chrun_classification_modelling.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>customerID</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>9237-HQITU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender</th>\n",
       "      <td>Female</td>\n",
       "      <td>Male</td>\n",
       "      <td>Male</td>\n",
       "      <td>Male</td>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Partner</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dependents</th>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tenure</th>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PhoneService</th>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MultipleLines</th>\n",
       "      <td>No phone service</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InternetService</th>\n",
       "      <td>DSL</td>\n",
       "      <td>DSL</td>\n",
       "      <td>DSL</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Fiber optic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OnlineBackup</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeviceProtection</th>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TechSupport</th>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingTV</th>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StreamingMovies</th>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Contract</th>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>One year</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>One year</td>\n",
       "      <td>Month-to-month</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PaymentMethod</th>\n",
       "      <td>Electronic check</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>Electronic check</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <td>29.85</td>\n",
       "      <td>56.95</td>\n",
       "      <td>53.85</td>\n",
       "      <td>42.3</td>\n",
       "      <td>70.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalCharges</th>\n",
       "      <td>29.85</td>\n",
       "      <td>1889.5</td>\n",
       "      <td>108.15</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>151.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Churn</th>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 0             1               2  \\\n",
       "customerID              7590-VHVEG    5575-GNVDE      3668-QPYBK   \n",
       "gender                      Female          Male            Male   \n",
       "SeniorCitizen                    0             0               0   \n",
       "Partner                        Yes            No              No   \n",
       "Dependents                      No            No              No   \n",
       "tenure                           1            34               2   \n",
       "PhoneService                    No           Yes             Yes   \n",
       "MultipleLines     No phone service            No              No   \n",
       "InternetService                DSL           DSL             DSL   \n",
       "OnlineSecurity                  No           Yes             Yes   \n",
       "OnlineBackup                   Yes            No             Yes   \n",
       "DeviceProtection                No           Yes              No   \n",
       "TechSupport                     No            No              No   \n",
       "StreamingTV                     No            No              No   \n",
       "StreamingMovies                 No            No              No   \n",
       "Contract            Month-to-month      One year  Month-to-month   \n",
       "PaperlessBilling               Yes            No             Yes   \n",
       "PaymentMethod     Electronic check  Mailed check    Mailed check   \n",
       "MonthlyCharges               29.85         56.95           53.85   \n",
       "TotalCharges                 29.85        1889.5          108.15   \n",
       "Churn                           No            No             Yes   \n",
       "\n",
       "                                          3                 4  \n",
       "customerID                       7795-CFOCW        9237-HQITU  \n",
       "gender                                 Male            Female  \n",
       "SeniorCitizen                             0                 0  \n",
       "Partner                                  No                No  \n",
       "Dependents                               No                No  \n",
       "tenure                                   45                 2  \n",
       "PhoneService                             No               Yes  \n",
       "MultipleLines              No phone service                No  \n",
       "InternetService                         DSL       Fiber optic  \n",
       "OnlineSecurity                          Yes                No  \n",
       "OnlineBackup                             No                No  \n",
       "DeviceProtection                        Yes                No  \n",
       "TechSupport                             Yes                No  \n",
       "StreamingTV                              No                No  \n",
       "StreamingMovies                          No                No  \n",
       "Contract                           One year    Month-to-month  \n",
       "PaperlessBilling                         No               Yes  \n",
       "PaymentMethod     Bank transfer (automatic)  Electronic check  \n",
       "MonthlyCharges                         42.3              70.7  \n",
       "TotalCharges                        1840.75            151.65  \n",
       "Churn                                    No               Yes  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/Telco-Customer-Churn.csv\")\n",
    "df.head().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(\"customerID\", axis = 1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender               object\n",
       "SeniorCitizen         int64\n",
       "Partner              object\n",
       "Dependents           object\n",
       "tenure                int64\n",
       "PhoneService         object\n",
       "MultipleLines        object\n",
       "InternetService      object\n",
       "OnlineSecurity       object\n",
       "OnlineBackup         object\n",
       "DeviceProtection     object\n",
       "TechSupport          object\n",
       "StreamingTV          object\n",
       "StreamingMovies      object\n",
