Basic_data_science_Capstone_Project.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 857,
      "metadata": {
        "id": "9NT3p7vJD5BF"
      },
      "outputs": [],
      "source": [
        "#importing of libraries for data analysis\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 858,
      "metadata": {
        "id": "qS_yN1xOHv5q"
      },
      "outputs": [],
      "source": [
        "#I used jupyter notebook in visual basic code this is loading the dataset into a pandas DataFrame\n",
        "source='C:/Users/knigh/Downloads/WA_Fn-UseC_-Telco-Customer-Churn_G9_new_15.csv'\n",
        "data = pd.read_csv(source)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 810,
      "metadata": {},
      "outputs": [],
      "source": [
        "data2=pd.read_csv(source)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 859,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Pw0FnTmHMag1",
        "outputId": "ccd29706-3713-44de-b205-7cf9ede27494"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 7046 entries, 0 to 7045\n",
            "Data columns (total 21 columns):\n",
            " #   Column            Non-Null Count  Dtype  \n",
            "---  ------            --------------  -----  \n",
            " 0   customerID        7046 non-null   object \n",
            " 1   gender            7046 non-null   object \n",
            " 2   SeniorCitizen     7046 non-null   int64  \n",
            " 3   Partner           7046 non-null   object \n",
            " 4   Dependents        7046 non-null   object \n",
            " 5   tenure            7028 non-null   float64\n",
            " 6   PhoneService      7046 non-null   object \n",
            " 7   MultipleLines     7046 non-null   object \n",
            " 8   InternetService   7046 non-null   object \n",
            " 9   OnlineSecurity    7018 non-null   object \n",
            " 10  OnlineBackup      7046 non-null   object \n",
            " 11  DeviceProtection  7046 non-null   object \n",
            " 12  TechSupport       7046 non-null   object \n",
            " 13  StreamingTV       7046 non-null   object \n",
            " 14  StreamingMovies   7046 non-null   object \n",
            " 15  Contract          7046 non-null   object \n",
            " 16  PaperlessBilling  7046 non-null   object \n",
            " 17  PaymentMethod     7046 non-null   object \n",
            " 18  MonthlyCharges    7041 non-null   float64\n",
            " 19  TotalCharges      7046 non-null   object \n",
            " 20  Churn             7046 non-null   object \n",
            "dtypes: float64(2), int64(1), object(18)\n",
            "memory usage: 1.1+ MB\n"
          ]
        }
      ],
      "source": [
        "#analysing dtypes of features, the dataset has two float,one integer and 18 object\n",
        "\n",
        "data.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 860,
      "metadata": {
        "id": "4In5Zo4VNZy7"
      },
      "outputs": [],
      "source": [
        "# I decided to convert columns TotalCharges into Numeric and SeniorCitizen into object for better exploratory data analysis\n",
        "data['TotalCharges']=pd.to_numeric(data['TotalCharges'],errors='coerce') \n",
        "data['SeniorCitizen']=data['SeniorCitizen'].astype('object')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 861,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yZIJwSkdWcOQ",
        "outputId": "ce99f90f-242b-4df7-ed9e-ef591f3200e9"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 7046 entries, 0 to 7045\n",
            "Data columns (total 21 columns):\n",
            " #   Column            Non-Null Count  Dtype  \n",
            "---  ------            --------------  -----  \n",
            " 0   customerID        7046 non-null   object \n",
            " 1   gender            7046 non-null   object \n",
            " 2   SeniorCitizen     7046 non-null   object \n",
            " 3   Partner           7046 non-null   object \n",
            " 4   Dependents        7046 non-null   object \n",
            " 5   tenure            7028 non-null   float64\n",
            " 6   PhoneService      7046 non-null   object \n",
            " 7   MultipleLines     7046 non-null   object \n",
            " 8   InternetService   7046 non-null   object \n",
            " 9   OnlineSecurity    7018 non-null   object \n",
            " 10  OnlineBackup      7046 non-null   object \n",
            " 11  DeviceProtection  7046 non-null   object \n",
            " 12  TechSupport       7046 non-null   object \n",
            " 13  StreamingTV       7046 non-null   object \n",
            " 14  StreamingMovies   7046 non-null   object \n",
            " 15  Contract          7046 non-null   object \n",
            " 16  PaperlessBilling  7046 non-null   object \n",
            " 17  PaymentMethod     7046 non-null   object \n",
            " 18  MonthlyCharges    7041 non-null   float64\n",
            " 19  TotalCharges      7035 non-null   float64\n",
            " 20  Churn             7046 non-null   object \n",
            "dtypes: float64(3), object(18)\n",
            "memory usage: 1.1+ MB\n"
          ]
        }
      ],
      "source": [
        "#Re_anaylsing\n",
        "data.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 862,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AUmD7_aTWkuR",
        "outputId": "3e650314-eaa5-4d9e-fd9d-c84b81716bee"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "customerID           0\n",
              "gender               0\n",
              "SeniorCitizen        0\n",
              "Partner              0\n",
              "Dependents           0\n",
              "tenure              18\n",
              "PhoneService         0\n",
              "MultipleLines        0\n",
              "InternetService      0\n",
              "OnlineSecurity      28\n",
              "OnlineBackup         0\n",
              "DeviceProtection     0\n",
              "TechSupport          0\n",
              "StreamingTV          0\n",
              "StreamingMovies      0\n",
              "Contract             0\n",
              "PaperlessBilling     0\n",
              "PaymentMethod        0\n",
              "MonthlyCharges       5\n",
              "TotalCharges        11\n",
