{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Credit Card Default Prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Delinquent in general is a slightly mild term where a borrower is not repaying charges and is behind by certain months whereas Default is a term where a borrower has not been able to pay charges and is behind for a long period of months and is unlikely to repay the charges.\n",
    "\n",
    "This case study is about identifying the borrowers who are likely to default in the next two years with serious delinquency of having delinquent more than 3 months.\n",
    "\n",
    "##### Objective\n",
    "Building a model using the inputs/attributes which are general profile and historical records of a borrower to predict whether one is likely to have serious delinquency in the next 2 years"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/drive/13cyq6AEXIcH2Of9jQPTi8oqVFZJ4nhtY?usp=sharing\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "import plotly.graph_objs as go\n",
    "\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.metrics import accuracy_score, roc_auc_score, f1_score, recall_score, precision_score, classification_report, confusion_matrix, roc_curve, auc\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n",
    "from xgboost import XGBClassifier\n",
    "from lightgbm import LGBMClassifier\n",
    "\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from imblearn.under_sampling import RandomUnderSampler\n",
    "\n",
    "\n",
    "# Ignore all warnings\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.filterwarnings(action='ignore', category=DeprecationWarning)\n",
    "\n",
    "# Display all rows and columns of a dataframe \n",
    "from IPython.display import display\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load Data"
   ]
  },
  {
   "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>Unnamed: 0</th>\n",
       "      <th>SeriousDlqin2yrs</th>\n",
       "      <th>RevolvingUtilizationOfUnsecuredLines</th>\n",
       "      <th>age</th>\n",
       "      <th>NumberOfTime30-59DaysPastDueNotWorse</th>\n",
       "      <th>DebtRatio</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>NumberOfOpenCreditLinesAndLoans</th>\n",
       "      <th>NumberOfTimes90DaysLate</th>\n",
       "      <th>NumberRealEstateLoansOrLines</th>\n",
       "      <th>NumberOfTime60-89DaysPastDueNotWorse</th>\n",
       "      <th>NumberOfDependents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.766127</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>0.802982</td>\n",
       "      <td>9120.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.957151</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0.121876</td>\n",
       "      <td>2600.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.658180</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0.085113</td>\n",
       "      <td>3042.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.233810</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0.036050</td>\n",
       "      <td>3300.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.907239</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>0.024926</td>\n",
       "      <td>63588.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  SeriousDlqin2yrs  RevolvingUtilizationOfUnsecuredLines  age  \\\n",
       "0           1                 1                              0.766127   45   \n",
       "1           2                 0                              0.957151   40   \n",
       "2           3                 0                              0.658180   38   \n",
       "3           4                 0                              0.233810   30   \n",
       "4           5                 0                              0.907239   49   \n",
       "\n",
       "   NumberOfTime30-59DaysPastDueNotWorse  DebtRatio  MonthlyIncome  \\\n",
       "0                                     2   0.802982         9120.0   \n",
       "1                                     0   0.121876         2600.0   \n",
       "2                                     1   0.085113         3042.0   \n",
       "3                                     0   0.036050         3300.0   \n",
       "4                                     1   0.024926        63588.0   \n",
       "\n",
       "   NumberOfOpenCreditLinesAndLoans  NumberOfTimes90DaysLate  \\\n",
       "0                               13                        0   \n",
       "1                                4                        0   \n",
       "2                                2                        1   \n",
       "3                                5                        0   \n",
       "4                                7                        0   \n",
       "\n",
       "   NumberRealEstateLoansOrLines  NumberOfTime60-89DaysPastDueNotWorse  \\\n",
       "0                             6                                     0   \n",
       "1                             0                                     0   \n",
       "2                             0                                     0   \n",
       "3                             0                                     0   \n",
       "4                             1                                     0   \n",
       "\n",
       "   NumberOfDependents  \n",
       "0                 2.0  \n",
       "1                 1.0  \n",
       "2                 0.0  \n",
       "3                 0.0  \n",
       "4                 0.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('Data/cs-training.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'SeriousDlqin2yrs',\n",
       "       'RevolvingUtilizationOfUnsecuredLines', 'age',\n",
       "       'NumberOfTime30-59DaysPastDueNotWorse', 'DebtRatio', 'MonthlyIncome',\n",
       "       'NumberOfOpenCreditLinesAndLoans', 'NumberOfTimes90DaysLate',\n",
       "       'NumberRealEstateLoansOrLines', 'NumberOfTime60-89DaysPastDueNotWorse',\n",
       "       'NumberOfDependents'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150000 entries, 0 to 149999\n",
      "Data columns (total 12 columns):\n",
      " #   Column                                Non-Null Count   Dtype  \n",
      "---  ------                                --------------   -----  \n",
      " 0   Unnamed: 0                            150000 non-null  int64  \n",
      " 1   SeriousDlqin2yrs                      150000 non-null  int64  \n",
      " 2   RevolvingUtilizationOfUnsecuredLines  150000 non-null  float64\n",
      " 3   age                                   150000 non-null  int64  \n",
      " 4   NumberOfTime30-59DaysPastDueNotWorse  150000 non-null  int64  \n",
      " 5   DebtRatio                             150000 non-null  float64\n",
      " 6   MonthlyIncome                         120269 non-null  float64\n",
      " 7   NumberOfOpenCreditLinesAndLoans       150000 non-null  int64  \n",
      " 8   NumberOfTimes90DaysLate               150000 non-null  int64  \n",
      " 9   NumberRealEstateLoansOrLines          150000 non-null  int64  \n",
      " 10  NumberOfTime60-89DaysPastDueNotWorse  150000 non-null  int64  \n",
      " 11  NumberOfDependents                    146076 non-null  float64\n",
      "dtypes: float64(4), int64(8)\n",
      "memory usage: 13.7 MB\n"
     ]
    }
   ],
   "source": [
    "# Check datatypes and null values\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                               0.00\n",
       "SeriousDlqin2yrs                         0.00\n",
       "RevolvingUtilizationOfUnsecuredLines     0.00\n",
       "age                                      0.00\n",
       "NumberOfTime30-59DaysPastDueNotWorse     0.00\n",
       "DebtRatio                                0.00\n",
       "MonthlyIncome                           19.82\n",
       "NumberOfOpenCreditLinesAndLoans          0.00\n",
       "NumberOfTimes90DaysLate                  0.00\n",
       "NumberRealEstateLoansOrLines             0.00\n",
       "NumberOfTime60-89DaysPastDueNotWorse     0.00\n",
       "NumberOfDependents                       2.62\n",
       "dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(df.isnull().mean()*100, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visulize missing values using a heatmap\n",
    "sns.heatmap(df.isnull(), cbar=False)\n",
    "plt.title('Missing Values Heatmap')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150000, 12)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check shape\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Rename 'Unnamed: 0' column\n",
    "df.rename(columns={'Unnamed: 0': 'CustomerID'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a21d8_level0_row1\" class=\"row_heading level0 row1\" >SeriousDlqin2yrs</th>\n",
       "      <td id=\"T_a21d8_row1_col0\" class=\"data row1 col0\" >150000.000000</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_a21d8_level0_row2\" class=\"row_heading level0 row2\" >RevolvingUtilizationOfUnsecuredLines</th>\n",
       "      <td id=\"T_a21d8_row2_col0\" class=\"data row2 col0\" >150000.000000</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_a21d8_level0_row3\" class=\"row_heading level0 row3\" >age</th>\n",
       "      <td id=\"T_a21d8_row3_col0\" class=\"data row3 col0\" >150000.000000</td>\n",
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       "      <td id=\"T_a21d8_row3_col7\" class=\"data row3 col7\" >109.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a21d8_level0_row4\" class=\"row_heading level0 row4\" >NumberOfTime30-59DaysPastDueNotWorse</th>\n",
       "      <td id=\"T_a21d8_row4_col0\" class=\"data row4 col0\" >150000.000000</td>\n",
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       "      <td id=\"T_a21d8_row4_col5\" class=\"data row4 col5\" >0.000000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a21d8_level0_row5\" class=\"row_heading level0 row5\" >DebtRatio</th>\n",
       "      <td id=\"T_a21d8_row5_col0\" class=\"data row5 col0\" >150000.000000</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_a21d8_row6_col4\" class=\"data row6 col4\" >3400.000000</td>\n",
       "      <td id=\"T_a21d8_row6_col5\" class=\"data row6 col5\" >5400.000000</td>\n",