       "Contract             object\n",
       "PaperlessBilling     object\n",
       "PaymentMethod        object\n",
       "MonthlyCharges      float64\n",
       "TotalCharges         object\n",
       "Churn                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Total charges column contains non-numeric data\n",
    "\n",
    "df.TotalCharges = pd.to_numeric(df.TotalCharges, errors='coerce')\n",
    "df.TotalCharges = df.TotalCharges.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# lowercasing column names and string column values\n",
    "\n",
    "df.columns = df.columns.str.lower().str.replace(\" \", \"_\")\n",
    "\n",
    "string_columns = list(df.dtypes[df.dtypes == \"object\"].index)\n",
    "for col in string_columns:\n",
    "    df[col] = df[col].str.lower().str.replace(\" \", \"_\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender               object\n",
       "seniorcitizen         int64\n",
       "partner              object\n",
       "dependents           object\n",
       "tenure                int64\n",
       "phoneservice         object\n",
       "multiplelines        object\n",
       "internetservice      object\n",
       "onlinesecurity       object\n",
       "onlinebackup         object\n",
       "deviceprotection     object\n",
       "techsupport          object\n",
       "streamingtv          object\n",
       "streamingmovies      object\n",
       "contract             object\n",
       "paperlessbilling     object\n",
       "paymentmethod        object\n",
       "monthlycharges      float64\n",
       "totalcharges        float64\n",
       "churn                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "no     5174\n",
       "yes    1869\n",
       "Name: churn, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.churn.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Converting churn categories to 0 and 1\n",
    "df.churn = (df.churn == \"yes\").astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    5174\n",
       "1    1869\n",
       "Name: churn, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.churn.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.seniorcitizen = df.seniorcitizen.astype(\"object\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Train test and val split\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "df_train_full, df_test = train_test_split(df, test_size=0.2, random_state=1)\n",
    "df_train, df_val = train_test_split(df_train_full, test_size=0.33, random_state=11)\n",
    "\n",
    "y_train = df_train.churn.values\n",
    "y_val = df_val.churn.values\n",
    "\n",
    "del df_train[\"churn\"]\n",
    "del df_val[\"churn\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "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",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# EDA\n",
    "\n",
    "df_train.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4113\n",
       "1    1521\n",
       "Name: churn, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# distribution of the target variable\n",
    "\n",
    "df_train_full.churn.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.26996805111821087"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# churn rate\n",
    "\n",
    "df_train_full.churn.value_counts()[1]/len(df_train_full.churn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.26996805111821087"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_full.churn.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "categorical = ['gender', 'seniorcitizen', 'partner', 'dependents',\n",
    "'phoneservice', 'multiplelines', 'internetservice',\n",
    "'onlinesecurity', 'onlinebackup', 'deviceprotection',\n",
    "'techsupport', 'streamingtv', 'streamingmovies',\n",
    "'contract', 'paperlessbilling', 'paymentmethod']\n",
    "\n",
    "numerical = ['tenure', 'monthlycharges', 'totalcharges']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender              2\n",
       "seniorcitizen       2\n",
       "partner             2\n",
       "dependents          2\n",
       "phoneservice        2\n",
       "multiplelines       3\n",
       "internetservice     3\n",
       "onlinesecurity      3\n",
       "onlinebackup        3\n",
       "deviceprotection    3\n",
       "techsupport         3\n",
       "streamingtv         3\n",
       "streamingmovies     3\n",
       "contract            3\n",
       "paperlessbilling    2\n",
       "paymentmethod       4\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_full[categorical].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.14 Feature Importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender\n",
       "female    0.277\n",
       "male      0.263\n",
       "Name: churn, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gender\n",
    "df_train_full.groupby(\"gender\")[\"churn\"].mean().round(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "partner\n",
       "no     0.330\n",
       "yes    0.205\n",
       "Name: churn, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Partner\n",
    "df_train_full.groupby(\"partner\")[\"churn\"].mean().round(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Risk Ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.26996805111821087"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_full.churn.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.026306039273805"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Female risk rate\n",
    "27.7/26.99"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>female</th>\n",
       "      <td>0.276824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>0.263214</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            mean\n",
       "gender          \n",
       "female  0.276824\n",
       "male    0.263214"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_full.groupby(\"gender\")['churn'].agg([\"mean\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            mean      diff      rate\n",
      "gender                              \n",
      "female  0.276824  0.006856  1.025396\n",
      "male    0.263214 -0.006755  0.974980\n",
      "                   mean      diff      rate\n",
      "seniorcitizen                              \n",
      "0              0.242270 -0.027698  0.897403\n",
      "1              0.413377  0.143409  1.531208\n",
      "             mean      diff      rate\n",
