Customer-Churn-Prediction-Modeling.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "faedb4e3",
   "metadata": {},
   "source": [
    "### Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1ff9bfdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "import seaborn as sns\n",
    "from collections import Counter\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV, KFold, cross_val_score\n",
    "from sklearn.metrics import confusion_matrix, precision_score, recall_score, f1_score\n",
    "from sklearn.metrics import balanced_accuracy_score, roc_curve, roc_auc_score\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "import xgboost as xgb\n",
    "from xgboost import plot_tree\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "\n",
    "\n",
    "from imblearn.combine import SMOTEENN\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c882db1",
   "metadata": {},
   "source": [
    "### Import cleaned and processed Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e00bd978",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('Telecom_processed.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8c36691a",
   "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>Senior_Citizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>Tenure_Months</th>\n",
       "      <th>Phone_Service</th>\n",
       "      <th>Multiple_Lines</th>\n",
       "      <th>Online_Security</th>\n",
       "      <th>Online_Backup</th>\n",
       "      <th>Device_Protection</th>\n",
       "      <th>...</th>\n",
       "      <th>Monthly_Charges</th>\n",
       "      <th>Total_Charges</th>\n",
       "      <th>Churn_Label</th>\n",
       "      <th>Internet_Service_Fiber_optic</th>\n",
       "      <th>Internet_Service_No</th>\n",
       "      <th>Contract_One_year</th>\n",
       "      <th>Contract_Two_year</th>\n",
       "      <th>Payment_Method_Credit_card_(automatic)</th>\n",
       "      <th>Payment_Method_Electronic_check</th>\n",
       "      <th>Payment_Method_Mailed_check</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>99.65</td>\n",
       "      <td>820.50</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>104.80</td>\n",
       "      <td>3046.05</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>103.70</td>\n",
       "      <td>5036.30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gender  Senior_Citizen  Partner  Dependents  Tenure_Months  Phone_Service  \\\n",
       "0       0               0        0           0              2              1   \n",
       "1       1               0        0           1              2              1   \n",
       "2       1               0        0           1              8              1   \n",
       "3       1               0        1           1             28              1   \n",
       "4       0               0        0           1             49              1   \n",
       "\n",
       "   Multiple_Lines  Online_Security  Online_Backup  Device_Protection  ...  \\\n",
       "0               0                1              1                  0  ...   \n",
       "1               0                0              0                  0  ...   \n",
       "2               1                0              0                  1  ...   \n",
       "3               1                0              0                  1  ...   \n",
       "4               1                0              1                  1  ...   \n",
       "\n",
       "   Monthly_Charges  Total_Charges  Churn_Label  Internet_Service_Fiber_optic  \\\n",
       "0            53.85         108.15            1                             0   \n",
       "1            70.70         151.65            1                             1   \n",
       "2            99.65         820.50            1                             1   \n",
       "3           104.80        3046.05            1                             1   \n",
       "4           103.70        5036.30            1                             1   \n",
       "\n",
       "   Internet_Service_No  Contract_One_year  Contract_Two_year  \\\n",
       "0                    0                  0                  0   \n",
       "1                    0                  0                  0   \n",
       "2                    0                  0                  0   \n",
       "3                    0                  0                  0   \n",
       "4                    0                  0                  0   \n",
       "\n",
       "   Payment_Method_Credit_card_(automatic)  Payment_Method_Electronic_check  \\\n",
       "0                                       0                                0   \n",
       "1                                       0                                1   \n",
       "2                                       0                                1   \n",
       "3                                       0                                1   \n",
       "4                                       0                                0   \n",
       "\n",
       "   Payment_Method_Mailed_check  \n",
       "0                            1  \n",
       "1                            0  \n",
