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AhAzizPy/Credit Card Users Churn Prediction - Ahmad Abdelaziz - Final.ipynb

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Credit card churn prediction: To predict if a customer will leave the credit card services or not and the reason behind it
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Credit Card Users Churn Prediction - Ahmad Abdelaziz - Final.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "8db9b10a",
"metadata": {},
"source": [
"# Exploratory Data Analysis, Feature/Model selection and tuning for credit card users churn prediction\n",
"*by Ahmad Abdelaziz*\n",
"\n",
"Background and Context\n",
"\n",
"The Thera bank recently saw a steep decline in the number of users of their credit card, credit cards are a good source of income for banks because of different kinds of fees charged by the banks like annual fees, balance transfer fees, and cash advance fees, late payment fees, foreign transaction fees, and others. Some fees are charged to every user irrespective of usage, while others are charged under specified circumstances.\n",
"\n",
"Customers’ leaving credit cards services would lead bank to loss, so the bank wants to analyze the data of customers and identify the customers who will leave their credit card services and reason for same – so that bank could improve upon those areas\n",
"\n",
"Thera bank need to come up with a classification model that will help the bank improve its services so that customers do not renounce their credit cards\n",
"\n",
"The targrt is to identify the best possible model that will give the required performance\n",
"\n",
"Data Dictionary\n",
"- `CLIENTNUM`: Client number. Unique identifier for the customer holding the account\n",
"- `Attrition_Flag`: Internal event (customer activity) variable - if the account is closed then \"Attrited Customer\" else \"Existing Customer\"\n",
"- `Customer_Age`: Age in Years\n",
"- `Gender`: Gender of the account holder\n",
"- `Dependent_count`: Number of dependents\n",
"- `Education_Level`: Educational Qualification of the account holder - Graduate, High School, Unknown, Uneducated, College(refers to a college student), Post-Graduate, Doctorate.\n",
"- `Marital_Status`: Marital Status of the account holder\n",
"- `Income_Category`: Annual Income Category of the account holder\n",
"- `Card_Category`: Type of Card\n",
"- `Months_on_book`: Period of relationship with the bank\n",
"- `Total_Relationship_Count`: Total no. of products held by the customer\n",
"- `Months_Inactive_12_mon`: No. of months inactive in the last 12 months\n",
"- `Contacts_Count_12_mon`: No. of Contacts between the customer and bank in the last 12 months\n",
"- `Credit_Limit`: Credit Limit on the Credit Card\n",
"- `Total_Revolving_Bal`: The balance that carries over from one month to the next is the revolving balance\n",
"- `Avg_Open_To_Buy`: Open to Buy refers to the amount left on the credit card to use (Average of last 12 months)\n",
"- `Total_Trans_Amt`: Total Transaction Amount (Last 12 months)\n",
"- `Total_Trans_Ct`: Total Transaction Count (Last 12 months)\n",
"- `Total_Ct_Chng_Q4_Q1`: Ratio of the total transaction count in 4th quarter and the total transaction count in 1st quarter\n",
"- `Total_Amt_Chng_Q4_Q1`: Ratio of the total transaction amount in 4th quarter and the total transaction amount in 1st quarter\n",
"- `Avg_Utilization_Ratio`: Represents how much of the available credit the customer spent\n",
"\n",
"### Contents:\n",
"\n",
"### A. Data Preprocessing\n",
"1. Column Data check\n",
"2. Check the column Data types and its applicability for analysis / transformation\n",
"\n",
"\n",
"### B. EDA\n",
"* Univariate analysis\n",
"* Bivariate analysis\n",
"* EDA Observations\n",
"\n",
"### C. Model building\n",
"* Data splitting and preparation ( Mapping and missing value treatment)\n",
"* Model evaluation criterion\n",
"* 6 Model Cross validation (logistic regression model, Decision Tree model, Random Forest model, Bagging clasifier model, AdaBoost model, XGBoost model)\n",
"* Model performance comparison\n",
"* Comment\n",
"\n",
"### D. Model building - Oversampled data\n",
"* 6 Model Cross validation (logistic regression model, Decision Tree model, Random Forest model, Bagging clasifier model, AdaBoost model, XGBoost model)\n",
"* Model performance comparison\n",
"* Comment\n",
"\n",
"### E. Model building - Undersampled data\n",
"* 6 Model Cross validation (logistic regression model, Decision Tree model, Random Forest model, Bagging clasifier model, AdaBoost model, XGBoost model)\n",
"* Model performance comparison\n",
"* Comment\n",
"\n",
"### F. Hyperparameter tuning using random search\n",
"* 3 Models (undersampled XGBoost model, Undersampled AdaBoost model , Undersampled Random Forest model)\n",
"\n",
"### G. Tuned Model Performances comparison\n",
"* Model performance comparison\n",
"\n",
"### H. Productionize the model\n",
"* creating a piplined model\n",
"\n",
"### I. Insights & Recommendations\n",
"* Final Remark\n",
"* Recommendation"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "1989fc81",
"metadata": {},
"outputs": [],
"source": [
"# To help with reading and manipulating data\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"# To help with data visualization\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# To be used for missing value imputation\n",
"from sklearn.impute import SimpleImputer\n",
"\n",
"# To help with model building\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.ensemble import (\n",
" AdaBoostClassifier,\n",
" GradientBoostingClassifier,\n",
" RandomForestClassifier,\n",
" BaggingClassifier,\n",
")\n",
"from xgboost import XGBClassifier\n",
"\n",
"# To get different metric scores, and split data\n",
"from sklearn import metrics\n",
"from sklearn.model_selection import train_test_split, StratifiedKFold, cross_val_score\n",
"from sklearn.metrics import (\n",
" f1_score,\n",
" accuracy_score,\n",
" recall_score,\n",
" precision_score,\n",
" confusion_matrix,\n",
" roc_auc_score,\n",
" plot_confusion_matrix,\n",
")\n",
"\n",
"from imblearn.over_sampling import SMOTE\n",
"from imblearn.under_sampling import RandomUnderSampler\n",
"\n",
"# To be used for data scaling and one hot encoding\n",
"from sklearn.preprocessing import StandardScaler, MinMaxScaler, OneHotEncoder\n",
"\n",
"# To be used for tuning the model\n",
"from sklearn.model_selection import GridSearchCV, RandomizedSearchCV\n",
"\n",
"from sklearn.impute import KNNImputer\n",
"from sklearn.impute import SimpleImputer\n",
"# To be used for creating pipelines and personalizing them\n",
"from sklearn.pipeline import Pipeline, make_pipeline\n",
"from sklearn.compose import ColumnTransformer\n",
"from sklearn.preprocessing import FunctionTransformer\n",
"from sklearn.preprocessing import OrdinalEncoder\n",
"\n",
"# To define maximum number of columns to be displayed in a dataframe\n",
"pd.set_option(\"display.max_columns\", None)\n",
"\n",
"# To supress scientific notations for a dataframe\n",
"pd.set_option(\"display.float_format\", lambda x: \"%.3f\" % x)\n",
"\n",
"# To supress warnings\n",
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "df05526c",
"metadata": {},
"outputs": [],
"source": [
"# Loading the dataset\n",
"ccc = pd.read_csv(\"BankChurners.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4de36ffd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(10127, 21)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Checking the overall size of the dataset\n",
"ccc.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6e8866c4",
"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>CLIENTNUM</th>\n",
" <th>Attrition_Flag</th>\n",
" <th>Customer_Age</th>\n",
" <th>Gender</th>\n",
" <th>Dependent_count</th>\n",
" <th>Education_Level</th>\n",
" <th>Marital_Status</th>\n",
" <th>Income_Category</th>\n",
" <th>Card_Category</th>\n",
" <th>Months_on_book</th>\n",
" <th>Total_Relationship_Count</th>\n",