      "partner                              \n",
      "no       0.329809  0.059841  1.221659\n",
      "yes      0.205033 -0.064935  0.759472\n",
      "                mean      diff      rate\n",
      "dependents                              \n",
      "no          0.313760  0.043792  1.162212\n",
      "yes         0.165666 -0.104302  0.613651\n",
      "                  mean      diff      rate\n",
      "phoneservice                              \n",
      "no            0.241316 -0.028652  0.893870\n",
      "yes           0.273049  0.003081  1.011412\n",
      "                      mean      diff      rate\n",
      "multiplelines                                 \n",
      "no                0.257407 -0.012561  0.953474\n",
      "no_phone_service  0.241316 -0.028652  0.893870\n",
      "yes               0.290742  0.020773  1.076948\n",
      "                     mean      diff      rate\n",
      "internetservice                              \n",
      "dsl              0.192347 -0.077621  0.712482\n",
      "fiber_optic      0.425171  0.155203  1.574895\n",
      "no               0.077805 -0.192163  0.288201\n",
      "                         mean      diff      rate\n",
      "onlinesecurity                                   \n",
      "no                   0.420921  0.150953  1.559152\n",
      "no_internet_service  0.077805 -0.192163  0.288201\n",
      "yes                  0.153226 -0.116742  0.567570\n",
      "                         mean      diff      rate\n",
      "onlinebackup                                     \n",
      "no                   0.404323  0.134355  1.497672\n",
      "no_internet_service  0.077805 -0.192163  0.288201\n",
      "yes                  0.217232 -0.052736  0.804660\n",
      "                         mean      diff      rate\n",
      "deviceprotection                                 \n",
      "no                   0.395875  0.125907  1.466379\n",
      "no_internet_service  0.077805 -0.192163  0.288201\n",
      "yes                  0.230412 -0.039556  0.853480\n",
      "                         mean      diff      rate\n",
      "techsupport                                      \n",
      "no                   0.418914  0.148946  1.551717\n",
      "no_internet_service  0.077805 -0.192163  0.288201\n",
      "yes                  0.159926 -0.110042  0.592390\n",
      "                         mean      diff      rate\n",
      "streamingtv                                      \n",
      "no                   0.342832  0.072864  1.269897\n",
      "no_internet_service  0.077805 -0.192163  0.288201\n",
      "yes                  0.302723  0.032755  1.121328\n",
      "                         mean      diff      rate\n",
      "streamingmovies                                  \n",
      "no                   0.338906  0.068938  1.255358\n",
      "no_internet_service  0.077805 -0.192163  0.288201\n",
      "yes                  0.307273  0.037305  1.138182\n",
      "                    mean      diff      rate\n",
      "contract                                    \n",
      "month-to-month  0.431701  0.161733  1.599082\n",
      "one_year        0.120573 -0.149395  0.446621\n",
      "two_year        0.028274 -0.241694  0.104730\n",
      "                      mean      diff      rate\n",
      "paperlessbilling                              \n",
      "no                0.172071 -0.097897  0.637375\n",
      "yes               0.338151  0.068183  1.252560\n",
      "                               mean      diff      rate\n",
      "paymentmethod                                          \n",
      "bank_transfer_(automatic)  0.168171 -0.101797  0.622928\n",
      "credit_card_(automatic)    0.164339 -0.105630  0.608733\n",
      "electronic_check           0.455890  0.185922  1.688682\n",
      "mailed_check               0.193870 -0.076098  0.718121\n"
     ]
    }
   ],
   "source": [
    "global_mean = df_train_full.churn.mean()\n",
    "\n",
    "for col in categorical:\n",
    "    df_group = df_train_full.groupby(col)['churn'].agg([\"mean\"])\n",
    "    df_group[\"diff\"] = df_group[\"mean\"] - global_mean\n",
    "    df_group[\"rate\"] = df_group[\"mean\"] / global_mean\n",
    "    print(df_group)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mutual Information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>MI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>contract</th>\n",
       "      <td>0.098320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>onlinesecurity</th>\n",
       "      <td>0.063085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>techsupport</th>\n",
       "      <td>0.061032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>internetservice</th>\n",
       "      <td>0.055868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>onlinebackup</th>\n",
       "      <td>0.046923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deviceprotection</th>\n",
       "      <td>0.043453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>paymentmethod</th>\n",
       "      <td>0.043210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>streamingtv</th>\n",
       "      <td>0.031853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>streamingmovies</th>\n",
       "      <td>0.031581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>paperlessbilling</th>\n",
       "      <td>0.017589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dependents</th>\n",
       "      <td>0.012346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>partner</th>\n",
       "      <td>0.009968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seniorcitizen</th>\n",
       "      <td>0.009410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>multiplelines</th>\n",
       "      <td>0.000857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>phoneservice</th>\n",
       "      <td>0.000229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender</th>\n",
       "      <td>0.000117</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        MI\n",
       "contract          0.098320\n",
       "onlinesecurity    0.063085\n",
       "techsupport       0.061032\n",
       "internetservice   0.055868\n",
       "onlinebackup      0.046923\n",
       "deviceprotection  0.043453\n",
       "paymentmethod     0.043210\n",
       "streamingtv       0.031853\n",
       "streamingmovies   0.031581\n",
       "paperlessbilling  0.017589\n",