       "2                            0  \n",
       "3                            0  \n",
       "4                            0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4ea00a75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Identify Top correlated features with Churn\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "data.corr()['Churn_Label'].sort_values(ascending = False).plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4a29d044",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data.drop(columns = ['Churn_Label'])\n",
    "y = data['Churn_Label']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bb0940ca",
   "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>Senior_Citizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>Tenure_Months</th>\n",
       "      <th>Phone_Service</th>\n",
       "      <th>Multiple_Lines</th>\n",
       "      <th>Online_Security</th>\n",
       "      <th>Online_Backup</th>\n",
       "      <th>Device_Protection</th>\n",
       "      <th>...</th>\n",
       "      <th>Paperless_Billing</th>\n",
       "      <th>Monthly_Charges</th>\n",
       "      <th>Total_Charges</th>\n",
       "      <th>Internet_Service_Fiber_optic</th>\n",
       "      <th>Internet_Service_No</th>\n",
       "      <th>Contract_One_year</th>\n",
       "      <th>Contract_Two_year</th>\n",
       "      <th>Payment_Method_Credit_card_(automatic)</th>\n",
       "      <th>Payment_Method_Electronic_check</th>\n",
       "      <th>Payment_Method_Mailed_check</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>99.65</td>\n",
       "      <td>820.50</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>104.80</td>\n",
       "      <td>3046.05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>103.70</td>\n",
       "      <td>5036.30</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gender  Senior_Citizen  Partner  Dependents  Tenure_Months  Phone_Service  \\\n",
       "0       0               0        0           0              2              1   \n",
       "1       1               0        0           1              2              1   \n",
       "2       1               0        0           1              8              1   \n",
       "3       1               0        1           1             28              1   \n",
       "4       0               0        0           1             49              1   \n",
       "\n",
       "   Multiple_Lines  Online_Security  Online_Backup  Device_Protection  ...  \\\n",
       "0               0                1              1                  0  ...   \n",
       "1               0                0              0                  0  ...   \n",
       "2               1                0              0                  1  ...   \n",
       "3               1                0              0                  1  ...   \n",
       "4               1                0              1                  1  ...   \n",
       "\n",
       "   Paperless_Billing  Monthly_Charges  Total_Charges  \\\n",
       "0                  1            53.85         108.15   \n",
       "1                  1            70.70         151.65   \n",
       "2                  1            99.65         820.50   \n",
       "3                  1           104.80        3046.05   \n",
       "4                  1           103.70        5036.30   \n",
       "\n",
       "   Internet_Service_Fiber_optic  Internet_Service_No  Contract_One_year  \\\n",
       "0                             0                    0                  0   \n",
       "1                             1                    0                  0   \n",
       "2                             1                    0                  0   \n",
       "3                             1                    0                  0   \n",
       "4                             1                    0                  0   \n",
       "\n",
       "   Contract_Two_year  Payment_Method_Credit_card_(automatic)  \\\n",
       "0                  0                                       0   \n",
       "1                  0                                       0   \n",
       "2                  0                                       0   \n",
       "3                  0                                       0   \n",
       "4                  0                                       0   \n",
       "\n",
       "   Payment_Method_Electronic_check  Payment_Method_Mailed_check  \n",
       "0                                0                            1  \n",
       "1                                1                            0  \n",
       "2                                1                            0  \n",
       "3                                1                            0  \n",
       "4                                0                            0  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fb39eff7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_selection import SelectKBest\n",
    "\n",
    "selection = SelectKBest(k=12)\n",