              "Churn                0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 862,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Checking for missing values in dataset,it shows 51 missing data\n",
        "data.isnull().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 863,
      "metadata": {
        "id": "Et5bT8m6W3b9"
      },
      "outputs": [],
      "source": [
        "#Removing of missing dataset \n",
        "data=data.dropna()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 864,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4vCA5p6KXEpS",
        "outputId": "a091c2ea-42f2-492f-b0ea-01b1c62d21af"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "execution_count": 864,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#checking to see if all was removed\n",
        "data.isnull().sum().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 865,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CZo434V5XgNn",
        "outputId": "b22b7528-d3e2-43bc-ae23-6d8399766f67"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "2"
            ]
          },
          "execution_count": 865,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#checking for duplicates\n",
        "data.duplicated().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 866,
      "metadata": {
        "id": "MWj7RW4vYF3M"
      },
      "outputs": [],
      "source": [
        "# dropped duplicates\n",
        "data=data.drop_duplicates()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 867,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L7kh1fOjYbpP",
        "outputId": "ac513a58-8f79-4ad7-ae0e-c7ec1e35d4ca"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 6983 entries, 0 to 7042\n",
            "Data columns (total 21 columns):\n",
            " #   Column            Non-Null Count  Dtype  \n",
            "---  ------            --------------  -----  \n",
            " 0   customerID        6983 non-null   object \n",
            " 1   gender            6983 non-null   object \n",
            " 2   SeniorCitizen     6983 non-null   object \n",
            " 3   Partner           6983 non-null   object \n",
            " 4   Dependents        6983 non-null   object \n",
            " 5   tenure            6983 non-null   float64\n",
            " 6   PhoneService      6983 non-null   object \n",
            " 7   MultipleLines     6983 non-null   object \n",
            " 8   InternetService   6983 non-null   object \n",
            " 9   OnlineSecurity    6983 non-null   object \n",
            " 10  OnlineBackup      6983 non-null   object \n",
            " 11  DeviceProtection  6983 non-null   object \n",
            " 12  TechSupport       6983 non-null   object \n",
            " 13  StreamingTV       6983 non-null   object \n",
            " 14  StreamingMovies   6983 non-null   object \n",
            " 15  Contract          6983 non-null   object \n",
            " 16  PaperlessBilling  6983 non-null   object \n",
            " 17  PaymentMethod     6983 non-null   object \n",
            " 18  MonthlyCharges    6983 non-null   float64\n",
            " 19  TotalCharges      6983 non-null   float64\n",
            " 20  Churn             6983 non-null   object \n",
            "dtypes: float64(3), object(18)\n",
            "memory usage: 1.2+ MB\n"
          ]
        }
      ],
      "source": [
        "# Rechecking data to reassure the count and dtype.\n",
        "data.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 868,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "Fjno9RzaYzvM",
        "outputId": "3c1b696c-bd21-4122-f245-e290e5c5aca9"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>tenure</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>6983.000000</td>\n",
              "      <td>6983.000000</td>\n",
              "      <td>6983.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>32.387799</td>\n",
              "      <td>64.839081</td>\n",
              "      <td>2281.775218</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>24.534585</td>\n",
              "      <td>30.140637</td>\n",
              "      <td>2268.485701</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>18.250000</td>\n",
              "      <td>18.800000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>9.000000</td>\n",
              "      <td>35.450000</td>\n",
              "      <td>401.200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>29.000000</td>\n",
              "      <td>70.400000</td>\n",
              "      <td>1395.050000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>55.000000</td>\n",
              "      <td>89.950000</td>\n",
              "      <td>3783.200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>72.000000</td>\n",
              "      <td>118.750000</td>\n",
              "      <td>8684.800000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            tenure  MonthlyCharges  TotalCharges\n",
              "count  6983.000000     6983.000000   6983.000000\n",
              "mean     32.387799       64.839081   2281.775218\n",
              "std      24.534585       30.140637   2268.485701\n",
              "min       1.000000       18.250000     18.800000\n",
              "25%       9.000000       35.450000    401.200000\n",
              "50%      29.000000       70.400000   1395.050000\n",
              "75%      55.000000       89.950000   3783.200000\n",
              "max      72.000000      118.750000   8684.800000"
            ]
          },
          "execution_count": 868,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# checking info of numerical values\n",
        "data.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 869,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WMj9iuJhZLoL",
        "outputId": "cac725f4-b487-4a96-e20c-560b2ad38936"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\knigh\\AppData\\Local\\Temp\\ipykernel_29064\\454730505.py:5: FutureWarning: Automatic reindexing on DataFrame vs Series comparisons is deprecated and will raise ValueError in a future version. Do `left, right = left.align(right, axis=1, copy=False)` before e.g. `left == right`\n",
            "  outlier_removal=data[~((data<(Q1-1.5*IQR))|(data>(Q3+1.5*IQR))).any(axis=1)]\n"
          ]
        }
      ],
      "source": [
        "# removing outliers by using inter quartile range formula\n",
