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AllLifeBank Personal Loan Campaign Modelling: AllLifeBank dataset was used to build a model that will help the marketing department to identify the potential customers who have a higher probability of purchasing the loan.
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Loan_Campaign _Ahmad_Abdelaziz.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "ba0b9426",
"metadata": {},
"source": [
"# Exploratory Data Analysis, Logistic Regression & Decision tree model building for identifying potential asset customer\n",
"*by Ahmad Abdelaziz*\n",
"\n",
"Background and Context\n",
"\n",
"AllLife Bank is a US bank that has a growing customer base. The majority of these customers are liability customers (depositors) with varying sizes of deposits. The number of customers who are also borrowers (asset customers) is quite small, and the bank is interested in expanding this base rapidly to bring in more loan business and in the process, earn more through the interest on loans. In particular, the management wants to explore ways of converting its liability customers to personal loan customers (while retaining them as depositors).\n",
"\n",
"A campaign that the bank ran last year for liability customers showed a healthy conversion rate of over 9% success. This has encouraged the retail marketing department to devise campaigns with better target marketing to increase the success ratio.\n",
"\n",
"Data Dictionary\n",
"* ID: Customer ID\n",
"* Age: Customer’s age in completed years\n",
"* Experience: #years of professional experience\n",
"* Income: Annual income of the customer (in thousand dollars)\n",
"* ZIP Code: Home Address ZIP code.\n",
"* Family: the Family size of the customer\n",
"* CCAvg: Average spending on credit cards per month (in thousand dollars)\n",
"* Education: Education Level. 1: Undergrad; 2: Graduate;3: Advanced/Professional\n",
"* Mortgage: Value of house mortgage if any. (in thousand dollars)\n",
"* Personal_Loan: Did this customer accept the personal loan offered in the last campaign?\n",
"* Securities_Account: Does the customer have securities account with the bank?\n",
"* CD_Account: Does the customer have a certificate of deposit (CD) account with the bank?\n",
"* Online: Do customers use internet banking facilities?\n",
"* CreditCard: Does the customer use a credit card issued by any other Bank (excluding All life Bank)?\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",
"3. Imputing/Dropping for missing values\n",
"\n",
"### B. EDA\n",
"* Univariate analysis\n",
"* Bivariate analysis\n",
"* EDA Observations\n",
"\n",
"### C. Logistic Regression Model Building\n",
"* Model evaluation criterion\n",
"* Coefficient interpretations\n",
"* Odds interpretations\n",
"* Logistic Regression model Performance Improvement\n",
" - ROC-AUC\n",
" - Precision-Recall curve\n",
"* Model performance comparison\n",
"* Logistic Regression Conclusion\n",
"\n",
"### D. Decision Tree Model\n",
"* Building a Standard Model based on Gini index and class weight 0.096,0.904\n",
"* Reducing over fitting using GridSearch for Hyperparameter tuning\n",
" - Observations\n",
"* Cost Complexity Pruning\n",
"* Creating model with 0.004 ccp_alpha\n",
"* Model performance comparison\n",
"* Decision Tree Conclusion\n",
"\n",
"### E. Logistic Regression vs Decision Tree Model comparison\n",
"\n",
"### F. Final Conclusion"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "d0dde42f",
"metadata": {},
"outputs": [],
"source": [
"#Importing required libraries for Explarotary data analysis\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"sns.set(color_codes=True)\n",
"import matplotlib.pyplot as plt\n",
"pd.set_option(\"display.max_rows\", None)\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "89590f89",