    "X_select = selection.fit_transform(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0b21fda6",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = X[X.columns[selection.get_support()]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3e7116cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['Dependents',\n",
       " 'Tenure_Months',\n",
       " 'Online_Security',\n",
       " 'Online_Backup',\n",
       " 'Device_Protection',\n",
       " 'Tech_Support',\n",
       " 'Monthly_Charges',\n",
       " 'Total_Charges',\n",
       " 'Internet_Service_Fiber_optic',\n",
       " 'Internet_Service_No',\n",
       " 'Contract_Two_year',\n",
       " 'Payment_Method_Electronic_check']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(len(X.columns))\n",
    "\n",
    "list(X.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e439e7f",
   "metadata": {},
   "source": [
    "# Modeling - Attempt 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "45736f86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Ratio:  0.2653698707936959\n",
      "Spit Ratio Train:  0.2654297614539947\n",
      "Spit Ratio test:  0.26519023282226006\n"
     ]
    }
   ],
   "source": [
    "# perform stratified train-test split to maintain the class ratio\n",
    "Models = []\n",
    "\n",
    "print('Original Ratio: ', sum(y)/len(y))\n",
    "      \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42, stratify=y)\n",
    "      \n",
    "print('Spit Ratio Train: ', sum(y_train)/len(y_train))\n",
    "print('Spit Ratio test: ', sum(y_test)/len(y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0c052ea8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# function to print the evalaution metrics\n",
    "\n",
    "def eval_metrics(model, X_test, y_test):\n",
    "    y_pred_model = model.predict(X_test)    \n",
    "    y_probabilities = model.predict_proba(X_test)[:,1]\n",
    "    \n",
    "    print('Precision: ', precision_score(y_test, y_pred_model))\n",
    "    print('Recall: ', recall_score(y_test, y_pred_model))\n",
    "    print('F1 Score: ', f1_score(y_test, y_pred_model))\n",
    "    print('ROC AUC Score: ', roc_auc_score(y_test, y_probabilities))\n",
    "    \n",
    "    plt.figure(figsize=(12,6))\n",
    "    \n",
    "    #confusion matrix\n",
    "    plt.subplot(121)\n",
    "    conf_mat = confusion_matrix(y_test, y_pred_model)\n",
    "    sns.heatmap(conf_mat, fmt = \"d\",annot=True)\n",
    "    plt.title('Confuion Matrix')\n",
    "    plt.ylabel('True Values')\n",
    "    plt.xlabel('Predicted Values')\n",
    "\n",
    "    #roc_auc_score\n",
    "    model_roc_auc = roc_auc_score(y_test, y_probabilities) \n",
    "    fpr,tpr,thresholds = roc_curve(y_test, y_probabilities)\n",
    "    \n",
    "    plt.subplot(122)\n",
    "    plt.plot(fpr, tpr, color='darkorange', lw=1, label = \"Auc : %.3f\" %model_roc_auc)\n",
    "    plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
    "    plt.xlim([0.0, 1.0])\n",
    "    plt.ylim([0.0, 1.05])\n",
    "    plt.xlabel('False Positive Rate')\n",
    "    plt.ylabel('True Positive Rate')\n",
    "    plt.title('Receiver operating characteristic')\n",
    "    plt.legend(loc=\"lower right\")\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80329c0b",
   "metadata": {},
   "source": [
    "## 1. Logistics Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "57bbef2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "churn_lr = LogisticRegression(random_state=42, max_iter=1000)\n",
    "\n",
    "churn_lr.fit(X_train, y_train)\n",
    "Models.append(churn_lr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c505f483",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision:  0.6580310880829016\n",
      "Recall:  0.5438972162740899\n",
      "F1 Score:  0.5955451348182883\n",
      "ROC AUC Score:  0.8490124077855628\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_metrics(churn_lr, X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc6a3857",
   "metadata": {},
   "source": [
    "## 2. Gaussian Naive Bayes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a2b946d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "churn_GNB = GaussianNB()\n",
    "\n",
    "churn_GNB.fit(X_train, y_train)\n",
    "\n",
    "Models.append(churn_GNB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "405b9780",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision:  0.4831168831168831\n",
      "Recall:  0.7965738758029979\n",
      "F1 Score:  0.6014551333872271\n",
      "ROC AUC Score:  0.8322326070912033\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_metrics(churn_GNB, X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcc334dc",
   "metadata": {},
   "source": [
    "## 3. Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "91877ae4",
   "metadata": {},
   "outputs": [],
   "source": [
    "churn_rf = RandomForestClassifier(random_state=42)\n",
    "\n",
    "churn_rf.fit(X_train, y_train)\n",
    "Models.append(churn_rf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "09bf8559",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision:  0.6090425531914894\n",
      "Recall:  0.49036402569593146\n",
      "F1 Score:  0.5432977461447213\n",