" <th>Months_Inactive_12_mon</th>\n",
" <th>Contacts_Count_12_mon</th>\n",
" <th>Credit_Limit</th>\n",
" <th>Total_Revolving_Bal</th>\n",
" <th>Avg_Open_To_Buy</th>\n",
" <th>Total_Amt_Chng_Q4_Q1</th>\n",
" <th>Total_Trans_Amt</th>\n",
" <th>Total_Trans_Ct</th>\n",
" <th>Total_Ct_Chng_Q4_Q1</th>\n",
" <th>Avg_Utilization_Ratio</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>818</th>\n",
" <td>717548358</td>\n",
" <td>Existing Customer</td>\n",
" <td>38</td>\n",
" <td>F</td>\n",
" <td>1</td>\n",
" <td>College</td>\n",
" <td>Married</td>\n",
" <td>Less than $40K</td>\n",
" <td>Blue</td>\n",
" <td>25</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>2580.000</td>\n",
" <td>2265</td>\n",
" <td>315.000</td>\n",
" <td>0.824</td>\n",
" <td>1665</td>\n",
" <td>57</td>\n",
" <td>0.629</td>\n",
" <td>0.878</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8181</th>\n",
" <td>719123958</td>\n",
" <td>Attrited Customer</td>\n",
" <td>40</td>\n",
" <td>M</td>\n",
" <td>4</td>\n",
" <td>NaN</td>\n",
" <td>Divorced</td>\n",
" <td>$60K - $80K</td>\n",
" <td>Blue</td>\n",
" <td>27</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>5051.000</td>\n",
" <td>0</td>\n",
" <td>5051.000</td>\n",
" <td>0.588</td>\n",
" <td>2137</td>\n",
" <td>45</td>\n",
" <td>0.552</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2933</th>\n",
" <td>779524833</td>\n",
" <td>Existing Customer</td>\n",
" <td>51</td>\n",
" <td>M</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>Single</td>\n",
" <td>$80K - $120K</td>\n",
" <td>Blue</td>\n",
" <td>34</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3554.000</td>\n",
" <td>1563</td>\n",
" <td>1991.000</td>\n",
" <td>0.893</td>\n",
" <td>3640</td>\n",
" <td>59</td>\n",
" <td>0.735</td>\n",
" <td>0.440</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8282</th>\n",
" <td>713489358</td>\n",
" <td>Existing Customer</td>\n",
" <td>52</td>\n",
" <td>F</td>\n",
" <td>2</td>\n",
" <td>Graduate</td>\n",
" <td>Married</td>\n",
" <td>Less than $40K</td>\n",
" <td>Blue</td>\n",
" <td>40</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>3698.000</td>\n",
" <td>0</td>\n",
" <td>3698.000</td>\n",
" <td>0.811</td>\n",
" <td>3763</td>\n",
" <td>82</td>\n",
" <td>0.864</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2642</th>\n",
" <td>720746208</td>\n",
" <td>Existing Customer</td>\n",
" <td>52</td>\n",
" <td>M</td>\n",
" <td>1</td>\n",
" <td>Graduate</td>\n",
" <td>Married</td>\n",
" <td>$80K - $120K</td>\n",
" <td>Blue</td>\n",
" <td>43</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2689.000</td>\n",
" <td>2077</td>\n",
" <td>612.000</td>\n",
" <td>0.378</td>\n",
" <td>1356</td>\n",
" <td>33</td>\n",
" <td>0.435</td>\n",
" <td>0.772</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4452</th>\n",
" <td>789616158</td>\n",
" <td>Existing Customer</td>\n",
" <td>33</td>\n",
" <td>M</td>\n",
" <td>3</td>\n",
" <td>NaN</td>\n",
" <td>Divorced</td>\n",
" <td>abc</td>\n",
" <td>Blue</td>\n",
" <td>27</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>25045.000</td>\n",
" <td>0</td>\n",
" <td>25045.000</td>\n",
" <td>1.018</td>\n",
" <td>3444</td>\n",
" <td>52</td>\n",
" <td>0.926</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981</th>\n",
" <td>712452033</td>\n",
" <td>Existing Customer</td>\n",
" <td>26</td>\n",
" <td>M</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>Single</td>\n",
" <td>Less than $40K</td>\n",
" <td>Blue</td>\n",
" <td>13</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>2479.000</td>\n",
" <td>828</td>\n",
" <td>1651.000</td>\n",
" <td>0.440</td>\n",
" <td>2225</td>\n",
" <td>44</td>\n",
" <td>0.294</td>\n",
" <td>0.334</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8794</th>\n",
" <td>708682908</td>\n",
" <td>Existing Customer</td>\n",
" <td>43</td>\n",
" <td>F</td>\n",
" <td>4</td>\n",
" <td>NaN</td>\n",
" <td>Single</td>\n",
" <td>abc</td>\n",
" <td>Blue</td>\n",
" <td>28</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2838.000</td>\n",
" <td>1934</td>\n",
" <td>904.000</td>\n",
" <td>0.873</td>\n",
" <td>8644</td>\n",
" <td>87</td>\n",
" <td>0.554</td>\n",
" <td>0.681</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1992</th>\n",
" <td>714902283</td>\n",
" <td>Existing Customer</td>\n",
" <td>43</td>\n",
" <td>M</td>\n",
" <td>0</td>\n",
" <td>High School</td>\n",
" <td>Married</td>\n",
" <td>$80K - $120K</td>\n",
" <td>Blue</td>\n",
" <td>36</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>7866.000</td>\n",
" <td>0</td>\n",
" <td>7866.000</td>\n",
" <td>0.747</td>\n",
" <td>2843</td>\n",
" <td>53</td>\n",
" <td>0.828</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4952</th>\n",
" <td>709161108</td>\n",
" <td>Attrited Customer</td>\n",
" <td>44</td>\n",
" <td>M</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>Single</td>\n",
" <td>$60K - $80K</td>\n",
" <td>Blue</td>\n",
" <td>33</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>2540.000</td>\n",
" <td>0</td>\n",
" <td>2540.000</td>\n",
" <td>0.212</td>\n",
" <td>1531</td>\n",
" <td>31</td>\n",
" <td>0.107</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CLIENTNUM Attrition_Flag Customer_Age Gender Dependent_count \\\n",
"818 717548358 Existing Customer 38 F 1 \n",
"8181 719123958 Attrited Customer 40 M 4 \n",
"2933 779524833 Existing Customer 51 M 1 \n",
"8282 713489358 Existing Customer 52 F 2 \n",
"2642 720746208 Existing Customer 52 M 1 \n",
"4452 789616158 Existing Customer 33 M 3 \n",
"1981 712452033 Existing Customer 26 M 1 \n",
"8794 708682908 Existing Customer 43 F 4 \n",
"1992 714902283 Existing Customer 43 M 0 \n",
"4952 709161108 Attrited Customer 44 M 1 \n",
"\n",
" Education_Level Marital_Status Income_Category Card_Category \\\n",
"818 College Married Less than $40K Blue \n",
"8181 NaN Divorced $60K - $80K Blue \n",
"2933 NaN Single $80K - $120K Blue \n",
"8282 Graduate Married Less than $40K Blue \n",
"2642 Graduate Married $80K - $120K Blue \n",
"4452 NaN Divorced abc Blue \n",
"1981 NaN Single Less than $40K Blue \n",
"8794 NaN Single abc Blue \n",
"1992 High School Married $80K - $120K Blue \n",
"4952 NaN Single $60K - $80K Blue \n",
"\n",
" Months_on_book Total_Relationship_Count Months_Inactive_12_mon \\\n",
"818 25 3 3 \n",
"8181 27 2 2 \n",
"2933 34 4 3 \n",
"8282 40 2 3 \n",
"2642 43 6 1 \n",
"4452 27 6 1 \n",
"1981 13 6 2 \n",
"8794 28 2 2 \n",
"1992 36 5 3 \n",
"4952 33 3 2 \n",
"\n",
" Contacts_Count_12_mon Credit_Limit Total_Revolving_Bal \\\n",
"818 1 2580.000 2265 \n",
"8181 3 5051.000 0 \n",
"2933 3 3554.000 1563 \n",
"8282 2 3698.000 0 \n",
"2642 1 2689.000 2077 \n",
"4452 3 25045.000 0 \n",
"1981 3 2479.000 828 \n",
"8794 1 2838.000 1934 \n",
"1992 3 7866.000 0 \n",
"4952 4 2540.000 0 \n",
"\n",
" Avg_Open_To_Buy Total_Amt_Chng_Q4_Q1 Total_Trans_Amt Total_Trans_Ct \\\n",
"818 315.000 0.824 1665 57 \n",
"8181 5051.000 0.588 2137 45 \n",
"2933 1991.000 0.893 3640 59 \n",
"8282 3698.000 0.811 3763 82 \n",
"2642 612.000 0.378 1356 33 \n",
"4452 25045.000 1.018 3444 52 \n",
"1981 1651.000 0.440 2225 44 \n",
"8794 904.000 0.873 8644 87 \n",
"1992 7866.000 0.747 2843 53 \n",
"4952 2540.000 0.212 1531 31 \n",
"\n",
" Total_Ct_Chng_Q4_Q1 Avg_Utilization_Ratio \n",
"818 0.629 0.878 \n",
"8181 0.552 0.000 \n",
"2933 0.735 0.440 \n",
"8282 0.864 0.000 \n",
"2642 0.435 0.772 \n",
"4452 0.926 0.000 \n",
"1981 0.294 0.334 \n",
"8794 0.554 0.681 \n",
"1992 0.828 0.000 \n",
"4952 0.107 0.000 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ccc.sample(10)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "89588385",
"metadata": {},
"outputs": [
{
"data": {
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" <td>828343083.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Attrition_Flag</th>\n",
" <td>10127</td>\n",
" <td>2</td>\n",
" <td>Existing Customer</td>\n",
" <td>8500</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Customer_Age</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>46.326</td>\n",
" <td>8.017</td>\n",
" <td>26.000</td>\n",