        "Q1=data.quantile(0.25)\n",
        "Q3=data.quantile(0.75)\n",
        "IQR=Q3-Q1\n",
        "outlier_removal=data[~((data<(Q1-1.5*IQR))|(data>(Q3+1.5*IQR))).any(axis=1)]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 870,
      "metadata": {
        "id": "dZ_RxEuDd1vd"
      },
      "outputs": [],
      "source": [
        "#updating the data\n",
        "data=outlier_removal"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 871,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GyqBS-oceCDM",
        "outputId": "044ae692-832e-4755-a630-d5c770709518"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 6983 entries, 0 to 7042\n",
            "Data columns (total 21 columns):\n",
            " #   Column            Non-Null Count  Dtype  \n",
            "---  ------            --------------  -----  \n",
            " 0   customerID        6983 non-null   object \n",
            " 1   gender            6983 non-null   object \n",
            " 2   SeniorCitizen     6983 non-null   object \n",
            " 3   Partner           6983 non-null   object \n",
            " 4   Dependents        6983 non-null   object \n",
            " 5   tenure            6983 non-null   float64\n",
            " 6   PhoneService      6983 non-null   object \n",
            " 7   MultipleLines     6983 non-null   object \n",
            " 8   InternetService   6983 non-null   object \n",
            " 9   OnlineSecurity    6983 non-null   object \n",
            " 10  OnlineBackup      6983 non-null   object \n",
            " 11  DeviceProtection  6983 non-null   object \n",
            " 12  TechSupport       6983 non-null   object \n",
            " 13  StreamingTV       6983 non-null   object \n",
            " 14  StreamingMovies   6983 non-null   object \n",
            " 15  Contract          6983 non-null   object \n",
            " 16  PaperlessBilling  6983 non-null   object \n",
            " 17  PaymentMethod     6983 non-null   object \n",
            " 18  MonthlyCharges    6983 non-null   float64\n",
            " 19  TotalCharges      6983 non-null   float64\n",
            " 20  Churn             6983 non-null   object \n",
            "dtypes: float64(3), object(18)\n",
            "memory usage: 1.2+ MB\n"
          ]
        }
      ],
      "source": [
        "data.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 872,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "1VckH8ulf3NT",
        "outputId": "d3178a9d-d343-4b59-8c9b-dcef2c697e64"
      },
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 2072.12x1500 with 12 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# plotted a countplot to compare rate of senior citizen and churn: from observation seems rate of churn in both senior and non senior is low compared to the reverse\n",
        "# potted a count to compare type of internet service and churn: from observation they all seem to be doing well with higher no churn rate than churn but fiber optics product need to improve its sastisfaction as it has a higher churn than the rest\n",
        "#plotted a count plot using the cat function using senior citizen to get a more detailed look on all the customers rather than individually added extra row and column to give a view of the contracts and payment types: it seems non-senior citizens have more month to month contract with eletronic check but also have a high churn rate. Also amongst all other payment platform the two popular payment methods are eletronic check and mailed checked.\n",
        "sns.countplot(x='SeniorCitizen',hue='Churn',data=data)\n",
        "plt.show()\n",
        "sns.catplot(x='SeniorCitizen',hue='Churn',data=data,kind='count',col='PaymentMethod',row='Contract')\n",
        "plt.show()\n",
        "sns.countplot(x='InternetService',hue='Churn',data=data)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 873,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "AfbhiuHuBMMy",
        "outputId": "82466116-564e-4413-f92e-e4dab62985bd"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "#did a histogram for the numerical data to get the the probability distrubtion aside total charges which is left skewed they seem to have irregular skewedness\n",
        "plt.hist(data['MonthlyCharges'], bins=10, alpha=0.2, color='blue')\n",
        "plt.xlabel('MonthlyCharges')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('MonthlyCharges Distribution')\n",
        "plt.show()\n",
        "\n",
        "# Plot Yearly Charges histogram\n",
        "plt.hist(data['TotalCharges'], bins=10, alpha=0.2, color='green')\n",
        "plt.xlabel('TotalCharges')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('TotalCharges Distribution')\n",
        "plt.show()\n",
        "\n",
        "# Plot Tenure histogram\n",
        "plt.hist(data['tenure'], bins=10, alpha=0.2, color='red')\n",
        "plt.xlabel('tenure (months)')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('tenure Distribution')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 874,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "7IcSuzJTDZ0X",
        "outputId": "205aaa7c-cb42-4bbd-d475-84aafcd9c68f"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>tenure</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>6983.000000</td>\n",
              "      <td>6983.000000</td>\n",
              "      <td>6983.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>32.387799</td>\n",
              "      <td>64.839081</td>\n",
              "      <td>2281.775218</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>24.534585</td>\n",
              "      <td>30.140637</td>\n",
              "      <td>2268.485701</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>18.250000</td>\n",
              "      <td>18.800000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>9.000000</td>\n",
              "      <td>35.450000</td>\n",
              "      <td>401.200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>29.000000</td>\n",
              "      <td>70.400000</td>\n",
              "      <td>1395.050000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>55.000000</td>\n",
              "      <td>89.950000</td>\n",
              "      <td>3783.200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>72.000000</td>\n",
              "      <td>118.750000</td>\n",
