Supervised Learning Project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The goal of this project is to use historical data to predict if a customer will churn or not. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the required libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "filePath = 'data/Telco-Customer-Churn.csv'\n",
    "data = pd.read_csv(filePath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\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</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>29.85</td>\n",
       "      <td>29.85</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>34</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>56.95</td>\n",
       "      <td>1889.50</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>2</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>53.85</td>\n",
       "      <td>108.15</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>45</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>42.30</td>\n",
       "      <td>1840.75</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>2</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>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
       "0  7590-VHVEG  Female              0     Yes         No       1           No   \n",
       "1  5575-GNVDE    Male              0      No         No      34          Yes   \n",
       "2  3668-QPYBK    Male              0      No         No       2          Yes   \n",
       "3  7795-CFOCW    Male              0      No         No      45           No   \n",
       "4  9237-HQITU  Female              0      No         No       2          Yes   \n",
       "\n",
       "      MultipleLines InternetService OnlineSecurity  ... DeviceProtection  \\\n",
       "0  No phone service             DSL             No  ...               No   \n",
       "1                No             DSL            Yes  ...              Yes   \n",
       "2                No             DSL            Yes  ...               No   \n",
       "3  No phone service             DSL            Yes  ...              Yes   \n",
       "4                No     Fiber optic             No  ...               No   \n",
       "\n",
       "  TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling  \\\n",
       "0          No          No              No  Month-to-month              Yes   \n",
       "1          No          No              No        One year               No   \n",
       "2          No          No              No  Month-to-month              Yes   \n",
       "3         Yes          No              No        One year               No   \n",
       "4          No          No              No  Month-to-month              Yes   \n",
       "\n",
       "               PaymentMethod MonthlyCharges  TotalCharges  Churn  \n",
       "0           Electronic check          29.85         29.85     No  \n",
       "1               Mailed check          56.95       1889.50     No  \n",
       "2               Mailed check          53.85        108.15    Yes  \n",
       "3  Bank transfer (automatic)          42.30       1840.75     No  \n",
       "4           Electronic check          70.70        151.65    Yes  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quick Data Check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7032 entries, 0 to 7031\n",
      "Data columns (total 21 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   customerID        7032 non-null   object \n",
      " 1   gender            7032 non-null   object \n",
      " 2   SeniorCitizen     7032 non-null   int64  \n",
      " 3   Partner           7032 non-null   object \n",
      " 4   Dependents        7032 non-null   object \n",
      " 5   tenure            7032 non-null   int64  \n",
      " 6   PhoneService      7032 non-null   object \n",
      " 7   MultipleLines     7032 non-null   object \n",
      " 8   InternetService   7032 non-null   object \n",
      " 9   OnlineSecurity    7032 non-null   object \n",
      " 10  OnlineBackup      7032 non-null   object \n",
      " 11  DeviceProtection  7032 non-null   object \n",
      " 12  TechSupport       7032 non-null   object \n",
      " 13  StreamingTV       7032 non-null   object \n",
      " 14  StreamingMovies   7032 non-null   object \n",
      " 15  Contract          7032 non-null   object \n",
      " 16  PaperlessBilling  7032 non-null   object \n",
      " 17  PaymentMethod     7032 non-null   object \n",
      " 18  MonthlyCharges    7032 non-null   float64\n",
      " 19  TotalCharges      7032 non-null   float64\n",
      " 20  Churn             7032 non-null   object \n",
      "dtypes: float64(2), int64(2), object(17)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "# Check for data type and nulls\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>0.162400</td>\n",
       "      <td>0.368844</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenure</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>32.421786</td>\n",
       "      <td>24.545260</td>\n",
       "      <td>1.00</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>29.000</td>\n",
       "      <td>55.0000</td>\n",
       "      <td>72.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>64.798208</td>\n",
       "      <td>30.085974</td>\n",
       "      <td>18.25</td>\n",
       "      <td>35.5875</td>\n",
       "      <td>70.350</td>\n",
       "      <td>89.8625</td>\n",
       "      <td>118.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalCharges</th>\n",
       "      <td>7032.0</td>\n",
       "      <td>2283.300441</td>\n",
       "      <td>2266.771362</td>\n",
       "      <td>18.80</td>\n",
       "      <td>401.4500</td>\n",
       "      <td>1397.475</td>\n",
       "      <td>3794.7375</td>\n",
       "      <td>8684.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 count         mean          std    min       25%       50%  \\\n",