       "      <td id=\"T_a21d8_row6_col6\" class=\"data row6 col6\" >8249.000000</td>\n",
       "      <td id=\"T_a21d8_row6_col7\" class=\"data row6 col7\" >3008750.000000</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_a21d8_level0_row7\" class=\"row_heading level0 row7\" >NumberOfOpenCreditLinesAndLoans</th>\n",
       "      <td id=\"T_a21d8_row7_col0\" class=\"data row7 col0\" >150000.000000</td>\n",
       "      <td id=\"T_a21d8_row7_col1\" class=\"data row7 col1\" >8.452760</td>\n",
       "      <td id=\"T_a21d8_row7_col2\" class=\"data row7 col2\" >5.145951</td>\n",
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       "      <td id=\"T_a21d8_row7_col4\" class=\"data row7 col4\" >5.000000</td>\n",
       "      <td id=\"T_a21d8_row7_col5\" class=\"data row7 col5\" >8.000000</td>\n",
       "      <td id=\"T_a21d8_row7_col6\" class=\"data row7 col6\" >11.000000</td>\n",
       "      <td id=\"T_a21d8_row7_col7\" class=\"data row7 col7\" >58.000000</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_a21d8_row8_col1\" class=\"data row8 col1\" >0.265973</td>\n",
       "      <td id=\"T_a21d8_row8_col2\" class=\"data row8 col2\" >4.169304</td>\n",
       "      <td id=\"T_a21d8_row8_col3\" class=\"data row8 col3\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row8_col4\" class=\"data row8 col4\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row8_col5\" class=\"data row8 col5\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row8_col6\" class=\"data row8 col6\" >0.000000</td>\n",
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       "      <td id=\"T_a21d8_row9_col0\" class=\"data row9 col0\" >150000.000000</td>\n",
       "      <td id=\"T_a21d8_row9_col1\" class=\"data row9 col1\" >1.018240</td>\n",
       "      <td id=\"T_a21d8_row9_col2\" class=\"data row9 col2\" >1.129771</td>\n",
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       "      <td id=\"T_a21d8_row9_col4\" class=\"data row9 col4\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row9_col5\" class=\"data row9 col5\" >1.000000</td>\n",
       "      <td id=\"T_a21d8_row9_col6\" class=\"data row9 col6\" >2.000000</td>\n",
       "      <td id=\"T_a21d8_row9_col7\" class=\"data row9 col7\" >54.000000</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_a21d8_level0_row10\" class=\"row_heading level0 row10\" >NumberOfTime60-89DaysPastDueNotWorse</th>\n",
       "      <td id=\"T_a21d8_row10_col0\" class=\"data row10 col0\" >150000.000000</td>\n",
       "      <td id=\"T_a21d8_row10_col1\" class=\"data row10 col1\" >0.240387</td>\n",
       "      <td id=\"T_a21d8_row10_col2\" class=\"data row10 col2\" >4.155179</td>\n",
       "      <td id=\"T_a21d8_row10_col3\" class=\"data row10 col3\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row10_col4\" class=\"data row10 col4\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row10_col5\" class=\"data row10 col5\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row10_col6\" class=\"data row10 col6\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row10_col7\" class=\"data row10 col7\" >98.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a21d8_level0_row11\" class=\"row_heading level0 row11\" >NumberOfDependents</th>\n",
       "      <td id=\"T_a21d8_row11_col0\" class=\"data row11 col0\" >146076.000000</td>\n",
       "      <td id=\"T_a21d8_row11_col1\" class=\"data row11 col1\" >0.757222</td>\n",
       "      <td id=\"T_a21d8_row11_col2\" class=\"data row11 col2\" >1.115086</td>\n",
       "      <td id=\"T_a21d8_row11_col3\" class=\"data row11 col3\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row11_col4\" class=\"data row11 col4\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row11_col5\" class=\"data row11 col5\" >0.000000</td>\n",
       "      <td id=\"T_a21d8_row11_col6\" class=\"data row11 col6\" >1.000000</td>\n",
       "      <td id=\"T_a21d8_row11_col7\" class=\"data row11 col7\" >20.000000</td>\n",
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       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x29777bca0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get descriptive stastistics\n",
    "describe = df.describe()\n",
    "describe.T.style.background_gradient(cmap='viridis', low=0.2, high=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    139974\n",
       "1     10026\n",
       "Name: SeriousDlqin2yrs, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deliqeunt_count = df['SeriousDlqin2yrs'].value_counts()\n",
    "deliqeunt_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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    "# Plot distribution of deliquency\n",
    "\n",
    "# Create a bar chart\n",
    "\n",
    "deliqeunt_count = df['SeriousDlqin2yrs'].value_counts()\n",
    "\n",
    "fig = px.bar(x=deliqeunt_count.index, y=deliqeunt_count.values, text=deliqeunt_count.values)\n",
    "fig.update_traces(texttemplate='%{text}',textposition='outside')\n",
    "fig.update_layout(\n",
    "    title='Distribution of SeriousDlqin2yrs',\n",
    "    xaxis_title='Serious2Dlqin2yrs',\n",
    "    yaxis_title='Count',\n",
    "    width=600,\n",
    "    height=500,\n",
    "    margin=dict(l=50, r=50, b=50, t=50, pad=4)\n",
    ")\n",
    "fig.show()"
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  {
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           "bgcolor": "#E5ECF6",
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            "linecolor": "white",
            "ticks": ""
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        },
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       }
      }
     },
     "metadata": {},
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   ],
   "source": [
    "# Plot distribution of deliquency\n",
    "\n",
    "# Create a donut chart\n",
    "deliqeunt_count = df['SeriousDlqin2yrs'].value_counts()\n",
    "fig = px.pie(names=deliqeunt_count.index, values=deliqeunt_count.values, hole=0.6)\n",
    "fig.update_traces(textposition='inside', textinfo='percent')\n",
    "fig.update_layout(\n",
    "    title='Distribution of Deliquency',\n",
    "    width=600,\n",
    "    height=400\n",
    ")\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Explore the correlation between features using a heatmap\n",
    "plt.figure(figsize=(10,8))\n",
    "sns.heatmap(df.corr(), annot=True, cmap='coolwarm')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "alignmentgroup": "True",
         "bingroup": "x",
         "hovertemplate": "age=%{x}<br>count=%{y}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": "#636efa",
          "pattern": {
           "shape": ""
          }
         },
         "name": "",
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   "source": [
    "# Visualize the age distribution\n",
    "fig = px.histogram(df, x='age', nbins=100)\n",
    "fig.update_layout(\n",
    "    title='Distribution of Age'\n",
    ")\n",
    "fig.show()"
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    "# Visualize the age distribution\n",
    "fig = px.histogram(df, x='age', color='SeriousDlqin2yrs', nbins=100)\n",
    "fig.update_layout(\n",
    "    title='Distribution of Age'\n",
    ")\n",
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   "source": [
    "# Plot Distribution of monthly income\n",
    "fig = px.histogram(df, x='MonthlyIncome', nbins=200)\n",
    "fig.update_layout(\n",
    "    title='Distribution of MonthlyIncome'\n",
    ")\n",
    "fig.show()"
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  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
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    "    title='Age vs. SeriousDlqin2yrs'\n",
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    "fig = px.box(df, x='SeriousDlqin2yrs', y='MonthlyIncome', color='SeriousDlqin2yrs')\n",
    "fig.update_layout(\n",
    "    title='MonthlyIncome vs. SeriousDlqin2yrs'\n",
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   "source": [
    "fig = px.histogram(df, x='NumberOfDependents', nbins=50)\n",
    "fig.update_layout(\n",
    "    title='Distrbution of NumberOfDependents'\n",
    ")\n",
    "fig.show()"
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  {
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   "execution_count": 21,
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   "source": [
    "fig = px.histogram(df, x='NumberOfDependents', color='SeriousDlqin2yrs',\n",
    "                   barmode='group', nbins=20)\n",
    "fig.update_layout(title='Number of Dependents vs. SeriousDlqin2yrs',\n",
    "                  xaxis_title='Number of Dependents', yaxis_title='Count')\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the dataset and rename the 'Unnamed: 0' column\n",
    "train_df = pd.read_csv('Data/cs-training.csv')\n",
    "\n",
    "train_df.rename(columns={'Unnamed: 0': 'CustomerID'}, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create composite feaure \n",
    "train_df['TotalDelinquencies90DaysLate'] = train_df['NumberOfTimes90DaysLate'] + train_df['NumberOfTime60-89DaysPastDueNotWorse'] + train_df['NumberOfTime30-59DaysPastDueNotWorse']\n",
    "\n",
    "# Drop the correlated features\n",
    "train_df.drop(['NumberOfTimes90DaysLate', 'NumberOfTime60-89DaysPastDueNotWorse', 'NumberOfTime30-59DaysPastDueNotWorse'], axis=1, inplace=True)\n",
    "\n",
    "# Drop the CustomerID\n",
    "train_df.drop(['CustomerID'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Train Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create feature and target sets\n",
    "X = train_df.drop(['SeriousDlqin2yrs'], axis=1)\n",
    "y = train_df.SeriousDlqin2yrs\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "X_train, X_val, y_train, y_val = train_test_split(X_train, y_train, test_size=0.25, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Create Data Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the preprocessing steps\n",
    "numeric_transformer = Pipeline(steps=[\n",
    "    ('imputer', SimpleImputer(strategy='median')),\n",
    "    ('scaler', StandardScaler())\n",
    "])\n",
    "\n",
    "preprocessor = ColumnTransformer(transformers=[\n",