" <td>41.000</td>\n",
" <td>46.000</td>\n",
" <td>52.000</td>\n",
" <td>73.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gender</th>\n",
" <td>10127</td>\n",
" <td>2</td>\n",
" <td>F</td>\n",
" <td>5358</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Dependent_count</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.346</td>\n",
" <td>1.299</td>\n",
" <td>0.000</td>\n",
" <td>1.000</td>\n",
" <td>2.000</td>\n",
" <td>3.000</td>\n",
" <td>5.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Education_Level</th>\n",
" <td>8608</td>\n",
" <td>6</td>\n",
" <td>Graduate</td>\n",
" <td>3128</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Marital_Status</th>\n",
" <td>9378</td>\n",
" <td>3</td>\n",
" <td>Married</td>\n",
" <td>4687</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Income_Category</th>\n",
" <td>10127</td>\n",
" <td>6</td>\n",
" <td>Less than $40K</td>\n",
" <td>3561</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Card_Category</th>\n",
" <td>10127</td>\n",
" <td>4</td>\n",
" <td>Blue</td>\n",
" <td>9436</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Months_on_book</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>35.928</td>\n",
" <td>7.986</td>\n",
" <td>13.000</td>\n",
" <td>31.000</td>\n",
" <td>36.000</td>\n",
" <td>40.000</td>\n",
" <td>56.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total_Relationship_Count</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>3.813</td>\n",
" <td>1.554</td>\n",
" <td>1.000</td>\n",
" <td>3.000</td>\n",
" <td>4.000</td>\n",
" <td>5.000</td>\n",
" <td>6.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Months_Inactive_12_mon</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.341</td>\n",
" <td>1.011</td>\n",
" <td>0.000</td>\n",
" <td>2.000</td>\n",
" <td>2.000</td>\n",
" <td>3.000</td>\n",
" <td>6.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Contacts_Count_12_mon</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.455</td>\n",
" <td>1.106</td>\n",
" <td>0.000</td>\n",
" <td>2.000</td>\n",
" <td>2.000</td>\n",
" <td>3.000</td>\n",
" <td>6.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Credit_Limit</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>8631.954</td>\n",
" <td>9088.777</td>\n",
" <td>1438.300</td>\n",
" <td>2555.000</td>\n",
" <td>4549.000</td>\n",
" <td>11067.500</td>\n",
" <td>34516.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total_Revolving_Bal</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1162.814</td>\n",
" <td>814.987</td>\n",
" <td>0.000</td>\n",
" <td>359.000</td>\n",
" <td>1276.000</td>\n",
" <td>1784.000</td>\n",
" <td>2517.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Avg_Open_To_Buy</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>7469.140</td>\n",
" <td>9090.685</td>\n",
" <td>3.000</td>\n",
" <td>1324.500</td>\n",
" <td>3474.000</td>\n",
" <td>9859.000</td>\n",
" <td>34516.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total_Amt_Chng_Q4_Q1</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.760</td>\n",
" <td>0.219</td>\n",
" <td>0.000</td>\n",
" <td>0.631</td>\n",
" <td>0.736</td>\n",
" <td>0.859</td>\n",
" <td>3.397</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total_Trans_Amt</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>4404.086</td>\n",
" <td>3397.129</td>\n",
" <td>510.000</td>\n",
" <td>2155.500</td>\n",
" <td>3899.000</td>\n",
" <td>4741.000</td>\n",
" <td>18484.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total_Trans_Ct</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>64.859</td>\n",
" <td>23.473</td>\n",
" <td>10.000</td>\n",
" <td>45.000</td>\n",
" <td>67.000</td>\n",
" <td>81.000</td>\n",
" <td>139.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total_Ct_Chng_Q4_Q1</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.712</td>\n",
" <td>0.238</td>\n",
" <td>0.000</td>\n",
" <td>0.582</td>\n",
" <td>0.702</td>\n",
" <td>0.818</td>\n",
" <td>3.714</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Avg_Utilization_Ratio</th>\n",
" <td>10127.000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.275</td>\n",
" <td>0.276</td>\n",
" <td>0.000</td>\n",
" <td>0.023</td>\n",
" <td>0.176</td>\n",
" <td>0.503</td>\n",
" <td>0.999</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count unique top freq \\\n",
"CLIENTNUM 10127.000 NaN NaN NaN \n",
"Attrition_Flag 10127 2 Existing Customer 8500 \n",
"Customer_Age 10127.000 NaN NaN NaN \n",
"Gender 10127 2 F 5358 \n",
"Dependent_count 10127.000 NaN NaN NaN \n",
"Education_Level 8608 6 Graduate 3128 \n",
"Marital_Status 9378 3 Married 4687 \n",
"Income_Category 10127 6 Less than $40K 3561 \n",
"Card_Category 10127 4 Blue 9436 \n",
"Months_on_book 10127.000 NaN NaN NaN \n",
"Total_Relationship_Count 10127.000 NaN NaN NaN \n",
"Months_Inactive_12_mon 10127.000 NaN NaN NaN \n",
"Contacts_Count_12_mon 10127.000 NaN NaN NaN \n",
"Credit_Limit 10127.000 NaN NaN NaN \n",
"Total_Revolving_Bal 10127.000 NaN NaN NaN \n",
"Avg_Open_To_Buy 10127.000 NaN NaN NaN \n",
"Total_Amt_Chng_Q4_Q1 10127.000 NaN NaN NaN \n",
"Total_Trans_Amt 10127.000 NaN NaN NaN \n",
"Total_Trans_Ct 10127.000 NaN NaN NaN \n",
"Total_Ct_Chng_Q4_Q1 10127.000 NaN NaN NaN \n",
"Avg_Utilization_Ratio 10127.000 NaN NaN NaN \n",
"\n",
" mean std min \\\n",
"CLIENTNUM 739177606.334 36903783.450 708082083.000 \n",
"Attrition_Flag NaN NaN NaN \n",
"Customer_Age 46.326 8.017 26.000 \n",
"Gender NaN NaN NaN \n",
"Dependent_count 2.346 1.299 0.000 \n",
"Education_Level NaN NaN NaN \n",
"Marital_Status NaN NaN NaN \n",
"Income_Category NaN NaN NaN \n",
"Card_Category NaN NaN NaN \n",
"Months_on_book 35.928 7.986 13.000 \n",
"Total_Relationship_Count 3.813 1.554 1.000 \n",
"Months_Inactive_12_mon 2.341 1.011 0.000 \n",
"Contacts_Count_12_mon 2.455 1.106 0.000 \n",
"Credit_Limit 8631.954 9088.777 1438.300 \n",
"Total_Revolving_Bal 1162.814 814.987 0.000 \n",
"Avg_Open_To_Buy 7469.140 9090.685 3.000 \n",
"Total_Amt_Chng_Q4_Q1 0.760 0.219 0.000 \n",
"Total_Trans_Amt 4404.086 3397.129 510.000 \n",
"Total_Trans_Ct 64.859 23.473 10.000 \n",
"Total_Ct_Chng_Q4_Q1 0.712 0.238 0.000 \n",
"Avg_Utilization_Ratio 0.275 0.276 0.000 \n",
"\n",
" 25% 50% 75% \\\n",
"CLIENTNUM 713036770.500 717926358.000 773143533.000 \n",
"Attrition_Flag NaN NaN NaN \n",
"Customer_Age 41.000 46.000 52.000 \n",
"Gender NaN NaN NaN \n",
"Dependent_count 1.000 2.000 3.000 \n",
"Education_Level NaN NaN NaN \n",
"Marital_Status NaN NaN NaN \n",
"Income_Category NaN NaN NaN \n",
"Card_Category NaN NaN NaN \n",
"Months_on_book 31.000 36.000 40.000 \n",
"Total_Relationship_Count 3.000 4.000 5.000 \n",
"Months_Inactive_12_mon 2.000 2.000 3.000 \n",
"Contacts_Count_12_mon 2.000 2.000 3.000 \n",
"Credit_Limit 2555.000 4549.000 11067.500 \n",
"Total_Revolving_Bal 359.000 1276.000 1784.000 \n",
"Avg_Open_To_Buy 1324.500 3474.000 9859.000 \n",
"Total_Amt_Chng_Q4_Q1 0.631 0.736 0.859 \n",
"Total_Trans_Amt 2155.500 3899.000 4741.000 \n",
"Total_Trans_Ct 45.000 67.000 81.000 \n",
"Total_Ct_Chng_Q4_Q1 0.582 0.702 0.818 \n",
"Avg_Utilization_Ratio 0.023 0.176 0.503 \n",
"\n",
" max \n",
"CLIENTNUM 828343083.000 \n",
"Attrition_Flag NaN \n",
"Customer_Age 73.000 \n",
"Gender NaN \n",
"Dependent_count 5.000 \n",
"Education_Level NaN \n",
"Marital_Status NaN \n",
"Income_Category NaN \n",
"Card_Category NaN \n",
"Months_on_book 56.000 \n",
"Total_Relationship_Count 6.000 \n",
"Months_Inactive_12_mon 6.000 \n",
"Contacts_Count_12_mon 6.000 \n",
"Credit_Limit 34516.000 \n",
"Total_Revolving_Bal 2517.000 \n",
"Avg_Open_To_Buy 34516.000 \n",
"Total_Amt_Chng_Q4_Q1 3.397 \n",
"Total_Trans_Amt 18484.000 \n",
"Total_Trans_Ct 139.000 \n",
"Total_Ct_Chng_Q4_Q1 3.714 \n",
"Avg_Utilization_Ratio 0.999 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Display basic descriptive statistics around the data\n",
"ccc.describe(include=\"all\").T"
]
},
{
"cell_type": "markdown",
"id": "c2fe7547",
"metadata": {},
"source": [
"## A. **Data Preprocessing**\n",