      "ROC AUC Score:  0.8065970762769362\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_metrics(churn_rf, X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77281d7e",
   "metadata": {},
   "source": [
    "## 4. Gradient Boost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "99819736",
   "metadata": {},
   "outputs": [],
   "source": [
    "churn_gb = GradientBoostingClassifier(random_state=42)\n",
    "\n",
    "churn_gb.fit(X_train, y_train)\n",
    "Models.append(churn_gb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "251cfc19",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision:  0.6470588235294118\n",
      "Recall:  0.49464668094218417\n",
      "F1 Score:  0.5606796116504854\n",
      "ROC AUC Score:  0.8461983988032395\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_metrics(churn_gb, X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04abd143",
   "metadata": {},
   "source": [
    "## 5. XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "244d3c42",
   "metadata": {},
   "outputs": [],
   "source": [
    "churn_xgb = xgb.XGBClassifier(objective='binary:logistic', seed=42)\n",
    "\n",
    "churn_xgb.fit(X_train, y_train)\n",
    "Models.append(churn_xgb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "21da4793",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision:  0.6036269430051814\n",
      "Recall:  0.4989293361884368\n",
      "F1 Score:  0.5463071512309495\n",
      "ROC AUC Score:  0.8221308030144067\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_metrics(churn_xgb, X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "543f518b",
   "metadata": {},
   "source": [
    "## 6. Kernel SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "92b45e40",
   "metadata": {},
   "outputs": [],
   "source": [
    "churn_svm = SVC(random_state=42, probability=True)\n",
    "\n",
    "churn_svm.fit(X_train, y_train)\n",
    "Models.append(churn_svm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "88973a6e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision:  0.0\n",
      "Recall:  0.0\n",
      "F1 Score:  0.0\n",
      "ROC AUC Score:  0.7952913959668905\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_metrics(churn_svm, X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f8ffb96",
   "metadata": {},
   "source": [
    "## Model Comparision using K-Fold Cross Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "b5402a25",
   "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>Algorithm</th>\n",
       "      <th>AUC Mean</th>\n",
       "      <th>Bal Acc Mean</th>\n",
       "      <th>Recall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GradientBoostingClassifier</td>\n",
       "      <td>85.28</td>\n",
       "      <td>70.95</td>\n",
       "      <td>52.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LogisticRegression</td>\n",
       "      <td>84.99</td>\n",
       "      <td>72.10</td>\n",
       "      <td>54.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GaussianNB</td>\n",
       "      <td>83.69</td>\n",
       "      <td>75.85</td>\n",
       "      <td>81.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>XGBClassifier</td>\n",
       "      <td>83.67</td>\n",
       "      <td>70.50</td>\n",
       "      <td>53.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RandomForestClassifier</td>\n",
       "      <td>82.15</td>\n",
       "      <td>69.59</td>\n",
       "      <td>51.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SVC</td>\n",
       "      <td>78.88</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Algorithm  AUC Mean  Bal Acc Mean  Recall\n",
       "3  GradientBoostingClassifier     85.28         70.95   52.11\n",
       "0          LogisticRegression     84.99         72.10   54.14\n",
       "1                  GaussianNB     83.69         75.85   81.74\n",
       "4               XGBClassifier     83.67         70.50   53.46\n",
       "2      RandomForestClassifier     82.15         69.59   51.00\n",
       "5                         SVC     78.88         50.00    0.00"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_col = [\"Algorithm\", \"AUC Mean\",\"Bal Acc Mean\", 'Recall']\n",
    "model_results = pd.DataFrame(columns = result_col)\n",
    "\n",
    "i=0\n",
    "\n",
    "for model in Models:\n",
    "    kfold = KFold(n_splits=10)\n",
    "    \n",
    "    cv_acc_results = cross_val_score(model, X_train, y_train, \n",
    "                    cv = kfold, scoring=\"balanced_accuracy\")\n",
    "    cv_auc_results = cross_val_score(model, X_train, y_train,\n",
    "                    cv = kfold, scoring=\"roc_auc\")\n",
    "    cv_recall_results = cross_val_score(model, X_train, y_train,\n",
    "                    cv = kfold, scoring=\"recall\")\n",
    "    \n",
    "    model_results.loc[i] = [model.__class__.__name__, \n",
    "                           round(cv_auc_results.mean()*100,2),\n",
    "                           round(cv_acc_results.mean()*100,2),\n",
    "                           round(cv_recall_results.mean()*100,2)]\n",
    "    i+=1\n",
    "\n",