    "        ('numeric', numeric_transformer, ['RevolvingUtilizationOfUnsecuredLines', 'age', 'DebtRatio',\n",
    "                                          'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans',\n",
    "                                          'NumberRealEstateLoansOrLines', 'NumberOfDependents', 'TotalDelinquencies90DaysLate'])\n",
    "    ])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Model Training and Experimentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define Classifiers\n",
    "classifiers = {\n",
    "    'LogisticRegression': LogisticRegression(random_state=42),\n",
    "    'RandomForestClassifier': RandomForestClassifier(random_state=42),\n",
    "    'SVC': SVC(random_state=42),\n",
    "    'AdaBoostClassifier': AdaBoostClassifier(random_state=42),\n",
    "    'XGBClassifier': XGBClassifier(random_state=42),\n",
    "    'LGBMClassifier': LGBMClassifier(random_state=32)\n",
    "}"
   ]
  },
  {
   "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>Model</th>\n",
       "      <th>Accuracy</th>\n",
       "      <th>ROC AUC</th>\n",
       "      <th>F1 Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LogisticRegression</td>\n",
       "      <td>0.930800</td>\n",
       "      <td>0.507650</td>\n",
       "      <td>0.031716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RandomForestClassifier</td>\n",
       "      <td>0.933000</td>\n",
       "      <td>0.576874</td>\n",
       "      <td>0.252788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SVC</td>\n",
       "      <td>0.930800</td>\n",
       "      <td>0.504092</td>\n",
       "      <td>0.017045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AdaBoostClassifier</td>\n",
       "      <td>0.935100</td>\n",
       "      <td>0.593790</td>\n",
       "      <td>0.296858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>XGBClassifier</td>\n",
       "      <td>0.933767</td>\n",
       "      <td>0.584846</td>\n",
       "      <td>0.273492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>LGBMClassifier</td>\n",
       "      <td>0.934833</td>\n",
       "      <td>0.582306</td>\n",
       "      <td>0.269159</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Model  Accuracy   ROC AUC  F1 Score\n",
       "0      LogisticRegression  0.930800  0.507650  0.031716\n",
       "1  RandomForestClassifier  0.933000  0.576874  0.252788\n",
       "2                     SVC  0.930800  0.504092  0.017045\n",
       "3      AdaBoostClassifier  0.935100  0.593790  0.296858\n",
       "4           XGBClassifier  0.933767  0.584846  0.273492\n",
       "5          LGBMClassifier  0.934833  0.582306  0.269159"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create an empty dataframe to store the results\n",
    "results_df = pd.DataFrame(columns=['Model', 'Accuracy', 'ROC AUC', 'F1 Score'])\n",
    "\n",
    "# Iterate over the classifiers\n",
    "for model_name, classifier in classifiers.items():\n",
    "\n",
    "    # Create the pipeline\n",
    "    pipeline = Pipeline(steps=[\n",
    "        ('preprocessor', preprocessor),\n",
    "        ('classifier', classifier)\n",
    "    ])\n",
    "\n",
    "    # Fit the pipeline on the training data\n",
    "    pipeline.fit(X_train, y_train)\n",
    "\n",
    "    # Predict on the validation set\n",
    "    y_pred = pipeline.predict(X_val)\n",
    "\n",
    "    # Compute evaluation metrics\n",
    "    accuracy = accuracy_score(y_val, y_pred)\n",
    "    roc_auc = roc_auc_score(y_val, y_pred)\n",
    "    recall = recall_score(y_val, y_pred)\n",
    "    f1 = f1_score(y_val, y_pred)\n",
    "\n",
    "    # Add the results to the dataframe\n",
    "    results_df = results_df.append({\n",
    "        'Model': model_name,\n",
    "        'Accuracy': accuracy,\n",
    "        'ROC AUC': roc_auc,\n",
    "        'F1 Score': f1\n",
    "    }, ignore_index=True)\n",
    "\n",
    "results_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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>Model</th>\n",
       "      <th>Accuracy</th>\n",
       "      <th>ROC AUC</th>\n",
       "      <th>F1 Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AdaBoostClassifier</td>\n",
       "      <td>0.935100</td>\n",
       "      <td>0.593790</td>\n",
       "      <td>0.296858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>LGBMClassifier</td>\n",
       "      <td>0.934833</td>\n",
       "      <td>0.582306</td>\n",
       "      <td>0.269159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>XGBClassifier</td>\n",
       "      <td>0.933767</td>\n",
       "      <td>0.584846</td>\n",
       "      <td>0.273492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RandomForestClassifier</td>\n",
       "      <td>0.933000</td>\n",
       "      <td>0.576874</td>\n",
       "      <td>0.252788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LogisticRegression</td>\n",
       "      <td>0.930800</td>\n",
       "      <td>0.507650</td>\n",
       "      <td>0.031716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SVC</td>\n",
       "      <td>0.930800</td>\n",
       "      <td>0.504092</td>\n",
       "      <td>0.017045</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Model  Accuracy   ROC AUC  F1 Score\n",
       "3      AdaBoostClassifier  0.935100  0.593790  0.296858\n",
       "5          LGBMClassifier  0.934833  0.582306  0.269159\n",
       "4           XGBClassifier  0.933767  0.584846  0.273492\n",
       "1  RandomForestClassifier  0.933000  0.576874  0.252788\n",
       "0      LogisticRegression  0.930800  0.507650  0.031716\n",
       "2                     SVC  0.930800  0.504092  0.017045"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_df.sort_values('Accuracy', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hyperparameter Tuning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create function to preprocess data\n",
    "def preprocess_data(X_train, X_val, X_test, y_train, numerical_features, sampling_method='smote'):\n",
    "    \"\"\"\n",
    "    Preprocesses the input data by applying imputation and standardization to numerical features\n",
    "    Args:\n",
    "        X_train: training data\n",
    "        X_val: validation data\n",
    "        X_test: test data\n",
    "        numerical_features: list of numerical feature names\n",
    "        sampling_method: resampling method ('smote' or 'undersampler')\n",
    "\n",
    "    Returns:\n",
    "        X_train_resampled_df: resampled and preprocessed training data (DataFrame)\n",
    "        X_val_processed_df: preprocessed validation data (DataFrame)\n",
    "        X_test_processed_df: preprocessed test data (DataFrame)\n",
    "        y_train_resampled_df: resampled target variable (DataFrame)\n",
    "    \"\"\"\n",
    "\n",
    "    # Define the preprocessing steps for numerical features\n",
    "    numeric_transformer = Pipeline(steps=[\n",
    "        ('imputer', SimpleImputer(strategy='median')),\n",
    "        ('scaler', StandardScaler())\n",
    "    ])\n",
    "\n",
    "    # Define the preprocessing steps for all features\n",
    "    preprocessor = ColumnTransformer(transformers=[\n",
    "        ('numeric', numeric_transformer, numerical_features)\n",
    "    ])\n",
    "\n",
    "    # Fit and transform the data using preprocessing pipeline\n",
    "    X_train_preprocessed = preprocessor.fit_transform(X_train)\n",
    "    X_val_preprocessed = preprocessor.transform(X_val)\n",
    "    X_test_preprocessed = preprocessor.transform(X_test)\n",
    "\n",
    "    # Apply resampling method\n",
    "    if sampling_method == 'smote':\n",
    "        sampler = SMOTE(random_state=42)\n",
    "    elif sampling_method == 'undersampler':\n",
    "        sampler = RandomUnderSampler(random_state=42)\n",
    "    else:\n",
    "        raise ValueError(\"Invalid sampling method. Choose either 'smote' or 'undersampler'.\")\n",
    "\n",
    "    X_train_resampled, y_train_resampled = sampler.fit_resample(X_train_preprocessed, y_train)\n",
    "\n",
    "    # Create DataFrames for the processed training, validation, and test sets\n",
    "    X_train_resampled_df = pd.DataFrame(X_train_resampled, columns=numerical_features)\n",
    "    X_train_processed_df = pd.DataFrame(X_train_preprocessed, columns=numerical_features)\n",
    "    X_val_processed_df = pd.DataFrame(X_val_preprocessed, columns=numerical_features)\n",
    "    X_test_processed_df = pd.DataFrame(X_test_preprocessed, columns=numerical_features)\n",
    "    y_train_resampled_df = pd.Series(y_train_resampled, name='Target')\n",
    "\n",
    "    return X_train_resampled_df, X_train_processed_df, X_val_processed_df, X_test_processed_df, y_train_resampled_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_resampled_df, X_train_processed_df, X_val_processed_df, X_test_processed_df, y_train_resampled_df = preprocess_data(X_train, X_val, X_test, y_train, numerical_features=list(X_train.columns), sampling_method='smote')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create function for Performance Evaluation\n",
    "def evaluate_performance(model, X, y, dataset_name):\n",
    "    \"\"\"\n",
    "    Evaluates the performance of a given model on the input data\n",
    "    \n",
    "    Args:\n",
    "        model: trained machine learning model\n",
    "        X: input data\n",
    "        y: target labels\n",
    "        dataset_name: name of the dataset\n",
    "\n",
    "    Returns:\n",
    "        accuracy: accuracy score\n",
    "        recall: recall score\n",
    "        precision: precision score\n",
    "        f1: F1 score\n",
    "        roc_auc: roc auc score\n",
    "    \"\"\"\n",
    "    y_pred = model.predict(X)\n",
    "    accuracy = accuracy_score(y, y_pred)\n",
    "    recall = recall_score(y, y_pred)\n",
    "    precision = precision_score(y, y_pred)\n",
    "    f1 = f1_score(y, y_pred)\n",
    "    roc_auc = roc_auc_score(y, y_pred)\n",
    "    print(\"{} Accuracy: {:.4f}\".format(dataset_name, accuracy))\n",
    "    print(\"{} Recall: {:.4f}\".format(dataset_name, recall))\n",