"#### 1. First, Check if all columns contain important data to be analysed and for the model that will be built later"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "6e9f7031",
"metadata": {},
"outputs": [],
"source": [
"#Drop the client number as it is a bank specific number and not important for analysis\n",
"ccc.drop('CLIENTNUM',axis=1,inplace=True)"
]
},
{
"cell_type": "markdown",
"id": "1d6382ca",
"metadata": {},
"source": [
"#### 2. Check the column Data types and its applicability for analysis / transformation"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ad881d8a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 10127 entries, 0 to 10126\n",
"Data columns (total 20 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Attrition_Flag 10127 non-null object \n",
" 1 Customer_Age 10127 non-null int64 \n",
" 2 Gender 10127 non-null object \n",
" 3 Dependent_count 10127 non-null int64 \n",
" 4 Education_Level 8608 non-null object \n",
" 5 Marital_Status 9378 non-null object \n",
" 6 Income_Category 10127 non-null object \n",
" 7 Card_Category 10127 non-null object \n",
" 8 Months_on_book 10127 non-null int64 \n",
" 9 Total_Relationship_Count 10127 non-null int64 \n",
" 10 Months_Inactive_12_mon 10127 non-null int64 \n",
" 11 Contacts_Count_12_mon 10127 non-null int64 \n",
" 12 Credit_Limit 10127 non-null float64\n",
" 13 Total_Revolving_Bal 10127 non-null int64 \n",
" 14 Avg_Open_To_Buy 10127 non-null float64\n",
" 15 Total_Amt_Chng_Q4_Q1 10127 non-null float64\n",
" 16 Total_Trans_Amt 10127 non-null int64 \n",
" 17 Total_Trans_Ct 10127 non-null int64 \n",
" 18 Total_Ct_Chng_Q4_Q1 10127 non-null float64\n",
" 19 Avg_Utilization_Ratio 10127 non-null float64\n",
"dtypes: float64(5), int64(9), object(6)\n",
"memory usage: 1.5+ MB\n"
]
}
],
"source": [
"#using info method to check on available datapoints and their type\n",
"ccc.info()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9c8e2c38",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's check for duplicate values in the data\n",
"ccc.duplicated().sum()"
]
},
{
"cell_type": "markdown",
"id": "9eef1215",
"metadata": {},
"source": [
"**Let's check the number of unique values in each column**"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "c0128da7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Attrition_Flag 2\n",
"Customer_Age 45\n",
"Gender 2\n",
"Dependent_count 6\n",
"Education_Level 6\n",
"Marital_Status 3\n",
"Income_Category 6\n",
"Card_Category 4\n",
"Months_on_book 44\n",
"Total_Relationship_Count 6\n",
"Months_Inactive_12_mon 7\n",
"Contacts_Count_12_mon 7\n",
"Credit_Limit 6205\n",
"Total_Revolving_Bal 1974\n",
"Avg_Open_To_Buy 6813\n",
"Total_Amt_Chng_Q4_Q1 1158\n",
"Total_Trans_Amt 5033\n",
"Total_Trans_Ct 126\n",
"Total_Ct_Chng_Q4_Q1 830\n",
"Avg_Utilization_Ratio 964\n",
"dtype: int64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ccc.nunique()"
]
},
{
"cell_type": "markdown",
"id": "f1affbca",
"metadata": {},
"source": [
"#### Checking the unique categories in each categorical variable"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "b50b8b4a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Existing Customer 8500\n",
"Attrited Customer 1627\n",
"Name: Attrition_Flag, dtype: int64\n",
"----------------------------------------\n",
"F 5358\n",
"M 4769\n",
"Name: Gender, dtype: int64\n",
"----------------------------------------\n",
"Graduate 3128\n",
"High School 2013\n",
"Uneducated 1487\n",
"College 1013\n",
"Post-Graduate 516\n",
"Doctorate 451\n",
"Name: Education_Level, dtype: int64\n",
"----------------------------------------\n",
"Married 4687\n",
"Single 3943\n",
"Divorced 748\n",
"Name: Marital_Status, dtype: int64\n",
"----------------------------------------\n",
"Less than $40K 3561\n",
"$40K - $60K 1790\n",
"$80K - $120K 1535\n",
"$60K - $80K 1402\n",
"abc 1112\n",
"$120K + 727\n",
"Name: Income_Category, dtype: int64\n",
"----------------------------------------\n",
"Blue 9436\n",
"Silver 555\n",
"Gold 116\n",
"Platinum 20\n",
"Name: Card_Category, dtype: int64\n",
"----------------------------------------\n"
]
}
],
"source": [
"# Making a list of all catrgorical variables\n",
"cat_col = [\n",
" \"Attrition_Flag\",\n",
" \"Gender\",\n",
" \"Education_Level\",\n",
" \"Marital_Status\",\n",
" \"Income_Category\",\n",
" \"Card_Category\",\n",
"]\n",
"\n",
"# Printing number of count of each unique value in each column\n",
"for column in cat_col:\n",
" print(ccc[column].value_counts())\n",
" print(\"-\" * 40)"
]
},
{
"cell_type": "markdown",
"id": "54d6cd64",
"metadata": {},
"source": [
"deleting Income category 'abc' and replacing it with null values in preparation for KNN imputer later after splitting the data"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "8a2159ee",
"metadata": {},
"outputs": [],
"source": [
"#creating an loop based on idecies of 'abc' income category and deleting their values\n",
"indx_abc = list(ccc[ccc['Income_Category']=='abc'].index)\n",
"for i in indx_abc:\n",
" ccc['Income_Category'].iloc[i] = np.nan"
]
},
{
"cell_type": "markdown",
"id": "c1475314",
"metadata": {},
"source": [
"## B. EDA"
]
},
{
"cell_type": "markdown",
"id": "ac792fe3",
"metadata": {},
"source": [
"### Univariate Analysis"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "f1ce8b63",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1008 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Making a list for numerical columns\n",
"num_col = [\n",
" \"Customer_Age\",\n",
" \"Dependent_count\",\n",
" \"Months_on_book\",\n",
" \"Months_Inactive_12_mon\",\n",
" \"Contacts_Count_12_mon\",\n",
" \"Credit_Limit\",\n",
" \"Total_Revolving_Bal\",\n",
" \"Total_Amt_Chng_Q4_Q1\",\n",
" \"Total_Trans_Amt\",\n",
" \"Total_Trans_Ct\",\n",
" \"Total_Ct_Chng_Q4_Q1\",\n",
" \"Avg_Utilization_Ratio\"\n",
"]\n",
"\n",
"# creating histograms for numerical variables\n",
"ccc[num_col].hist(figsize=(14, 14))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8675e8f5",
"metadata": {},
"source": [
"- Customer is uniformly distributed with mean around 45-50 years of age.\n",
"- Dependent count is uniformly distributed with mean between 2-3 dependents.\n",
"- Mean months on Book is around 35 months.\n",
"- Months of inactivity is right skewed with majority falling between 1-3 months of inactivity.\n",
"- Number of contacts between the bank and client is averaging on 3 counts.\n",
"- Credit limit is right skewed with majority of clients on lower credit limits below 10K\n",
"- Majority of customer are having zero revolving balance while those who are in debt have mean of 1500.\n",
"- Majority of customers have a large unused credit margin on their cards.\n",
"- Majority of customer prefer to use their cards on 4th quarter of the year.\n",
"- Most transactions amount is up to 3000, most of customers have 60 transactions per year.\n",
"- Most of customers have a utilization ratio of 0%\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "f6cd8ae6",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1656x792 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# creating count plots for categorical variables\n",
"\n",
"fig, axes = plt.subplots(2, 3, figsize=(23, 11))\n",
"fig.suptitle(\"Count Plot for Categorical Features\")\n",
"\n",
"sns.countplot(ax=axes[0,0], x=cat_col[0], data=ccc)\n",
"sns.countplot(ax=axes[0,1], x=cat_col[1], data=ccc)\n",
"sns.countplot(ax=axes[0,2], x=cat_col[2], data=ccc)\n",
"sns.countplot(ax=axes[1,0], x=cat_col[3], data=ccc)\n",
"sns.countplot(ax=axes[1,1], x=cat_col[4], data=ccc)\n",
"sns.countplot(ax=axes[1,2], x=cat_col[5], data=ccc)\n",
"\n",
"plt.xticks(rotation = 45)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "188bb64c",
"metadata": {},
"source": [
"- Majority of bank customers are females.\n",
"- Graduated customers is the dominating education level.\n",
"- Married is the dominant marital status.\n",
"- Majority of customers are obtaining less than 40K, 40-60K is next dominant income level.\n",
"- Vast majority of are blue card holders."