       "SeniorCitizen   7032.0     0.162400     0.368844   0.00    0.0000     0.000   \n",
       "tenure          7032.0    32.421786    24.545260   1.00    9.0000    29.000   \n",
       "MonthlyCharges  7032.0    64.798208    30.085974  18.25   35.5875    70.350   \n",
       "TotalCharges    7032.0  2283.300441  2266.771362  18.80  401.4500  1397.475   \n",
       "\n",
       "                      75%      max  \n",
       "SeniorCitizen      0.0000     1.00  \n",
       "tenure            55.0000    72.00  \n",
       "MonthlyCharges    89.8625   118.75  \n",
       "TotalCharges    3794.7375  8684.80  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Quick statistical summary of numerical columns\n",
    "data.describe().transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customerID          0\n",
       "gender              0\n",
       "SeniorCitizen       0\n",
       "Partner             0\n",
       "Dependents          0\n",
       "tenure              0\n",
       "PhoneService        0\n",
       "MultipleLines       0\n",
       "InternetService     0\n",
       "OnlineSecurity      0\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      0\n",
       "TotalCharges        0\n",
       "Churn               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Count the number of null avaiable in each columns\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK:Display the balance of the class labels (Churn) with a Count Plot.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the balance of the lable using count plot\n",
    "sns.countplot(data=data, x='Churn');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "No     5163\n",
       "Yes    1869\n",
       "Name: Churn, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Churn'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the distribution of total charges and Churn using boxplot\n",
    "plt.figure(figsize=(14,8))\n",
    "sns.boxplot(x=data['Churn'], y=data['TotalCharges']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Churn', ylabel='TotalCharges'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# # Display the distribution of total charges and Churn using violine plot\n",
    "sns.violinplot(data=data, y='TotalCharges', x='Churn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a3800118e0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2800x1600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create boxplot to show the distribution of total chare per contract type\n",
    "plt.figure(figsize=(14,8), dpi=200)\n",
    "sns.boxplot(data=data, y='TotalCharges', x='Contract', hue='Churn')\n",
    "plt.legend(loc=(1.1,0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "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": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display the columns of the data\n",
    "data.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Churn Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Month-to-month', 'One year', 'Two year']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display the three contract types avaiable\n",
    "data['Contract'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Create a histogram displaying the distribution of 'tenure' column, which is the amount of months a customer was or has been on a customer.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram showing distribution of tenure column\n",
    "plt.figure(figsize=(12,6), dpi=200)\n",
    "sns.histplot(data=data, x='tenure', bins=60);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predictive Modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Single Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Separate data  into X features and y lables\n",
    "X = data.drop(['Churn', 'customerID'], axis=1)\n",
    "y = data['Churn']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = pd.get_dummies(X, drop_first=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Performing train test split\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.10, random_state=101)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Single Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "decision_tress = DecisionTreeClassifier(max_depth=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(max_depth=6)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "decision_tress.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction = decision_tress.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix, classification_report, accuracy_score, plot_confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8096590909090909"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test, prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "          No       0.87      0.89      0.88       557\n",
      "         Yes       0.55      0.49      0.52       147\n",
      "\n",
      "    accuracy                           0.81       704\n",
      "   macro avg       0.71      0.69      0.70       704\n",
      "weighted avg       0.80      0.81      0.81       704\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, prediction))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x1a38010bee0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(decision_tress, X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.01082504, 0.42391407, 0.0441482 , 0.06613492, 0.00123697,\n",
       "       0.        , 0.        , 0.00696195, 0.00088963, 0.01243191,\n",
       "       0.31406016, 0.02628952, 0.        , 0.00837585, 0.        ,\n",
       "       0.00534132, 0.        , 0.        , 0.        , 0.00786752,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.01002118,\n",
       "       0.02706543, 0.        , 0.        , 0.03443632, 0.        ])"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import_feature = decision_tress.feature_importances_\n",