    "    print(\"{} Precision: {:.4f}\".format(dataset_name, precision))\n",
    "    print(\"{} F1 score: {:.4f}\".format(dataset_name, f1))\n",
    "    print(\"{} ROC AUC score: {:.4f}\".format(dataset_name, roc_auc))\n",
    "    print(confusion_matrix(y, y_pred))\n",
    "    print(classification_report(y, y_pred))\n",
    "    return accuracy, recall, precision, f1, roc_auc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### XGBoostClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>GridSearchCV(cv=3,\n",
       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
       "                                     callbacks=None, colsample_bylevel=None,\n",
       "                                     colsample_bynode=None,\n",
       "                                     colsample_bytree=None,\n",
       "                                     early_stopping_rounds=None,\n",
       "                                     enable_categorical=False, eval_metric=None,\n",
       "                                     feature_types=None, gamma=None,\n",
       "                                     gpu_id=None, grow_policy=None,\n",
       "                                     importance_type=None,\n",
       "                                     interaction_constraints=None,\n",
       "                                     learning_rate=None,...\n",
       "                                     max_leaves=None, min_child_weight=None,\n",
       "                                     missing=nan, monotone_constraints=None,\n",
       "                                     n_estimators=100, n_jobs=None,\n",
       "                                     num_parallel_tree=None, predictor=None,\n",
       "                                     random_state=42, ...),\n",
       "             n_jobs=-1,\n",
       "             param_grid={&#x27;colsample_bytree&#x27;: [0.8, 1.0], &#x27;gamma&#x27;: [0, 0.1, 0.2],\n",
       "                         &#x27;learning_rate&#x27;: [0.1, 0.01, 0.001],\n",
       "                         &#x27;max_depth&#x27;: [3, 4, 5],\n",
       "                         &#x27;n_estimators&#x27;: [100, 200, 300],\n",
       "                         &#x27;subsample&#x27;: [0.8, 1.0]},\n",
       "             scoring=&#x27;roc_auc&#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 sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=3,\n",
       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
       "                                     callbacks=None, colsample_bylevel=None,\n",
       "                                     colsample_bynode=None,\n",
       "                                     colsample_bytree=None,\n",
       "                                     early_stopping_rounds=None,\n",
       "                                     enable_categorical=False, eval_metric=None,\n",
       "                                     feature_types=None, gamma=None,\n",
       "                                     gpu_id=None, grow_policy=None,\n",
       "                                     importance_type=None,\n",
       "                                     interaction_constraints=None,\n",
       "                                     learning_rate=None,...\n",
       "                                     max_leaves=None, min_child_weight=None,\n",
       "                                     missing=nan, monotone_constraints=None,\n",
       "                                     n_estimators=100, n_jobs=None,\n",
       "                                     num_parallel_tree=None, predictor=None,\n",
       "                                     random_state=42, ...),\n",
       "             n_jobs=-1,\n",
       "             param_grid={&#x27;colsample_bytree&#x27;: [0.8, 1.0], &#x27;gamma&#x27;: [0, 0.1, 0.2],\n",
       "                         &#x27;learning_rate&#x27;: [0.1, 0.01, 0.001],\n",
       "                         &#x27;max_depth&#x27;: [3, 4, 5],\n",
       "                         &#x27;n_estimators&#x27;: [100, 200, 300],\n",
       "                         &#x27;subsample&#x27;: [0.8, 1.0]},\n",
       "             scoring=&#x27;roc_auc&#x27;)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: 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, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)</pre></div></div></div><div class=\"sk-serial\"><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\" ><label for=\"sk-estimator-id-3\" 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, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(cv=3,\n",
       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
       "                                     callbacks=None, colsample_bylevel=None,\n",
       "                                     colsample_bynode=None,\n",
       "                                     colsample_bytree=None,\n",
       "                                     early_stopping_rounds=None,\n",
       "                                     enable_categorical=False, eval_metric=None,\n",
       "                                     feature_types=None, gamma=None,\n",
       "                                     gpu_id=None, grow_policy=None,\n",
       "                                     importance_type=None,\n",
       "                                     interaction_constraints=None,\n",
       "                                     learning_rate=None,...\n",
       "                                     max_leaves=None, min_child_weight=None,\n",
       "                                     missing=nan, monotone_constraints=None,\n",
       "                                     n_estimators=100, n_jobs=None,\n",
       "                                     num_parallel_tree=None, predictor=None,\n",
       "                                     random_state=42, ...),\n",
       "             n_jobs=-1,\n",
       "             param_grid={'colsample_bytree': [0.8, 1.0], 'gamma': [0, 0.1, 0.2],\n",
       "                         'learning_rate': [0.1, 0.01, 0.001],\n",
       "                         'max_depth': [3, 4, 5],\n",
       "                         'n_estimators': [100, 200, 300],\n",
       "                         'subsample': [0.8, 1.0]},\n",
       "             scoring='roc_auc')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define the XGBoost classifier\n",
    "xgb = XGBClassifier(random_state=42)\n",
    "\n",
    "# Define the parameter grid for GridSearchCV\n",
    "param_grid = {\n",
    "    'learning_rate': [0.1, 0.01, 0.001],\n",
    "    'n_estimators': [100, 200, 300],\n",
    "    'max_depth': [3, 4, 5],\n",
    "    'gamma': [0, 0.1, 0.2],\n",
    "    'subsample': [0.8, 1.0],\n",
    "    'colsample_bytree': [0.8, 1.0],\n",
    "}\n",
    "\n",
    "# Perform GridSearchCV for hyperparameter tuning \n",
    "grid_search = GridSearchCV(estimator=xgb, param_grid=param_grid, cv=3, n_jobs=-1, scoring='roc_auc')\n",
    "grid_search.fit(X_train_processed_df, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best hyperparameters:  {'colsample_bytree': 0.8, 'gamma': 0, 'learning_rate': 0.1, 'max_depth': 4, 'n_estimators': 100, 'subsample': 1.0}\n",
      "Validation Score: 0.861265829943604\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 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-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 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-2 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-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 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-2 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-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 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-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 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-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 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-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" 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=0.8, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.1, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=4, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, 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-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=0.8, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.1, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=4, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)</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=0.8, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.1, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=4, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the best hyperparamters and the corresponding validation score\n",
    "print(\"Best hyperparameters: \", grid_search.best_params_)\n",
    "print(f\"Validation Score: {grid_search.best_score_}\")\n",
    "\n",
    "best_model = grid_search.best_estimator_\n",
    "best_model.fit(X_train_processed_df, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation set Accuracy: 0.9350\n",
      "Validation set Recall: 0.1687\n",
      "Validation set Precision: 0.6147\n",
      "Validation set F1 score: 0.2647\n",
      "Validation set ROC AUC score: 0.5804\n",
      "[[27699   220]\n",
      " [ 1730   351]]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.94      0.99      0.97     27919\n",
      "           1       0.61      0.17      0.26      2081\n",
      "\n",
      "    accuracy                           0.94     30000\n",
      "   macro avg       0.78      0.58      0.62     30000\n",
      "weighted avg       0.92      0.94      0.92     30000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.935,\n",
       " 0.16866890917827967,\n",
       " 0.6147110332749562,\n",
       " 0.2647058823529412,\n",
       " 0.5803944853925354)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evaluate_performance(best_model, X_val_processed_df, y_val, \"Validation set\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### SMOTE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-3 {color: black;background-color: white;}#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>GridSearchCV(cv=3,\n",