       "dependents        0.012346\n",
       "partner           0.009968\n",
       "seniorcitizen     0.009410\n",
       "multiplelines     0.000857\n",
       "phoneservice      0.000229\n",
       "gender            0.000117"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mutual_info_score\n",
    "\n",
    "def calculate_mi(series):\n",
    "    return mutual_info_score(series, df_train_full.churn)\n",
    "\n",
    "df_mi = df_train_full[categorical].apply(calculate_mi)\n",
    "df_mi = df_mi.sort_values(ascending=False).to_frame(name=\"MI\")\n",
    "df_mi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tenure           -0.351885\n",
       "monthlycharges    0.196805\n",
       "totalcharges     -0.196353\n",
       "dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Correlation\n",
    "df_train_full[numerical].corrwith(df_train_full['churn'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Feature engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>gender</th>\n",
       "      <th>seniorcitizen</th>\n",
       "      <th>partner</th>\n",
       "      <th>dependents</th>\n",
       "      <th>phoneservice</th>\n",
       "      <th>multiplelines</th>\n",
       "      <th>internetservice</th>\n",
       "      <th>onlinesecurity</th>\n",
       "      <th>onlinebackup</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>tenure</th>\n",
       "      <th>monthlycharges</th>\n",
       "      <th>totalcharges</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2935</th>\n",
       "      <td>male</td>\n",
       "      <td>0</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>dsl</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</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>71</td>\n",
       "      <td>86.10</td>\n",
       "      <td>6045.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3639</th>\n",
       "      <td>female</td>\n",
       "      <td>1</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>fiber_optic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>60</td>\n",
       "      <td>100.50</td>\n",
       "      <td>6029.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2356</th>\n",
       "      <td>male</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>dsl</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>credit_card_(automatic)</td>\n",
       "      <td>46</td>\n",
       "      <td>45.20</td>\n",
       "      <td>2065.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6660</th>\n",
       "      <td>male</td>\n",
       "      <td>0</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>fiber_optic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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</td>\n",
       "      <td>69.15</td>\n",
       "      <td>69.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>male</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>fiber_optic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>month-to-month</td>\n",
       "      <td>yes</td>\n",
       "      <td>electronic_check</td>\n",
       "      <td>20</td>\n",
       "      <td>98.55</td>\n",
       "      <td>1842.80</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3977</th>\n",
       "      <td>male</td>\n",
       "      <td>0</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>fiber_optic</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</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>credit_card_(automatic)</td>\n",
       "      <td>63</td>\n",
       "      <td>110.10</td>\n",
       "      <td>6705.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6273</th>\n",
       "      <td>female</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>fiber_optic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>2</td>\n",
       "      <td>70.65</td>\n",
       "      <td>142.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3790</th>\n",
       "      <td>male</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>one_year</td>\n",
       "      <td>no</td>\n",
       "      <td>credit_card_(automatic)</td>\n",
       "      <td>2</td>\n",
       "      <td>19.30</td>\n",
       "      <td>28.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712</th>\n",
       "      <td>female</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>no_internet_service</td>\n",
       "      <td>month-to-month</td>\n",
       "      <td>yes</td>\n",
       "      <td>bank_transfer_(automatic)</td>\n",
       "      <td>23</td>\n",
       "      <td>20.30</td>\n",
       "      <td>470.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3405</th>\n",
       "      <td>female</td>\n",
       "      <td>0</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>fiber_optic</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>month-to-month</td>\n",
       "      <td>yes</td>\n",
       "      <td>bank_transfer_(automatic)</td>\n",
       "      <td>64</td>\n",
       "      <td>86.80</td>\n",
       "      <td>5327.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3774 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      gender seniorcitizen partner dependents phoneservice multiplelines  \\\n",
       "2935    male             0     yes         no          yes            no   \n",
       "3639  female             1     yes         no          yes           yes   \n",
       "2356    male             0      no         no          yes            no   \n",
       "6660    male             0     yes         no          yes            no   \n",
       "755     male             1      no         no          yes           yes   \n",
       "...      ...           ...     ...        ...          ...           ...   \n",
       "3977    male             0     yes         no          yes            no   \n",
       "6273  female             1      no         no          yes            no   \n",
       "3790    male             0      no         no          yes            no   \n",
       "5712  female             0      no         no          yes            no   \n",
       "3405  female             0     yes        yes          yes           yes   \n",
       "\n",
       "     internetservice       onlinesecurity         onlinebackup  \\\n",
       "2935             dsl                  yes                  yes   \n",
       "3639     fiber_optic                   no                   no   \n",