"metadata": {},
"outputs": [],
"source": [
"#Reading the dataset and inserting it in a Dataframe\n",
"loan = pd.read_csv('Loan_Modelling.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3cd4f3c7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(5000, 14)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Checking the overall size of the dataset\n",
"loan.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "2ed6806a",
"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>ID</th>\n",
" <th>Age</th>\n",
" <th>Experience</th>\n",
" <th>Income</th>\n",
" <th>ZIPCode</th>\n",
" <th>Family</th>\n",
" <th>CCAvg</th>\n",
" <th>Education</th>\n",
" <th>Mortgage</th>\n",
" <th>Personal_Loan</th>\n",
" <th>Securities_Account</th>\n",
" <th>CD_Account</th>\n",
" <th>Online</th>\n",
" <th>CreditCard</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>25</td>\n",
" <td>1</td>\n",
" <td>49</td>\n",
" <td>91107</td>\n",
" <td>4</td>\n",
" <td>1.6</td>\n",
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" <td>0</td>\n",
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" <tr>\n",
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" <td>45</td>\n",
" <td>19</td>\n",
" <td>34</td>\n",
" <td>90089</td>\n",
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" <td>1.5</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>39</td>\n",
" <td>15</td>\n",
" <td>11</td>\n",
" <td>94720</td>\n",
" <td>1</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>35</td>\n",
" <td>9</td>\n",
" <td>100</td>\n",
" <td>94112</td>\n",
" <td>1</td>\n",
" <td>2.7</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>35</td>\n",
" <td>8</td>\n",
" <td>45</td>\n",
" <td>91330</td>\n",
" <td>4</td>\n",
" <td>1.0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6</td>\n",
" <td>37</td>\n",
" <td>13</td>\n",
" <td>29</td>\n",
" <td>92121</td>\n",
" <td>4</td>\n",
" <td>0.4</td>\n",
" <td>2</td>\n",
" <td>155</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>7</td>\n",
" <td>53</td>\n",
" <td>27</td>\n",
" <td>72</td>\n",
" <td>91711</td>\n",
" <td>2</td>\n",
" <td>1.5</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>8</td>\n",
" <td>50</td>\n",
" <td>24</td>\n",
" <td>22</td>\n",
" <td>93943</td>\n",
" <td>1</td>\n",
" <td>0.3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9</td>\n",
" <td>35</td>\n",
" <td>10</td>\n",
" <td>81</td>\n",
" <td>90089</td>\n",
" <td>3</td>\n",
" <td>0.6</td>\n",
" <td>2</td>\n",
" <td>104</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10</td>\n",
" <td>34</td>\n",
" <td>9</td>\n",
" <td>180</td>\n",
" <td>93023</td>\n",
" <td>1</td>\n",
" <td>8.9</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ID Age Experience Income ZIPCode Family CCAvg Education Mortgage \\\n",
"0 1 25 1 49 91107 4 1.6 1 0 \n",
"1 2 45 19 34 90089 3 1.5 1 0 \n",
"2 3 39 15 11 94720 1 1.0 1 0 \n",
"3 4 35 9 100 94112 1 2.7 2 0 \n",
"4 5 35 8 45 91330 4 1.0 2 0 \n",
"5 6 37 13 29 92121 4 0.4 2 155 \n",
"6 7 53 27 72 91711 2 1.5 2 0 \n",
"7 8 50 24 22 93943 1 0.3 3 0 \n",
"8 9 35 10 81 90089 3 0.6 2 104 \n",
"9 10 34 9 180 93023 1 8.9 3 0 \n",
"\n",
" Personal_Loan Securities_Account CD_Account Online CreditCard \n",
"0 0 1 0 0 0 \n",
"1 0 1 0 0 0 \n",
"2 0 0 0 0 0 \n",
"3 0 0 0 0 0 \n",
"4 0 0 0 0 1 \n",
"5 0 0 0 1 0 \n",
"6 0 0 0 1 0 \n",
"7 0 0 0 0 1 \n",
"8 0 0 0 1 0 \n",
"9 1 0 0 0 0 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loan.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1855333b",
"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>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ID</th>\n",
" <td>5000.0</td>\n",
" <td>2500.500000</td>\n",
" <td>1443.520003</td>\n",
" <td>1.0</td>\n",
" <td>1250.75</td>\n",