       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
       "                                     callbacks=None, colsample_bylevel=None,\n",
       "                                     colsample_bynode=None,\n",
       "                                     colsample_bytree=None,\n",
       "                                     early_stopping_rounds=None,\n",
       "                                     enable_categorical=False, eval_metric=None,\n",
       "                                     feature_types=None, gamma=None,\n",
       "                                     gpu_id=None, grow_policy=None,\n",
       "                                     importance_type=None,\n",
       "                                     interaction_constraints=None,\n",
       "                                     learning_rate=None,...\n",
       "                                     max_leaves=None, min_child_weight=None,\n",
       "                                     missing=nan, monotone_constraints=None,\n",
       "                                     n_estimators=100, n_jobs=None,\n",
       "                                     num_parallel_tree=None, predictor=None,\n",
       "                                     random_state=42, ...),\n",
       "             n_jobs=-1,\n",
       "             param_grid={&#x27;colsample_bytree&#x27;: [0.8, 1.0], &#x27;gamma&#x27;: [0, 0.1, 0.2],\n",
       "                         &#x27;learning_rate&#x27;: [0.1, 0.01, 0.001],\n",
       "                         &#x27;max_depth&#x27;: [3, 4, 5],\n",
       "                         &#x27;n_estimators&#x27;: [100, 200, 300],\n",
       "                         &#x27;subsample&#x27;: [0.8, 1.0]},\n",
       "             scoring=&#x27;roc_auc&#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 sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=3,\n",
       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
       "                                     callbacks=None, colsample_bylevel=None,\n",
       "                                     colsample_bynode=None,\n",
       "                                     colsample_bytree=None,\n",
       "                                     early_stopping_rounds=None,\n",
       "                                     enable_categorical=False, eval_metric=None,\n",
       "                                     feature_types=None, gamma=None,\n",
       "                                     gpu_id=None, grow_policy=None,\n",
       "                                     importance_type=None,\n",
       "                                     interaction_constraints=None,\n",
       "                                     learning_rate=None,...\n",
       "                                     max_leaves=None, min_child_weight=None,\n",
       "                                     missing=nan, monotone_constraints=None,\n",
       "                                     n_estimators=100, n_jobs=None,\n",
       "                                     num_parallel_tree=None, predictor=None,\n",
       "                                     random_state=42, ...),\n",
       "             n_jobs=-1,\n",
       "             param_grid={&#x27;colsample_bytree&#x27;: [0.8, 1.0], &#x27;gamma&#x27;: [0, 0.1, 0.2],\n",
       "                         &#x27;learning_rate&#x27;: [0.1, 0.01, 0.001],\n",
       "                         &#x27;max_depth&#x27;: [3, 4, 5],\n",
       "                         &#x27;n_estimators&#x27;: [100, 200, 300],\n",
       "                         &#x27;subsample&#x27;: [0.8, 1.0]},\n",
       "             scoring=&#x27;roc_auc&#x27;)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: 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, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" ><label for=\"sk-estimator-id-7\" 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, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(cv=3,\n",
       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
       "                                     callbacks=None, colsample_bylevel=None,\n",
       "                                     colsample_bynode=None,\n",
       "                                     colsample_bytree=None,\n",
       "                                     early_stopping_rounds=None,\n",
       "                                     enable_categorical=False, eval_metric=None,\n",
       "                                     feature_types=None, gamma=None,\n",
       "                                     gpu_id=None, grow_policy=None,\n",
       "                                     importance_type=None,\n",
       "                                     interaction_constraints=None,\n",
       "                                     learning_rate=None,...\n",
       "                                     max_leaves=None, min_child_weight=None,\n",
       "                                     missing=nan, monotone_constraints=None,\n",
       "                                     n_estimators=100, n_jobs=None,\n",
       "                                     num_parallel_tree=None, predictor=None,\n",
       "                                     random_state=42, ...),\n",
       "             n_jobs=-1,\n",
       "             param_grid={'colsample_bytree': [0.8, 1.0], 'gamma': [0, 0.1, 0.2],\n",
       "                         'learning_rate': [0.1, 0.01, 0.001],\n",
       "                         'max_depth': [3, 4, 5],\n",
       "                         'n_estimators': [100, 200, 300],\n",
       "                         'subsample': [0.8, 1.0]},\n",
       "             scoring='roc_auc')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Perform GridSearchCV for hyperparameter tuning \n",
    "grid_search = GridSearchCV(estimator=xgb, param_grid=param_grid, cv=3, n_jobs=-1, scoring='roc_auc')\n",
    "grid_search.fit(X_train_resampled_df, y_train_resampled_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best hyperparameters:  {'colsample_bytree': 1.0, 'gamma': 0.1, 'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 300, 'subsample': 0.8}\n",
      "Validation Score: 0.9839317585963573\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-4 {color: black;background-color: white;}#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=1.0, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0.1, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.1, 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",
       "              n_estimators=300, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, 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-8\" type=\"checkbox\" checked><label for=\"sk-estimator-id-8\" 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=1.0, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0.1, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.1, 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",
       "              n_estimators=300, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)</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=1.0, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0.1, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.1, 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",
       "              n_estimators=300, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the best hyperparamters and the corresponding validation score\n",
    "print(\"Best hyperparameters: \", grid_search.best_params_)\n",
    "print(f\"Validation Score: {grid_search.best_score_}\")\n",
    "\n",
    "best_model = grid_search.best_estimator_\n",
    "best_model.fit(X_train_resampled_df, y_train_resampled_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation set Accuracy: 0.9290\n",
      "Validation set Recall: 0.3128\n",
      "Validation set Precision: 0.4815\n",
      "Validation set F1 score: 0.3793\n",
      "Validation set ROC AUC score: 0.6439\n",
      "[[27218   701]\n",
      " [ 1430   651]]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      0.97      0.96     27919\n",
      "           1       0.48      0.31      0.38      2081\n",
      "\n",
      "    accuracy                           0.93     30000\n",
      "   macro avg       0.72      0.64      0.67     30000\n",
      "weighted avg       0.92      0.93      0.92     30000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.9289666666666667,\n",
       " 0.31283037001441616,\n",
       " 0.48150887573964496,\n",
       " 0.379260122341975,\n",
       " 0.6438610104307548)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evaluate_performance(best_model, X_val_processed_df, y_val, \"Validation set\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### RandomUnderSampler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-5 {color: black;background-color: white;}#sk-container-id-5 pre{padding: 0;}#sk-container-id-5 div.sk-toggleable {background-color: white;}#sk-container-id-5 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-5 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-5 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-5 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-5 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-5 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-5 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-5 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-5 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 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-5 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-5 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-5 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-5 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 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-5 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-5 div.sk-item {position: relative;z-index: 1;}#sk-container-id-5 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-5 div.sk-item::before, #sk-container-id-5 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-5 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-5 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-5 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-5 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-5 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-5 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-5 div.sk-label-container {text-align: center;}#sk-container-id-5 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-5 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-5\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=3,\n",