       "2356             dsl                   no                   no   \n",
       "6660     fiber_optic                   no                   no   \n",
       "755      fiber_optic                   no                   no   \n",
       "...              ...                  ...                  ...   \n",
       "3977     fiber_optic                  yes                  yes   \n",
       "6273     fiber_optic                   no                   no   \n",
       "3790              no  no_internet_service  no_internet_service   \n",
       "5712              no  no_internet_service  no_internet_service   \n",
       "3405     fiber_optic                  yes                   no   \n",
       "\n",
       "         deviceprotection          techsupport          streamingtv  \\\n",
       "2935                  yes                  yes                  yes   \n",
       "3639                  yes                   no                  yes   \n",
       "2356                   no                   no                   no   \n",
       "6660                   no                   no                   no   \n",
       "755                   yes                   no                  yes   \n",
       "...                   ...                  ...                  ...   \n",
       "3977                  yes                  yes                  yes   \n",
       "6273                   no                   no                   no   \n",
       "3790  no_internet_service  no_internet_service  no_internet_service   \n",
       "5712  no_internet_service  no_internet_service  no_internet_service   \n",
       "3405                   no                  yes                   no   \n",
       "\n",
       "          streamingmovies        contract paperlessbilling  \\\n",
       "2935                  yes        two_year              yes   \n",
       "3639                  yes        one_year              yes   \n",
       "2356                   no  month-to-month              yes   \n",
       "6660                   no  month-to-month              yes   \n",
       "755                   yes  month-to-month              yes   \n",
       "...                   ...             ...              ...   \n",
       "3977                  yes        two_year              yes   \n",
       "6273                   no  month-to-month              yes   \n",
       "3790  no_internet_service        one_year               no   \n",
       "5712  no_internet_service  month-to-month              yes   \n",
       "3405                   no  month-to-month              yes   \n",
       "\n",
       "                  paymentmethod  tenure  monthlycharges  totalcharges  \n",
       "2935  bank_transfer_(automatic)      71           86.10       6045.90  \n",
       "3639    credit_card_(automatic)      60          100.50       6029.00  \n",
       "2356    credit_card_(automatic)      46           45.20       2065.15  \n",
       "6660           electronic_check       1           69.15         69.15  \n",
       "755            electronic_check      20           98.55       1842.80  \n",
       "...                         ...     ...             ...           ...  \n",
       "3977    credit_card_(automatic)      63          110.10       6705.70  \n",
       "6273           electronic_check       2           70.65        142.35  \n",
       "3790    credit_card_(automatic)       2           19.30         28.30  \n",
       "5712  bank_transfer_(automatic)      23           20.30        470.60  \n",
       "3405  bank_transfer_(automatic)      64           86.80       5327.25  \n",
       "\n",
       "[3774 rows x 19 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train[categorical + numerical]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'yes',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'two_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'bank_transfer_(automatic)',\n",
       "  'tenure': 71,\n",
       "  'monthlycharges': 86.1,\n",
       "  'totalcharges': 6045.9},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 1,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'credit_card_(automatic)',\n",
       "  'tenure': 60,\n",
       "  'monthlycharges': 100.5,\n",
       "  'totalcharges': 6029.0},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'credit_card_(automatic)',\n",
       "  'tenure': 46,\n",
       "  'monthlycharges': 45.2,\n",
       "  'totalcharges': 2065.15},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 1,\n",
       "  'monthlycharges': 69.15,\n",
       "  'totalcharges': 69.15},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 1,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 20,\n",
       "  'monthlycharges': 98.55,\n",
       "  'totalcharges': 1842.8},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'no',\n",
       "  'onlinesecurity': 'no_internet_service',\n",
       "  'onlinebackup': 'no_internet_service',\n",
       "  'deviceprotection': 'no_internet_service',\n",
       "  'techsupport': 'no_internet_service',\n",
       "  'streamingtv': 'no_internet_service',\n",
       "  'streamingmovies': 'no_internet_service',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'bank_transfer_(automatic)',\n",
       "  'tenure': 10,\n",
       "  'monthlycharges': 19.6,\n",
       "  'totalcharges': 189.45},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'mailed_check',\n",
       "  'tenure': 51,\n",
       "  'monthlycharges': 69.15,\n",
       "  'totalcharges': 3649.6},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 14,\n",
       "  'monthlycharges': 50.45,\n",
       "  'totalcharges': 765.45},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 1,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'yes',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'mailed_check',\n",
       "  'tenure': 20,\n",
       "  'monthlycharges': 54.0,\n",
       "  'totalcharges': 1055.9},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'yes',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'credit_card_(automatic)',\n",
       "  'tenure': 28,\n",
       "  'monthlycharges': 94.5,\n",
       "  'totalcharges': 2659.4},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 1,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 50,\n",
       "  'monthlycharges': 100.65,\n",
       "  'totalcharges': 5189.75},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 13,\n",