    "model_results.sort_values(by = ['AUC Mean'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a1c303c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_results = model_results.sort_values(by = ['AUC Mean'])\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "plt.plot(model_results['Algorithm'], model_results['AUC Mean'], marker='o', label='AUC Mean', color='b')\n",
    "plt.plot(model_results['Algorithm'], model_results['Bal Acc Mean'], marker='o', label='Balanced Accuracy Mean', color='g')\n",
    "plt.plot(model_results['Algorithm'], model_results['Recall'], marker='o', label='Recall', color='r')\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('Algorithms')\n",
    "plt.ylabel('Score')\n",
    "plt.title('Performance Metrics of Different Algorithms')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78f68cca",
   "metadata": {},
   "source": [
    "# Modeling - Attempt 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd28c83f",
   "metadata": {},
   "source": [
    "- Due to class imbalances, the results obtained are not so great even after trying complex models like XGBoost and SVM.\n",
    "\n",
    "    The next approach will use following 2 things to improve the models\n",
    "        1. SMOTEEN to over-sample and correct the class imbalances\n",
    "        2. Hyperparamter tuning using grid search cv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "c5377b95",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The number of classes before fit Counter({0: 5174, 1: 1869})\n",
      "The number of classes after fit Counter({1: 2985, 0: 2632})\n"
     ]
    }
   ],
   "source": [
    "st=SMOTEENN()\n",
    "X_st,y_st = st.fit_resample(X, y)\n",
    "print(\"The number of classes before fit {}\".format(Counter(y)))\n",
    "print(\"The number of classes after fit {}\".format(Counter(y_st)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "3ed8a9bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X_st, y_st, random_state=42, stratify=y_st)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "548c34d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# function to perform gridsearchcv\n",
    "\n",
    "def gridsearchcv(model, params, scoring):\n",
    "    grid = GridSearchCV(estimator=model, param_grid=params, n_jobs=4, cv=5,verbose=1, scoring=scoring)\n",
    "    grid.fit(X_train, y_train)\n",
    "    \n",
    "    return grid"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "518e494c",
   "metadata": {},
   "source": [
    "### Fitting all models on new sampled data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "aef0ae06",
   "metadata": {},
   "outputs": [],
   "source": [
    "Models_Sampled = []\n",
    "\n",
    "Models_Sampled.append(LogisticRegression(random_state=42, max_iter=1000))\n",
    "Models_Sampled.append(GaussianNB())\n",
    "Models_Sampled.append(RandomForestClassifier(random_state=42))\n",
    "Models_Sampled.append(GradientBoostingClassifier(random_state=42))\n",
    "Models_Sampled.append(xgb.XGBClassifier(objective='binary:logistic', seed=42))\n",
    "Models_Sampled.append(SVC(random_state=42, probability=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d20c11db",
   "metadata": {},
   "source": [
    "### Model Comparision using K-Fold Cross Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "415e659a",
   "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>Algorithm</th>\n",
       "      <th>AUC Mean</th>\n",
       "      <th>Bal Acc Mean</th>\n",
       "      <th>Recall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RandomForestClassifier</td>\n",
       "      <td>98.96</td>\n",
       "      <td>94.90</td>\n",
       "      <td>95.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>XGBClassifier</td>\n",
       "      <td>98.87</td>\n",
       "      <td>95.12</td>\n",
       "      <td>96.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GradientBoostingClassifier</td>\n",
       "      <td>98.81</td>\n",
       "      <td>94.93</td>\n",
       "      <td>96.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LogisticRegression</td>\n",
       "      <td>98.24</td>\n",
       "      <td>93.03</td>\n",
       "      <td>93.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GaussianNB</td>\n",
       "      <td>96.69</td>\n",
       "      <td>90.44</td>\n",
       "      <td>92.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SVC</td>\n",
       "      <td>87.29</td>\n",
       "      <td>77.74</td>\n",
       "      <td>77.24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Algorithm  AUC Mean  Bal Acc Mean  Recall\n",
       "2      RandomForestClassifier     98.96         94.90   95.97\n",
       "4               XGBClassifier     98.87         95.12   96.09\n",
       "3  GradientBoostingClassifier     98.81         94.93   96.11\n",
       "0          LogisticRegression     98.24         93.03   93.86\n",
       "1                  GaussianNB     96.69         90.44   92.62\n",
       "5                         SVC     87.29         77.74   77.24"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_col = [\"Algorithm\", \"AUC Mean\",\"Bal Acc Mean\", 'Recall']\n",
    "model_results_sampled = pd.DataFrame(columns = result_col)\n",
    "\n",
    "i=0\n",
    "\n",
    "for model in Models_Sampled:\n",