]
},
{
"cell_type": "markdown",
"id": "28285a11",
"metadata": {},
"source": [
"### Bivariate analysis"
]
},
{
"cell_type": "markdown",
"id": "138d72c1",
"metadata": {},
"source": [
"Correlation heat map plot"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "073e9102",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 7))\n",
"sns.heatmap(ccc.corr(), annot=True, vmin=-1, vmax=1, fmt=\".2f\", cmap=\"Spectral\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "10e12500",
"metadata": {},
"source": [
"- From the heat map, it is observed that there is a high corelation between Customer Age and months on book, Total transaction amount and transaction counts.\n",
"- There is a linear relationship between average open to buy and credit limit, so we will drop one of these features to avoid multi colinearity."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "6dcf1281",
"metadata": {},
"outputs": [],
"source": [
"#Drop the ID column as it is a duplicate to the Dataframe index\n",
"ccc.drop('Avg_Open_To_Buy',axis=1,inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "3d1e37fa",
"metadata": {},
"outputs": [],
"source": [
"### function to plot distributions wrt target\n",
"def distribution_plot_wrt_target(data, predictor, target):\n",
"\n",
" fig, axs = plt.subplots(2, 2, figsize=(12, 10))\n",
"\n",
" target_uniq = data[target].unique()\n",
"\n",
" axs[0, 0].set_title(\"Distribution of target for target=\" + str(target_uniq[0]))\n",
" sns.histplot(\n",
" data=data[data[target] == target_uniq[0]],\n",
" x=predictor,\n",
" kde=True,\n",
" ax=axs[0, 0],\n",
" color=\"teal\",\n",
" stat=\"density\",\n",
" )\n",
"\n",
" axs[0, 1].set_title(\"Distribution of target for target=\" + str(target_uniq[1]))\n",
" sns.histplot(\n",
" data=data[data[target] == target_uniq[1]],\n",
" x=predictor,\n",
" kde=True,\n",
" ax=axs[0, 1],\n",
" color=\"orange\",\n",
" stat=\"density\",\n",
" )\n",
"\n",
" axs[1, 0].set_title(\"Boxplot w.r.t target\")\n",
" sns.boxplot(data=data, x=target, y=predictor, ax=axs[1, 0], palette=\"gist_rainbow\")\n",
"\n",
" axs[1, 1].set_title(\"Boxplot (without outliers) w.r.t target\")\n",
" sns.boxplot(\n",
" data=data,\n",
" x=target,\n",
" y=predictor,\n",
" ax=axs[1, 1],\n",
" showfliers=False,\n",
" palette=\"gist_rainbow\",\n",
" )\n",
"\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "763b2705",
"metadata": {},
"outputs": [],
"source": [
"### Function to plot stacked bar charts for categorical columns\n",
"def stacked_plot(x):\n",
" sns.set(palette=\"nipy_spectral\")\n",
" tab1 = pd.crosstab(x, ccc[\"Attrition_Flag\"], margins=True)\n",
" print(tab1)\n",
" print(\"-\" * 120)\n",
" tab = pd.crosstab(x, ccc[\"Attrition_Flag\"], normalize=\"index\")\n",
" tab.plot(kind=\"bar\", stacked=True, figsize=(10, 5))\n",
" plt.legend(loc=\"lower left\", frameon=False)\n",
" plt.legend(loc=\"upper left\", bbox_to_anchor=(1, 1))\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "3a6263d4",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Attrition_Flag Attrited Customer Existing Customer All\n",
"Gender \n",
"F 930 4428 5358\n",
"M 697 4072 4769\n",
"All 1627 8500 10127\n",
"------------------------------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Attrition_Flag Attrited Customer Existing Customer All\n",
"Education_Level \n",
"College 154 859 1013\n",
"Doctorate 95 356 451\n",
"Graduate 487 2641 3128\n",
"High School 306 1707 2013\n",
"Post-Graduate 92 424 516\n",
"Uneducated 237 1250 1487\n",
"All 1371 7237 8608\n",
"------------------------------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Attrition_Flag Attrited Customer Existing Customer All\n",
"Marital_Status \n",
"Divorced 121 627 748\n",
"Married 709 3978 4687\n",
"Single 668 3275 3943\n",
"All 1498 7880 9378\n",
"------------------------------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Attrition_Flag Attrited Customer Existing Customer All\n",
"Income_Category \n",
"$120K + 126 601 727\n",
"$40K - $60K 271 1519 1790\n",
"$60K - $80K 189 1213 1402\n",
"$80K - $120K 242 1293 1535\n",
"Less than $40K 612 2949 3561\n",
"All 1440 7575 9015\n",
"------------------------------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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HHmmiIUOGqnhxLyUknJarq5tycnLy9fxVqlRVSkqKDh/+RZIUF/fv/y/OuT3//AtasGCejh07JklKS0vTjBnvyt8/QJLk4+Njnzu+devlOeXZ2dnq0qW9fHzK6IUXXlSbNu30888/yc3N1Z6vXr2HtG3bVp0/f/kXibVrV+mhhx7OV3Zv75K666677AX+v//9Vv3798nXY6+FaSQAAACFLC0zR7ZXquV94g08b378NWf77x54oJ7q1n1Af/xxXGPHviObzaZevZ7Xxo0b7OcEBwdr8+av9OyzXVSsmIdat26ru+++RxcupGjs2DEqW7Zcnq/t7u6uiIjxGjt2tCwWiypXrnLVK8KNGj2i/v1f1siRb8hqzVF2drYef/wJ9e7dT9LlMj527GjFxsaoWbNHJUlubm7q2/clhYe/JA8PD5UpU1ajRr2tUqVKKiAgQAMG9NWHH85Tjx69NGBAmLKzs1Wjxn0aPvytfH3fJOnttydo8uR3tGTJv+Tu7q7x4ydd9ZeF/LLY8nOd32Bnz6ZeccnfKL6+JQ1Z99JR2F6ppqSk6/93jzMryuPH2Dk3xs+5FeXxY+wKj4uLReXKeV/12P79B1ShQuVbksPRWa1WffDBTPXp00/FixdXdPQSJSUl6pVXhpgdzVAnT/6uWrXuv2I/V7YBAABQaFxcXFS6dGn16vW83N3ddccdFTRixGizY5mGsg0AAIBC1aNHL/Xo0cvsGA6BD0gCAAAUAgeYmQuT2GxWXWtaN2UbAADgJhUv7qkLF85TuG8zNptN2dlZSk4+oxIlSlz1HKaRAAAA3KS77rpLx48f16lTx8yOglvMzc1VZcqUUfny5a9+/BbnAQAAKHLc3d1VrVrhL/UH58c0EgAAAMAglG0AAADAIJRtAAAAwCCUbQAAAMAglG0AAADAIJRtAAAAwCCUbQAAAMAglG0AAADAIJRtAAAAwCCUbQAAAMAglG0AAADAIJRtAAAAwCCUbQAAAMAglG0AAADAIJRtAAAAwCCUbQAAAMAglG0AAADAIJRtAAAAwCCUbQAAAMAglG0AAADAIPkq27GxsWrbtq1atmypqKioK47v379fnTt31lNPPaV+/fopJSWl0IMCAAAAzibPsp2QkKBp06YpOjpaa9as0fLly3X48OFc50yYMEHh4eGKiYlR1apVtWDBAsMCAwAAAM4iz7K9fft2BQUFycfHR15eXmrVqpXWr1+f6xyr1aqLFy9KktLT0+Xp6WlMWgAAAMCJuOV1QmJionx9fe3bfn5+2rNnT65z3njjDb344ot65513VLx4cX366acFClGunHeBzsf1+fqWNDsCbhBj59wYP+fG+Dkvxg6OLM+ybbVaZbFY7Ns2my3XdkZGhkaMGKFFixYpMDBQCxcu1PDhwzVv3rx8hzh7NlVWq62A0W/M7fAXMinpgtkRDFPUx4+xc26Mn3MrquPH2BUeFxcLFwhRYHlOIwkICFBSUpJ9OykpSX5+fvbtn3/+WR4eHgoMDJQkde3aVTt27DAgKgAAAOBc8izbwcHBio+PV3JystLT07VhwwY1bdrUfrxy5co6ffq0jhw5Ikn66quvVKdOHeMSAwAAAE4iz2kk/v7+Gjx4sHr06KGsrCx16dJFgYGBCgsLU3h4uOrUqaOJEyfq1Vdflc1mU7ly5fTOO+/ciuwAAACAQ8uzbEtSSEiIQkJCcu2bP3++/etmzZqpWbNmhZsMAAAAcHLcQRIAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwSL7KdmxsrNq2bauWLVsqKirqiuNHjhxRaGionnrqKfXu3Vvnz58v9KAAAACAs8mzbCckJGjatGmKjo7WmjVrtHz5ch0+fNh+3Gaz6aWXXlJYWJhiYmJ03333ad68eYaGBgAAAJxBnmV7+/btCgoKko+Pj7y8vNSqVSutX7/efnz//v3y8vJS06ZNJUn9+/fXc889Z1xiAAAAwEm45XVCYmKifH197dt+fn7as2ePffvYsWMqX7683nrrLR08eFDVqlXTqFGjChSiXDnvAp2P6/P1LWl2BNwgxs65MX7OjfFzXowdHFmeZdtqtcpisdi3bTZbru3s7Gzt2LFDS5YsUZ06dTR9+nRNmjRJkyZNyneIs2dTZbXaChj9xtwOfyGTki6YHcEwRX38GDvnxvg5t6I6foxd4XFxsXCBEAWW5zSSgIAAJSUl2beTkpLk5+dn3/b19VXlypVVp04dSVK7du1yXfkGAAAAbld5lu3g4GDFx8crOTlZ6enp2rBhg31+tiQ9+OCDSk5O1qFDhyRJmzZtUq1atYxLDAAAADiJPKeR+Pv7a/DgwerRo4eysrLUpUsXBQYGKiwsTOHh4apTp44++OADjRw5Uunp6QoICFBkZOStyA4AAAA4tDzLtiSFhIQoJCQk17758+fbv65bt65WrFhRuMkAAAAAJ8cdJAEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAINQtgEAAACDULYBAAAAg1C2AQAAAIPkq2zHxsaqbdu2atmypaKioq553ubNm9W8efNCCwcAAAA4M7e8TkhISNC0adO0atUqFStWTN26dVPDhg1199135zrvzJkzmjx5smFBAQAAAGeT55Xt7du3KygoSD4+PvLy8lKrVq20fv36K84bOXKkBg4caEhIAAAAwBnlWbYTExPl6+tr3/bz81NCQkKucxYvXqz7779fdevWLfyEAAAAgJPKcxqJ1WqVxWKxb9tstlzbP//8szZs2KBFixbp9OnTNxSiXDnvG3ocrs7Xt6TZEXCDGDvnxvg5N8bPeTF2cGR5lu2AgADt2rXLvp2UlCQ/Pz/79vr165WUlKTOnTsrKytLiYmJ6t69u6Kjo/Md4uzZVFmttgJGvzG3w1/IpKQLZkcwTFEfP8bOuTF+zq2ojh9jV3hcXCxcIESB5TmNJDg4WPHx8UpOTlZ6ero2bNigpk2b2o+Hh4crLi5Oa9eu1bx58+Tn51egog0AAAAUVXmWbX9/fw0ePFg9evRQhw4d1K5dOwUGBiosLEx79+69FRkBAAAAp5TnNBJJCgkJUUhISK598+fPv+K8ihUratOmTYWTDAAAAHBy3EESAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMAhlGwAAADAIZRsAAAAwCGUbAAAAMEi+ynZsbKzatm2rli1bKioq6orjGzduVPv27fXUU09pwIABOn/+fKEHBQAAAJxNnmU7ISFB06ZNU3R0tNasWaPly5fr8OHD9uOpqamKiIjQvHnzFBMToxo1amjWrFmGhgYAAACcQZ5le/v27QoKCpKPj4+8vLzUqlUrrV+/3n48KytLY8aMkb+/vySpRo0aOnXqlHGJAQAAACeRZ9lOTEyUr6+vfdvPz08JCQn27TJlyqhFixaSpIyMDM2bN09PPPGEAVEBAAAA5+KW1wlWq1UWi8W+bbPZcm3/5cKFC3r55ZdVs2ZNdezYsUAhypXzLtD5uD5f35JmR8ANYuycG+Pn3Bg/58XYwZHlWbYDAgK0a9cu+3ZSUpL8/PxynZOYmKjevXsrKChIb731VoFDnD2bKqvVVuDH3Yjb4S9kUtIFsyMYpqiPH2Pn3Bg/51ZUx4+xKzwuLhYuEKLA8pxGEhwcrPj4eCUnJys9PV0bNmxQ06ZN7cdzcnLUv39/tWnTRiNGjLjqVW8AAADgdpTnlW1/f38NHjxYPXr0UFZWlrp06aLAwECFhYUpPDxcp0+f1oEDB5STk6O4uDhJUu3atTVhwgTDwwMAAACOLM+yLUkhISEKCQnJtW/+/PmSpDp16ujQoUOFnwwAAABwctxBEgAAADAIZRsAAAAwSL6mkRQl6VlW2V6pZnYMw6RnWc2OAABwIPzcA8x125Xt4u4uusOyzOwYhjll66ZUs0MAABwGP/cAczGNBAAAADAIZRsAAAAwyG03jQQAUHDM+wWAG0PZhlMpyj/w+WEPR8a8XwC4MZRtOJWi/AOfH/YAABQ9zNkGAAAADELZBgAAAAzCNBIAt0RRnm8vMeceAHB1lG0At0RRnm8vMeceAHB1TCMBAAAADELZBgAAAAxC2QYAAAAMQtkGAAAADELZBgAAAAxC2QYAAAAMQtkGAAAADELZBgAAAAxC2QYAAAAMQtkGAAAADELZBgAAAAxC2QYAAAAMQtkGAAAADELZBgAAAAxC2QYAAAAMQtkGAAAADELZBgAAAAxC2QYAAAAMQtkGAAAADELZBgAAAAxC2QYAAAAMQtkGAAAADELZBgAAAAxC2QYAAAAMQtkGAAAADELZBgAAAAxC2QYAAAAMQtkGAAAADELZBgAAAAxC2QYAAAAMkq+yHRsbq7Zt26ply5aKioq64vjBgwfVqVMntWrVSiNGjFB2dnahBwUAAACcTZ5lOyEhQdOmTVN0dLTWrFmj5cuX6/Dhw7nOGTp0qEaPHq24uDjZbDZ9+umnhgUGAAAAnIVbXids375dQUFB8vHxkSS1atVK69ev18CBAyVJJ06cUEZGhh544AFJUqdOnTRz5kx179493yFcXCwFT34TKlYucUtf71a71d/PW60ojx9j59wYP+dWlMePsXOu10HRkmfZTkxMlK+vr33bz89Pe/bsueZxX19fJSQkFChEmTK39h+BnUdDbunr3WrlynmbHcFQRXn8GDvnxvg5t6I8fowdYJ48p5FYrVZZLP/7Tc5ms+Xazus4AAAAcLvKs2wHBAQoKSnJvp2UlCQ/P79rHj9z5kyu4wAAAMDtKs+yHRwcrPj4eCUnJys9PV0bNmxQ06ZN7cfvvPNOeXh4aPfu3ZKktWvX5joOAAAA3K4sNpvNltdJsbGxmjt3rrKystSlSxeFhYUpLCxM4eHhqlOnjg4dOqSRI0cqNTVVtWrV0sSJE1WsWLFbkR8AAABwWPkq2wAAAAAKjjtIAgAAAAahbAMAAAAGoWwDAAAABqFsAwAAAAahbAMAAAAGoWwDAIAC+/777695bO7cubcwCeDYKNsG2bhxo9kRAMDpZWZmmh0B1zBo0CDt2bMn177ExET16NFDMTExJqUCHA9l2yAffPCB2RFQSPhh79wYP8c3efLkq+7/9ddf9fTTT9/iNMiv9957T+Hh4Tpw4IAkadOmTWrfvr3uvfderVq1yuR0gOOgbBeynTt3aufOnUpLS7N/DcfHD3vnxvg5t++++07Tpk3LtW/58uV65pln1KJFC5NSIS8NGjTQ1KlTNXDgQL355psaO3aspk6dqpEjR8rDw8PseIDDoGwXslWrVmnVqlX6888/7V/D8fHD3rkxfs5twYIF2rFjh2bNmqWUlBQNGjRICxcu1MKFCzVw4ECz4+E66tevr6lTp+rLL79UZGSkHnnkEbMjAQ6H27UbpEOHDlqzZo3ZMZBPqampCgsLU3BwsF544QWNGDFCv/zyiyIjIxUYGGh2POSB8XN+Fy9eVN++fXX48GG1bdtWw4cPl6enp9mxcB1//xn3ww8/KC4uTkOGDJG7u7ukyz8HAXBl2zD33Xef2RFQAN7e3vroo4/07bffqkWLFipfvrzWrFlDUXMSjJ/zK1GihD766CPVqFFD/v7+FG0n