" <td>2500.5</td>\n",
" <td>3750.25</td>\n",
" <td>5000.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Age</th>\n",
" <td>5000.0</td>\n",
" <td>45.338400</td>\n",
" <td>11.463166</td>\n",
" <td>23.0</td>\n",
" <td>35.00</td>\n",
" <td>45.0</td>\n",
" <td>55.00</td>\n",
" <td>67.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Experience</th>\n",
" <td>5000.0</td>\n",
" <td>20.104600</td>\n",
" <td>11.467954</td>\n",
" <td>-3.0</td>\n",
" <td>10.00</td>\n",
" <td>20.0</td>\n",
" <td>30.00</td>\n",
" <td>43.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Income</th>\n",
" <td>5000.0</td>\n",
" <td>73.774200</td>\n",
" <td>46.033729</td>\n",
" <td>8.0</td>\n",
" <td>39.00</td>\n",
" <td>64.0</td>\n",
" <td>98.00</td>\n",
" <td>224.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ZIPCode</th>\n",
" <td>5000.0</td>\n",
" <td>93169.257000</td>\n",
" <td>1759.455086</td>\n",
" <td>90005.0</td>\n",
" <td>91911.00</td>\n",
" <td>93437.0</td>\n",
" <td>94608.00</td>\n",
" <td>96651.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Family</th>\n",
" <td>5000.0</td>\n",
" <td>2.396400</td>\n",
" <td>1.147663</td>\n",
" <td>1.0</td>\n",
" <td>1.00</td>\n",
" <td>2.0</td>\n",
" <td>3.00</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CCAvg</th>\n",
" <td>5000.0</td>\n",
" <td>1.937938</td>\n",
" <td>1.747659</td>\n",
" <td>0.0</td>\n",
" <td>0.70</td>\n",
" <td>1.5</td>\n",
" <td>2.50</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Education</th>\n",
" <td>5000.0</td>\n",
" <td>1.881000</td>\n",
" <td>0.839869</td>\n",
" <td>1.0</td>\n",
" <td>1.00</td>\n",
" <td>2.0</td>\n",
" <td>3.00</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mortgage</th>\n",
" <td>5000.0</td>\n",
" <td>56.498800</td>\n",
" <td>101.713802</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>101.00</td>\n",
" <td>635.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Personal_Loan</th>\n",
" <td>5000.0</td>\n",
" <td>0.096000</td>\n",
" <td>0.294621</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Securities_Account</th>\n",
" <td>5000.0</td>\n",
" <td>0.104400</td>\n",
" <td>0.305809</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CD_Account</th>\n",
" <td>5000.0</td>\n",
" <td>0.060400</td>\n",
" <td>0.238250</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Online</th>\n",
" <td>5000.0</td>\n",
" <td>0.596800</td>\n",
" <td>0.490589</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>1.0</td>\n",
" <td>1.00</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CreditCard</th>\n",
" <td>5000.0</td>\n",
" <td>0.294000</td>\n",
" <td>0.455637</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>1.00</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count mean std min 25% \\\n",
"ID 5000.0 2500.500000 1443.520003 1.0 1250.75 \n",
"Age 5000.0 45.338400 11.463166 23.0 35.00 \n",
"Experience 5000.0 20.104600 11.467954 -3.0 10.00 \n",
"Income 5000.0 73.774200 46.033729 8.0 39.00 \n",
"ZIPCode 5000.0 93169.257000 1759.455086 90005.0 91911.00 \n",
"Family 5000.0 2.396400 1.147663 1.0 1.00 \n",
"CCAvg 5000.0 1.937938 1.747659 0.0 0.70 \n",
"Education 5000.0 1.881000 0.839869 1.0 1.00 \n",
"Mortgage 5000.0 56.498800 101.713802 0.0 0.00 \n",
"Personal_Loan 5000.0 0.096000 0.294621 0.0 0.00 \n",
"Securities_Account 5000.0 0.104400 0.305809 0.0 0.00 \n",
"CD_Account 5000.0 0.060400 0.238250 0.0 0.00 \n",
"Online 5000.0 0.596800 0.490589 0.0 0.00 \n",
"CreditCard 5000.0 0.294000 0.455637 0.0 0.00 \n",
"\n",
" 50% 75% max \n",
"ID 2500.5 3750.25 5000.0 \n",
"Age 45.0 55.00 67.0 \n",
"Experience 20.0 30.00 43.0 \n",
"Income 64.0 98.00 224.0 \n",
"ZIPCode 93437.0 94608.00 96651.0 \n",
"Family 2.0 3.00 4.0 \n",
"CCAvg 1.5 2.50 10.0 \n",
"Education 2.0 3.00 3.0 \n",
"Mortgage 0.0 101.00 635.0 \n",