    "    kfold = KFold(n_splits=10)\n",
    "    \n",
    "    cv_acc_results = cross_val_score(model, X_train, y_train, \n",
    "                    cv = kfold, scoring=\"balanced_accuracy\")\n",
    "    cv_auc_results = cross_val_score(model, X_train, y_train,\n",
    "                    cv = kfold, scoring=\"roc_auc\")\n",
    "    cv_recall_results = cross_val_score(model, X_train, y_train,\n",
    "                    cv = kfold, scoring=\"recall\")\n",
    "    \n",
    "    model_results_sampled.loc[i] = [model.__class__.__name__, \n",
    "                           round(cv_auc_results.mean()*100,2),\n",
    "                           round(cv_acc_results.mean()*100,2),\n",
    "                           round(cv_recall_results.mean()*100,2)]\n",
    "    i+=1\n",
    "\n",
    "model_results_sampled.sort_values(by = ['AUC Mean'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "ffa751b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_results_sampled = model_results_sampled.sort_values(by = ['AUC Mean'])\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "plt.plot(model_results_sampled['Algorithm'], model_results_sampled['AUC Mean'], marker='o', label='AUC Mean', color='b')\n",
    "plt.plot(model_results_sampled['Algorithm'], model_results_sampled['Bal Acc Mean'], marker='o', label='Balanced Accuracy Mean', color='g')\n",
    "plt.plot(model_results_sampled['Algorithm'], model_results_sampled['Recall'], marker='o', label='Recall', color='r')\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('Algorithms')\n",
    "plt.ylabel('Score')\n",
    "plt.title('Performance Metrics of Different Algorithms')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0acf7c37",
   "metadata": {},
   "source": [
    "## Hyperparameter tuning top 2 models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "620a4afe",
   "metadata": {},
   "source": [
    "### Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "f53007e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 240 candidates, totalling 1200 fits\n",
      "Best Params:  {'ccp_alpha': 0.001, 'class_weight': 'balanced', 'max_depth': 8, 'max_features': 'sqrt', 'n_estimators': 400}\n",
      "Best Score:  0.985009386019693\n"
     ]
    }
   ],
   "source": [
    "rf_params_grid = {\n",
    "    'n_estimators': [100, 200, 300, 400],\n",
    "    'max_depth': [4, 5, 6, 7, 8],\n",
    "    'max_features': ['sqrt', 'log2'],\n",
    "    'class_weight': ['balanced', 'balanced_subsample'],\n",
    "    'ccp_alpha': [0.001, 0.01, 0.1]\n",
    "}\n",
    "\n",
    "rf_grid = gridsearchcv(churn_rf, rf_params_grid, 'roc_auc')\n",
    "\n",
    "print('Best Params: ', rf_grid.best_params_)\n",
    "print('Best Score: ', rf_grid.best_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "e36bc5e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-3 {color: black;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 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-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 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-3 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-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 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-3 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-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 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-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 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-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 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-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(ccp_alpha=0.001, class_weight=&#x27;balanced&#x27;, max_depth=8,\n",
       "                       n_estimators=400, random_state=42)</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-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(ccp_alpha=0.001, class_weight=&#x27;balanced&#x27;, max_depth=8,\n",
       "                       n_estimators=400, random_state=42)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "RandomForestClassifier(ccp_alpha=0.001, class_weight='balanced', max_depth=8,\n",
       "                       n_estimators=400, random_state=42)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_params = rf_grid.best_params_\n",
    "churn_rf_optimal = RandomForestClassifier(n_estimators = best_params['n_estimators'],\n",
    "                                          max_depth= best_params['max_depth'],\n",
    "                                          max_features= best_params['max_features'],\n",
    "                                          class_weight = best_params['class_weight'],\n",
    "                                          ccp_alpha= best_params['ccp_alpha'],\n",
    "                                          random_state=42)\n",
    "                                     \n",
    "churn_rf_optimal.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "2dac985b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision:  0.9463806970509383\n",
      "Recall:  0.9451137884872824\n",
      "F1 Score:  0.9457468184862693\n",