              "      <td>8684.800000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            tenure  MonthlyCharges  TotalCharges\n",
              "count  6983.000000     6983.000000   6983.000000\n",
              "mean     32.387799       64.839081   2281.775218\n",
              "std      24.534585       30.140637   2268.485701\n",
              "min       1.000000       18.250000     18.800000\n",
              "25%       9.000000       35.450000    401.200000\n",
              "50%      29.000000       70.400000   1395.050000\n",
              "75%      55.000000       89.950000   3783.200000\n",
              "max      72.000000      118.750000   8684.800000"
            ]
          },
          "execution_count": 874,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 875,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4d2QowHCESr-",
        "outputId": "d6711a66-b1f7-4ffb-c37d-d2b2e47d2bfb"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "monthly charges: -0.5534173855341741\n",
            "tenure_skewness: 0.4145943742356299\n",
            "Totalcharges : 1.17266992580968\n"
          ]
        }
      ],
      "source": [
        "# checking for the numerical figures of skewness\n",
        "MonthlyCharges_skewness=(3*(64.84-70.40))/30.14\n",
        "tenure_skewness=(3*(32.39-29.00))/24.53\n",
        "TotalCharges_skewness=(3*(2281.78-1395.05))/2268.49\n",
        "print(\"monthly charges:\",MonthlyCharges_skewness)\n",
        "print(\"tenure_skewness:\",tenure_skewness)\n",
        "print(\"Totalcharges :\",TotalCharges_skewness)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 876,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "id": "NStZaDrqKznw",
        "outputId": "c6d57754-5368-486a-b03c-d7cd3faaa1d1"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:>"
            ]
          },
          "execution_count": 876,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# correlation matrix using a heatmap of numerical figures in the DataFrame\n",
        "corr_matrix=data.corr()\n",
        "sns.heatmap(corr_matrix,annot=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 877,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        },
        "id": "f9MjwhxUOpED",
        "outputId": "d35f9d52-d8d7-4fcc-979c-a63659544cb7"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='tenure', ylabel='TotalCharges'>"
            ]
          },
          "execution_count": 877,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# scatter plot of correlation between tenure and totalcharges in respect to churn\n",
        "# shows a relative correlation\n",
        "var1=data['tenure']\n",
        "var2=data['TotalCharges']\n",
        "target_var=data['Churn']\n",
        "sns.scatterplot(data=data,x=var1,y=var2,hue=target_var)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 878,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        },
        "id": "zU_nSiRbQmhC",
        "outputId": "a0057947-f534-4dc7-f61a-c46e70635f3f"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='TotalCharges', ylabel='TotalCharges'>"
            ]
          },
          "execution_count": 878,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# scatter plot of correlation between totalcharges and totalcharges in respect to churn\n",
        "#shows very high correlation\n",
        "var3=data['TotalCharges']\n",
        "var4=data['TotalCharges']\n",
        "sns.scatterplot(data=data,x=var3,y=var4,hue=target_var)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 879,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        },
        "id": "SxnbEe02RqnZ",
        "outputId": "ace2c653-e6d1-4d11-f3b3-d06733bfeb42"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='MonthlyCharges', ylabel='tenure'>"
            ]
          },
          "execution_count": 879,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# scatter plot of correlation between tenure and monthlycharges in respect to churn\n",
        "var5=data['MonthlyCharges']    #shows tenure and Monthly charges are not correlated\n",
        "var6=data['tenure']\n",
        "sns.scatterplot(data=data,x=var5,y=var6,hue=target_var)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 880,
      "metadata": {
        "id": "f3F-4W7qZW0S"
      },
      "outputs": [],
      "source": [
        "#Scaling using standardscaler\n",
        "ds=data[['MonthlyCharges','TotalCharges','tenure']] \n",
        "type(ds)\n",
        "ds=(ds-ds.mean())/ds.std()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 881,
      "metadata": {
        "id": "CKaSHi0Bey1j"
      },
      "outputs": [],
      "source": [
        "# updating result of the scaling into main data\n",
        "data.update(ds)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 882,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 661
        },
        "id": "Wa_-rymxgfJP",
        "outputId": "e61cf1be-ea1b-48c9-a1eb-a4406630ca62"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>customerID</th>\n",
              "      <th>gender</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>Partner</th>\n",
              "      <th>Dependents</th>\n",
              "      <th>tenure</th>\n",
              "      <th>PhoneService</th>\n",
              "      <th>MultipleLines</th>\n",
              "      <th>InternetService</th>\n",
              "      <th>OnlineSecurity</th>\n",
              "      <th>...</th>\n",
              "      <th>DeviceProtection</th>\n",
              "      <th>TechSupport</th>\n",
              "      <th>StreamingTV</th>\n",
              "      <th>StreamingMovies</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7590-VHVEG</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>-1.279329</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>-1.160861</td>\n",
              "      <td>-0.992700</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>5575-GNVDE</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>0.065711</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>-0.261742</td>\n",
              "      <td>-0.172924</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3668-QPYBK</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>-1.238570</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>-0.364594</td>\n",
