From fb315aedd181cd597641a9a60df29d42a809542e Mon Sep 17 00:00:00 2001 From: Prajwal Chafekar <93184631+PrajwalChafekar@users.noreply.github.com> Date: Thu, 13 Aug 2026 19:23:53 +0530 Subject: [PATCH 1/2] Add files via upload --- Credit_Guard.ipynb | 5994 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 5994 insertions(+) create mode 100644 Credit_Guard.ipynb diff --git a/Credit_Guard.ipynb b/Credit_Guard.ipynb new file mode 100644 index 0000000..fcbdf74 --- /dev/null +++ b/Credit_Guard.ipynb @@ -0,0 +1,5994 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c0c6801d-164e-4791-8ccb-5690d1364cfc", + "metadata": {}, + "source": [ + "# CREDIT GUARD (*AI-powered credit card risk Prediction analysis system*)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ede14ea3-5614-47f2-bfb3-64d36a435257", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sb\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "eda_palette = ['#2A9D8F','#264653', '#E76F51','#E9C46A']\n", + "sb.set_theme(style='whitegrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ce2ac1f3-40c3-499c-8f8c-68a97bc73d7a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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45008809FNY0270000.0Commercial associateSecondary / secondary specialSingle / not marriedHouse / apartment-19110-30511011Sales staff1.0
.........................................................
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438557 rows × 18 columns

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" + ], + "text/plain": [ + " ID MONTHS_BALANCE STATUS\n", + "0 5001711 0 X\n", + "1 5001711 -1 0\n", + "2 5001711 -2 0\n", + "3 5001711 -3 0\n", + "4 5001712 0 C\n", + "... ... ... ...\n", + "1048570 5150487 -25 C\n", + "1048571 5150487 -26 C\n", + "1048572 5150487 -27 C\n", + "1048573 5150487 -28 C\n", + "1048574 5150487 -29 C\n", + "\n", + "[1048575 rows x 3 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b = pd.read_csv('../Datasets/credit_record _cc.csv')\n", + "b" + ] + }, + { + "cell_type": "markdown", + "id": "02fd2eb3-8a5a-4619-8699-61b5d4c22cd9", + "metadata": {}, + "source": [ + "## Remove duplicate records based on the unique ID from both datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1666fa92-5733-4833-8a5b-e523fddbac7b", + "metadata": {}, + "outputs": [], + "source": [ + "a_cleaned = a.drop_duplicates(subset=['ID'],keep='first')\n", + "b_cleaned = b.drop_duplicates(subset=['ID'],keep='first')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8511ae02-75da-4380-8726-c4c8a1a4a957", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IDCODE_GENDERFLAG_OWN_CARFLAG_OWN_REALTYCNT_CHILDRENAMT_INCOME_TOTALNAME_INCOME_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPEDAYS_BIRTHDAYS_EMPLOYEDFLAG_MOBILFLAG_WORK_PHONEFLAG_PHONEFLAG_EMAILOCCUPATION_TYPECNT_FAM_MEMBERS
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IDMONTHS_BALANCESTATUS
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45985 rows × 3 columns

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" + ], + "text/plain": [ + " ID MONTHS_BALANCE STATUS\n", + "0 5001711 0 X\n", + "4 5001712 0 C\n", + "23 5001713 0 X\n", + "45 5001714 0 X\n", + "60 5001715 0 X\n", + "... ... ... ...\n", + "1048494 5150482 -11 C\n", + "1048512 5150483 0 X\n", + "1048530 5150484 0 C\n", + "1048543 5150485 0 0\n", + "1048545 5150487 0 C\n", + "\n", + "[45985 rows x 3 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b_cleaned" + ] + }, + { + "cell_type": "markdown", + "id": "bf9de6a2-dda7-45fb-83a6-d33e645c3b4b", + "metadata": {}, + "source": [ + "# Data Cleaning and Merging of Multiple Datasets\n", + "* #### Merges the cleaned datasets using ID as the common key with an inner join.\n", + "* #### The resulting dataset contains only records with matching IDs present in both datasets." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1f9c41c2-7398-4c6d-92c2-43dbc371150f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IDCODE_GENDERFLAG_OWN_CARFLAG_OWN_REALTYCNT_CHILDRENAMT_INCOME_TOTALNAME_INCOME_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPEDAYS_BIRTHDAYS_EMPLOYEDFLAG_MOBILFLAG_WORK_PHONEFLAG_PHONEFLAG_EMAILOCCUPATION_TYPECNT_FAM_MEMBERSMONTHS_BALANCESTATUS
05008804MYY0427500.0WorkingHigher educationCivil marriageRented apartment-12005-45421100NaN2.00C
15008805MYY0427500.0WorkingHigher educationCivil marriageRented apartment-12005-45421100NaN2.00C
25008806MYY0112500.0WorkingSecondary / secondary specialMarriedHouse / apartment-21474-11341000Security staff2.00C
35008808FNY0270000.0Commercial associateSecondary / secondary specialSingle / not marriedHouse / apartment-19110-30511011Sales staff1.000
45008809FNY0270000.0Commercial associateSecondary / secondary specialSingle / not marriedHouse / apartment-19110-30511011Sales staff1.0-22X
...............................................................
364525149828MYY0315000.0WorkingSecondary / secondary specialMarriedHouse / apartment-17348-24201000Managers2.005
364535149834FNY0157500.0Commercial associateHigher educationMarriedHouse / apartment-12387-13251011Medicine staff2.00C
364545149838FNY0157500.0PensionerHigher educationMarriedHouse / apartment-12387-13251011Medicine staff2.00C
364555150049FNY0283500.0WorkingSecondary / secondary specialMarriedHouse / apartment-17958-6551000Sales staff2.002
364565150337MNY0112500.0WorkingSecondary / secondary specialSingle / not marriedRented apartment-9188-11931000Laborers1.000
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36457 rows × 20 columns

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" + ], + "text/plain": [ + " ID CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY CNT_CHILDREN \\\n", + "0 5008804 M Y Y 0 \n", + "1 5008805 M Y Y 0 \n", + "2 5008806 M Y Y 0 \n", + "3 5008808 F N Y 0 \n", + "4 5008809 F N Y 0 \n", + "... ... ... ... ... ... \n", + "36452 5149828 M Y Y 0 \n", + "36453 5149834 F N Y 0 \n", + "36454 5149838 F N Y 0 \n", + "36455 5150049 F N Y 0 \n", + "36456 5150337 M N Y 0 \n", + "\n", + " AMT_INCOME_TOTAL NAME_INCOME_TYPE NAME_EDUCATION_TYPE \\\n", + "0 427500.0 Working Higher education \n", + "1 427500.0 Working Higher education \n", + "2 112500.0 Working Secondary / secondary special \n", + "3 270000.0 Commercial associate Secondary / secondary special \n", + "4 270000.0 Commercial associate Secondary / secondary special \n", + "... ... ... ... \n", + "36452 315000.0 Working Secondary / secondary special \n", + "36453 157500.0 Commercial associate Higher education \n", + "36454 157500.0 Pensioner Higher education \n", + "36455 283500.0 Working Secondary / secondary special \n", + "36456 112500.0 Working Secondary / secondary special \n", + "\n", + " NAME_FAMILY_STATUS NAME_HOUSING_TYPE DAYS_BIRTH DAYS_EMPLOYED \\\n", + "0 Civil marriage Rented apartment -12005 -4542 \n", + "1 Civil marriage Rented apartment -12005 -4542 \n", + "2 Married House / apartment -21474 -1134 \n", + "3 Single / not married House / apartment -19110 -3051 \n", + "4 Single / not married House / apartment -19110 -3051 \n", + "... ... ... ... ... \n", + "36452 Married House / apartment -17348 -2420 \n", + "36453 Married House / apartment -12387 -1325 \n", + "36454 Married House / apartment -12387 -1325 \n", + "36455 Married House / apartment -17958 -655 \n", + "36456 Single / not married Rented apartment -9188 -1193 \n", + "\n", + " FLAG_MOBIL FLAG_WORK_PHONE FLAG_PHONE FLAG_EMAIL OCCUPATION_TYPE \\\n", + "0 1 1 0 0 NaN \n", + "1 1 1 0 0 NaN \n", + "2 1 0 0 0 Security staff \n", + "3 1 0 1 1 Sales staff \n", + "4 1 0 1 1 Sales staff \n", + "... ... ... ... ... ... \n", + "36452 1 0 0 0 Managers \n", + "36453 1 0 1 1 Medicine staff \n", + "36454 1 0 1 1 Medicine staff \n", + "36455 1 0 0 0 Sales staff \n", + "36456 