       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
       "                                     callbacks=None, colsample_bylevel=None,\n",
       "                                     colsample_bynode=None,\n",
       "                                     colsample_bytree=None,\n",
       "                                     early_stopping_rounds=None,\n",
       "                                     enable_categorical=False, eval_metric=None,\n",
       "                                     feature_types=None, gamma=None,\n",
       "                                     gpu_id=None, grow_policy=None,\n",
       "                                     importance_type=None,\n",
       "                                     interaction_constraints=None,\n",
       "                                     learning_rate=None,...\n",
       "                                     max_leaves=None, min_child_weight=None,\n",
       "                                     missing=nan, monotone_constraints=None,\n",
       "                                     n_estimators=100, n_jobs=None,\n",
       "                                     num_parallel_tree=None, predictor=None,\n",
       "                                     random_state=42, ...),\n",
       "             n_jobs=-1,\n",
       "             param_grid={&#x27;colsample_bytree&#x27;: [0.8, 1.0], &#x27;gamma&#x27;: [0, 0.1, 0.2],\n",
       "                         &#x27;learning_rate&#x27;: [0.1, 0.01, 0.001],\n",
       "                         &#x27;max_depth&#x27;: [3, 4, 5],\n",
       "                         &#x27;n_estimators&#x27;: [100, 200, 300],\n",
       "                         &#x27;subsample&#x27;: [0.8, 1.0]},\n",
       "             scoring=&#x27;roc_auc&#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 sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-9\" type=\"checkbox\" ><label for=\"sk-estimator-id-9\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=3,\n",
       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
       "                                     callbacks=None, colsample_bylevel=None,\n",
       "                                     colsample_bynode=None,\n",
       "                                     colsample_bytree=None,\n",
       "                                     early_stopping_rounds=None,\n",
       "                                     enable_categorical=False, eval_metric=None,\n",
       "                                     feature_types=None, gamma=None,\n",
       "                                     gpu_id=None, grow_policy=None,\n",
       "                                     importance_type=None,\n",
       "                                     interaction_constraints=None,\n",
       "                                     learning_rate=None,...\n",
       "                                     max_leaves=None, min_child_weight=None,\n",
       "                                     missing=nan, monotone_constraints=None,\n",
       "                                     n_estimators=100, n_jobs=None,\n",
       "                                     num_parallel_tree=None, predictor=None,\n",
       "                                     random_state=42, ...),\n",
       "             n_jobs=-1,\n",
       "             param_grid={&#x27;colsample_bytree&#x27;: [0.8, 1.0], &#x27;gamma&#x27;: [0, 0.1, 0.2],\n",
       "                         &#x27;learning_rate&#x27;: [0.1, 0.01, 0.001],\n",
       "                         &#x27;max_depth&#x27;: [3, 4, 5],\n",
       "                         &#x27;n_estimators&#x27;: [100, 200, 300],\n",
       "                         &#x27;subsample&#x27;: [0.8, 1.0]},\n",
       "             scoring=&#x27;roc_auc&#x27;)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" ><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: 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, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-11\" type=\"checkbox\" ><label for=\"sk-estimator-id-11\" 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, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(cv=3,\n",
       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
       "                                     callbacks=None, colsample_bylevel=None,\n",
       "                                     colsample_bynode=None,\n",
       "                                     colsample_bytree=None,\n",
       "                                     early_stopping_rounds=None,\n",
       "                                     enable_categorical=False, eval_metric=None,\n",
       "                                     feature_types=None, gamma=None,\n",
       "                                     gpu_id=None, grow_policy=None,\n",
       "                                     importance_type=None,\n",
       "                                     interaction_constraints=None,\n",
       "                                     learning_rate=None,...\n",
       "                                     max_leaves=None, min_child_weight=None,\n",
       "                                     missing=nan, monotone_constraints=None,\n",
       "                                     n_estimators=100, n_jobs=None,\n",
       "                                     num_parallel_tree=None, predictor=None,\n",
       "                                     random_state=42, ...),\n",
       "             n_jobs=-1,\n",
       "             param_grid={'colsample_bytree': [0.8, 1.0], 'gamma': [0, 0.1, 0.2],\n",
       "                         'learning_rate': [0.1, 0.01, 0.001],\n",
       "                         'max_depth': [3, 4, 5],\n",
       "                         'n_estimators': [100, 200, 300],\n",
       "                         'subsample': [0.8, 1.0]},\n",
       "             scoring='roc_auc')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_resampled_df, X_train_processed_df, X_val_processed_df, X_test_processed_df, y_train_resampled_df = preprocess_data(X_train, X_val, X_test, y_train, numerical_features=list(X_train.columns), sampling_method='undersampler')\n",
    "\n",
    "# Perform GridSearchCV for hyperparameter tuning \n",
    "grid_search = GridSearchCV(estimator=xgb, param_grid=param_grid, cv=3, n_jobs=-1, scoring='roc_auc')\n",
    "grid_search.fit(X_train_resampled_df, y_train_resampled_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best hyperparameters:  {'colsample_bytree': 0.8, 'gamma': 0, 'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 300, 'subsample': 0.8}\n",
      "Validation Score: 0.8595847839547535\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-7 {color: black;background-color: white;}#sk-container-id-7 pre{padding: 0;}#sk-container-id-7 div.sk-toggleable {background-color: white;}#sk-container-id-7 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-7 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-7 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-7 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-7 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-7 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-7 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-7 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-7 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-7 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-7 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-7 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-7 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-7 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-7 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-7 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-7 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-7 div.sk-item {position: relative;z-index: 1;}#sk-container-id-7 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-7 div.sk-item::before, #sk-container-id-7 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-7 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-7 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-7 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-7 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-7 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-7 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-7 div.sk-label-container {text-align: center;}#sk-container-id-7 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-7 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-7\" 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=0.8, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.01, 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",
       "              n_estimators=300, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, 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-13\" type=\"checkbox\" checked><label for=\"sk-estimator-id-13\" 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=0.8, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.01, 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",
       "              n_estimators=300, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)</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=0.8, early_stopping_rounds=None,\n",
       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "              gamma=0, gpu_id=None, grow_policy=None, importance_type=None,\n",
       "              interaction_constraints=None, learning_rate=0.01, 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",
       "              n_estimators=300, n_jobs=None, num_parallel_tree=None,\n",
       "              predictor=None, random_state=42, ...)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the best hyperparamters and the corresponding validation score\n",