       "  'monthlycharges': 85.95,\n",
       "  'totalcharges': 1215.65},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'yes',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'no',\n",
       "  'onlinesecurity': 'no_internet_service',\n",
       "  'onlinebackup': 'no_internet_service',\n",
       "  'deviceprotection': 'no_internet_service',\n",
       "  'techsupport': 'no_internet_service',\n",
       "  'streamingtv': 'no_internet_service',\n",
       "  'streamingmovies': 'no_internet_service',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'mailed_check',\n",
       "  'tenure': 14,\n",
       "  'monthlycharges': 19.75,\n",
       "  'totalcharges': 309.35},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 1,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'bank_transfer_(automatic)',\n",
       "  'tenure': 45,\n",
       "  'monthlycharges': 98.7,\n",
       "  'totalcharges': 4525.8},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 1,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'credit_card_(automatic)',\n",
       "  'tenure': 40,\n",
       "  'monthlycharges': 103.75,\n",
       "  'totalcharges': 4188.4},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 6,\n",
       "  'monthlycharges': 49.15,\n",
       "  'totalcharges': 270.8},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 66,\n",
       "  'monthlycharges': 104.25,\n",
       "  'totalcharges': 6860.6},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'yes',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'credit_card_(automatic)',\n",
       "  'tenure': 56,\n",
       "  'monthlycharges': 96.95,\n",
       "  'totalcharges': 5432.2},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'no',\n",
       "  'multiplelines': 'no_phone_service',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 2,\n",
       "  'monthlycharges': 30.9,\n",
       "  'totalcharges': 59.05},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'yes',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'yes',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'two_year',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'bank_transfer_(automatic)',\n",
       "  'tenure': 70,\n",
       "  'monthlycharges': 93.9,\n",
       "  'totalcharges': 6579.05},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'mailed_check',\n",
       "  'tenure': 24,\n",
       "  'monthlycharges': 49.7,\n",
       "  'totalcharges': 1218.25},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'yes',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'no',\n",
       "  'onlinesecurity': 'no_internet_service',\n",
       "  'onlinebackup': 'no_internet_service',\n",
       "  'deviceprotection': 'no_internet_service',\n",
       "  'techsupport': 'no_internet_service',\n",
       "  'streamingtv': 'no_internet_service',\n",
       "  'streamingmovies': 'no_internet_service',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 44,\n",
       "  'monthlycharges': 24.85,\n",
       "  'totalcharges': 1013.6},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 1,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 25,\n",
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       "  'multiplelines': 'no',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'bank_transfer_(automatic)',\n",
       "  'tenure': 1,\n",
       "  'monthlycharges': 69.5,\n",
       "  'totalcharges': 69.5},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'bank_transfer_(automatic)',\n",
       "  'tenure': 24,\n",
       "  'monthlycharges': 99.65,\n",
       "  'totalcharges': 2404.85},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'yes',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'yes',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'credit_card_(automatic)',\n",
       "  'tenure': 41,\n",
       "  'monthlycharges': 74.7,\n",
       "  'totalcharges': 3187.65},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'no',\n",
       "  'multiplelines': 'no_phone_service',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'yes',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'two_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'bank_transfer_(automatic)',\n",
       "  'tenure': 66,\n",
       "  'monthlycharges': 56.6,\n",
       "  'totalcharges': 3789.2},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'yes',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'no',\n",
       "  'onlinesecurity': 'no_internet_service',\n",
       "  'onlinebackup': 'no_internet_service',\n",
       "  'deviceprotection': 'no_internet_service',\n",
       "  'techsupport': 'no_internet_service',\n",
       "  'streamingtv': 'no_internet_service',\n",
       "  'streamingmovies': 'no_internet_service',\n",
       "  'contract': 'two_year',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'credit_card_(automatic)',\n",
       "  'tenure': 72,\n",
       "  'monthlycharges': 24.75,\n",
       "  'totalcharges': 1859.1},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'yes',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'no',\n",
       "  'onlinesecurity': 'no_internet_service',\n",
       "  'onlinebackup': 'no_internet_service',\n",
       "  'deviceprotection': 'no_internet_service',\n",
       "  'techsupport': 'no_internet_service',\n",
       "  'streamingtv': 'no_internet_service',\n",
       "  'streamingmovies': 'no_internet_service',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'mailed_check',\n",
       "  'tenure': 5,\n",
       "  'monthlycharges': 20.2,\n",
       "  'totalcharges': 83.75},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'credit_card_(automatic)',\n",
       "  'tenure': 55,\n",
       "  'monthlycharges': 103.65,\n",
       "  'totalcharges': 5676.65},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'one_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'bank_transfer_(automatic)',\n",
       "  'tenure': 57,\n",
       "  'monthlycharges': 109.4,\n",
       "  'totalcharges': 6252.7},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'bank_transfer_(automatic)',\n",
       "  'tenure': 7,\n",
       "  'monthlycharges': 64.3,\n",
       "  'totalcharges': 445.95},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 1,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'yes',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'two_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'credit_card_(automatic)',\n",