1 0 0 0 Laborers \n", + "\n", + " CNT_FAM_MEMBERS MONTHS_BALANCE STATUS \n", + "0 2.0 0 C \n", + "1 2.0 0 C \n", + "2 2.0 0 C \n", + "3 1.0 0 0 \n", + "4 1.0 -22 X \n", + "... ... ... ... \n", + "36452 2.0 0 5 \n", + "36453 2.0 0 C \n", + "36454 2.0 0 C \n", + "36455 2.0 0 2 \n", + "36456 1.0 0 0 \n", + "\n", + "[36457 rows x 20 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.merge(a_cleaned,b_cleaned,on='ID',how='inner')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "227ee02f-7caf-4e71-b33a-69b2c187749b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 36457 entries, 0 to 36456\n", + "Data columns (total 20 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ID 36457 non-null int64 \n", + " 1 CODE_GENDER 36457 non-null object \n", + " 2 FLAG_OWN_CAR 36457 non-null object \n", + " 3 FLAG_OWN_REALTY 36457 non-null object \n", + " 4 CNT_CHILDREN 36457 non-null int64 \n", + " 5 AMT_INCOME_TOTAL 36457 non-null float64\n", + " 6 NAME_INCOME_TYPE 36457 non-null object \n", + " 7 NAME_EDUCATION_TYPE 36457 non-null object \n", + " 8 NAME_FAMILY_STATUS 36457 non-null object \n", + " 9 NAME_HOUSING_TYPE 36457 non-null object \n", + " 10 DAYS_BIRTH 36457 non-null int64 \n", + " 11 DAYS_EMPLOYED 36457 non-null int64 \n", + " 12 FLAG_MOBIL 36457 non-null int64 \n", + " 13 FLAG_WORK_PHONE 36457 non-null int64 \n", + " 14 FLAG_PHONE 36457 non-null int64 \n", + " 15 FLAG_EMAIL 36457 non-null int64 \n", + " 16 OCCUPATION_TYPE 25134 non-null object \n", + " 17 CNT_FAM_MEMBERS 36457 non-null float64\n", + " 18 MONTHS_BALANCE 36457 non-null int64 \n", + " 19 STATUS 36457 non-null object \n", + "dtypes: float64(2), int64(9), object(9)\n", + "memory usage: 5.6+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7ad21fb5-b81f-4fe4-a2f1-9cba6b912c83", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ID 0\n", + "CODE_GENDER 0\n", + "FLAG_OWN_CAR 0\n", + "FLAG_OWN_REALTY 0\n", + "CNT_CHILDREN 0\n", + "AMT_INCOME_TOTAL 0\n", + "NAME_INCOME_TYPE 0\n", + "NAME_EDUCATION_TYPE 0\n", + "NAME_FAMILY_STATUS 0\n", + "NAME_HOUSING_TYPE 0\n", + "DAYS_BIRTH 0\n", + "DAYS_EMPLOYED 0\n", + "FLAG_MOBIL 0\n", + "FLAG_WORK_PHONE 0\n", + "FLAG_PHONE 0\n", + "FLAG_EMAIL 0\n", + "OCCUPATION_TYPE 11323\n", + "CNT_FAM_MEMBERS 0\n", + "MONTHS_BALANCE 0\n", + "STATUS 0\n", + "dtype: int64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7c7aa4e3-0aec-42c5-8d9d-c7ee6275277e", + "metadata": {}, + "outputs": [], + "source": [ + "df.OCCUPATION_TYPE = df.OCCUPATION_TYPE.fillna('Unknown')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5d936573-2fc3-4841-b82e-0f8eba12254c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['M', 'F'], dtype=object)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.CODE_GENDER.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "92b4f1ed-ff83-4a69-b857-06b1432089c2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Y', 'N'], dtype=object)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.FLAG_OWN_CAR.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "256b43cf-4d50-4411-b118-45dfa2599ee0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Y', 'N'], dtype=object)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.FLAG_OWN_REALTY.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "623a8899-5f8d-457f-85b1-bc32733a69f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Working', 'Commercial associate', 'Pensioner', 'State servant',\n", + " 'Student'], dtype=object)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.NAME_INCOME_TYPE.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "610fb6e8-868c-4e47-ae1d-2966151bfd21", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Higher education', 'Secondary / secondary special',\n", + " 'Incomplete higher', 'Lower secondary', 'Academic degree'],\n", + " dtype=object)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.NAME_EDUCATION_TYPE.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "1a14828f-d585-40f5-a86e-f777efb03c44", + "metadata": {}, + "outputs": [], + "source": [ + "df.NAME_EDUCATION_TYPE = df.NAME_EDUCATION_TYPE.replace('Secondary / secondary special','Secondary special',regex=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e9a16f72-a7f2-4380-9321-e07d80a0c0d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Civil marriage', 'Married', 'Single / not married', 'Separated',\n", + " 'Widow'], dtype=object)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.NAME_FAMILY_STATUS.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d9404e29-9f5f-41ef-8e7b-2227db193b28", + "metadata": {}, + "outputs": [], + "source": [ + "df.NAME_FAMILY_STATUS = df.NAME_FAMILY_STATUS.replace('Single / not married','Single',regex=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "0ad2f3af-2722-483f-ad95-ed433e424350", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Rented apartment', 'House / apartment', 'Municipal apartment',\n", + " 'With parents', 'Co-op apartment', 'Office apartment'],\n", + " dtype=object)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.NAME_HOUSING_TYPE.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "b5f28af8-aeb5-4f56-bb26-37d318244f32", + "metadata": {}, + "outputs": [], + "source": [ + "df.NAME_HOUSING_TYPE = df.NAME_HOUSING_TYPE.replace('House / apartment','House',regex=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "6e472efb-a42c-4559-8719-41a79b29a7f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Unknown', 'Security staff', 'Sales staff', 'Accountants',\n", + " 'Laborers', 'Managers', 'Drivers', 'Core staff',\n", + " 'High skill tech staff', 'Cleaning staff', 'Private service staff',\n", + " 'Cooking staff', 'Low-skill Laborers', 'Medicine staff',\n", + " 'Secretaries', 'Waiters/barmen staff', 'HR staff', 'Realty agents',\n", + " 'IT staff'], dtype=object)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.OCCUPATION_TYPE.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "124dd58c-f8dc-45fc-8bf5-884217576f9c", + "metadata": {}, + "outputs": [], + "source": [ + "df.OCCUPATION_TYPE = df.OCCUPATION_TYPE.replace('Waiters/barmen staff','Waiters staff',regex=True)" + ] + }, + { + "cell_type": "markdown", + "id": "049e3d28-c7f5-4a4c-a77f-32fc9dd828a9", + "metadata": {}, + "source": [ + "## Credit Risk Target Variable Creation\n", + "* #### Statuses 0, 1, C, and X are classified as low/no credit risk (0), while statuses 2–5 are classified as higher credit risk (1)." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "7224da2e-bdcf-447b-af5f-8f6bcdc38c3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['C', '0', 'X', '1', '5', '3', '4', '2'], dtype=object)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.STATUS.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "ea369b09-0cb1-4a1b-b414-2b5263e2808a", + "metadata": {}, + "outputs": [], + "source": [ + "Status_map = {\n", + " '0':0,\n", + " '1':0,\n", + " '2':1,\n", + " '3':1,\n", + " '4':1,\n", + " '5':1,\n", + " 'C':0,\n", + " 'X':0\n", + "}\n", + "df['CREDIT_RISK'] = df.STATUS.map(Status_map)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "159ddae5-df0d-41ac-932e-301d31a106d7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CREDIT_RISK\n", + "0 36351\n", + "1 106\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.CREDIT_RISK.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "574aefbb-8343-4337-be03-a3cc2958665d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IDCODE_GENDERFLAG_OWN_CARFLAG_OWN_REALTYCNT_CHILDRENAMT_INCOME_TOTALNAME_INCOME_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPE...DAYS_EMPLOYEDFLAG_MOBILFLAG_WORK_PHONEFLAG_PHONEFLAG_EMAILOCCUPATION_TYPECNT_FAM_MEMBERSMONTHS_BALANCESTATUSCREDIT_RISK
05008804MYY0427500.0WorkingHigher educationCivil marriageRented apartment...-45421100Unknown2.00C0