    "import_feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "import_feature = pd.DataFrame(data=decision_tress.feature_importances_, index=X.columns, \n",
    "                              columns=['Feature Importance'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Feature Importance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <td>0.010825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenure</th>\n",
       "      <td>0.423914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <td>0.044148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalCharges</th>\n",
       "      <td>0.066135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender_Male</th>\n",
       "      <td>0.001237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PhoneService_Yes</th>\n",
       "      <td>0.006962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_No phone service</th>\n",
       "      <td>0.000890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines_Yes</th>\n",
       "      <td>0.012432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_Fiber optic</th>\n",
       "      <td>0.314060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService_No</th>\n",
       "      <td>0.026290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity_Yes</th>\n",
       "      <td>0.008376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup_Yes</th>\n",
       "      <td>0.005341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport_Yes</th>\n",
       "      <td>0.007868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_One year</th>\n",
       "      <td>0.010021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract_Two year</th>\n",
       "      <td>0.027065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <td>0.034436</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Feature Importance\n",
       "SeniorCitizen                             0.010825\n",
       "tenure                                    0.423914\n",
       "MonthlyCharges                            0.044148\n",
       "TotalCharges                              0.066135\n",
       "gender_Male                               0.001237\n",
       "PhoneService_Yes                          0.006962\n",
       "MultipleLines_No phone service            0.000890\n",
       "MultipleLines_Yes                         0.012432\n",
       "InternetService_Fiber optic               0.314060\n",
       "InternetService_No                        0.026290\n",
       "OnlineSecurity_Yes                        0.008376\n",
       "OnlineBackup_Yes                          0.005341\n",
       "TechSupport_Yes                           0.007868\n",
       "Contract_One year                         0.010021\n",
       "Contract_Two year                         0.027065\n",
       "PaymentMethod_Electronic check            0.034436"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "needed_features = import_feature[import_feature['Feature Importance']>0]\n",
    "needed_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2800x1600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,8), dpi=200)\n",
    "sns.barplot(data=needed_features.sort_values('Feature Importance'), x=needed_features.sort_values('Feature Importance').index, y='Feature Importance')\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import plot_tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2800x1600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,8), dpi=200)\n",
    "plot_tree(decision_tress, feature_names=X.columns, filled=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "rand_for = RandomForestClassifier(n_estimators=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier()"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rand_for.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction = rand_for.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7954545454545454"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test,prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "          No       0.86      0.88      0.87       557\n",
      "         Yes       0.51      0.46      0.49       147\n",
      "\n",
      "    accuracy                           0.80       704\n",
      "   macro avg       0.69      0.67      0.68       704\n",
      "weighted avg       0.79      0.80      0.79       704\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test,prediction))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x1a382ba9ee0>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(rand_for, X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Boosted Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import GradientBoostingClassifier, AdaBoostClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "ada_bost = AdaBoostClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AdaBoostClassifier()"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ada_bost.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction = ada_bost.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8295454545454546"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test, prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "          No       0.88      0.90      0.89       557\n",
      "         Yes       0.60      0.54      0.57       147\n",
      "\n",
      "    accuracy                           0.83       704\n",
      "   macro avg       0.74      0.72      0.73       704\n",
      "weighted avg       0.82      0.83      0.83       704\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, prediction))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x1a3894ac820>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(ada_bost, X_test,y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# THE END"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
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