              "      <td>-0.958183</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7795-CFOCW</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>0.514058</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>-0.747797</td>\n",
              "      <td>-0.194414</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>9237-HQITU</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>-1.238570</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>0.194452</td>\n",
              "      <td>-0.939008</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7038</th>\n",
              "      <td>6840-RESVB</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>-0.341877</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>0.662259</td>\n",
              "      <td>-0.128401</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7039</th>\n",
              "      <td>2234-XADUH</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1.614545</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Credit card (automatic)</td>\n",
              "      <td>1.272731</td>\n",
              "      <td>2.239875</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7040</th>\n",
              "      <td>4801-JZAZL</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>-0.871741</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>-1.169155</td>\n",
              "      <td>-0.853135</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7041</th>\n",
              "      <td>8361-LTMKD</td>\n",
              "      <td>Male</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>-1.157052</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>0.317210</td>\n",
              "      <td>-0.870702</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7042</th>\n",
              "      <td>3186-AJIEK</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>1.369993</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>1.354016</td>\n",
              "      <td>2.011353</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6983 rows × 21 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      customerID  gender SeniorCitizen Partner Dependents    tenure  \\\n",
              "0     7590-VHVEG  Female             0     Yes         No -1.279329   \n",
              "1     5575-GNVDE    Male             0      No         No  0.065711   \n",
              "2     3668-QPYBK    Male             0      No         No -1.238570   \n",
              "3     7795-CFOCW    Male             0      No         No  0.514058   \n",
              "4     9237-HQITU  Female             0      No         No -1.238570   \n",
              "...          ...     ...           ...     ...        ...       ...   \n",
              "7038  6840-RESVB    Male             0     Yes        Yes -0.341877   \n",
              "7039  2234-XADUH  Female             0     Yes        Yes  1.614545   \n",
              "7040  4801-JZAZL  Female             0     Yes        Yes -0.871741   \n",
              "7041  8361-LTMKD    Male             1     Yes         No -1.157052   \n",
              "7042  3186-AJIEK    Male             0      No         No  1.369993   \n",
              "\n",
              "     PhoneService     MultipleLines InternetService OnlineSecurity  ...  \\\n",
              "0              No  No phone service             DSL             No  ...   \n",
              "1             Yes                No             DSL            Yes  ...   \n",
              "2             Yes                No             DSL            Yes  ...   \n",
              "3              No  No phone service             DSL            Yes  ...   \n",
              "4             Yes                No     Fiber optic             No  ...   \n",
              "...           ...               ...             ...            ...  ...   \n",
              "7038          Yes               Yes             DSL            Yes  ...   \n",
              "7039          Yes               Yes     Fiber optic             No  ...   \n",
              "7040           No  No phone service             DSL            Yes  ...   \n",
              "7041          Yes               Yes     Fiber optic             No  ...   \n",
              "7042          Yes                No     Fiber optic            Yes  ...   \n",
              "\n",
              "     DeviceProtection TechSupport StreamingTV StreamingMovies        Contract  \\\n",
              "0                  No          No          No              No  Month-to-month   \n",
              "1                 Yes          No          No              No        One year   \n",
              "2                  No          No          No              No  Month-to-month   \n",
              "3                 Yes         Yes          No              No        One year   \n",
              "4                  No          No          No              No  Month-to-month   \n",
              "...               ...         ...         ...             ...             ...   \n",
              "7038              Yes         Yes         Yes             Yes        One year   \n",
              "7039              Yes          No         Yes             Yes        One year   \n",
              "7040               No          No          No              No  Month-to-month   \n",
              "7041               No          No          No              No  Month-to-month   \n",
              "7042              Yes         Yes         Yes             Yes        Two year   \n",
              "\n",
              "     PaperlessBilling              PaymentMethod MonthlyCharges  TotalCharges  \\\n",
              "0                 Yes           Electronic check      -1.160861     -0.992700   \n",
              "1                  No               Mailed check      -0.261742     -0.172924   \n",
              "2                 Yes               Mailed check      -0.364594     -0.958183   \n",
              "3                  No  Bank transfer (automatic)      -0.747797     -0.194414   \n",
              "4                 Yes           Electronic check       0.194452     -0.939008   \n",
              "...               ...                        ...            ...           ...   \n",
              "7038              Yes               Mailed check       0.662259     -0.128401   \n",