15008805MYY0427500.0WorkingHigher educationCivil marriageRented apartment...-45421100Unknown2.00C0
25008806MYY0112500.0WorkingSecondary specialMarriedHouse...-11341000Security staff2.00C0
35008808FNY0270000.0Commercial associateSecondary specialSingleHouse...-30511011Sales staff1.0000
45008809FNY0270000.0Commercial associateSecondary specialSingleHouse...-30511011Sales staff1.0-22X0
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5 rows × 21 columns

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" + ], + "text/plain": [ + " ID CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY CNT_CHILDREN \\\n", + "0 5008804 M Y Y 0 \n", + "1 5008805 M Y Y 0 \n", + "2 5008806 M Y Y 0 \n", + "3 5008808 F N Y 0 \n", + "4 5008809 F N Y 0 \n", + "\n", + " AMT_INCOME_TOTAL NAME_INCOME_TYPE NAME_EDUCATION_TYPE \\\n", + "0 427500.0 Working Higher education \n", + "1 427500.0 Working Higher education \n", + "2 112500.0 Working Secondary special \n", + "3 270000.0 Commercial associate Secondary special \n", + "4 270000.0 Commercial associate Secondary special \n", + "\n", + " NAME_FAMILY_STATUS NAME_HOUSING_TYPE ... DAYS_EMPLOYED FLAG_MOBIL \\\n", + "0 Civil marriage Rented apartment ... -4542 1 \n", + "1 Civil marriage Rented apartment ... -4542 1 \n", + "2 Married House ... -1134 1 \n", + "3 Single House ... -3051 1 \n", + "4 Single House ... -3051 1 \n", + "\n", + " FLAG_WORK_PHONE FLAG_PHONE FLAG_EMAIL OCCUPATION_TYPE CNT_FAM_MEMBERS \\\n", + "0 1 0 0 Unknown 2.0 \n", + "1 1 0 0 Unknown 2.0 \n", + "2 0 0 0 Security staff 2.0 \n", + "3 0 1 1 Sales staff 1.0 \n", + "4 0 1 1 Sales staff 1.0 \n", + "\n", + " MONTHS_BALANCE STATUS CREDIT_RISK \n", + "0 0 C 0 \n", + "1 0 C 0 \n", + "2 0 C 0 \n", + "3 0 0 0 \n", + "4 -22 X 0 \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "d72bf8c6-072d-409a-a715-c8d913758b83", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['ID', 'CODE_GENDER', 'FLAG_OWN_CAR', 'FLAG_OWN_REALTY', 'CNT_CHILDREN',\n", + " 'AMT_INCOME_TOTAL', 'NAME_INCOME_TYPE', 'NAME_EDUCATION_TYPE',\n", + " 'NAME_FAMILY_STATUS', 'NAME_HOUSING_TYPE', 'DAYS_BIRTH',\n", + " 'DAYS_EMPLOYED', 'FLAG_MOBIL', 'FLAG_WORK_PHONE', 'FLAG_PHONE',\n", + " 'FLAG_EMAIL', 'OCCUPATION_TYPE', 'CNT_FAM_MEMBERS', 'MONTHS_BALANCE',\n", + " 'STATUS', 'CREDIT_RISK'],\n", + " dtype='object')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "markdown", + "id": "620fcb98-c325-41a1-a7d3-f1d988bf0b61", + "metadata": {}, + "source": [ + "## Feature Transformation: Age and Employment Duration\n", + "* #### The derived features can help identify potential relationships between age, employment stability, and credit risk." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "34868fa0-ad5d-4645-b142-deb40819ca41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-12005, -21474, -19110, ..., -21590, -15837, -9188])" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.DAYS_BIRTH.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "75d450c1-57f3-481e-8fd3-f7f0da5fafde", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ -4542, -1134, -3051, ..., -8161, -606, -11272])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.DAYS_EMPLOYED.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "57af8be6-ee95-44f4-930a-69dfe52ba218", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DAYS_BIRTHAGEDAYS_EMPLOYEDEMPLOYMENT_YEARS
0-1200532.9-454212.4
1-1200532.9-454212.4
2-2147458.8-11343.1
3-1911052.4-30518.4
4-1911052.4-30518.4
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" + ], + "text/plain": [ + " DAYS_BIRTH AGE DAYS_EMPLOYED EMPLOYMENT_YEARS\n", + "0 -12005 32.9 -4542 12.4\n", + "1 -12005 32.9 -4542 12.4\n", + "2 -21474 58.8 -1134 3.1\n", + "3 -19110 52.4 -3051 8.4\n", + "4 -19110 52.4 -3051 8.4" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['AGE'] = (-df['DAYS_BIRTH'] / 365).round(1)\n", + "\n", + "df['EMPLOYMENT_YEARS'] = (-df['DAYS_EMPLOYED'] / 365).round(1)\n", + "\n", + "df[['DAYS_BIRTH', 'AGE', 'DAYS_EMPLOYED', 'EMPLOYMENT_YEARS']].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "4bf9e163-5ebb-42ef-a782-85fa191fded7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CREDIT_RISK\n", + "0 36351\n", + "1 106\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "\n", + "ax = sb.countplot(\n", + " data=df,\n", + " x='CREDIT_RISK',\n", + " hue='CREDIT_RISK',\n", + " palette=eda_palette,\n", + " legend=False\n", + ")\n", + "\n", + "plt.title('Distribution of Credit Risk', fontsize=14, fontweight='bold')\n", + "plt.xlabel('Credit Risk (0 = Good, 1 = Bad)')\n", + "plt.ylabel('Number of Customers')\n", + "\n", + "for container in ax.containers:\n", + " ax.bar_label(container, fontsize=10)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(df.CREDIT_RISK.value_counts())" + ] + }, + { + "cell_type": "markdown", + "id": "4ef064c1-6604-43af-8821-abf62474d8ce", + "metadata": {}, + "source": [ + "* #### The dataset contains 36,351 customers (99.71%) classified as Good Credit Risk, compared with only 106 customers (0.29%) classified as Bad Credit Risk.\n", + "* #### This indicates a severe class imbalance, with the good-risk category overwhelmingly dominating the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "be121863-4907-4641-a03f-3c8d291dce7f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "STATUS\n", + "C 17950\n", + "X 9669\n", + "0 8456\n", + "1 276\n", + "5 76\n", + "2 19\n", + "3 6\n", + "4 5\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "\n", + "status_order = df['STATUS'].value_counts().index\n", + "\n", + "ax = sb.countplot(\n", + " data=df,\n", + " x='STATUS',\n", + " hue='STATUS',\n", + " order=status_order,\n", + " palette=eda_palette,\n", + " legend=False\n", + ")\n", + "\n", + "plt.title('Distribution of Credit Status', fontsize=14, fontweight='bold')\n", + "plt.xlabel('STATUS')\n", + "plt.ylabel('Number of Records')\n", + "\n", + "for container in ax.containers:\n", + " ax.bar_label(container, fontsize=10)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(df['STATUS'].value_counts())" + ] + }, + { + "cell_type": "markdown", + "id": "72148871-ee21-4a80-a031-7da7c4475f41", + "metadata": {}, + "source": [ + "### This bar chart shows the distribution of records across different Credit Status categories.\n", + "\n", + "* #### Status C has the highest number of records with 17,950, making it the dominant category.\n", + "* #### Status X has 9,669 records, followed by Status 0 with 8,456 records.\n", + "* #### The remaining categories (1, 5, 2, 3, and 4) have very few observations compared with the major categories.\n", + "* #### This indicates a highly imbalanced categorical variable, where most records belong to C, X, or 0." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "fa856755-14bc-4e20-9cc5-635d2fa33b1a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "\n", + "sb.histplot(\n", + " data=df,\n", + " x='AMT_INCOME_TOTAL',\n", + " bins=40,\n", + " kde=True,\n", + " color='#2A9D8F'\n", + ")\n", + "\n", + "plt.title('Distribution of Annual Income', fontsize=14, fontweight='bold')\n", + "plt.xlabel('Annual Income')\n", + "plt.ylabel('Number of Customers')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5852051d-cac5-435f-a3ff-e7d6139b97b7", + "metadata": {}, + "source": [ + "* #### Annual income is highly right-skewed, with the majority of customers concentrated in the ₹100K–₹300K range.\n", + "* #### The highest concentration occurs around ₹120K–₹180K, where the number of customers reaches approximately 8,000–9,000.\n", + "* #### Customer frequency declines steadily as income increases beyond ₹300K, with relatively few customers having income above ₹500K, A long right tail extends up to approximately ₹1.6 million, indicating the presence of a small number of high-income customers/outliers." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "e317502d-3deb-4b52-9f9a-2865e39c75b0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "\n", + "sb.histplot(\n", + " data=df,\n", + " x='AGE',\n", + " bins=30,\n", + " kde=True,\n", + " color='#264653'\n", + ")\n", + "\n", + "plt.title('Distribution of Customer Age', fontsize=14, fontweight='bold')\n", + "plt.xlabel('Age (Years)')\n", + "plt.ylabel('Number of Customers')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "dee4ae15-a157-4b47-8a7b-2c727810b424", + "metadata": {}, + "source": [ + "* #### Customer ages are concentrated mainly between 28 and 60 years, with the highest representation around 35–40 years.\n", + "* #### The distribution is relatively broad, covering approximately 20 to 70 years, indicating a diverse customer age base.\n", + "* #### Customer counts gradually decline after around 40 years, with a more noticeable decrease beyond 60 years." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "38478b3b-acd7-4583-b654-022781042b99", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "\n", + "sb.histplot(\n", + " data=df,\n", + " x='EMPLOYMENT_YEARS',\n", + " bins=30,\n", + " kde=True,\n", + " color='#E9C46A'\n", + ")\n", + "\n", + "plt.title('Distribution of Employment Length', fontsize=14, fontweight='bold')\n", + "plt.xlabel('Employment Length (Years)')\n", + "plt.ylabel('Number of Customers')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "3bf03032-895a-4c67-9582-69eae87582e6", + "metadata": {}, + "source": [ + "* #### The distribution is highly concentrated around 0–50 years, with the largest group containing approximately 20,000 customers, indicating that most recorded employment lengths fall within this range.\n", + "* #### A second notable group appears around -1,000 years, containing roughly 6,000 customers, which is not a realistic employment duration." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "bb1b490c-bd61-4319-aae9-dfda1c760d34", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CNT_FAM_MEMBERS\n", + "2.0 19463\n", + "1.0 6987\n", + "3.0 6421\n", + "4.0 3106\n", + "5.0 397\n", + "6.0 58\n", + "7.0 19\n", + "15.0 3\n", + "9.0 2\n", + "20.0 1\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "plt.figure(figsize=(9, 5))\n", + "\n", + "family_order = sorted(df['CNT_FAM_MEMBERS'].dropna().unique())\n", + "\n", + "ax = sb.countplot(\n", + " data=df,\n", + " x='CNT_FAM_MEMBERS',\n", + " hue='CNT_FAM_MEMBERS',\n", + " order=family_order,\n", + " palette=eda_palette,\n", + " legend=False\n", + ")\n", + "\n", + "plt.title('Distribution of Family Member Count', fontsize=14, fontweight='bold')\n", + "plt.xlabel('Number of Family Members')\n", + "plt.ylabel('Number of Customers')\n", + "\n", + "for container in ax.containers:\n", + " ax.bar_label(container, fontsize=9)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(df.CNT_FAM_MEMBERS.value_counts())" + ] + }, + { + "cell_type": "markdown", + "id": "1ddda225-b636-4180-83c4-bf50037146b3", + "metadata": {}, + "source": [ + "* #### The majority of customers have 2 family members, with 19,463 customers (≈53.4%), making it the most common family size in the dataset. Customers with 1 family member account for 6,987 (≈19.2%), while 3 family members account for 6,421 (≈17.6%).\n", + "* #### The frequency decreases substantially for larger family sizes, with 4 members representing 3,106 customers (≈8.5%) and 5 members only 397 customers (≈1.1%).\n", + "* #### Family sizes above 5 members are very rare, with each category contributing less than 0.2% individually, indicating that the dataset is strongly concentrated around 1–3 family members." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "3927a3db-f889-44c1-9062-919224a3c137", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "categorical_features = [\n", + " 'CODE_GENDER',\n", + " 'FLAG_OWN_CAR',\n", + " 'FLAG_OWN_REALTY',\n", + " 'NAME_INCOME_TYPE',\n", + " 'NAME_EDUCATION_TYPE',\n", + " 'NAME_FAMILY_STATUS',\n", + " 'NAME_HOUSING_TYPE',\n", + " 'OCCUPATION_TYPE',\n", + " 'STATUS'\n", + "]\n", + "category_palette = [\n", + " '#264653',\n", + " '#2A9D8F',\n", + " '#E9C46A',\n", + " '#F4A261',\n", + " '#E76F51',\n", + " '#457B9D',\n", + " '#6D597A',\n", + " '#8AB17D',\n", + " '#B56576',\n", + " '#577590'\n", + "]\n", + "\n", + "plt.figure(figsize=(20, 15))\n", + "for i, feature in enumerate(categorical_features):\n", + " plt.subplot(3, 3, i + 1) \n", + "\n", + " order = df[feature].value_counts().index\n", + "\n", + " ax = sb.countplot(\n", + " data=df,\n", + " x=feature,\n", + " hue=feature,\n", + " order=order,\n", + " palette=category_palette,\n", + " legend=False\n", + " )\n", + "\n", + " plt.title(\n", + " f'Distribution of {feature.replace(\"_\", \" \").title()}',\n", + " fontsize=14,\n", + " fontweight='bold'\n", + " )\n", + " plt.xlabel('Number of Customers')\n", + " plt.ylabel(feature.replace(\"_\", \" \").title())\n", + " plt.xticks(rotation=60,ha='right',fontsize=10)\n", + "\n", + " for container in ax.containers:\n", + " ax.bar_label(container, fontsize=8,fontweight='bold', padding=2)\n", + "\n", + "plt.tight_layout(pad=1.8)\n", + "plt.subplots_adjust(hspace=0.7)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "02d7cc5c-6455-4f4d-9766-4fefa23cc657", + "metadata": {}, + "source": [ + "* #### Female customers dominate the dataset with 24,430 (67.0%), while males account for 12,027 (33.0%), Around 62.0% (22,614) of customers own a car, compared with 38.0% (13,843) who do not.\n", + "* #### Realty Ownership have 24,506 customers (67.2%) own real estate, while 11,951 (32.8%) do not, Working customers (18,819; 51.6%) form the largest group, followed by commercial associates and pensioners.\n", + "* #### Secondary education (24,777; 68.0%) is the dominant education level, followed by higher education at 27.1%, Married customers represent the majority with 25,048 (68.7%), while single customers account for 13.2%.\n", + "* #### House/apartment ownership is highly dominant, with 32,548 customers (89.3%), indicating limited variation in housing categories.\n", + "* #### Unknown occupation (11,323; 31.1%) is the largest category, followed by Laborers (6,211; 17.0%) and Core Staff (9.8%).\n", + "* #### Status C has the highest representation with 17,950 (49.2%), followed by X (26.5%) and O (23.2%), These imbalances should be considered during feature analysis and model development, particularly for categorical variables with rare groups." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "cca4b4ee-dc52-4b57-938b-1d1c03572b35", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(9, 5))\n", + "\n", + "ax = sb.boxplot(\n", + " data=df,\n", + " x='CREDIT_RISK',\n", + " y='AMT_INCOME_TOTAL',\n", + " hue='CREDIT_RISK',\n", + " palette=eda_palette,\n", + " legend=False\n", + ")\n", + "\n", + "plt.title('Annual Income by Credit Risk', fontsize=14, fontweight='bold')\n", + "plt.xlabel('Credit Risk (0 = Good, 1 = Bad)')\n", + "plt.ylabel('Annual Income')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c03db21d-dd83-4c4a-9c35-48bdb288a7c4", + "metadata": {}, + "source": [ + "* #### The boxplot compares annual income (AMT_INCOME_TOTAL) across good (0) and bad (1) credit-risk groups, Both groups show a wide spread in annual income, indicating substantial income variation among customers.\n", + "* #### The distributions contain high-income outliers, suggesting that a small number of customers earn significantly more than the majority." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "ff27abf3-516a-486d-be2e-eef4a307bc10", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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OCCUPATION_TYPEmeancountBad_Risk_Rate
7IT staff0.050000605.000000
