churnAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f0631163-ff2e-4f87-ad06-c8d940b6257b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.80      0.97      0.88       241\n",
      "           1       0.22      0.03      0.06        59\n",
      "\n",
      "    accuracy                           0.79       300\n",
      "   macro avg       0.51      0.50      0.47       300\n",
      "weighted avg       0.69      0.79      0.72       300\n",
      "\n",
      "[[234   7]\n",
      " [ 57   2]]\n",
      "ROC AUC Score: 0.47\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           Importance\n",
      "MonthlyCharges               0.263482\n",
      "TotalCharges                 0.256261\n",
      "Age                          0.203675\n",
      "Tenure                       0.201136\n",
      "Gender                       0.027964\n",
      "SubscriptionPlan_Standard    0.024252\n",
      "SubscriptionPlan_Premium     0.023231\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tenure</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>Churn</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>SubscriptionPlan_Premium</th>\n",
       "      <th>SubscriptionPlan_Standard</th>\n",
       "      <th>SubscriptionPlan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>11</td>\n",
       "      <td>91.22</td>\n",
       "      <td>0</td>\n",
       "      <td>1003.42</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Premium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>56</td>\n",
       "      <td>42.99</td>\n",
       "      <td>0</td>\n",
       "      <td>2407.44</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>Standard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>67</td>\n",
       "      <td>49.42</td>\n",
       "      <td>0</td>\n",
       "      <td>3311.14</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>Standard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>29</td>\n",
       "      <td>24.65</td>\n",
       "      <td>0</td>\n",
       "      <td>714.85</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>Standard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>9</td>\n",
       "      <td>28.92</td>\n",
       "      <td>1</td>\n",
       "      <td>260.28</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Premium</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  Gender  Age  Tenure  MonthlyCharges  Churn  TotalCharges  \\\n",
       "0           1       1   34      11           91.22      0       1003.42   \n",
       "1           2       0   26      56           42.99      0       2407.44   \n",
       "2           3       1   50      67           49.42      0       3311.14   \n",
       "3           4       1   37      29           24.65      0        714.85   \n",
       "4           5       1   30       9           28.92      1        260.28   \n",
       "\n",
       "   SubscriptionPlan_Premium  SubscriptionPlan_Standard SubscriptionPlan  \n",
       "0                      True                      False          Premium  \n",
       "1                     False                       True         Standard  \n",
       "2                     False                       True         Standard  \n",
       "3                     False                       True         Standard  \n",
       "4                      True                      False          Premium  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Step 1: Import Libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split, StratifiedKFold, GridSearchCV\n",
    "from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score, RocCurveDisplay, roc_curve\n",
    "\n",
    "# Step 2: Creating a Sample Dataset\n",
    "np.random.seed(42)\n",
    "\n",
    "data = pd.DataFrame({\n",
    "    'CustomerID': np.arange(1, 1001),\n",
    "    'Gender': np.random.choice(['Male', 'Female'], 1000),\n",
    "    'Age': np.random.randint(18, 70, 1000),\n",
    "    'Tenure': np.random.randint(1, 72, 1000),\n",
    "    'SubscriptionPlan': np.random.choice(['Basic', 'Standard', 'Premium'], 1000),\n",
    "    'MonthlyCharges': np.round(np.random.uniform(20, 100, 1000), 2),\n",
    "    'Churn': np.random.choice([0, 1], 1000, p=[0.8, 0.2])  # 0 = No churn, 1 = Churn\n",
    "})\n",
    "\n",
    "data['TotalCharges'] = data['Tenure'] * data['MonthlyCharges']\n",
    "\n",
    "# Step 3: Data Preprocessing\n",
    "# Handling missing values (just a precaution; there shouldn't be any in this synthetic data)\n",
    "data.dropna(inplace=True)\n",
    "\n",
    "# Encoding categorical variables\n",
    "# Label encoding for Gender\n",
    "le = LabelEncoder()\n",