"Personal_Loan 0.0 0.00 1.0 \n",
"Securities_Account 0.0 0.00 1.0 \n",
"CD_Account 0.0 0.00 1.0 \n",
"Online 1.0 1.00 1.0 \n",
"CreditCard 0.0 1.00 1.0 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Display basic descriptive statistics around the data\n",
"loan.describe(include=\"all\").T"
]
},
{
"cell_type": "markdown",
"id": "04864893",
"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": "862f60af",
"metadata": {},
"outputs": [],
"source": [
"#Drop the ID column as it is a duplicate to the Dataframe index\n",
"loan.drop('ID',axis=1,inplace=True)"
]
},
{
"cell_type": "markdown",
"id": "96916954",
"metadata": {},
"source": [
"#### 2. Check the column Data types and its applicability for analysis / transformation"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "93344320",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 5000 entries, 0 to 4999\n",
"Data columns (total 13 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Age 5000 non-null int64 \n",
" 1 Experience 5000 non-null int64 \n",
" 2 Income 5000 non-null int64 \n",
" 3 ZIPCode 5000 non-null int64 \n",
" 4 Family 5000 non-null int64 \n",
" 5 CCAvg 5000 non-null float64\n",
" 6 Education 5000 non-null int64 \n",
" 7 Mortgage 5000 non-null int64 \n",
" 8 Personal_Loan 5000 non-null int64 \n",
" 9 Securities_Account 5000 non-null int64 \n",
" 10 CD_Account 5000 non-null int64 \n",
" 11 Online 5000 non-null int64 \n",
" 12 CreditCard 5000 non-null int64 \n",
"dtypes: float64(1), int64(12)\n",
"memory usage: 507.9 KB\n"
]
}
],
"source": [
"#using info method to check on available datapoints and their type\n",
"loan.info()"
]
},
{
"cell_type": "markdown",
"id": "e035e359",
"metadata": {},
"source": [
"The dataset have no null values, All dataset is in numerical value"
]
},
{
"cell_type": "markdown",
"id": "ad9156bf",
"metadata": {},
"source": [
"Using 'uszipcode' library to decode the zip code and get necessary data as city and state of customer"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0a46db11",
"metadata": {},
"outputs": [],
"source": [
"# Importing US zip code library\n",
"from uszipcode import SearchEngine"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "4c6e6b13",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'zipcode': '90089',\n",
" 'zipcode_type': 'UNIQUE',\n",
" 'major_city': 'Los Angeles',\n",
" 'post_office_city': 'Los Angeles, CA',\n",
" 'common_city_list': ['Los Angeles'],\n",
" 'county': 'Los Angeles County',\n",
" 'state': 'CA',\n",
" 'lat': 34.02,\n",
" 'lng': -118.29,\n",
" 'timezone': 'America/Los_Angeles',\n",
" 'radius_in_miles': 0.45454545454545453,\n",
" 'area_code_list': '213',\n",
" 'population': None,\n",
" 'population_density': None,\n",
" 'land_area_in_sqmi': None,\n",
" 'water_area_in_sqmi': None,\n",
" 'housing_units': None,\n",
" 'occupied_housing_units': None,\n",
" 'median_home_value': None,\n",
" 'median_household_income': None,\n",
" 'bounds_west': -118.291538,\n",
" 'bounds_east': -118.203489,\n",
" 'bounds_north': 34.062396,\n",
" 'bounds_south': 34.01741}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Displaying the zip zode contents in dictionary format\n",
"SearchEngine().by_zipcode('90089').to_dict()"
]
},
{
"cell_type": "markdown",
"id": "f7a7a5a3",
"metadata": {},
"source": [
"Now we will extract the Zipcode type, City and State from the zip code"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "f5f19919",
"metadata": {},
"outputs": [],
"source": [
"# Creating empt list and a function that fetches the data using the embedded search engine in the library\n",
"lst1 = []\n",
"lst2 = []\n",
"lst3 = []\n",
"def get_zdata(x):\n",
" lst1.append(SearchEngine().by_zipcode(x).zipcode_type)\n",
" lst2.append(SearchEngine().by_zipcode(x).major_city)\n",