      "ROC AUC Score:  0.9846630697053667\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_metrics(churn_rf_optimal, X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "1a5a0470",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# understanding feature importance for this model\n",
    "importances = churn_rf_optimal.feature_importances_\n",
    "\n",
    "feature_importances = pd.DataFrame({'feature': X_train.columns, 'importance': importances})\n",
    "feature_importances = feature_importances.sort_values(by='importance', ascending=True)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.barh(feature_importances['feature'], feature_importances['importance'])\n",
    "plt.xlabel('Importance')\n",
    "plt.ylabel('Feature')\n",
    "plt.title('Feature Importances')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7f3a656",
   "metadata": {},
   "source": [
    "### XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "0a37b545",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 768 candidates, totalling 3840 fits\n",
      "Best Params:  {'gamma': 0, 'learning_rate': 0.2, 'max_depth': 5, 'reg_lambda': 0, 'scale_pos_weight': 7}\n",
      "Best Score:  0.9891557909743677\n"
     ]
    }
   ],
   "source": [
    "xgb_grid_params = {'max_depth': [3,4,5, 6],\n",
    "                 'learning_rate': [0.01, 0.05, 0.1, 0.2],\n",
    "                 'gamma': [0, 0.25, 0.5, 0.75],\n",
    "                 'reg_lambda': [0, 5, 10, 15],\n",
    "                 'scale_pos_weight': [3,5,7]\n",
    "                }\n",
    "\n",
    "xgb_model = xgb.XGBClassifier(objective='binary:logistic', seed=42)\n",
    "xgb_grid = gridsearchcv(xgb_model, xgb_grid_params, 'roc_auc')\n",
    "\n",
    "print('Best Params: ', xgb_grid.best_params_)\n",
    "print('Best Score: ', xgb_grid.best_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "e7b82681",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-aucpr:0.92631\n",
      "[1]\tvalidation_0-aucpr:0.96952\n",
      "[2]\tvalidation_0-aucpr:0.96984\n",
      "[3]\tvalidation_0-aucpr:0.97359\n",
      "[4]\tvalidation_0-aucpr:0.97315\n",
      "[5]\tvalidation_0-aucpr:0.97929\n",
      "[6]\tvalidation_0-aucpr:0.98077\n",
      "[7]\tvalidation_0-aucpr:0.98108\n",
      "[8]\tvalidation_0-aucpr:0.98096\n",
      "[9]\tvalidation_0-aucpr:0.98414\n",
      "[10]\tvalidation_0-aucpr:0.98485\n",
      "[11]\tvalidation_0-aucpr:0.98513\n",
      "[12]\tvalidation_0-aucpr:0.98500\n",
      "[13]\tvalidation_0-aucpr:0.98529\n",
      "[14]\tvalidation_0-aucpr:0.98510\n",
      "[15]\tvalidation_0-aucpr:0.98537\n",
      "[16]\tvalidation_0-aucpr:0.98643\n",
      "[17]\tvalidation_0-aucpr:0.98626\n",
      "[18]\tvalidation_0-aucpr:0.98648\n",
      "[19]\tvalidation_0-aucpr:0.98650\n",
      "[20]\tvalidation_0-aucpr:0.98648\n",
      "[21]\tvalidation_0-aucpr:0.98707\n",
      "[22]\tvalidation_0-aucpr:0.98716\n",
      "[23]\tvalidation_0-aucpr:0.98718\n",
      "[24]\tvalidation_0-aucpr:0.98738\n",
      "[25]\tvalidation_0-aucpr:0.98755\n",
      "[26]\tvalidation_0-aucpr:0.98729\n",
      "[27]\tvalidation_0-aucpr:0.98761\n",
      "[28]\tvalidation_0-aucpr:0.98769\n",
      "[29]\tvalidation_0-aucpr:0.98773\n",
      "[30]\tvalidation_0-aucpr:0.98769\n",
      "[31]\tvalidation_0-aucpr:0.98772\n",
      "[32]\tvalidation_0-aucpr:0.98778\n",
      "[33]\tvalidation_0-aucpr:0.98782\n",
      "[34]\tvalidation_0-aucpr:0.98784\n",
      "[35]\tvalidation_0-aucpr:0.98780\n",
      "[36]\tvalidation_0-aucpr:0.98778\n",
      "[37]\tvalidation_0-aucpr:0.98780\n",
      "[38]\tvalidation_0-aucpr:0.98787\n",
      "[39]\tvalidation_0-aucpr:0.98814\n",
      "[40]\tvalidation_0-aucpr:0.98830\n",
      "[41]\tvalidation_0-aucpr:0.98836\n",
      "[42]\tvalidation_0-aucpr:0.98850\n",
      "[43]\tvalidation_0-aucpr:0.98843\n",
      "[44]\tvalidation_0-aucpr:0.98836\n",
      "[45]\tvalidation_0-aucpr:0.98843\n",
      "[46]\tvalidation_0-aucpr:0.98851\n",
      "[47]\tvalidation_0-aucpr:0.98866\n",
      "[48]\tvalidation_0-aucpr:0.98863\n",
      "[49]\tvalidation_0-aucpr:0.98860\n",
      "[50]\tvalidation_0-aucpr:0.98883\n",
      "[51]\tvalidation_0-aucpr:0.98884\n",
      "[52]\tvalidation_0-aucpr:0.98899\n",
      "[53]\tvalidation_0-aucpr:0.98890\n",
      "[54]\tvalidation_0-aucpr:0.98905\n",
      "[55]\tvalidation_0-aucpr:0.98924\n",
      "[56]\tvalidation_0-aucpr:0.98929\n",
      "[57]\tvalidation_0-aucpr:0.98932\n",
      "[58]\tvalidation_0-aucpr:0.98932\n",
      "[59]\tvalidation_0-aucpr:0.98947\n",
      "[60]\tvalidation_0-aucpr:0.98957\n",
      "[61]\tvalidation_0-aucpr:0.98957\n",
      "[62]\tvalidation_0-aucpr:0.98953\n",
      "[63]\tvalidation_0-aucpr:0.98950\n",
      "[64]\tvalidation_0-aucpr:0.98952\n",
      "[65]\tvalidation_0-aucpr:0.98957\n",
      "[66]\tvalidation_0-aucpr:0.98958\n",
      "[67]\tvalidation_0-aucpr:0.98969\n",
      "[68]\tvalidation_0-aucpr:0.98990\n",
      "[69]\tvalidation_0-aucpr:0.98990\n",
      "[70]\tvalidation_0-aucpr:0.98989\n",
      "[71]\tvalidation_0-aucpr:0.99003\n",
      "[72]\tvalidation_0-aucpr:0.99003\n",
      "[73]\tvalidation_0-aucpr:0.98996\n",
      "[74]\tvalidation_0-aucpr:0.99001\n",