15Secretaries0.0132451511.324503
9Low-skill Laborers0.0114291751.142857
16Security staff0.0101355921.013514
18Waiters staff0.0057471740.574713
2Cooking staff0.0045806550.458015
3Core staff0.00389935910.389864
6High skill tech staff0.00361513830.361533
12Private service staff0.0029073440.290698
4Drivers0.00280621380.280636
10Managers0.00265630120.265604
14Sales staff0.00258234850.258250
11Medicine staff0.00248612070.248550
17Unknown0.002473113230.247284
8Laborers0.00225462110.225407
1Cleaning staff0.0018155510.181488
0Accountants0.00000012410.000000
5HR staff0.000000850.000000
13Realty agents0.000000790.000000
\n", + "
" + ], + "text/plain": [ + " OCCUPATION_TYPE mean count Bad_Risk_Rate\n", + "7 IT staff 0.050000 60 5.000000\n", + "15 Secretaries 0.013245 151 1.324503\n", + "9 Low-skill Laborers 0.011429 175 1.142857\n", + "16 Security staff 0.010135 592 1.013514\n", + "18 Waiters staff 0.005747 174 0.574713\n", + "2 Cooking staff 0.004580 655 0.458015\n", + "3 Core staff 0.003899 3591 0.389864\n", + "6 High skill tech staff 0.003615 1383 0.361533\n", + "12 Private service staff 0.002907 344 0.290698\n", + "4 Drivers 0.002806 2138 0.280636\n", + "10 Managers 0.002656 3012 0.265604\n", + "14 Sales staff 0.002582 3485 0.258250\n", + "11 Medicine staff 0.002486 1207 0.248550\n", + "17 Unknown 0.002473 11323 0.247284\n", + "8 Laborers 0.002254 6211 0.225407\n", + "1 Cleaning staff 0.001815 551 0.181488\n", + "0 Accountants 0.000000 1241 0.000000\n", + "5 HR staff 0.000000 85 0.000000\n", + "13 Realty agents 0.000000 79 0.000000" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "occupation_risk = (\n", + " df.groupby('OCCUPATION_TYPE')['CREDIT_RISK']\n", + " .agg(['mean', 'count'])\n", + " .reset_index()\n", + ")\n", + "\n", + "occupation_risk['Bad_Risk_Rate'] = occupation_risk['mean'] * 100\n", + "occupation_risk = occupation_risk.sort_values(\n", + " 'Bad_Risk_Rate',\n", + " ascending=False\n", + ")\n", + "\n", + "plt.figure(figsize=(11, 7))\n", + "\n", + "ax = sb.barplot(\n", + " data=occupation_risk,\n", + " y='OCCUPATION_TYPE',\n", + " x='Bad_Risk_Rate',\n", + " hue='OCCUPATION_TYPE',\n", + " order=occupation_risk['OCCUPATION_TYPE'],\n", + " palette=category_palette,\n", + " legend=False\n", + ")\n", + "\n", + "plt.title(\n", + " 'Bad Credit Risk Rate by Occupation Type',\n", + " fontsize=14,\n", + " fontweight='bold'\n", + ")\n", + "plt.xlabel('Bad Credit Risk Rate (%)')\n", + "plt.ylabel('Occupation Type')\n", + "\n", + "for container in ax.containers:\n", + " ax.bar_label(\n", + " container,\n", + " fmt='%.1f%%',\n", + " fontsize=8,\n", + " padding=2\n", + " )\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "occupation_risk" + ] + }, + { + "cell_type": "markdown", + "id": "cb5389d9-445a-46ab-a0d8-8ba6e1a8c9b6", + "metadata": {}, + "source": [ + "* #### IT staff have the highest bad credit risk rate at 5.0%, substantially higher than all other occupations. Secretaries (1.3%), Low-skill Laborers (1.1%), and Security staff (1.0%) follow with comparatively higher risk rates.\n", + "* #### Most remaining occupations have bad credit risk rates below 1%, with several categories around 0.2–0.4%.\n", + "* #### Accountants, HR staff, and Realty agents show approximately 0% bad credit risk in this dataset.\n", + "* #### Overall, the chart indicates considerable variation in bad credit risk across occupations, although some categories may have small sample sizes and should be interpreted cautiously." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "cc972346-6dc6-42c4-ae79-631a932a83a6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "numerical_features = df.select_dtypes(include='number').columns\n", + "correlation_matrix = df[numerical_features].corr()\n", + "\n", + "plt.figure(figsize=(14, 10))\n", + "sb.heatmap(\n", + " correlation_matrix,\n", + " annot=True,\n", + " fmt='.2f',\n", + " cmap='YlGnBu',\n", + " linewidths=0.5,\n", + " cbar_kws={'label': 'Correlation Coefficient'}\n", + ")\n", + "\n", + "plt.title(\n", + " 'Correlation Heatmap of Numerical Features',\n", + " fontsize=15,\n", + " fontweight='bold'\n", + ")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c4400e56-49fc-4a24-ad24-807765459dd3", + "metadata": {}, + "source": [ + "* #### CNT_FAM_MEMBERS and CNT_CHILDREN show a strong positive correlation of 0.89, indicating that customers with more children generally have larger family sizes.\n", + "* #### DAYS_BIRTH and DAYS_EMPLOYED have a strong negative correlation of -0.62, while AGE and EMPLOYMENT_YEARS show a similar relationship of -0.62 due to the underlying time-based variables.\n", + "* #### AGE and DAYS_BIRTH have an almost perfect negative correlation of -1.00, indicating these variables represent essentially the same age information in different forms.\n", + "* #### DAYS_EMPLOYED and EMPLOYMENT_YEARS also have a perfect negative correlation of -1.00, suggesting they are redundant representations of employment duration.\n", + "* #### CREDIT_RISK has correlations close to zero with the numerical features, indicating no strong linear relationship between credit risk and these individual numerical variables." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "3bbbc120-b59c-4b1c-b312-c36edc1aeeee", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of income outliers: 1,529\n", + "Lower bound: -33,750.00\n", + "Upper bound: 380,250.00\n" + ] + } + ], + "source": [ + "plt.figure(figsize=(11, 5))\n", + "\n", + "sb.boxplot(\n", + " data=df,\n", + " x='AMT_INCOME_TOTAL',\n", + " color='#2A9D8F',\n", + " fliersize=4\n", + ")\n", + "\n", + "plt.title(\n", + " 'Outlier Analysis of Annual Income',\n", + " fontsize=14,\n", + " fontweight='bold'\n", + ")\n", + "\n", + "plt.xlabel('Annual Income')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "Q1 = df['AMT_INCOME_TOTAL'].quantile(0.25)\n", + "Q3 = df['AMT_INCOME_TOTAL'].quantile(0.75)\n", + "IQR = Q3 - Q1\n", + "lower_bound = Q1 - 1.5 * IQR\n", + "upper_bound = Q3 + 1.5 * IQR\n", + "income_outliers = df[\n", + " (df['AMT_INCOME_TOTAL'] < lower_bound) |\n", + " (df['AMT_INCOME_TOTAL'] > upper_bound)\n", + "]\n", + "\n", + "print(f\"Number of income outliers: {len(income_outliers):,}\")\n", + "print(f\"Lower bound: {lower_bound:,.2f}\")\n", + "print(f\"Upper bound: {upper_bound:,.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "7524373c-84b8-473d-88f8-587b1dd26746", + "metadata": {}, + "source": [ + "* #### The boxplot shows that annual income is strongly right-skewed, with most customers concentrated in the lower-to-middle income range.\n", + "* #### The median income is around 0.16 million, while the central 50% of customers fall approximately between 0.12 and 0.23 million.\n", + "* #### Several high-income outliers are visible beyond the upper whisker, extending from roughly 0.4 million to 1.6 million." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "47c688f0-dc3f-4e36-825b-06534404f640", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " NAME_INCOME_TYPE mean count Bad_Risk_Rate\n", + "0 Commercial associate 0.003534 8490 0.353357\n", + "1 Pensioner 0.003414 6152 0.341352\n", + "4 Working 0.002816 18819 0.281630\n", + "2 State servant 0.000670 2985 0.067002\n", + "3 Student 0.000000 11 0.000000\n" + ] + } + ], + "source": [ + "income_type_risk = (\n", + " df.groupby('NAME_INCOME_TYPE')['CREDIT_RISK']\n", + " .agg(['mean', 'count'])\n", + " .reset_index()\n", + ")\n", + "\n", + "income_type_risk['Bad_Risk_Rate'] = income_type_risk['mean'] * 100\n", + "income_type_risk = income_type_risk.sort_values(\n", + " 'Bad_Risk_Rate',\n", + " ascending=False\n", + ")\n", + "\n", + "plt.figure(figsize=(11, 6))\n", + "\n", + "ax = sb.barplot(\n", + " data=income_type_risk,\n", + " y='NAME_INCOME_TYPE',\n", + " x='Bad_Risk_Rate',\n", + " hue='NAME_INCOME_TYPE',\n", + " order=income_type_risk['NAME_INCOME_TYPE'],\n", + " palette=category_palette,\n", + " legend=False\n", + ")\n", + "\n", + "plt.title(\n", + " 'Bad Credit Risk Rate by Income Type',\n", + " fontsize=14,\n", + " fontweight='bold'\n", + ")\n", + "\n", + "plt.xlabel('Bad Credit Risk Rate (%)')\n", + "plt.ylabel('Income Type')\n", + "\n", + "for container in ax.containers:\n", + " ax.bar_label(\n", + " container,\n", + " fmt='%.1f%%',\n", + " fontsize=8,\n", + " padding=2\n", + " )\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(income_type_risk)" + ] + }, + { + "cell_type": "markdown", + "id": "981f839c-e852-4c93-bbee-915f1e04e53f", + "metadata": {}, + "source": [ + "* #### Commercial associates have the highest bad credit risk rate at 0.4%, followed by pensioners and working customers at 0.3% each. State servants show a comparatively lower bad credit risk rate of 0.1%.\n", + "* #### Students have an approximately 0.0% bad credit risk rate in the dataset. Overall, the differences across income types are relatively small, suggesting that income type alone may have limited ability to distinguish bad credit risk." + ] + }, + { + "cell_type": "markdown", + "id": "f87d0bf6-705b-4da8-b991-f131cc3d2c33", + "metadata": {}, + "source": [ + "# Machinne Learning Model Selection" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "cc48e38b-957a-4ed2-9244-a45e00cd8131", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DAYS_EMPLOYED-0.038043-0.229379-0.168611-0.6162131.000000NaN-0.242869-0.007233-0.085648-0.221241-0.006820-0.0023440.616222-1.000000
FLAG_MOBILNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
FLAG_WORK_PHONE0.0792150.048091-0.0377460.179054-0.242869NaN1.0000000.311644-0.0348380.0645270.014203-0.004761-0.1790580.242870
FLAG_PHONE0.009879-0.0162910.017245-0.028659-0.007233NaN0.3116441.0000000.010455-0.0042210.0037140.0041900.0286710.007234
FLAG_EMAIL-0.0469790.0159600.0866810.105625-0.085648NaN-0.0348380.0104551.0000000.0146190.0172090.013351-0.1056350.085648
CNT_FAM_MEMBERS0.0266240.8891140.0237500.304020-0.221241NaN0.064527-0.0042210.0146191.000000-0.009034-0.007843-0.3040240.221241
MONTHS_BALANCE0.025194-0.0114690.0087270.011395-0.006820NaN0.0142030.0037140.017209-0.0090341.0000000.015705-0.0113790.006820
CREDIT_RISK0.013473-0.0072830.009432-0.002825-0.002344NaN-0.0047610.0041900.013351-0.0078430.0157051.0000000.0028460.002345
AGE-0.056026-0.339343-0.067911-0.9999970.616222NaN-0.1790580.028671-0.105635-0.304024-0.0113790.0028461.000000-0.616222
EMPLOYMENT_YEARS0.0380420.2293790.1686130.616213-1.000000NaN0.2428700.0072340.0856480.2212410.0068200.002345-0.6162221.000000
\n", + "
" + ], + "text/plain": [ + " ID CNT_CHILDREN AMT_INCOME_TOTAL DAYS_BIRTH \\\n", + "ID 1.000000 0.028878 -0.017667 0.056016 \n", + "CNT_CHILDREN 0.028878 1.000000 0.033691 0.339357 \n", + "AMT_INCOME_TOTAL -0.017667 0.033691 1.000000 0.067908 \n", + "DAYS_BIRTH 0.056016 0.339357 0.067908 1.000000 \n", + "DAYS_EMPLOYED -0.038043 -0.229379 -0.168611 -0.616213 \n", + "FLAG_MOBIL NaN NaN NaN NaN \n", + "FLAG_WORK_PHONE 0.079215 0.048091 -0.037746 0.179054 \n", + "FLAG_PHONE 0.009879 -0.016291 0.017245 -0.028659 \n", + "FLAG_EMAIL -0.046979 0.015960 0.086681 0.105625 \n", + "CNT_FAM_MEMBERS 0.026624 0.889114 0.023750 0.304020 \n", + "MONTHS_BALANCE 0.025194 -0.011469 0.008727 0.011395 \n", + "CREDIT_RISK 0.013473 -0.007283 0.009432 -0.002825 \n", + "AGE -0.056026 -0.339343 -0.067911 -0.999997 \n", + "EMPLOYMENT_YEARS 0.038042 0.229379 0.168613 0.616213 \n", + "\n", + " DAYS_EMPLOYED FLAG_MOBIL FLAG_WORK_PHONE FLAG_PHONE \\\n", + "ID -0.038043 NaN 0.079215 0.009879 \n", + "CNT_CHILDREN -0.229379 NaN 0.048091 -0.016291 \n", + "AMT_INCOME_TOTAL -0.168611 NaN -0.037746 0.017245 \n", + "DAYS_BIRTH -0.616213 NaN 0.179054 -0.028659 \n", + "DAYS_EMPLOYED 1.000000 NaN -0.242869 -0.007233 \n", + "FLAG_MOBIL NaN NaN NaN NaN \n", + "FLAG_WORK_PHONE -0.242869 NaN 1.000000 0.311644 \n", + "FLAG_PHONE -0.007233 NaN 0.311644 1.000000 \n", + "FLAG_EMAIL -0.085648 NaN -0.034838 0.010455 \n", + "CNT_FAM_MEMBERS -0.221241 NaN 0.064527 -0.004221 \n", + "MONTHS_BALANCE -0.006820 NaN 0.014203 0.003714 \n", + "CREDIT_RISK -0.002344 NaN -0.004761 0.004190 \n", + "AGE 0.616222 NaN -0.179058 0.028671 \n", + "EMPLOYMENT_YEARS -1.000000 NaN 0.242870 0.007234 \n", + "\n", + " FLAG_EMAIL CNT_FAM_MEMBERS MONTHS_BALANCE CREDIT_RISK \\\n", + "ID -0.046979 0.026624 0.025194 0.013473 \n", + "CNT_CHILDREN 0.015960 0.889114 -0.011469 -0.007283 \n", + "AMT_INCOME_TOTAL 0.086681 0.023750 0.008727 0.009432 \n", + "DAYS_BIRTH 0.105625 0.304020 0.011395 -0.002825 \n", + "DAYS_EMPLOYED -0.085648 -0.221241 -0.006820 -0.002344 \n", + "FLAG_MOBIL NaN NaN NaN NaN \n", + "FLAG_WORK_PHONE -0.034838 0.064527 0.014203 -0.004761 \n", + "FLAG_PHONE 0.010455 -0.004221 0.003714 0.004190 \n", + "FLAG_EMAIL 1.000000 0.014619 0.017209 0.013351 \n", + "CNT_FAM_MEMBERS 0.014619 1.000000 -0.009034 -0.007843 \n", + "MONTHS_BALANCE 0.017209 -0.009034 1.000000 0.015705 \n", + "CREDIT_RISK 0.013351 -0.007843 0.015705 1.000000 \n", + "AGE -0.105635 -0.304024 -0.011379 0.002846 \n", + "EMPLOYMENT_YEARS 0.085648 0.221241 0.006820 0.002345 \n", + "\n", + " AGE EMPLOYMENT_YEARS \n", + "ID -0.056026 0.038042 \n", + "CNT_CHILDREN -0.339343 0.229379 \n", + "AMT_INCOME_TOTAL -0.067911 0.168613 \n", + "DAYS_BIRTH -0.999997 0.616213 \n", + "DAYS_EMPLOYED 0.616222 -1.000000 \n", + "FLAG_MOBIL NaN NaN \n", + "FLAG_WORK_PHONE -0.179058 0.242870 \n", + "FLAG_PHONE 0.028671 0.007234 \n", + "FLAG_EMAIL -0.105635 0.085648 \n", + "CNT_FAM_MEMBERS -0.304024 0.221241 \n", + "MONTHS_BALANCE -0.011379 0.006820 \n", + "CREDIT_RISK 0.002846 0.002345 \n", + "AGE 1.000000 -0.616222 \n", + "EMPLOYMENT_YEARS -0.616222 1.000000 " + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.corr(numeric_only=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "5b5401f6-e8e7-411c-8fec-0272d5e9ccb8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ID int64\n", + "CODE_GENDER object\n", + "FLAG_OWN_CAR object\n", + "FLAG_OWN_REALTY object\n", + "CNT_CHILDREN int64\n", + "AMT_INCOME_TOTAL float64\n", + "NAME_INCOME_TYPE object\n", + "NAME_EDUCATION_TYPE object\n", + "NAME_FAMILY_STATUS object\n", + "NAME_HOUSING_TYPE object\n", + "DAYS_BIRTH int64\n", + "DAYS_EMPLOYED int64\n", + "FLAG_MOBIL int64\n", + "FLAG_WORK_PHONE int64\n", + "FLAG_PHONE int64\n", + "FLAG_EMAIL int64\n", + "OCCUPATION_TYPE object\n", + "CNT_FAM_MEMBERS float64\n", + "MONTHS_BALANCE int64\n", + "STATUS object\n", + "CREDIT_RISK int64\n", + "AGE float64\n", + "EMPLOYMENT_YEARS float64\n", + "dtype: object" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "id": "385c1c2d-fc94-49f8-99b1-4a3646090b31", + "metadata": {}, + "source": [ + "## Converting Categorical Data into Numeric for Model Tuning" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "915ed035-ebb4-4497-866c-88142362831f", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import LabelEncoder\n", + "label = LabelEncoder()\n", + "df.FLAG_OWN_CAR=label.fit_transform(df.FLAG_OWN_CAR)\n", + "df.FLAG_OWN_REALTY=label.fit_transform(df.FLAG_OWN_REALTY)\n", + "df.AMT_INCOME_TOTAL=label.fit_transform(df.AMT_INCOME_TOTAL)\n", + "df.NAME_INCOME_TYPE=label.fit_transform(df.NAME_INCOME_TYPE)\n", + "df.NAME_EDUCATION_TYPE=label.fit_transform(df.NAME_EDUCATION_TYPE)\n", + "df.NAME_FAMILY_STATUS=label.fit_transform(df.NAME_FAMILY_STATUS)\n", + "df.NAME_HOUSING_TYPE=label.fit_transform(df.NAME_HOUSING_TYPE)\n", + "df.DAYS_EMPLOYED=label.fit_transform(df.DAYS_EMPLOYED)\n", + "df.OCCUPATION_TYPE=label.fit_transform(df.OCCUPATION_TYPE)\n", + "df.CNT_FAM_MEMBERS=label.fit_transform(df.CNT_FAM_MEMBERS)\n", + "df.MONTHS_BALANCE=label.fit_transform(df.MONTHS_BALANCE)" + ] + }, + { + "cell_type": "markdown", + "id": "3b2b66e3-26db-476b-8a68-107e707fc41e", + "metadata": {}, + "source": [ + "# Define Prediction Target & Features\n", + "* ### Target variable:- [y] Features:- [x]" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "71f22226-e4e1-4633-a243-89233f8d909d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features shape: (36457, 11)\n", + "Target shape: (36457,)\n", + "\n", + "Selected Features:\n", + "['FLAG_OWN_CAR', 'FLAG_OWN_REALTY', 'AMT_INCOME_TOTAL', 'NAME_INCOME_TYPE', 'NAME_EDUCATION_TYPE', 'NAME_FAMILY_STATUS', 'NAME_HOUSING_TYPE', 'DAYS_EMPLOYED', 'OCCUPATION_TYPE', 'CNT_FAM_MEMBERS', 'MONTHS_BALANCE']\n", + "\n", + "Target Distribution:\n", + "CREDIT_RISK\n", + "0 36351\n", + "1 106\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "y = df['CREDIT_RISK']\n", + "\n", + "feature_columns = [\n", + " 'FLAG_OWN_CAR',\n", + " 'FLAG_OWN_REALTY',\n", + " 'AMT_INCOME_TOTAL',\n", + " 'NAME_INCOME_TYPE',\n", + " 'NAME_EDUCATION_TYPE',\n", + " 'NAME_FAMILY_STATUS',\n", + " 'NAME_HOUSING_TYPE',\n", + " 'DAYS_EMPLOYED',\n", + " 'OCCUPATION_TYPE',\n", + " 'CNT_FAM_MEMBERS',\n", + " 'MONTHS_BALANCE'\n", + "]\n", + "x = df[feature_columns]\n", + "\n", + "print(\"Features shape:\", x.shape)\n", + "print(\"Target shape:\", y.shape)\n", + "\n", + "print(\"\\nSelected Features:\")\n", + "print(x.columns.tolist())\n", + "\n", + "print(\"\\nTarget Distribution:\")\n", + "print(y.value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "722a6a80-a683-44d7-a5d8-fbcabffbc67a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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FLAG_OWN_CARFLAG_OWN_REALTYAMT_INCOME_TOTALNAME_INCOME_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPEDAYS_EMPLOYEDOCCUPATION_TYPECNT_FAM_MEMBERSMONTHS_BALANCE
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" + ], + "text/plain": [ + " FLAG_OWN_CAR FLAG_OWN_REALTY AMT_INCOME_TOTAL NAME_INCOME_TYPE \\\n", + "0 1 1 226 4 \n", + "1 1 1 226 4 \n", + "2 1 1 77 4 \n", + "3 0 1 192 0 \n", + "4 0 1 192 0 \n", + "\n", + " NAME_EDUCATION_TYPE NAME_FAMILY_STATUS NAME_HOUSING_TYPE DAYS_EMPLOYED \\\n", + "0 1 0 4 1005 \n", + "1 1 0 4 1005 \n", + "2 4 1 1 2845 \n", + "3 4 3 1 1631 \n", + "4 4 3 1 1631 \n", + "\n", + " OCCUPATION_TYPE CNT_FAM_MEMBERS MONTHS_BALANCE \n", + "0 17 1 60 \n", + "1 17 1 60 \n", + "2 16 1 60 \n", + "3 14 0 60 \n", + "4 14 0 38 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Feature Data Types:\n" + ] + }, + { + "data": { + "text/plain": [ + "FLAG_OWN_CAR int64\n", + "FLAG_OWN_REALTY int64\n", + "AMT_INCOME_TOTAL int64\n", + "NAME_INCOME_TYPE int64\n", + "NAME_EDUCATION_TYPE int64\n", + "NAME_FAMILY_STATUS int64\n", + "NAME_HOUSING_TYPE int64\n", + "DAYS_EMPLOYED int64\n", + "OCCUPATION_TYPE int64\n", + "CNT_FAM_MEMBERS int64\n", + "MONTHS_BALANCE int64\n", + "dtype: object" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Target Values:\n", + "[0 1]\n" + ] + } + ], + "source": [ + "display(x.head())\n", + "\n", + "print(\"\\nFeature Data Types:\")\n", + "display(x.dtypes)\n", + "\n", + "print(\"\\nTarget Values:\")\n", + "print(y.unique())" + ] + }, + { + "cell_type": "markdown", + "id": "e4781ac7-c0e6-43d6-a630-8ecb75bdfc38", + "metadata": {}, + "source": [ + "### Split data in train & test sets" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "4f7df4d0-de0d-4123-aa6c-5adb4b69607f", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "xtrain,xtest,ytrain,ytest= train_test_split(x,y,test_size=0.2)" + ] + }, + { + "cell_type": "markdown", + "id": "93275a99-edf7-4ef7-9b44-4ec2b5e5c98f", + "metadata": {}, + "source": [ + "### Train ML Models & Evaluation metrics selection" + ] + }, + { + "cell_type": "markdown", + "id": "6a9bf9e4-0bf3-4009-a3d2-23b53eefb7f3", + "metadata": {}, + "source": [ + "# Logistic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "d8b46a30-872d-4435-b387-deb3c944486d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LogisticRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" + ], + "text/plain": [ + "LogisticRegression()" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "modellogistic= LogisticRegression()\n", + "modellogistic.fit(xtrain,ytrain)\n", + "yplogistic= modellogistic.predict(xtest)\n", + "modellogistic" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "d8cfa80a-640f-4386-b1c8-7b8430e7ec62", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "confusion_matrix :\n", + " [[7265 0]\n", + " [ 27 0]]\n", + "Accuracy Score: 99.62973121228744\n", + "F1 Score: 0.0\n" + ] + } + ], + "source": [ + "from sklearn.metrics import accuracy_score,confusion_matrix,f1_score\n", + "acc = accuracy_score(ytest,yplogistic)\n", + "cm = confusion_matrix(ytest,yplogistic)\n", + "f = f1_score(ytest, yplogistic)\n", + "print(\"confusion_matrix :\\n\", cm)\n", + "print(\"Accuracy Score:\", acc*100)\n", + "print(\"F1 Score:\", f*100)" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "e896b17d-0ce0-405a-af49-f2016638f1e2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.99712053 0.99712053 0.99712053 0.99712053 0.99712053 0.99712053\n", + " 0.99670917 0.99711934 0.99711934 0.99711934 0.99711934 0.99711934\n", + " 0.99711934 0.99711934 0.99711934]\n", + "logistic_cvscore 99.70924709922534\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import cross_val_score\n", + "cvlogistic = LogisticRegression()\n", + "logistic_cvscore = cross_val_score(cvlogistic,x,y,cv=15,scoring='accuracy')\n", + "print(logistic_cvscore)\n", + "print('logistic_cvscore',logistic_cvscore.mean()*100)" + ] + }, + { + "cell_type": "markdown", + "id": "765d0bc6-8bc2-45a1-a0cf-e4f28d2ca67d", + "metadata": {}, + "source": [ + "# Random Forest Classification" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "52775761-5a11-42bf-80c4-06cf4a3efbf7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
RandomForestClassifier(class_weight='balanced')
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" + ], + "text/plain": [ + "RandomForestClassifier(class_weight='balanced')" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "modelR=RandomForestClassifier(class_weight='balanced')\n", + "modelR.fit(xtrain,ytrain)\n", + "ypr=modelR.predict(xtest)\n", + "modelR" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "5c9fc27b-dc3a-4576-ab0d-8b8d6afa60d6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "confusion_matrix :\n", + " [[7235 30]\n", + " [ 15 12]]\n", + "Accuracy Score: 99.3828853538124\n", + "F1 Score: 34.78260869565217\n" + ] + } + ], + "source": [ + "cm1 = confusion_matrix(ytest,ypr)\n", + "acc1 = accuracy_score(ytest,ypr)\n", + "f1 = f1_score(ytest, ypr)\n", + "print(\"confusion_matrix :\\n\", cm1)\n", + "print(\"Accuracy Score:\", acc1*100)\n", + "print(\"F1 Score:\", f1*100)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "9fa91524-86a7-4709-a25d-d6f4ff69aa33", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.9938297 0.99712053 0.99670917 0.99341835 0.99670917 0.9938297\n", + " 0.99506376 0.99465021 0.99711934 0.99670782 0.98765432 0.99382716\n", + " 0.99382716 0.99547325 0.99382716]\n", + "RandomForest_cvscore 99.46511198798781\n" + ] + } + ], + "source": [ + "cvR = RandomForestClassifier()\n", + "rcv_score = cross_val_score(cvR,x,y,cv=15,scoring='accuracy')\n", + "print(rcv_score)\n", + "print('RandomForest_cvscore',rcv_score.mean()*100)" + ] + }, + { + "cell_type": "markdown", + "id": "1008e240-8875-44bc-8e7c-182850f96aef", + "metadata": {}, + "source": [ + "### Hyperparameter Tuning of Random Forest Classifier using Grid Search CV" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "3457cf79-b41d-462a-a946-f98d2bd70cd1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
GridSearchCV(cv=15, estimator=RandomForestClassifier(random_state=42),\n",