    "print(\"Best hyperparameters: \", grid_search.best_params_)\n",
    "print(f\"Validation Score: {grid_search.best_score_}\")\n",
    "\n",
    "xgb_best_model = grid_search.best_estimator_\n",
    "xgb_best_model.fit(X_train_resampled_df, y_train_resampled_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation set Accuracy: 0.7854\n",
      "Validation set Recall: 0.7914\n",
      "Validation set Precision: 0.2153\n",
      "Validation set F1 score: 0.3385\n",
      "Validation set ROC AUC score: 0.7882\n",
      "[[21915  6004]\n",
      " [  434  1647]]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.78      0.87     27919\n",
      "           1       0.22      0.79      0.34      2081\n",
      "\n",
      "    accuracy                           0.79     30000\n",
      "   macro avg       0.60      0.79      0.61     30000\n",
      "weighted avg       0.93      0.79      0.83     30000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.7854,\n",
       " 0.7914464199903892,\n",
       " 0.21526597830348973,\n",
       " 0.3384710234278668,\n",
       " 0.78819786882968)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evaluate_performance(xgb_best_model, X_val_processed_df, y_val, \"Validation set\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Evaluation and Interpretation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Model Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get the predicted probabilties of class 1\n",
    "predicted = xgb_best_model.predict_proba(X_test_processed_df)[:, 1]\n",
    "\n",
    "# Calculate ROC curve\n",
    "fpr, tpr, thresholds = roc_curve(y_test, predicted)\n",
    "\n",
    "# Calculate AUC\n",
    "roc_auc = roc_auc_score(y_test, xgb_best_model.predict(X_test_processed_df))\n",
    "\n",
    "# Plot ROC curve\n",
    "sns.set_style(\"darkgrid\")\n",
    "roc_df = pd.DataFrame({'fpr': fpr, 'tpr': tpr})\n",
    "sns.lineplot(data=roc_df, x='fpr', y='tpr', color='blue', label=f'ROC AUC={roc_auc:.2f}')\n",
    "sns.lineplot(x=[0, 1], y=[0, 1], color='gray', linestyle='--')\n",
    "plt.title('Receiver Operating Characteristic (ROC) Curve')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Accuracy Score for XGBoost Classifier: 0.7861333333333334')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display confusion matrix\n",
    "y_pred = xgb_best_model.predict(X_test_processed_df)\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "plt.figure(figsize=(5,5))\n",
    "sns.heatmap(data=cm, linewidths=0.5, annot=True, fmt='d', cmap='Blues')\n",
    "plt.ylabel('Actual label')\n",
    "plt.xlabel('Predicted label')\n",
    "title = 'Accuracy Score for XGBoost Classifier: {0}'.format(xgb_best_model.score(X_test_processed_df, y_test))\n",
    "plt.title(title, size=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Model Interpretation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from xgboost import plot_importance\n",
    "\n",
    "# plot feature importance\n",
    "plot_importance(xgb_best_model, height=0.5, max_num_features=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
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n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import shap\n",
    "shap.initjs()\n",
    "\n",
    "# calculate the SHAP values\n",
    "explainer = shap.Explainer(xgb_best_model)\n",
    "shap_values = explainer(X_test_processed_df)\n",
    "\n",
    "# Mean SHAP\n",
    "shap.plots.bar(shap_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the SHAP values\n",
    "shap.plots.waterfall(shap_values[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Save best model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import joblib\n",
    "\n",
    "# # Save the best model \n",
    "# joblib.dump(xgb_best_model, 'saved_model.pkl')\n",
    "xgb_best_model.save_model('xgb_model.json')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Credit Default Prediction List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_df = pd.read_csv('Data/cs-test.csv')\n",
    "test_df = test_df.drop(['SeriousDlqin2yrs'], axis=1)\n",
    "\n",
    "# Create composite feature\n",
    "test_df['TotalDelinquencies90DaysLate'] = test_df['NumberOfTimes90DaysLate'] + test_df['NumberOfTime60-89DaysPastDueNotWorse'] + test_df['NumberOfTime30-59DaysPastDueNotWorse']\n",
    "\n",
    "# Drop the correlated features\n",
    "test_df.drop(['NumberOfTimes90DaysLate', 'NumberOfTime60-89DaysPastDueNotWorse', 'NumberOfTime30-59DaysPastDueNotWorse'], axis=1, inplace=True)\n",
    "\n",
    "numeric_features = ['RevolvingUtilizationOfUnsecuredLines', 'age', 'DebtRatio',\n",
    "                    'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans',\n",
    "                    'NumberRealEstateLoansOrLines', 'NumberOfDependents', 'TotalDelinquencies90DaysLate']\n",
    "\n",
    "# Fit the imputer on the training data\n",
    "imputer = SimpleImputer(strategy='median')\n",
    "imputer.fit(train_df[numeric_features])\n",
    "\n",
    "# Impute missing values in the numeric features for the test set\n",
    "test_df[numeric_features] = imputer.transform(test_df[numeric_features])\n",
    "\n",
    "# Standard scale the numerical variables for the test set\n",
    "scaler = StandardScaler()\n",
    "scaler.fit(train_df[numeric_features])\n",
    "X_test = pd.DataFrame(scaler.transform(test_df[numeric_features]), columns=numeric_features)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Predict on the test set and create a DataFrame with probabilities\n",
    "y_test_pred_proba = xgb_best_model.predict_proba(X_test)[:, 1]\n",
    "\n",
    "# Predict on the test set and create a DataFrame with label prediction\n",
    "y_test_pred = xgb_best_model.predict(X_test)\n",
    "\n",
    "\n",
    "# Create a DataFrame with predictions\n",
    "predictions_df = X_test.copy()\n",
    "predictions_df['Probability of default'] = y_test_pred_proba\n",
    "predictions_df['SeriousDlqin2yrs'] = y_test_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "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>RevolvingUtilizationOfUnsecuredLines</th>\n",
       "      <th>age</th>\n",
       "      <th>DebtRatio</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>NumberOfOpenCreditLinesAndLoans</th>\n",
       "      <th>NumberRealEstateLoansOrLines</th>\n",
       "      <th>NumberOfDependents</th>\n",
       "      <th>TotalDelinquencies90DaysLate</th>\n",
       "      <th>Probability of default</th>\n",
       "      <th>SeriousDlqin2yrs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>57850</th>\n",
       "      <td>-0.020214</td>\n",
       "      <td>-0.629253</td>\n",
       "      <td>-0.103545</td>\n",
       "      <td>-0.088304</td>\n",
       "      <td>-1.448281</td>\n",
       "      <td>-0.901283</td>\n",
       "      <td>-0.679073</td>\n",
       "      <td>0.326693</td>\n",
       "      <td>0.948333</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79708</th>\n",
       "      <td>-0.020214</td>\n",
       "      <td>-0.967735</td>\n",
       "      <td>-0.140349</td>\n",
       "      <td>-0.088304</td>\n",
       "      <td>-1.642610</td>\n",
       "      <td>-0.901283</td>\n",
       "      <td>-0.679073</td>\n",
       "      <td>0.326693</td>\n",
       "      <td>0.948261</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101207</th>\n",
       "      <td>-0.020214</td>\n",
       "      <td>-0.696949</td>\n",
       "      <td>-0.167339</td>\n",
       "      <td>-0.088304</td>\n",
       "      <td>-1.642610</td>\n",
       "      <td>-0.901283</td>\n",
       "      <td>-0.679073</td>\n",
       "      <td>23.509448</td>\n",
       "      <td>0.948035</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70904</th>\n",
       "      <td>-0.020284</td>\n",
       "      <td>-0.696949</td>\n",
       "      <td>0.230146</td>\n",
       "      <td>-0.088304</td>\n",
       "      <td>-0.476640</td>\n",
       "      <td>-0.901283</td>\n",
       "      <td>2.011311</td>\n",
       "      <td>0.326693</td>\n",
       "      <td>0.947934</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28799</th>\n",
       "      <td>-0.020214</td>\n",
       "      <td>-0.426163</td>\n",
       "      <td>0.228183</td>\n",
       "      <td>-0.088304</td>\n",
       "      <td>0.495001</td>\n",
       "      <td>-0.901283</td>\n",
       "      <td>-0.679073</td>\n",
       "      <td>0.727779</td>\n",
       "      <td>0.947616</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35421</th>\n",
       "      <td>-0.020214</td>\n",
       "      <td>-0.832342</td>\n",
       "      <td>-0.050547</td>\n",
       "      <td>-0.088304</td>\n",
       "      <td>-1.059625</td>\n",
       "      <td>-0.901283</td>\n",
       "      <td>-0.679073</td>\n",
       "      <td>0.326693</td>\n",
       "      <td>0.947565</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61120</th>\n",
       "      <td>-0.020038</td>\n",
       "      <td>-0.358467</td>\n",
       "      <td>0.078513</td>\n",
       "      <td>-0.088304</td>\n",
       "      <td>-0.476640</td>\n",
       "      <td>-0.901283</td>\n",
       "      <td>-0.679073</td>\n",
       "      <td>0.888213</td>\n",
       "      <td>0.947228</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>34603</th>\n",
       "      <td>-0.020214</td>\n",
       "      <td>-0.290770</td>\n",
       "      <td>-0.160469</td>\n",
       "      <td>-0.088304</td>\n",
       "      <td>-1.642610</td>\n",
       "      <td>-0.901283</td>\n",
       "      <td>-0.679073</td>\n",
       "      <td>23.509448</td>\n",
       "      <td>0.947212</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>94360</th>\n",
       "      <td>-0.020214</td>\n",
       "      <td>-0.290770</td>\n",
       "      <td>-0.167830</td>\n",
       "      <td>-0.088304</td>\n",
       "      <td>-1.642610</td>\n",
       "      <td>-0.901283</td>\n",
       "      <td>-0.679073</td>\n",
       "      <td>23.509448</td>\n",
       "      <td>0.947212</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>84164</th>\n",
       "      <td>-0.020214</td>\n",
       "      <td>-0.155377</td>\n",