              "7039              Yes    Credit card (automatic)       1.272731      2.239875   \n",
              "7040              Yes           Electronic check      -1.169155     -0.853135   \n",
              "7041              Yes               Mailed check       0.317210     -0.870702   \n",
              "7042              Yes  Bank transfer (automatic)       1.354016      2.011353   \n",
              "\n",
              "      Churn  \n",
              "0        No  \n",
              "1        No  \n",
              "2       Yes  \n",
              "3        No  \n",
              "4       Yes  \n",
              "...     ...  \n",
              "7038     No  \n",
              "7039     No  \n",
              "7040     No  \n",
              "7041    Yes  \n",
              "7042     No  \n",
              "\n",
              "[6983 rows x 21 columns]"
            ]
          },
          "execution_count": 882,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# checking to see if its scaled\n",
        "data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 883,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O_lHa8ceiDMv",
        "outputId": "f658ce1c-c5a9-47cb-f448-623f94c171e6"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Index(['customerID', 'gender', 'SeniorCitizen', 'Partner', 'Dependents',\n",
              "       'tenure', 'PhoneService', 'MultipleLines', 'InternetService',\n",
              "       'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport',\n",
              "       'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling',\n",
              "       'PaymentMethod', 'MonthlyCharges', 'TotalCharges', 'Churn'],\n",
              "      dtype='object')"
            ]
          },
          "execution_count": 883,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# getting data columns\n",
        "data.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 884,
      "metadata": {
        "id": "Y1iqOcsQlFZ2"
      },
      "outputs": [],
      "source": [
        "# encoding of categorical data to mumeric using one hot encoding\n",
        "encoded=pd.get_dummies(data,columns=['gender','PhoneService','OnlineSecurity','DeviceProtection','TechSupport','StreamingTV','StreamingMovies','PaperlessBilling','Partner','Dependents','InternetService','Contract','PaymentMethod','MultipleLines','OnlineBackup'])\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 885,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 661
        },
        "id": "3xWBRzJNqtNH",
        "outputId": "9085ffe4-1c53-43fa-86d3-0f4084053918"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>customerID</th>\n",
              "      <th>gender</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>Partner</th>\n",
              "      <th>Dependents</th>\n",
              "      <th>tenure</th>\n",
              "      <th>PhoneService</th>\n",
              "      <th>MultipleLines</th>\n",
              "      <th>InternetService</th>\n",
              "      <th>OnlineSecurity</th>\n",
              "      <th>...</th>\n",
              "      <th>DeviceProtection</th>\n",
              "      <th>TechSupport</th>\n",
              "      <th>StreamingTV</th>\n",
              "      <th>StreamingMovies</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7590-VHVEG</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>-1.279329</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>-1.160861</td>\n",
              "      <td>-0.992700</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>5575-GNVDE</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>0.065711</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>-0.261742</td>\n",
              "      <td>-0.172924</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3668-QPYBK</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>-1.238570</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>-0.364594</td>\n",
              "      <td>-0.958183</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7795-CFOCW</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>0.514058</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>-0.747797</td>\n",
              "      <td>-0.194414</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>9237-HQITU</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>-1.238570</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>0.194452</td>\n",
              "      <td>-0.939008</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7038</th>\n",
              "      <td>6840-RESVB</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>-0.341877</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>0.662259</td>\n",
              "      <td>-0.128401</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7039</th>\n",
              "      <td>2234-XADUH</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>1.614545</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Credit card (automatic)</td>\n",
              "      <td>1.272731</td>\n",
              "      <td>2.239875</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7040</th>\n",
              "      <td>4801-JZAZL</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>-0.871741</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>-1.169155</td>\n",
              "      <td>-0.853135</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7041</th>\n",
              "      <td>8361-LTMKD</td>\n",
              "      <td>Male</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>-1.157052</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>0.317210</td>\n",
              "      <td>-0.870702</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7042</th>\n",
              "      <td>3186-AJIEK</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>1.369993</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>1.354016</td>\n",
              "      <td>2.011353</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6983 rows × 21 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      customerID  gender SeniorCitizen Partner Dependents    tenure  \\\n",
              "0     7590-VHVEG  Female             0     Yes         No -1.279329   \n",
              "1     5575-GNVDE    Male             0      No         No  0.065711   \n",
              "2     3668-QPYBK    Male             0      No         No -1.238570   \n",