" lst3.append(SearchEngine().by_zipcode(x).state)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "98b85cd7",
"metadata": {},
"outputs": [],
"source": [
"#Creating a loop indexer to iterate on the data set \n",
"#while ignoring the zipcodes that create error and appending null value incase of error\n",
"indxr = list(np.arange(5000))\n",
"for i in indxr:\n",
" try:\n",
" get_zdata(loan['ZIPCode'].iloc[i])\n",
" except:\n",
" lst1.append(np.nan)\n",
" lst2.append(np.nan)\n",
" lst3.append(np.nan)\n",
" continue"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d687e3d7",
"metadata": {},
"outputs": [],
"source": [
"#Adding the fetched data to columns directly to the dataset\n",
"loan['zipcode_type'] = lst1\n",
"loan['City'] = lst2\n",
"loan['State'] = lst3"
]
},
{
"cell_type": "markdown",
"id": "1c9e288a",
"metadata": {},
"source": [
"Identifying the Zipcodes that cuased errors in the uszipcode library and impute their corresponding data based on google search"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a5f89074",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"92717 22\n",
"96651 6\n",
"92634 5\n",
"93077 1\n",
"Name: ZIPCode, dtype: int64"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Null value was appended corresponding zipcodes having issues, so identification will be based on null data\n",
"l = loan[loan['State'].isnull()]\n",
"l['ZIPCode'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "ed1d834a",
"metadata": {},
"outputs": [],
"source": [
"#imputing the identified rows using row index\n",
"#imputing zipcode type with mode due to difficulty in searching\n",
"indxz = list(loan[loan['State'].isnull()].index)\n",
"for i in indxz:\n",
" if loan['ZIPCode'].iloc[i] == 92717:\n",
" loan['zipcode_type'].iloc[i] = loan['zipcode_type'].mode()\n",
" loan['City'].iloc[i] = 'Irvine'\n",
" loan['State'].iloc[i] = 'CA'\n",
" elif loan['ZIPCode'].iloc[i] == 96651:\n",
" loan['zipcode_type'].iloc[i] = loan['zipcode_type'].mode()\n",
" loan['City'].iloc[i] = 'Rudno nad Hronom'\n",
" loan['State'].iloc[i] = 'BC'\n",
" elif loan['ZIPCode'].iloc[i] == 92634:\n",
" loan['zipcode_type'].iloc[i] = loan['zipcode_type'].mode()\n",
" loan['City'].iloc[i] = 'Fullerton'\n",
" loan['State'].iloc[i] = 'CA'\n",
" else:\n",
" loan['zipcode_type'].iloc[i] = loan['zipcode_type'].mode()\n",
" loan['City'].iloc[i] = 'Ventura'\n",
" loan['State'].iloc[i] = 'CA'"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "9cca4d77",
"metadata": {},
"outputs": [],
"source": [
"#Drop the zipcode column, and zipcode type as it causing error in model building\n",
"loan.drop('ZIPCode',axis=1,inplace=True)\n",
"loan.drop('zipcode_type',axis=1,inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "9768c913",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Age 0\n",
"Experience 0\n",
"Income 0\n",
"Family 0\n",
"CCAvg 0\n",
"Education 0\n",
"Mortgage 0\n",
"Personal_Loan 0\n",
"Securities_Account 0\n",
"CD_Account 0\n",
"Online 0\n",
"CreditCard 0\n",
"City 0\n",
"State 0\n",
"dtype: int64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loan.isnull().sum()"
]
},
{
"cell_type": "markdown",
"id": "af44af21",
"metadata": {},
"source": [
"#### 3. Imputing/Dropping for missing values"
]
},
{
"cell_type": "markdown",
"id": "7069966c",
"metadata": {},
"source": [
"'Experience' Column have some values below 0 which wil require imputation with median value"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "55177315",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"52"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#checking the number of rows with'Experience' below 0\n",
"len(loan[loan['Experience']<0])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "8e37f608",
"metadata": {},
"outputs": [],
"source": [
