=['Rank'])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cihLr2-h4cgP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "f4156b1e-f212-4781-e146-b78483eb3d6d"
      },
      "source": [
        "ranked"
      ],
      "execution_count": 114,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Feature_name</th>\n",
              "      <th>Rank</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>age</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>heart_disease</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>work_type</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>hypertension</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>avg_glucose_level</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>gender</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Residence_type</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>bmi</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>smoking_status</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>ever_married</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        Feature_name  Rank\n",
              "1                age     1\n",
              "3      heart_disease     2\n",
              "5          work_type     3\n",
              "2       hypertension     4\n",
              "7  avg_glucose_level     5\n",
              "0             gender     6\n",
              "6     Residence_type     7\n",
              "8                bmi     8\n",
              "9     smoking_status     9\n",
              "4       ever_married    10"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 114
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YdpO-pVM5FF2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 173
        },
        "outputId": "ac232fe0-65a2-4d02-c1d6-4eaf21cc35e1"
      },
      "source": [
        "#lr.fit(xtrain,ytrain)\n",
        "p = lr.predict(xval)\n",
        "print(classification_report(p,yval))"
      ],
      "execution_count": 141,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.75      0.79      0.77     11148\n",
            "           1       0.80      0.76      0.78     12169\n",
            "\n",
            "    accuracy                           0.78     23317\n",
            "   macro avg       0.78      0.78      0.78     23317\n",
            "weighted avg       0.78      0.78      0.78     23317\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZYXI-UQg7__v",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "predictions = lr.predict(test_X)\n",
        "sub = sub_df.to_numpy()\n",
        "#sub[:,1].map(lambda x: 1 if x>0.5 else 0)\n",
        "\n",
        "for i,j in enumerate(predictions):\n",
        "    sub[i,1] = j\n",
        "    \n",
        "pd.DataFrame(sub).to_csv(\"file.csv\",header=['id','stroke'],index=False)"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}