       "      <td>-0.167339</td>\n",
       "      <td>-0.088304</td>\n",
       "      <td>-1.642610</td>\n",
       "      <td>-0.901283</td>\n",
       "      <td>-0.679073</td>\n",
       "      <td>23.509448</td>\n",
       "      <td>0.947212</td>\n",
       "      <td>1</td>\n",
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       "        RevolvingUtilizationOfUnsecuredLines       age  DebtRatio  \\\n",
       "57850                              -0.020214 -0.629253  -0.103545   \n",
       "79708                              -0.020214 -0.967735  -0.140349   \n",
       "101207                             -0.020214 -0.696949  -0.167339   \n",
       "70904                              -0.020284 -0.696949   0.230146   \n",
       "28799                              -0.020214 -0.426163   0.228183   \n",
       "35421                              -0.020214 -0.832342  -0.050547   \n",
       "61120                              -0.020038 -0.358467   0.078513   \n",
       "34603                              -0.020214 -0.290770  -0.160469   \n",
       "94360                              -0.020214 -0.290770  -0.167830   \n",
       "84164                              -0.020214 -0.155377  -0.167339   \n",
       "\n",
       "        MonthlyIncome  NumberOfOpenCreditLinesAndLoans  \\\n",
       "57850       -0.088304                        -1.448281   \n",
       "79708       -0.088304                        -1.642610   \n",
       "101207      -0.088304                        -1.642610   \n",
       "70904       -0.088304                        -0.476640   \n",
       "28799       -0.088304                         0.495001   \n",
       "35421       -0.088304                        -1.059625   \n",
       "61120       -0.088304                        -0.476640   \n",
       "34603       -0.088304                        -1.642610   \n",
       "94360       -0.088304                        -1.642610   \n",
       "84164       -0.088304                        -1.642610   \n",
       "\n",
       "        NumberRealEstateLoansOrLines  NumberOfDependents  \\\n",
       "57850                      -0.901283           -0.679073   \n",
       "79708                      -0.901283           -0.679073   \n",
       "101207                     -0.901283           -0.679073   \n",
       "70904                      -0.901283            2.011311   \n",
       "28799                      -0.901283           -0.679073   \n",
       "35421                      -0.901283           -0.679073   \n",
       "61120                      -0.901283           -0.679073   \n",
       "34603                      -0.901283           -0.679073   \n",
       "94360                      -0.901283           -0.679073   \n",
       "84164                      -0.901283           -0.679073   \n",
       "\n",
       "        TotalDelinquencies90DaysLate  Probability of default  SeriousDlqin2yrs  \n",
       "57850                       0.326693                0.948333                 1  \n",
       "79708                       0.326693                0.948261                 1  \n",
       "101207                     23.509448                0.948035                 1  \n",
       "70904                       0.326693                0.947934                 1  \n",
       "28799                       0.727779                0.947616                 1  \n",
       "35421                       0.326693                0.947565                 1  \n",
       "61120                       0.888213                0.947228                 1  \n",
       "34603                      23.509448                0.947212                 1  \n",
       "94360                      23.509448                0.947212                 1  \n",
       "84164                      23.509448                0.947212                 1  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions_df.sort_values(by='Probability of default', ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Inverse transform the standardized numerical variables\n",
    "X_test_inverse = pd.DataFrame(scaler.inverse_transform(X_test), columns=numeric_features)\n",
    "\n",
    "# Combine the original features with the predicted probability and label\n",
    "predictions_df['Probability of default'] = predictions_df['Probability of default'].round(4)\n",
    "predictions_df = pd.concat([X_test_inverse, predictions_df[['Probability of default', 'SeriousDlqin2yrs']]], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
       "      <th>RevolvingUtilizationOfUnsecuredLines</th>\n",
       "      <th>age</th>\n",
       "      <th>DebtRatio</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>NumberOfOpenCreditLinesAndLoans</th>\n",
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       "      <th>NumberOfDependents</th>\n",
       "      <th>TotalDelinquencies90DaysLate</th>\n",
       "      <th>Probability of default</th>\n",
       "      <th>SeriousDlqin2yrs</th>\n",
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       "      <th>79708</th>\n",
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       "      <th>57850</th>\n",
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       "      <td>142.0</td>\n",
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       "      <th>70904</th>\n",
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       "      <td>42.0</td>\n",
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       "      <td>5400.0</td>\n",
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       "      <td>46.0</td>\n",
       "      <td>818.0</td>\n",
       "      <td>5400.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.110223e-16</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.9476</td>\n",
       "      <td>1</td>\n",
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       "      <th>34603</th>\n",
       "      <td>1.000000</td>\n",
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       "        RevolvingUtilizationOfUnsecuredLines   age  DebtRatio  MonthlyIncome  \\\n",
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       "57850                               1.000000  43.0      142.0         5400.0   \n",
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       "88891                               1.356828  49.0      682.0         5400.0   \n",
       "\n",
       "        NumberOfOpenCreditLinesAndLoans  NumberRealEstateLoansOrLines  \\\n",
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       "57850                               1.0                           0.0   \n",
       "101207                              0.0                           0.0   \n",
       "70904                               6.0                           0.0   \n",
       "35421                               3.0                           0.0   \n",
       "28799                              11.0                           0.0   \n",
       "34603                               0.0                           0.0   \n",
       "61120                               6.0                           0.0   \n",
       "84164                               0.0                           0.0   \n",
       "88891                              10.0                           0.0   \n",
       "\n",
       "        NumberOfDependents  TotalDelinquencies90DaysLate  \\\n",
       "79708         1.110223e-16                           5.0   \n",
       "57850         1.110223e-16                           5.0   \n",
       "101207        1.110223e-16                         294.0   \n",
       "70904         3.000000e+00                           5.0   \n",
       "35421         1.110223e-16                           5.0   \n",
       "28799         1.110223e-16                          10.0   \n",
       "34603         1.110223e-16                         294.0   \n",
       "61120         1.110223e-16                          12.0   \n",
       "84164         1.110223e-16                         294.0   \n",
       "88891         1.110223e-16                           9.0   \n",
       "\n",
       "        Probability of default  SeriousDlqin2yrs  \n",
       "79708                   0.9483                 1  \n",
       "57850                   0.9483                 1  \n",
       "101207                  0.9480                 1  \n",
       "70904                   0.9479                 1  \n",
       "35421                   0.9476                 1  \n",
       "28799                   0.9476                 1  \n",
       "34603                   0.9472                 1  \n",
       "61120                   0.9472                 1  \n",
       "84164                   0.9472                 1  \n",
       "88891                   0.9472                 1  "
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           "ticks": "",
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        },
        "width": 700,
        "xaxis": {
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          0,
          1
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         "title": {
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          0,
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     },
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   ],
   "source": [
    "top_10_at_risk = predictions_df.sort_values(by='Probability of default', ascending=False).head(10)\n",
    "CustomerID = (top_10_at_risk.index.values).astype('str')\n",
    "\n",
    "fig = px.bar(top_10_at_risk.sort_values('Probability of default'), x='Probability of default', y=CustomerID, text='Probability of default', orientation='h')\n",
    "fig.update_traces(texttemplate='%{text:.4f}', textposition='inside')\n",
    "fig.update_layout(\n",
    "    title='Top 10 Customers at Risk of Default',\n",
    "    xaxis_title='Default Probability',\n",
    "    yaxis_title='Customer ID',\n",
    "    width=700,\n",
    "    height=500\n",
    ")\n",
    "\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Save the results to a CSV file\n",
    "# predictions_df.to_csv('Data/results.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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