       "  'tenure': 70,\n",
       "  'monthlycharges': 88.55,\n",
       "  'totalcharges': 6306.5},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 1,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'electronic_check',\n",
       "  'tenure': 16,\n",
       "  'monthlycharges': 59.4,\n",
       "  'totalcharges': 1023.9},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'mailed_check',\n",
       "  'tenure': 1,\n",
       "  'monthlycharges': 70.15,\n",
       "  'totalcharges': 70.15},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 1,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'yes',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'credit_card_(automatic)',\n",
       "  'tenure': 18,\n",
       "  'monthlycharges': 58.4,\n",
       "  'totalcharges': 964.9},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'yes',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'yes',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'two_year',\n",
       "  'paperlessbilling': 'yes',\n",
       "  'paymentmethod': 'mailed_check',\n",
       "  'tenure': 66,\n",
       "  'monthlycharges': 84.0,\n",
       "  'totalcharges': 5714.25},\n",
       " {'gender': 'female',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'yes',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'yes',\n",
       "  'internetservice': 'fiber_optic',\n",
       "  'onlinesecurity': 'yes',\n",
       "  'onlinebackup': 'yes',\n",
       "  'deviceprotection': 'yes',\n",
       "  'techsupport': 'yes',\n",
       "  'streamingtv': 'yes',\n",
       "  'streamingmovies': 'yes',\n",
       "  'contract': 'two_year',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'mailed_check',\n",
       "  'tenure': 68,\n",
       "  'monthlycharges': 118.6,\n",
       "  'totalcharges': 7990.05},\n",
       " {'gender': 'male',\n",
       "  'seniorcitizen': 0,\n",
       "  'partner': 'no',\n",
       "  'dependents': 'no',\n",
       "  'phoneservice': 'yes',\n",
       "  'multiplelines': 'no',\n",
       "  'internetservice': 'dsl',\n",
       "  'onlinesecurity': 'no',\n",
       "  'onlinebackup': 'no',\n",
       "  'deviceprotection': 'no',\n",
       "  'techsupport': 'no',\n",
       "  'streamingtv': 'no',\n",
       "  'streamingmovies': 'no',\n",
       "  'contract': 'month-to-month',\n",
       "  'paperlessbilling': 'no',\n",
       "  'paymentmethod': 'mailed_check',\n",
       "  'tenure': 1,\n",
       "  'monthlycharges': 45.6,\n",
       "  'totalcharges': 45.6},\n",
       " ...]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dict = df_train[categorical + numerical].to_dict(orient = \"records\")\n",
    "train_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.0000e+00, 0.0000e+00, 1.0000e+00, 1.0000e+00, 0.0000e+00,\n",
       "       0.0000e+00, 0.0000e+00, 1.0000e+00, 0.0000e+00, 1.0000e+00,\n",
       "       1.0000e+00, 0.0000e+00, 0.0000e+00, 8.6100e+01, 1.0000e+00,\n",
       "       0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 1.0000e+00,\n",
       "       0.0000e+00, 0.0000e+00, 1.0000e+00, 0.0000e+00, 1.0000e+00,\n",
       "       0.0000e+00, 1.0000e+00, 1.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "       0.0000e+00, 0.0000e+00, 1.0000e+00, 0.0000e+00, 0.0000e+00,\n",
       "       0.0000e+00, 1.0000e+00, 0.0000e+00, 0.0000e+00, 1.0000e+00,\n",
       "       0.0000e+00, 0.0000e+00, 1.0000e+00, 7.1000e+01, 6.0459e+03])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.feature_extraction import DictVectorizer\n",
    "\n",
    "dv = DictVectorizer(sparse = False)\n",
    "dv.fit(train_dict)\n",
    "\n",
    "x_train = dv.transform(train_dict)\n",
    "x_train[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/rahul-raoniar/miniconda3/envs/datascience/lib/python3.9/site-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
      "  warnings.warn(msg, category=FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['contract=month-to-month',\n",
       " 'contract=one_year',\n",
       " 'contract=two_year',\n",
       " 'dependents=no',\n",
       " 'dependents=yes',\n",
       " 'deviceprotection=no',\n",
       " 'deviceprotection=no_internet_service',\n",
       " 'deviceprotection=yes',\n",
       " 'gender=female',\n",
       " 'gender=male',\n",
       " 'internetservice=dsl',\n",
       " 'internetservice=fiber_optic',\n",
       " 'internetservice=no',\n",
       " 'monthlycharges',\n",
       " 'multiplelines=no',\n",
       " 'multiplelines=no_phone_service',\n",
       " 'multiplelines=yes',\n",
       " 'onlinebackup=no',\n",
       " 'onlinebackup=no_internet_service',\n",
       " 'onlinebackup=yes',\n",
       " 'onlinesecurity=no',\n",
       " 'onlinesecurity=no_internet_service',\n",
       " 'onlinesecurity=yes',\n",
       " 'paperlessbilling=no',\n",
       " 'paperlessbilling=yes',\n",
       " 'partner=no',\n",
       " 'partner=yes',\n",
       " 'paymentmethod=bank_transfer_(automatic)',\n",
       " 'paymentmethod=credit_card_(automatic)',\n",
       " 'paymentmethod=electronic_check',\n",
       " 'paymentmethod=mailed_check',\n",
       " 'phoneservice=no',\n",
       " 'phoneservice=yes',\n",
       " 'seniorcitizen',\n",
       " 'streamingmovies=no',\n",
       " 'streamingmovies=no_internet_service',\n",
       " 'streamingmovies=yes',\n",
       " 'streamingtv=no',\n",
       " 'streamingtv=no_internet_service',\n",
       " 'streamingtv=yes',\n",
       " 'techsupport=no',\n",
       " 'techsupport=no_internet_service',\n",
       " 'techsupport=yes',\n",
       " 'tenure',\n",
       " 'totalcharges']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dv.get_feature_names()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Machine learning for classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression(random_state=1, solver=&#x27;liblinear&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression(random_state=1, solver=&#x27;liblinear&#x27;)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "LogisticRegression(random_state=1, solver='liblinear')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "model = LogisticRegression(solver = \"liblinear\", random_state=1)\n",
    "model.fit(x_train , y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_dict = df_val[categorical + numerical].to_dict(orient = \"records\")\n",