    "data['Gender'] = le.fit_transform(data['Gender'])\n",
    "\n",
    "# One-hot encoding for SubscriptionPlan\n",
    "data = pd.get_dummies(data, columns=['SubscriptionPlan'], drop_first=True)\n",
    "\n",
    "# Step 4: Exploratory Data Analysis (EDA)\n",
    "# Churn count\n",
    "sns.countplot(x='Churn', data=data)\n",
    "plt.title('Churn Count')\n",
    "plt.show()\n",
    "\n",
    "# Age distribution\n",
    "sns.histplot(data['Age'], bins=20)\n",
    "plt.title('Age Distribution')\n",
    "plt.show()\n",
    "\n",
    "# Monthly charges by subscription plan\n",
    "# Reconstruct SubscriptionPlan from one-hot encoding\n",
    "data['SubscriptionPlan'] = data[['SubscriptionPlan_Standard', 'SubscriptionPlan_Premium']].idxmax(axis=1)\n",
    "data['SubscriptionPlan'] = data['SubscriptionPlan'].str.replace('SubscriptionPlan_', '')\n",
    "# Handle empty strings by assigning 'Basic'\n",
    "data['SubscriptionPlan'] = data['SubscriptionPlan'].replace('', 'Basic')\n",
    "\n",
    "sns.boxplot(x='SubscriptionPlan', y='MonthlyCharges', data=data)\n",
    "plt.title('Monthly Charges by Subscription Plan')\n",
    "plt.show()\n",
    "\n",
    "# Correlation matrix (excluding 'SubscriptionPlan')\n",
    "plt.figure(figsize=(12, 8))\n",
    "corr_matrix = data.drop(columns=['SubscriptionPlan']).corr()\n",
    "sns.heatmap(corr_matrix, annot=True, fmt=\".2f\")\n",
    "plt.title('Correlation Matrix')\n",
    "plt.show()\n",
    "\n",
    "# Save the correlation matrix to a CSV file\n",
    "corr_matrix.to_csv('correlation_matrix.csv')\n",
    "\n",
    "# Load the wide-format correlation matrix\n",
    "corr_matrix_wide = pd.read_csv('correlation_matrix.csv', index_col=0)\n",
    "\n",
    "# Melt the correlation matrix to long format\n",
    "corr_matrix_long = corr_matrix_wide.reset_index().melt(id_vars='index', var_name='Variable2', value_name='Correlation')\n",
    "corr_matrix_long.rename(columns={'index': 'Variable1'}, inplace=True)\n",
    "\n",
    "# Save the long-format correlation matrix to a new CSV\n",
    "corr_matrix_long.to_csv('correlation_matrix_long.csv', index=False)\n",
    "\n",
    "# Step 5: Train-Test Split\n",
    "# Features and target variable\n",
    "X = data.drop(columns=['CustomerID', 'Churn', 'SubscriptionPlan'])  # 'SubscriptionPlan' recreated for EDA\n",
    "y = data['Churn']\n",
    "\n",
    "# Train-test split with stratification\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42, stratify=y)\n",
    "\n",
    "# Step 6: Feature Scaling\n",
    "scaler = StandardScaler()\n",
    "X_train = scaler.fit_transform(X_train)\n",
    "X_test = scaler.transform(X_test)\n",
    "\n",
    "# Step 7: Model Training\n",
    "model = RandomForestClassifier(n_estimators=100, random_state=42)\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# Step 8: Model Evaluation\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# Classification report and confusion matrix\n",
    "print(classification_report(y_test, y_pred))\n",
    "print(confusion_matrix(y_test, y_pred))\n",
    "\n",
    "# Additional evaluation metrics\n",
    "roc_auc = roc_auc_score(y_test, model.predict_proba(X_test)[:, 1])\n",
    "print(f'ROC AUC Score: {roc_auc:.2f}')\n",
    "\n",
    "# ROC Curve\n",
    "RocCurveDisplay.from_estimator(model, X_test, y_test)\n",
    "plt.show()\n",
    "\n",
    "# Compute ROC curve data\n",
    "fpr, tpr, _ = roc_curve(y_test, model.predict_proba(X_test)[:, 1])\n",
    "\n",
    "# Create a DataFrame for ROC curve data\n",
    "roc_data = pd.DataFrame({\n",
    "    'FalsePositiveRate': fpr,\n",
    "    'TruePositiveRate': tpr\n",
    "})\n",
    "\n",
    "# Save ROC curve data to a CSV file\n",
    "roc_data.to_csv('roc_curve_data.csv', index=False)\n",
    "\n",
    "# Feature importance\n",
    "feature_importances = pd.DataFrame(model.feature_importances_, index=X.columns, columns=['Importance']).sort_values('Importance', ascending=False)\n",
    "print(feature_importances)\n",
    "\n",
    "# Save the feature importances to a CSV file\n",
    "feature_importances.to_csv('feature_importances.csv')\n",
    "\n",
    "# Plot Feature Importance\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(x=feature_importances['Importance'], y=feature_importances.index)\n",
    "plt.title('Feature Importance')\n",
    "plt.xlabel('Importance')\n",
    "plt.ylabel('Feature')\n",
    "plt.show()\n",
    "\n",
    "# Export data for Tableau visualization\n",
    "data.to_csv('churn_data.csv', index=False)\n",
    "# Displaying the first few rows\n",
    "data.head()\n",
    "\n"
   ]
  },
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   "source": []
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