"#imputing the identified rows using row index\n",
"indx = list(loan[loan['Experience']<0].index)\n",
"for i in indx:\n",
" loan['Experience'].iloc[i] = loan['Experience'].median()"
]
},
{
"cell_type": "markdown",
"id": "d9b06732",
"metadata": {},
"source": [
"## B. **EDA**"
]
},
{
"cell_type": "markdown",
"id": "43f256ef",
"metadata": {},
"source": [
"#### Univariate analysis"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "872caf75",
"metadata": {},
"outputs": [],
"source": [
"### function to plot distributions wrt target\n",
"\n",
"\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": 20,
"id": "891f5355",
"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>count</th>\n",
" <th>unique</th>\n",
" <th>top</th>\n",
" <th>freq</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Age</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>45.3384</td>\n",
" <td>11.463166</td>\n",
" <td>23.0</td>\n",
" <td>35.0</td>\n",
" <td>45.0</td>\n",
" <td>55.0</td>\n",
" <td>67.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Experience</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>20.3276</td>\n",
" <td>11.253035</td>\n",
" <td>0.0</td>\n",
" <td>11.0</td>\n",
" <td>20.0</td>\n",
" <td>30.0</td>\n",
" <td>43.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Income</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>73.7742</td>\n",
" <td>46.033729</td>\n",
" <td>8.0</td>\n",
" <td>39.0</td>\n",
" <td>64.0</td>\n",
" <td>98.0</td>\n",
" <td>224.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Family</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2.3964</td>\n",
" <td>1.147663</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CCAvg</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.937938</td>\n",
" <td>1.747659</td>\n",
" <td>0.0</td>\n",
" <td>0.7</td>\n",
" <td>1.5</td>\n",
" <td>2.5</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Education</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.881</td>\n",
" <td>0.839869</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mortgage</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>56.4988</td>\n",
" <td>101.713802</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>101.0</td>\n",
" <td>635.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Personal_Loan</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.096</td>\n",
" <td>0.294621</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Securities_Account</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.1044</td>\n",
" <td>0.305809</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CD_Account</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0604</td>\n",
" <td>0.23825</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Online</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.5968</td>\n",
" <td>0.490589</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CreditCard</th>\n",
" <td>5000.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.294</td>\n",
" <td>0.455637</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>City</th>\n",
" <td>5000</td>\n",
" <td>245</td>\n",
" <td>Los Angeles</td>\n",
" <td>375</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>State</th>\n",
" <td>5000</td>\n",
" <td>2</td>\n",
" <td>CA</td>\n",
" <td>4994</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",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count unique top freq mean std \\\n",
"Age 5000.0 NaN NaN NaN 45.3384 11.463166 \n",
"Experience 5000.0 NaN NaN NaN 20.3276 11.253035 \n",
"Income 5000.0 NaN NaN NaN 73.7742 46.033729 \n",
"Family 5000.0 NaN NaN NaN 2.3964 1.147663 \n",
"CCAvg 5000.0 NaN NaN NaN 1.937938 1.747659 \n",
"Education 5000.0 NaN NaN NaN 1.881 0.839869 \n",
"Mortgage 5000.0 NaN NaN NaN 56.4988 101.713802 \n",