+       "             param_grid={'n_estimators': [50, 100, 200, 300, 500]},\n",
+       "             scoring='accuracy')
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" + ], + "text/plain": [ + "GridSearchCV(cv=15, estimator=RandomForestClassifier(random_state=42),\n", + " param_grid={'n_estimators': [50, 100, 200, 300, 500]},\n", + " scoring='accuracy')" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.model_selection import GridSearchCV\n", + "tuned_parameters = {'n_estimators': [50, 100, 200, 300, 500]}\n", + "model_gscv = RandomForestClassifier(random_state=42)\n", + "new_model = GridSearchCV(estimator=model_gscv,param_grid=tuned_parameters,scoring='accuracy',cv=15)\n", + "new_model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "85bd1885-aad2-4b16-91a0-7101a62aa873", + "metadata": {}, + "outputs": [], + "source": [ + "new_model.fit(xtrain, ytrain)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2931cd2e-7f07-48b8-8620-b7a6165b2746", + "metadata": {}, + "outputs": [], + "source": [ + "print(\"Best Parameter:\", new_model.best_params_)\n", + "print(\"Best Accuracy Score:\", new_model.best_score_*100)" + ] + }, + { + "cell_type": "markdown", + "id": "1592c776-dd50-4b11-84de-934efb7eab36", + "metadata": {}, + "source": [ + "# XG Boost Classification" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "68ba5416-884b-4d33-bd38-73a72697be92", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=True, eval_metric=None, feature_types=None,\n",
+       "              feature_weights=None, gamma=None, grow_policy=None,\n",
+       "              importance_type=None, interaction_constraints=None,\n",
+       "              learning_rate=None, max_bin=None, max_cat_threshold=None,\n",
+       "              max_cat_to_onehot=None, max_delta_step=None, max_depth=None,\n",
+       "              max_leaves=None, min_child_weight=None, missing=nan,\n",
+       "              monotone_constraints=None, multi_strategy=None, n_estimators=None,\n",
+       "              n_jobs=None, num_parallel_tree=None, ...)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" + ], + "text/plain": [ + "XGBClassifier(base_score=None, booster=None, callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", + " enable_categorical=True, eval_metric=None, feature_types=None,\n", + " feature_weights=None, gamma=None, grow_policy=None,\n", + " importance_type=None, interaction_constraints=None,\n", + " learning_rate=None, max_bin=None, max_cat_threshold=None,\n", + " max_cat_to_onehot=None, max_delta_step=None, max_depth=None,\n", + " max_leaves=None, min_child_weight=None, missing=nan,\n", + " monotone_constraints=None, multi_strategy=None, n_estimators=None,\n", + " n_jobs=None, num_parallel_tree=None, ...)" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from xgboost import XGBClassifier\n", + "modelxgc= XGBClassifier(scale_pos_weight=303)\n", + "modelxgc.fit(xtrain,ytrain)\n", + "ypxgc= modelxgc.predict(xtest)\n", + "modelxgc" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "c17f0512-61b9-4e20-8322-9c61cb0a3e03", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "confusion_matrix :\n", + " [[7199 66]\n", + " [ 14 13]]\n", + "Accuracy Score: 98.90290729566648\n", + "F1 Score: 24.528301886792452\n" + ] + } + ], + "source": [ + "cm2 = confusion_matrix(ytest,ypxgc)\n", + "acc2 = accuracy_score(ytest,ypxgc)\n", + "f2 = f1_score(ytest, ypxgc)\n", + "print(\"confusion_matrix :\\n\", cm2)\n", + "print(\"Accuracy Score:\", acc2*100)\n", + "print(\"F1 Score:\", f2*100)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "5024cb95-9a4c-4039-a207-4a68e4a62b1a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.99547511 0.99712053 0.99670917 0.99506376 0.99712053 0.99424105\n", + " 0.99465241 0.99465021 0.99711934 0.99711934 0.99012346 0.99465021\n", + " 0.99670782 0.99588477 0.99670782]\n", + "XGBoost_cvscore 99.55563681053877\n" + ] + } + ], + "source": [ + "cvxgc = XGBClassifier()\n", + "xgcv = cross_val_score(cvxgc,x,y,cv=15,scoring='accuracy')\n", + "print(xgcv)\n", + "print('XGBoost_cvscore',xgcv.mean()*100)" + ] + }, + { + "cell_type": "markdown", + "id": "021f9ecf-1438-4b8c-a131-af6c35e166a6", + "metadata": {}, + "source": [ + "## Compare Each Models Evaluation " + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "6c2250b8-37b8-4174-92ac-df84364a3672", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Model Accuracy Score Cross_Validation_Score F1 Score\n", + "0 LogisticRegression 99.629731 99.709247 0.000000\n", + "1 RandomForestClassifier 99.382885 99.465112 34.782609\n", + "2 XGBClassifier 98.902907 99.555637 24.528302\n" + ] + } + ], + "source": [ + "results = pd.DataFrame({\n", + " \"Model\": ['LogisticRegression','RandomForestClassifier','XGBClassifier'],\n", + " \"Accuracy Score\": [acc*100, acc1*100, acc2*100],\n", + " \"Cross_Validation_Score\": [logistic_cvscore.mean()*100,rcv_score.mean()*100,xgcv.mean()*100],\n", + " \"F1 Score\": [f*100,f1*100,f2*100]\n", + "})\n", + "\n", + "results = results.sort_values(by=[\"Accuracy Score\", \"Cross_Validation_Score\",'F1 Score'], ascending=[False,False,True]).reset_index(drop=True)\n", + "\n", + "print(results)" + ] + }, + { + "cell_type": "markdown", + "id": "1d194e2d-c550-4b83-81c2-2dc8b830f6ff", + "metadata": {}, + "source": [ + "* #### Logistic Regression achieves the highest accuracy (99.63%) and cross-validation score (99.71%), However, its F1 Score is 0%, indicating that it fails to effectively identify the minority class.\n", + "* #### Random Forest achieves 99.38% accuracy with the highest F1 Score of 34.78% among the three models.\n", + "* #### XGBoost records 98.90% accuracy and a strong cross-validation score of 99.56% and an F1 Score of approximately 24.53%.\n", + "* #### The high accuracy across all models is influenced by the class imbalance in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "99e2f78e-344d-4208-9a4b-e3070e241b4d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3434af41-6f8b-44ce-ae1d-88b3d6d0a644", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f7173f03-64da-4e20-94b3-0111a78d8eb4", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 5c519cd5f3b7c6737b2f2da78bb719de70b145d1 Mon Sep 17 00:00:00 2001 From: Prajwal Chafekar <93184631+PrajwalChafekar@users.noreply.github.com> Date: Thu, 13 Aug 2026 19:26:14 +0530 Subject: [PATCH 2/2] Add files via upload --- Credit_Guard.ipynb | 452 ++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 448 insertions(+), 4 deletions(-) diff --git a/Credit_Guard.ipynb b/Credit_Guard.ipynb index fcbdf74..b4bb50e 100644 --- a/Credit_Guard.ipynb +++ b/Credit_Guard.ipynb @@ -5345,20 +5345,464 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 103, "id": "85bd1885-aad2-4b16-91a0-7101a62aa873", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
GridSearchCV(cv=15, estimator=RandomForestClassifier(random_state=42),\n",
+       "             param_grid={'n_estimators': [50, 100, 200, 300, 500]},\n",
+       "             scoring='accuracy')
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" + ], + "text/plain": [ + "GridSearchCV(cv=15, estimator=RandomForestClassifier(random_state=42),\n", + " param_grid={'n_estimators': [50, 100, 200, 300, 500]},\n", + " scoring='accuracy')" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "new_model.fit(xtrain, ytrain)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 104, "id": "2931cd2e-7f07-48b8-8620-b7a6165b2746", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Parameter: {'n_estimators': 100}\n", + "Best Accuracy Score: 99.6948420380773\n" + ] + } + ], "source": [ "print(\"Best Parameter:\", new_model.best_params_)\n", "print(\"Best Accuracy Score:\", new_model.best_score_*100)"