      "[75]\tvalidation_0-aucpr:0.99006\n",
      "[76]\tvalidation_0-aucpr:0.99017\n",
      "[77]\tvalidation_0-aucpr:0.99025\n",
      "[78]\tvalidation_0-aucpr:0.99037\n",
      "[79]\tvalidation_0-aucpr:0.99031\n",
      "[80]\tvalidation_0-aucpr:0.99041\n",
      "[81]\tvalidation_0-aucpr:0.99053\n",
      "[82]\tvalidation_0-aucpr:0.99055\n",
      "[83]\tvalidation_0-aucpr:0.99059\n",
      "[84]\tvalidation_0-aucpr:0.99058\n",
      "[85]\tvalidation_0-aucpr:0.99057\n",
      "[86]\tvalidation_0-aucpr:0.99052\n",
      "[87]\tvalidation_0-aucpr:0.99047\n",
      "[88]\tvalidation_0-aucpr:0.99058\n",
      "[89]\tvalidation_0-aucpr:0.99051\n",
      "[90]\tvalidation_0-aucpr:0.99053\n",
      "[91]\tvalidation_0-aucpr:0.99056\n",
      "[92]\tvalidation_0-aucpr:0.99055\n",
      "[93]\tvalidation_0-aucpr:0.99049\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-4 {color: black;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 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-4 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 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-4 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-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 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-4 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-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 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-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 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-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 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-4 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
       "              colsample_bylevel=None, colsample_bynode=None,\n",
       "              colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.2, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=5, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              multi_strategy=None, n_estimators=None, n_jobs=None,\n",
       "              num_parallel_tree=None, random_state=None, ...)</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-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">XGBClassifier</label><div class=\"sk-toggleable__content\"><pre>XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
       "              colsample_bylevel=None, colsample_bynode=None,\n",
       "              colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.2, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=5, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              multi_strategy=None, n_estimators=None, n_jobs=None,\n",
       "              num_parallel_tree=None, random_state=None, ...)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
       "              colsample_bylevel=None, colsample_bynode=None,\n",
       "              colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.2, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=5, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              multi_strategy=None, n_estimators=None, n_jobs=None,\n",
       "              num_parallel_tree=None, random_state=None, ...)"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_params = xgb_grid.best_params_\n",
    "churn_xgb_optimal = xgb.XGBClassifier(objective='binary:logistic', learning_rate=best_params['learning_rate'],\n",
    "                                      max_depth=best_params['max_depth'], reg_lambda=best_params['reg_lambda'],\n",
    "                                      gamma=best_params['gamma'], scale_pos_weight=best_params['scale_pos_weight'],\n",
    "                                      seed= 42)\n",
    "\n",
    "churn_xgb_optimal.fit(X_train, y_train,\n",
    "                     early_stopping_rounds=10,\n",
    "                     eval_metric='aucpr',\n",
    "                     eval_set=[(X_test, y_test)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "80cb5e60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision:  0.9219143576826196\n",
      "Recall:  0.9799196787148594\n",
      "F1 Score:  0.9500324464633355\n",
      "ROC AUC Score:  0.9896495811004912\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_metrics(churn_xgb_optimal, X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "736ebc42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# understanding feature importance for this model\n",
    "importances = churn_xgb_optimal.feature_importances_\n",
    "\n",
    "feature_importances = pd.DataFrame({'feature': X_train.columns, 'importance': importances})\n",
    "feature_importances = feature_importances.sort_values(by='importance', ascending=True)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.barh(feature_importances['feature'], feature_importances['importance'])\n",
    "plt.xlabel('Importance')\n",
    "plt.ylabel('Feature')\n",
    "plt.title('Feature Importances')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "b31cd56a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "pickle.dump(churn_xgb_optimal, open('churn_xgb_optimal.pkl','wb'))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}