"Personal_Loan 5000.0 NaN NaN NaN 0.096 0.294621 \n",
"Securities_Account 5000.0 NaN NaN NaN 0.1044 0.305809 \n",
"CD_Account 5000.0 NaN NaN NaN 0.0604 0.23825 \n",
"Online 5000.0 NaN NaN NaN 0.5968 0.490589 \n",
"CreditCard 5000.0 NaN NaN NaN 0.294 0.455637 \n",
"City 5000 245 Los Angeles 375 NaN NaN \n",
"State 5000 2 CA 4994 NaN NaN \n",
"\n",
" min 25% 50% 75% max \n",
"Age 23.0 35.0 45.0 55.0 67.0 \n",
"Experience 0.0 11.0 20.0 30.0 43.0 \n",
"Income 8.0 39.0 64.0 98.0 224.0 \n",
"Family 1.0 1.0 2.0 3.0 4.0 \n",
"CCAvg 0.0 0.7 1.5 2.5 10.0 \n",
"Education 1.0 1.0 2.0 3.0 3.0 \n",
"Mortgage 0.0 0.0 0.0 101.0 635.0 \n",
"Personal_Loan 0.0 0.0 0.0 0.0 1.0 \n",
"Securities_Account 0.0 0.0 0.0 0.0 1.0 \n",
"CD_Account 0.0 0.0 0.0 0.0 1.0 \n",
"Online 0.0 0.0 1.0 1.0 1.0 \n",
"CreditCard 0.0 0.0 0.0 1.0 1.0 \n",
"City NaN NaN NaN NaN NaN \n",
"State NaN NaN NaN NaN NaN "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Display basic descriptive statistics after pre-processing\n",
"loan.describe(include=\"all\").T"
]
},
{
"cell_type": "markdown",
"id": "7e7e2fb2",
"metadata": {},
"source": [
"From the dataset we can see that 25% of customer are 35 and below, 50% below age of 45 while 75% are below 55 with mean age of 45 years.\n",
"Work Experience in years varying from 0 upto 42 with mean around 20 years.\n",
"75% of the customer have income upto 98K annualy, mean annual income is around 73.77K.\n",
"On Average family members consists of 2 memebers for the customer sample.\n",
"Average Credit card spending is around 1.93K monthly.\n",
"75% of customers have Mortage debt of 101K.\n",
"'Los Angeles' is the highest customer concentration with 375 customer out of 5000 customer.\n",
"Almost all customers from this sample are located in California state, excpect 6 only."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "d81017a3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 4520\n",
"1 480\n",
"Name: Personal_Loan, dtype: int64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loan['Personal_Loan'].value_counts()"
]
},
{
"cell_type": "markdown",
"id": "77c3db3e",
"metadata": {},
"source": [
"Only 9.6% according to the dataset are asset customers"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "7cc41506",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 4478\n",
"1 522\n",
"Name: Securities_Account, dtype: int64"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loan['Securities_Account'].value_counts()"
]
},
{
"cell_type": "markdown",
"id": "c6c7d8d9",
"metadata": {},
"source": [
"10.4% of the customers have securities account"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "201fabc0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 4698\n",
"1 302\n",
"Name: CD_Account, dtype: int64"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loan['CD_Account'].value_counts()"
]
},
{
"cell_type": "markdown",
"id": "2f65a6e7",
"metadata": {},
"source": [
"around 6% of the customers have certificate of deposits"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "28c1ef11",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1 2984\n",
"0 2016\n",
"Name: Online, dtype: int64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loan['Online'].value_counts()"
]
},
{
"cell_type": "markdown",
"id": "243fc56b",
"metadata": {},
"source": [
"59.68% of the customers use the internet banking portal"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "673a41bd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 3530\n",
"1 1470\n",
"Name: CreditCard, dtype: int64"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loan['CreditCard'].value_counts()"
]
},
{
"cell_type": "markdown",
"id": "3ebf2daa",
"metadata": {},
"source": [