8N///tf+59KlS3r00Uf13Xff2fcBuIwr28DfpKenq1+/fgoODlb//v3NjoMCYvycU2hoqCwWi6TLY7h37149+OCD9iukixcvNjMe8pCTk6Pk5GS5uLjIx8dHrq6uZkcCHAplGxA/7J0d4+fcduzYcd3jDRo0uEVJUBBnz57V+PHjtW3bNnl7e8tqtSotLU3169fX6NGjVaFCBbMjAg6Bsg2IH/bOjvEDbr3Q0FB16dJF7dq1s1/NzsnJ0bp167Rs2TJFR0ebnBBwDJTtQpKcnKyyZcte9diuXbtUv379W5wIBfXrr78qLi5Op0+flouLi/z8/NSkSRPVqVPH7GjIB8bPuTF+zqdt27b64osvrnqsXbt2+vzzz29xIsAx8QHJQvLCCy/o3LlzufbZbDbNmjVLffv2NSkV8is6OlpDhgyRJNWpU0e1atWSJI0aNUoff/yxmdGQD4yfc4uKimL8nNBdd92l+fPnKyEhQVarVVarVQkJCZo3b57uuusus+MBDoMr24Xko48+UmxsrBYvXqzSpUvr9OnTGjJkiC5duqTIyEhVr17d7Ii4jlatWmnNmjUqXrx4rv3p6enq2LGj1q9fb1Iy5Afj59wYP+d04cIFTZ8+XZs3b1ZiYqIkyd/fX82aNVN4eLhKly5tckLAMbiZHaCo6NOnj9zc3NSrVy+FhoZq8uTJ6tatmwYOHCg3N77Njs7NzU3Z2dlX7M/IyLB/yA6Oi/FzboyfcypZsqRGjRqlUaNG2fddvHhRJUqUMDEV4HhogYWoZ8+ecnFx0YgRIzRnzhw1bdrU7EjIp/79+6tDhw5q1KiRfH19ZbFYlJiYqG+//VaDBw82Ox7ywPg5N8av6Hj++ee1evVqs2MADoVpJIXk5MmT9q+joqK0Y8cOvfvuu/ar2iyB5PgSEhIUHx+vxMREWa1WBQQEqFGjRvL39zc7GvKB8XNujJ/zqVOnjv1/JP5ZJSwWiw4ePGhGLMDhULYLSfPmza95zGKx6KuvvrqFaXAjtm3bprp166pUqVJavXq19u7dq9q1a6tTp05mR0M+xMfHy9PTUw8++KAWLFignTt3qnbt2urbt6+KFStmdjzkYePGjTp16pSaNWumSpUq2fcvX75cXbt2NTEZruXAgQMaP368evbsqZYtW0q6fIv2v9/GHQBlG5AkTZgwQQcPHtS0adMUHR2tH3/8UU888YS2bt2qihUrauTIkWZHxHVERkZq165dys7OVsWKFeXi4qKOHTtq06ZNysnJ0fjx482OiOuYOnWq9u3bp+rVq2v9+vUaNmyY2rdvL0nq2LEj0xIcWEZGhiZNmqRLly5p5MiRTCMBroI524XEarXq008/1fr163OtE9usWTM9//zzfMjHwW3fvl0xMTFydXXV5s2btWzZMnl4eKhr165q166d2fGQh23btmnt2rXKzMzUo48+qm3btsnd3V1Nmza1lzY4ri1btmj16tVyc3NTaGioXnzxRRUrVkxt2rS5YnoCHIunp6ciIiK0adMm9ezZUxcvXjQ7EuBwKNuFZMyYMbJarRo4cKD8/Pxks9mUlJSkmJgYvfnmm5o6darZEXEdnp6eOnv2rPz8/BQQEKD09HR5eHgoPT2d1WScgM1m04ULF5SWlqb09HSlpqaqTJkyysjIUFZWltnxkAebzSaLxSJJqlKliubOnatevXqpbNmy9v1wbM2bN1dgYKA2b95sdhTA4dAiCsnOnTuvWAu2cuXKql+/vtq2bWtSKuTXyy+/rC5duujJJ59UxYoVFRoaqkaNGunrr79Wnz59zI6HPISFhally5ay2WwaOnSoXnzxRTVq1Ejx8fHq3Lmz2fGQh9atWys0NFRvvPGGAgMDdc8992jGjBkaOHCgMjMzzY6Ha/hrmlaLFi2UmZmp2bNna8eOHdq2bZuGDRumO++80+yIgENgznYh6dy5s8aMGaPAwMBc+7///nu98847+uyzz0xKhvw6fvy4Nm7cqN9//105OTkqX768HnvssSvGFI4pIyNDOTk5KlGihH766Sd9/fXXqlmzph555BGzoyEf4uPj5efnl+sGYKdOndLHH3+sESNGmJgMVxMfH69x48Zp/PjxqlevnmbNmqWff/5ZL7/8sr777jt9/vnnio6ONjsm4BAo24Xk4MGDGjZsmC5dupRrnVgPDw9NmTJFNWvWNDsiAACFolOnTnJ3d1e1atUkXf7cxH333afy5ctLury6zBNPPKGJEyeaGRNwCJTtQnby5Mlc68SyvjYAXN/f71NwNfw76niio6N19OhRvfXWW9q9e7fGjRtnX/Lv5MmTCgsL07p168wNCTgI5mwXkuzsbEVFRenUqVN6/PHH9fDDD9uPzZo1S4MGDTIxHQrq7x/YgvNh/JxLv379dPToUfuHy/+O+xQ4po4dO2rAgAEKCgqSzWbT+++/L0n67LPPNGXKFA0bNszkhIDj4Mp2IXnrrbdktVp17733asmSJXrmmWfUv39/SawT64z++nAdnBPj51xSU1PVvXt3jRkzRg899JDZcVAAKSkpKlmypP2X28TERHl5ecnb29vkZIDj4Mp2Idm3b59iYmIkXb6DVs+ePeXp6amePXuyTqwTYsycG+PnXLy9vTV+/Hh99tlnlG0nU6pUqVzbfn5+JiUBHBdlu5DYbDalpaXJy8tLZcuW1fz58/Xss8+yTqyTYsycG+PnfAIDA1n5B0CR5GJ2gKLi+eefV8eOHe3/de3v76/58+dr2rRp+vXXX01OBwAAADNwZbuQdO3aVQ0bNlSxYsXs+6pXr67Y2FitWLHCxGQAABjnxIkTWrJkic6fP59rChfL/gGXUbYLUZUqVa7Y5+3trZ49e97yLADgrFhNxrm8+uqrql+/vurXr8+4AVdB2S4krBNbtNxxxx1mR8BNYPycW3BwMKvJOJHs7GwNHz7c7BiAw2Lpv0ISEhLCOrEAUAiCgoL07bffmh0D+TR+/HgFBwercePGuaZSAriMsl1IWCcWAAoH66Q7l8aNG+vMmTO59lksFh08eNCkRIBjYRpJIWGdWADA7ejrr782OwLg0CjbhYh1Yp3XunXr9OSTT5odAzeI8QPMk5ycrJiYGF28eFE2m01Wq1V//PGHIiMjzY4GOATW2S4k6enpOnXqlH177969WrhwobZs2WJiKuTX9OnTdejQoase47+zHR/jB5jn1Vdf1cGDBxUTE6P09HTFxcXJxYV6AfyFvw2FICEhQSEhIdqwYYMk6T//+Y9efvllnTx5UnPmzGGtUScQGRmpV199VX/++Weu/VFRURo6dKg5oZBvjF/RwmoyziUxMVGTJ09W8+bN1bJlSy1ZskQHDhwwOxbgMCjbhWDOnDl68MEHdf/992vHjh2aO3eunnnmGbVs2VKDBg1SXFycdu7caXZMXMeDDz6o3r17Kzw8XFarVVarVWPHjtXSpUsVHR1tdjzkgfErWlatWmV2BBRA6dKlJUlVq1bVoUOHVKZMGZMTAY6FOduF4M8//5S7u7tOnDihCxcu6LffflO3bt104sQJWa1WZWZm6sSJE3r44YfNjorrePrpp7V//35FREToxIkTcnd317Jly+Tt7W12NOQD4weYIygoSOHh4Ro+fLhefPFF7d+/X56enmbHAhwGS/8Vgl9++UVhYWFq06aN/vvf/+rRRx9VeHi49uzZo9mzZ6t48eJ67733zI6J62jVqpVq1aqle+65R4sWLVLr1q319ttvmx0L+cT4AeY6duyYKlWqpP3792vnzp1q27at/Pz8zI4FOATKdiE5evSoNm/erDvvvFMtWrSQJG3btk3Hjx9X586d5eHhYXJCXM+uXbu0f/9+HThwQAcOHNBvv/2mgIAA3X///br//vvVv39/syPiOhg/58ZqMs4tKytL27dv17lz53Lt79ChgzmBAAdD2Qau4tKlSzp06JD279+vgwcPaty4cWZHQgEwfs6lRYsWmjVrlmrWrHnFsfj4eDVq1MiEVMivAQMGKCkpSdWrV5fFYrHvZ3EA4DLKNvA3586d0+nTpyVJAQEBfNDHyTB+zun777/Xm2++qWXLlsnHx8e+PyoqSrNnz+amKQ6udevWWr9+vdkxAIfFByQBXZ5vOGrUKB04cMA+zzAxMVH333+/xo4dq8qVK5ucENfD+Dm3v68ms2jRIknS+PHjtWPHDlaTcQKVKlXSyZMnVaFCBbOjAA6JK9uApG7duql79+5q166d/WYMVqtVsbGxio6O1vLly01OiOth/IqGiIgIWa1W+2oyU6dOZTUZBxYaGiqLxaLk5GSdOnVKNWvWlKurq/344sWLTUwHOA6ubAO6vHzjU089lWufi4uL2rdvr9mzZ5uUCvnF+Dk3VpNxToMGDTI7AuAUuKkNIMnHx0eff/65/v4fPTabTTExMSpVqpSJyZAfjJ9zmzBhgurWraujR4/Kz89PK1eu1BNPPKHw8HDNmTPH7Hi4hgYNGqhBgwaKi4uzf/3Xn5UrV5odD3AYTCMBdHnpxjFjxujgwYPy9/eXJCUkJKhmzZqKiIhQtWrVTE6I6/nn+NlsNiUmJjJ+TorVZJzDiBEjdPz4ce3bt0+1a9e278/JyVFKSopiY2NNTAc4Dso28Dd/zT2ULn/ork2bNiYnQkH8NX5paWny8PBQtWrVmPPrRFhNxrn88ccfOnHihCZMmKCRI0fa97u6uqp69eq5VpYBbmeUbUDS4cOHr9jXu3dvffzxx7LZbLr77rtNSIX8Gj16tF599VWVLVtWu3fv1qBBg1S2bFmdPXtWU6ZMUePGjc2OiOtgNRkARRllG5BUs2bNK5atSkhIkL+/vywWi7766iuTkiE/nnrqKcXExEiSevTooddff12BgYH67bff9Nprr2nVqlUmJ8T1sJoMgKKMD0gCkgYOHKjq1avrk08+0aZNm7Rp0yb5+/tr06ZNFG0ncOnSJfvXFy9eVGBgoCSpatWqysrKMisW8umv1WT+KtrS/1aTOX/+vInJAODmUbYBXS7bgwcP1muvvaalS5dKUq7bDsOxNWrUSJMmTVJ6eroaNmyoL774QpL0zTffMG/UCbCajPNLTEyUJO3atUtRUVHKyMgwORHgOJhGAvxNZmamZs6cqb179+q3337T1q1bzY6EfMjMzFRkZKTWrl0rHx8fHT9+XG5ubmrYsKEiIiJ01113mR0R1/HXajIHDhxQQECAJFYDciZjxoxRVlaWXnzxRfXu3VuPPPKIMjMzNXXqVLOjAQ6Bsg1cxQ8//KAdO3aob9++ZkdBAaSlpenYsWPKyclRhQoVWM3CyfxzNZkqVapwZdsJdOrUSStXrtT7778v6fLNbjp37sxa28D/YxoJcBUPPPAARdsJeXl5qWbNmqpVqxZF24l8+eWXqlevnrp3767s7GwNGzZMb7zxhlq0aKFNmzaZHQ95yMnJkdVq1VdffaWmTZsqPT1d6enpZscCHAa3awcAmOr999/X0qVLlZKSor59+2r27NmqV6+efv31V7322mtq3ry52RFxHR06dFDjxo1Vr1491a1bV23btlXXrl3NjgU4DMo2AMBUFotFNWrUkCSVKFFC9erVkyRVr17dzFjIp169eumFF16wryYTFRXF/ywBf8M0EgCAqSwWi3799Vd9//33SktL0w8//CBJ+u2335STk2NuOOTpP//5j959911dvHhRbdq0UevWrVnbHvgbrmwDAEwVHh6uZ599Vi4uLpo2bZpmzJihpKQknT59WhEREWbHQx7ef/99TZgwQV988YUCAwM1evRohYaGqlOnTmZHAxwCZRsAYKrHHntMO3bssG83aNBABw8eVEBAgMqXL29iMuRXzZo1NWvWLD311FMqUaIEN5MC/oZpJAAAh+Lq6qratWtTtJ1E+fLlNW7cOO3bt09NmjTRpEmTVKFCBbNjAQ6DdbYBAMANS01N1caNG1WvXj1VqlRJUVFRat++vby9vc2OBjgErmwDAIAb5u3tLRcXF61cuVLp6ekqUaIERRv4G8o2AAC4YVOnTtXWrVu1YcMG5eTkaOXKlZo0aZLZsQCHQdkGAAA37Ouvv9aUKVPk4eEhb29vLVy4UFu3bjU7FuAwKNsAAOCG/XUzG4vFIknKzMy07wPA0n8AAOAmtG7dWq+++qrOnz+vRYsWKSYmRk8++aTZsQCHwWokAADgpmzbtk3bt2+X1WpVUFCQHnvsMbMjAQ6Dsg0AAApVREQEd/8E/h+TqgAAQKGKiYkxOwLgMCjbAACgUPGf5sD/ULYBAECh+mtlEgCsRgIAAG5AaGjoVUu1zWbTpUuXTEgEOCbKNgAAKLBBgwaZHQFwCqxGAgAAABiEOdsAAACAQSjbAAAAgEEo2wCuq3nz5tq7d6/ZMQrk0qVLmj59ujp06KD27dsrJCRE8+bNy9dyZCNHjtS+fftuQUoAwO2Asg2gSLHZbBowYIBSU1O1fPlyrV27VosXL9bGjRs1Y8aMPB+/fft21ggGABQaViMBkC916tRR37599c033ygxMVF9+vRR9+7dJUlz587V6tWr5ebmpsqVK2vSpEkqWbKkPvjgA61bt06urq6qWrWqRo0aJV9fX4WGhqpWrVr64YcflJycrGeeeUZnzpzRjh07lJ6erunTp6tGjRq6cOGCJkyYoJ9//llZWVlq1KiRhg0bJje3a//TtXPnTh05ckTz5s2Tq6urJKlMmTKKjIzUiRMnJEk//PCDpkyZoszMTCUlJSk4OFjvvPOOpk2bpsTERL3++uuKjIxUtWrVrvn6W7Zs0dSpU+Xi4qL77rtP27dvV3R0tCpWrHjd9126dGkdOXJEbdu21ccff6wtW7aoZMmSstlsat26tWbMmKGaNWsaP6AAgFuCK9sA8iUzM1NlypTRsmXLNHPmTE2cOFGXLl3SV199pVWrVmn58uX6/PPPVbFiRS1ZskQrV67Utm3btGLFCsXGxuqee+7RG2+8YX++EydOaNmyZZoyZYqmTJmiBg0aaNWqVWrSpImWLFkiSXrnnXdUq1YtrVq1SmvWrNG5c+e0cOHC6+bct2+fAgMD7UX7L1WqVNEjjzwiSVq8eLHCw8P12Wefad26ddq0aZP27dunwYMHy8/PT1OnTlXdunWv+frnzp3TsGHDNGXKFK1du1YNGzZUQkKCJOX5vkuVKqUvvvhCAwcOVFBQkP221t9++618fHwo2gBQxHBlG0C+Pf7445KkWrVqKTMzU2lpaYqPj1fr1q1VunRpSdKbb74pSXrllVfUqVMneXl5SZJ69OihOXPmKDMzU5LUokULSdJdd90lSWrSpIkkqVKlStqxY4ckafPmzdq7d69WrFghScrIyMgzo4uLS57TQCZNmqStW7dqzpw5OnLkiC5duqS0tLQrzrvW6+/atUvVq1e3F+OOHTtq/PjxkqStW7de933Xr1/f/vzPPfecpkyZoueee07Lly/Xs88+m+f7AwA4F8o2gHzz8PCQ9L9bMdtsNrm6uua6i1xKSopSUlJktVpz7bdarcrOzrZvFytWLNdzu7u7X/F6VqtVM2bMUPXq1e3PnddtoOvWrat//etfysnJyXV1e8+ePfrkk080ZcoUPf/886pRo4aaNGmiNm3a6Mcff7xqQb/W6+/cufOK811cXOyPud77/quES1JwcLDS09MVHx+vXbt2afLkydd9bwAA58M0EgA3JTg4WF9++aVSU1MlSbNmzdKiRYvUpEkTrVy50n7F+JNPPtHDDz98Rcm+nsaNG2vRokWy2WzKzMzUSy+9ZJ9ici0PPvigqlWrZp/mIklnzpzR+PHjVbFiRaWkpGjv3r16/fXX1bJlS50+fVrHjh2T1WqVJLm6utrL8bVev169ejp69KgOHTokSYqLi7MX8YK8b4vFou7du2vEiBFq166d/ZcZAEDRwZVtADelWbNmOnz4sH0KxN13361x48bJy8tLp06d0tNPPy2r1arKlStr6tSpBXruESNGaMKECQoJCVFWVpaCg4PVp0+fPB83c+ZMTZs2TZ06dZKrq6usVqs6dOig3r17y2KxqG/fvurYsaO8vLzk7++vevXq6ffff1ejRo3UokULDR06VBEREdd8fXd3d7333nsaPny4XFxcVLt2bbm5ual48eLq0qVLgd53x44dNXnyZHXt2rVA3xsAgHPgdu0AUECpqan68MMPNWjQIBUvXlz79+9Xv379tG3btjynufzTunXrtHr1an300UcGpQUAmIkr2wCcTvfu3XXx4sWrHouKipK3t7ehr+/t7S13d3d16dJFbm5ucnNz0/Tp0wtctENDQ5WcnKwPP/zQoKQAALNxZRsAAAAwCB+QBAAAAAxC2QYAAAAMQtkGAAAADELZBgAAAAxC2QYAAAAMQtkGAAAADPJ/hBpPssx13jAAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Attrition_Flag Attrited Customer Existing Customer All\n",
"Card_Category \n",
"Blue 1519 7917 9436\n",
"Gold 21 95 116\n",
"Platinum 5 15 20\n",
"Silver 82 473 555\n",
"All 1627 8500 10127\n",
"------------------------------------------------------------------------------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#redefining categorical columns and looping on them to create \n",
"cat_col1 = [\n",
" \"Gender\",\n",
" \"Education_Level\",\n",
" \"Marital_Status\",\n",
" \"Income_Category\",\n",
" \"Card_Category\",\n",
"]\n",
"\n",
"for col in cat_col1:\n",
" stacked_plot(ccc[col])"
]
},
{
"cell_type": "markdown",
"id": "190fc9f9",
"metadata": {},
"source": [
"- Most of the Attired customer are females\n",
"- Customers with PHD degrees are the highest category in percentage with attired customers with more than 20% attired, while graduate customers are having highest attired count.\n",
"- Percentage of attired married, single, and divorced customers are the same while married are highest in count.\n",
"- Most of the income category levels have equal percentage of attired customers, while ‘less than 40K’ is the highest in count.\n",
"- Platinum card have the highest percentage of attired customers, while blue is the highest in count as it is the most dominant card category\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "2ddc1cb3",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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