              "3     7795-CFOCW    Male             0      No         No  0.514058   \n",
              "4     9237-HQITU  Female             0      No         No -1.238570   \n",
              "...          ...     ...           ...     ...        ...       ...   \n",
              "7038  6840-RESVB    Male             0     Yes        Yes -0.341877   \n",
              "7039  2234-XADUH  Female             0     Yes        Yes  1.614545   \n",
              "7040  4801-JZAZL  Female             0     Yes        Yes -0.871741   \n",
              "7041  8361-LTMKD    Male             1     Yes         No -1.157052   \n",
              "7042  3186-AJIEK    Male             0      No         No  1.369993   \n",
              "\n",
              "     PhoneService     MultipleLines InternetService OnlineSecurity  ...  \\\n",
              "0              No  No phone service             DSL             No  ...   \n",
              "1             Yes                No             DSL            Yes  ...   \n",
              "2             Yes                No             DSL            Yes  ...   \n",
              "3              No  No phone service             DSL            Yes  ...   \n",
              "4             Yes                No     Fiber optic             No  ...   \n",
              "...           ...               ...             ...            ...  ...   \n",
              "7038          Yes               Yes             DSL            Yes  ...   \n",
              "7039          Yes               Yes     Fiber optic             No  ...   \n",
              "7040           No  No phone service             DSL            Yes  ...   \n",
              "7041          Yes               Yes     Fiber optic             No  ...   \n",
              "7042          Yes                No     Fiber optic            Yes  ...   \n",
              "\n",
              "     DeviceProtection TechSupport StreamingTV StreamingMovies        Contract  \\\n",
              "0                  No          No          No              No  Month-to-month   \n",
              "1                 Yes          No          No              No        One year   \n",
              "2                  No          No          No              No  Month-to-month   \n",
              "3                 Yes         Yes          No              No        One year   \n",
              "4                  No          No          No              No  Month-to-month   \n",
              "...               ...         ...         ...             ...             ...   \n",
              "7038              Yes         Yes         Yes             Yes        One year   \n",
              "7039              Yes          No         Yes             Yes        One year   \n",
              "7040               No          No          No              No  Month-to-month   \n",
              "7041               No          No          No              No  Month-to-month   \n",
              "7042              Yes         Yes         Yes             Yes        Two year   \n",
              "\n",
              "     PaperlessBilling              PaymentMethod MonthlyCharges  TotalCharges  \\\n",
              "0                 Yes           Electronic check      -1.160861     -0.992700   \n",
              "1                  No               Mailed check      -0.261742     -0.172924   \n",
              "2                 Yes               Mailed check      -0.364594     -0.958183   \n",
              "3                  No  Bank transfer (automatic)      -0.747797     -0.194414   \n",
              "4                 Yes           Electronic check       0.194452     -0.939008   \n",
              "...               ...                        ...            ...           ...   \n",
              "7038              Yes               Mailed check       0.662259     -0.128401   \n",
              "7039              Yes    Credit card (automatic)       1.272731      2.239875   \n",
              "7040              Yes           Electronic check      -1.169155     -0.853135   \n",
              "7041              Yes               Mailed check       0.317210     -0.870702   \n",
              "7042              Yes  Bank transfer (automatic)       1.354016      2.011353   \n",
              "\n",
              "      Churn  \n",
              "0        No  \n",
              "1        No  \n",
              "2       Yes  \n",
              "3        No  \n",
              "4       Yes  \n",
              "...     ...  \n",
              "7038     No  \n",
              "7039     No  \n",
              "7040     No  \n",
              "7041    Yes  \n",
              "7042     No  \n",
              "\n",
              "[6983 rows x 21 columns]"
            ]
          },
          "execution_count": 885,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 886,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 359
        },
        "id": "VE9VeRf6xNMd",
        "outputId": "b0de627b-7de3-4442-968a-296c98cf6654"
      },
      "outputs": [],
      "source": [
        "#updating the result of encoding into the main data\n",
        "data=pd.concat([data.drop(['gender','PhoneService','OnlineSecurity','DeviceProtection','TechSupport','StreamingTV','StreamingMovies','PaperlessBilling','Partner','Dependents','InternetService','Contract','PaymentMethod','MultipleLines','OnlineBackup'],axis=1,inplace=True),encoded])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 887,
      "metadata": {},
      "outputs": [],
      "source": [
        "# converting churn to numeric and citizen to int and dropping customer id\n",
        "data['Churn'] = data['Churn'].map({'Yes': 1, 'No': 0})\n",
        "data['Churn'] = data['Churn'].astype(int)\n",
        "data['SeniorCitizen'] = data['SeniorCitizen'].astype(int)\n",
        "data=data.drop('customerID',axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 888,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 6983 entries, 0 to 7042\n",
            "Data columns (total 46 columns):\n",
            " #   Column                                   Non-Null Count  Dtype  \n",
            "---  ------                                   --------------  -----  \n",
            " 0   SeniorCitizen                            6983 non-null   int32  \n",