    "x_val = dv.transform(val_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = model.predict(x_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.23491043, 0.26886416, 0.31945136, ..., 0.05725221, 0.61523005,\n",
       "       0.0612727 ])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = model.predict_proba(x_val)[:, 1]\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8016129032258065"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "churn = y_pred >= 0.5\n",
    "\n",
    "(y_val == churn).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/rahul-raoniar/miniconda3/envs/datascience/lib/python3.9/site-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
      "  warnings.warn(msg, category=FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'contract=month-to-month': 0.563,\n",
       " 'contract=one_year': -0.086,\n",
       " 'contract=two_year': -0.599,\n",
       " 'dependents=no': -0.03,\n",
       " 'dependents=yes': -0.092,\n",
       " 'deviceprotection=no': 0.1,\n",
       " 'deviceprotection=no_internet_service': -0.116,\n",
       " 'deviceprotection=yes': -0.106,\n",
       " 'gender=female': -0.027,\n",
       " 'gender=male': -0.095,\n",
       " 'internetservice=dsl': -0.323,\n",
       " 'internetservice=fiber_optic': 0.317,\n",
       " 'internetservice=no': -0.116,\n",
       " 'monthlycharges': 0.001,\n",
       " 'multiplelines=no': -0.168,\n",
       " 'multiplelines=no_phone_service': 0.127,\n",
       " 'multiplelines=yes': -0.081,\n",
       " 'onlinebackup=no': 0.136,\n",
       " 'onlinebackup=no_internet_service': -0.116,\n",
       " 'onlinebackup=yes': -0.142,\n",
       " 'onlinesecurity=no': 0.258,\n",
       " 'onlinesecurity=no_internet_service': -0.116,\n",
       " 'onlinesecurity=yes': -0.264,\n",
       " 'paperlessbilling=no': -0.213,\n",
       " 'paperlessbilling=yes': 0.091,\n",
       " 'partner=no': -0.048,\n",
       " 'partner=yes': -0.074,\n",
       " 'paymentmethod=bank_transfer_(automatic)': -0.027,\n",
       " 'paymentmethod=credit_card_(automatic)': -0.136,\n",
       " 'paymentmethod=electronic_check': 0.175,\n",
       " 'paymentmethod=mailed_check': -0.134,\n",
       " 'phoneservice=no': 0.127,\n",
       " 'phoneservice=yes': -0.249,\n",
       " 'seniorcitizen': 0.297,\n",
       " 'streamingmovies=no': -0.085,\n",
       " 'streamingmovies=no_internet_service': -0.116,\n",
       " 'streamingmovies=yes': 0.079,\n",
       " 'streamingtv=no': -0.099,\n",
       " 'streamingtv=no_internet_service': -0.116,\n",
       " 'streamingtv=yes': 0.093,\n",
       " 'techsupport=no': 0.178,\n",
       " 'techsupport=no_internet_service': -0.116,\n",
       " 'techsupport=yes': -0.184,\n",
       " 'tenure': -0.069,\n",
       " 'totalcharges': 0.0}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict(zip(dv.get_feature_names(), model.coef_[0].round(3)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model deployment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "customer = {\n",
    "'gender': 'female',\n",
    "'seniorcitizen': 0,\n",
    "'partner': 'no',\n",
    "'dependents': 'no',\n",
    "'tenure': 41,\n",
    "'phoneservice': 'yes',\n",
    "'multiplelines': 'no',\n",
    "'internetservice': 'dsl',\n",
    "'onlinesecurity': 'yes',\n",
    "'onlinebackup': 'no',\n",
    "'deviceprotection': 'yes',\n",
    "'techsupport': 'yes',\n",
    "'streamingtv': 'yes',\n",
    "'streamingmovies': 'yes',\n",
    "'contract': 'one_year',\n",
    "'paperlessbilling': 'yes',\n",
    "'paymentmethod': 'bank_transfer_(automatic)',\n",
    "'monthlycharges': 79.85,\n",
    "'totalcharges': 3320.75,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.00000e+00, 1.00000e+00, 0.00000e+00, 1.00000e+00, 0.00000e+00,\n",
       "        0.00000e+00, 0.00000e+00, 1.00000e+00, 1.00000e+00, 0.00000e+00,\n",
       "        1.00000e+00, 0.00000e+00, 0.00000e+00, 7.98500e+01, 1.00000e+00,\n",
       "        0.00000e+00, 0.00000e+00, 1.00000e+00, 0.00000e+00, 0.00000e+00,\n",
       "        0.00000e+00, 0.00000e+00, 1.00000e+00, 0.00000e+00, 1.00000e+00,\n",
       "        1.00000e+00, 0.00000e+00, 1.00000e+00, 0.00000e+00, 0.00000e+00,\n",
       "        0.00000e+00, 0.00000e+00, 1.00000e+00, 0.00000e+00, 0.00000e+00,\n",
       "        0.00000e+00, 1.00000e+00, 0.00000e+00, 0.00000e+00, 1.00000e+00,\n",
       "        0.00000e+00, 0.00000e+00, 1.00000e+00, 4.10000e+01, 3.32075e+03]])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dv.transform([customer])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict_single(customer, dv, model):\n",
    "    X = dv.transform([customer])\n",
    "    y_pred = model.predict_proba(X)[:, 1]\n",
    "    return y_pred[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.07332292583970206"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predict_single(customer, dv, model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving a pickle file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "# Saving model in binary file\n",
    "with open('churn-model.bin', 'wb') as f_out:\n",
    "    pickle.dump((dv, model), f_out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Opening model \n",
    "\n",
    "with open('churn-model.bin', 'rb') as f_in:\n",
    "    dv, model = pickle.load(f_in)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "customer = {\n",
    "'gender': 'female',\n",
    "'seniorcitizen': 0,\n",
    "'partner': 'no',\n",
    "'dependents': 'no',\n",
    "'tenure': 41,\n",
    "'phoneservice': 'yes',\n",
    "'multiplelines': 'no',\n",
    "'internetservice': 'dsl',\n",
    "'onlinesecurity': 'yes',\n",
    "'onlinebackup': 'no',\n",
    "'deviceprotection': 'yes',\n",
    "'techsupport': 'yes',\n",
    "'streamingtv': 'yes',\n",
    "'streamingmovies': 'yes',\n",
    "'contract': 'one_year',\n",
    "'paperlessbilling': 'yes',\n",
    "'paymentmethod': 'bank_transfer_(automatic)',\n",
    "'monthlycharges': 79.85,\n",
    "'totalcharges': 3320.75\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prediction: 0.073\n",
      "verdict: Not churn\n"
     ]
    }
   ],
   "source": [
    "prediction = predict_single(customer, dv, model)\n",
    "\n",
    "print(\"prediction: %.3f\" % prediction)\n",
    "\n",
    "if prediction >= 0.5:\n",
    "    print('verdict: Churn')\n",
    "else:\n",
    "    print('verdict: Not churn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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  }
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