            " 1   tenure                                   6983 non-null   float64\n",
            " 2   MonthlyCharges                           6983 non-null   float64\n",
            " 3   TotalCharges                             6983 non-null   float64\n",
            " 4   Churn                                    6983 non-null   int32  \n",
            " 5   gender_Female                            6983 non-null   uint8  \n",
            " 6   gender_Male                              6983 non-null   uint8  \n",
            " 7   PhoneService_No                          6983 non-null   uint8  \n",
            " 8   PhoneService_Yes                         6983 non-null   uint8  \n",
            " 9   OnlineSecurity_No                        6983 non-null   uint8  \n",
            " 10  OnlineSecurity_No internet service       6983 non-null   uint8  \n",
            " 11  OnlineSecurity_Yes                       6983 non-null   uint8  \n",
            " 12  DeviceProtection_No                      6983 non-null   uint8  \n",
            " 13  DeviceProtection_No internet service     6983 non-null   uint8  \n",
            " 14  DeviceProtection_Yes                     6983 non-null   uint8  \n",
            " 15  TechSupport_No                           6983 non-null   uint8  \n",
            " 16  TechSupport_No internet service          6983 non-null   uint8  \n",
            " 17  TechSupport_Yes                          6983 non-null   uint8  \n",
            " 18  StreamingTV_No                           6983 non-null   uint8  \n",
            " 19  StreamingTV_No internet service          6983 non-null   uint8  \n",
            " 20  StreamingTV_Yes                          6983 non-null   uint8  \n",
            " 21  StreamingMovies_No                       6983 non-null   uint8  \n",
            " 22  StreamingMovies_No internet service      6983 non-null   uint8  \n",
            " 23  StreamingMovies_Yes                      6983 non-null   uint8  \n",
            " 24  PaperlessBilling_No                      6983 non-null   uint8  \n",
            " 25  PaperlessBilling_Yes                     6983 non-null   uint8  \n",
            " 26  Partner_No                               6983 non-null   uint8  \n",
            " 27  Partner_Yes                              6983 non-null   uint8  \n",
            " 28  Dependents_No                            6983 non-null   uint8  \n",
            " 29  Dependents_Yes                           6983 non-null   uint8  \n",
            " 30  InternetService_DSL                      6983 non-null   uint8  \n",
            " 31  InternetService_Fiber optic              6983 non-null   uint8  \n",
            " 32  InternetService_No                       6983 non-null   uint8  \n",
            " 33  Contract_Month-to-month                  6983 non-null   uint8  \n",
            " 34  Contract_One year                        6983 non-null   uint8  \n",
            " 35  Contract_Two year                        6983 non-null   uint8  \n",
            " 36  PaymentMethod_Bank transfer (automatic)  6983 non-null   uint8  \n",
            " 37  PaymentMethod_Credit card (automatic)    6983 non-null   uint8  \n",
            " 38  PaymentMethod_Electronic check           6983 non-null   uint8  \n",
            " 39  PaymentMethod_Mailed check               6983 non-null   uint8  \n",
            " 40  MultipleLines_No                         6983 non-null   uint8  \n",
            " 41  MultipleLines_No phone service           6983 non-null   uint8  \n",
            " 42  MultipleLines_Yes                        6983 non-null   uint8  \n",
            " 43  OnlineBackup_No                          6983 non-null   uint8  \n",
            " 44  OnlineBackup_No internet service         6983 non-null   uint8  \n",
            " 45  OnlineBackup_Yes                         6983 non-null   uint8  \n",
            "dtypes: float64(3), int32(2), uint8(41)\n",
            "memory usage: 552.4 KB\n"
          ]
        }
      ],
      "source": [
        "data.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 891,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'list'>\n",
            "                                                   0\n",
            "0                            Contract_Month-to-month\n",
            "1                                  OnlineSecurity_No\n",
            "2                                     TechSupport_No\n",
            "3                        InternetService_Fiber optic\n",
            "4                     PaymentMethod_Electronic check\n",
            "5  0       0\n",
            "1       0\n",
            "2       1\n",
            "3       0\n",
            "4     ...\n"
          ]
        }
      ],
      "source": [
        "# using corrwith to select features for prediction\n",
        "x=data.drop('Churn',axis=1)\n",
        "target_variable = data['Churn']\n",
        "num_features = 5\n",
        "corr_with_target = x.corrwith(target_variable)\n",
        "selected_features = corr_with_target.sort_values(ascending=False).head(num_features).index.tolist()\n",
        "selected_features.append(target_variable)\n",
        "selected_df = selected_features\n",
        "print(type(selected_df))\n",
        "selected_df=pd.DataFrame(selected_df)\n",
        "print(selected_df)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 892,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[[1 1 1 0 1]\n",
            " [0 0 1 0 0]\n",
            " [1 0 1 0 0]\n",
            " [0 0 0 0 0]\n",
            " [1 1 1 1 1]\n",
            " [1 1 1 1 1]\n",
            " [1 1 1 1 0]\n",
            " [1 0 1 0 0]\n",
            " [1 1 0 1 1]\n",
            " [0 0 1 0 0]]\n",
            "[[0]\n",
            " [0]\n",
            " [1]\n",
            " [0]\n",
            " [1]\n",
            " [1]\n",
            " [0]\n",
            " [0]\n",
            " [1]\n",
            " [0]]\n"
          ]
        }
      ],
      "source": [
        "# selecting best features to be used in a machine learning algorithmn\n",
        "x=data.iloc[:,[33,9,15,31,38]].values\n",
        "y=data.iloc[:,4].values.reshape(-1,1)\n",
        "print(x[:10])\n",
        "print(y[:10])"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.13"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}