"29.4% of the customers have credit cards issued by other banks"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "3a5347a1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Displaying the distrubtion plot for 'Age', 'Experience', 'Income' ,'CCAvg'\n",
"colnames = ['Age','Experience','Income','CCAvg']\n",
"for name in colnames:\n",
" sns.displot(data=loan, x=name)"
]
},
{
"cell_type": "markdown",
"id": "4f2956a3",
"metadata": {},
"source": [
"From the sample the Age is almost normaly distributed,Years of experience is slighly right skewed while both Income and credit card monthly spending is right skewed."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "ba5d8095",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Los Angeles 375\n",
"San Diego 269\n",
"San Francisco 257\n",
"Berkeley 241\n",
"Sacramento 148\n",
"Palo Alto 130\n",
"Stanford 127\n",
"Davis 121\n",
"La Jolla 112\n",
"Santa Barbara 103\n",
"San Jose 96\n",
"Irvine 80\n",
"Santa Clara 77\n",
"Monterey 72\n",
"Pasadena 71\n",
"Oakland 55\n",
"Newbury Park 53\n",
"Menlo Park 52\n",
"Claremont 52\n",
"Santa Cruz 51\n",
"El Segundo 50\n",
"Riverside 46\n",
"Northridge 46\n",
"Hayward 41\n",
"Redwood City 37\n",
"Los Altos 36\n",
"Huntington Beach 35\n",
"Santa Monica 35\n",
"Livermore 34\n",
"Emeryville 34\n",
"San Luis Obispo 33\n",
"Fallbrook 32\n",
"Fremont 31\n",
"Goleta 31\n",
"Cupertino 29\n",
"Torrance 28\n",
"Carlsbad 28\n",
"Moss Landing 26\n",
"Alameda 26\n",
"Fullerton 26\n",
"Arcata 26\n",
"Walnut Creek 25\n",
"Ridgecrest 23\n",
"South San Francisco 23\n",
"Roseville 23\n",
"Mountain View 22\n",
"Santa Clarita 22\n",
"Vallejo 22\n",
"Pomona 21\n",
"San Marcos 21\n",
"Mission Viejo 20\n",
"Redlands 20\n",
"Orange 19\n",
"Loma Linda 19\n",
"Long Beach 19\n",
"Studio City 19\n",
"Beverly Hills 19\n",
"Manhattan Beach 19\n",
"Chico 19\n",
"Brisbane 19\n",
"Sunnyvale 18\n",
"Bakersfield 18\n",
"Fresno 18\n",
"Pleasanton 18\n",
"Venice 18\n",
"San Bernardino 17\n",
"Ojai 17\n",
"Chatsworth 17\n",
"Santa Ana 17\n",
"Cypress 17\n",
"San Ramon 17\n",
"Seal Beach 17\n",
"Novato 16\n",
"Laguna Niguel 16\n",
"Redondo Beach 16\n",
"Tustin 16\n",
"Anaheim 16\n",
"Rancho Cordova 16\n",
"Rohnert Park 15\n",
"Chula Vista 15\n",
"Redding 15\n",
"Gilroy 14\n",
"Belvedere Tiburon 14\n",
"Poway 13\n",
"Stockton 13\n",
"El Dorado Hills 13\n",
"Cardiff By The Sea 13\n",
"San Mateo 13\n",
"Modesto 13\n",
"Woodland Hills 12\n",
"Newport Beach 12\n",
"Seaside 12\n",
"San Gabriel 12\n",
"Valencia 12\n",
"Oceanside 11\n",
"Richmond 11\n",
"San Clemente 11\n",
"Milpitas 11\n",
"Campbell 11\n",
"Culver City 11\n",
"Canoga Park 10\n",
"North Hollywood 10\n",
"Los Gatos 10\n",
"Burlingame 10\n",
"Placentia 10\n",
"Arcadia 10\n",
"Thousand Oaks 10\n",
"Carpinteria 10\n",
"Carson 10\n",
"Salinas 10\n",
"Lomita 10\n",
"Folsom 10\n",
"San Ysidro 10\n",
"Bonita 10\n",
"Albany 10\n",
"Calabasas 9\n",
"Reseda 9\n",
"Ventura 9\n",
"La Mirada 9\n",
"Hollister 9\n",
"West Sacramento 9\n",
"Hawthorne 9\n",
"La Mesa 9\n",
"Lake Forest 8\n",
"Simi Valley 8\n",
"Costa Mesa 8\n",
"Tehachapi 8\n",
"Monrovia 8\n",
"Brea 8\n",
"Fawnskin 7\n",
"Glendale 7\n",
"Hermosa Beach 7\n",
"Sonora 7\n",
"Sherman Oaks 7\n",
"Daly City 7\n",
"Camarillo 7\n",
"National City 7\n",
"Banning 7\n",
"Belmont 7\n",
"Fairfield 7\n",
"Montclair 7\n",
"San Juan Capistrano 7\n",
"Santa Rosa 7\n",
"Boulder Creek 7\n",
"Pleasant Hill 6\n",
"Rancho Cucamonga 6\n",
"Agoura Hills 6\n",
"Eureka 6\n",
"Castro Valley 6\n",
"Citrus Heights 6\n",
"Hacienda Heights 6\n",
"Martinez 6\n",
"Bodega Bay 6\n",
"Sunland 6\n",
"Highland 6\n",
"Glendora 6\n",
"Chino Hills 6\n",
"Van Nuys 6\n",
"Baldwin Park 6\n",
"Escondido 6\n",
"San Anselmo 6\n",
"Greenbrae 6\n",
"Concord 6\n",
"Diamond Bar 6\n",
"Rudno nad Hronom 6\n",
"Hopland 6\n",
"Montague 5\n",
"Larkspur 5\n",
"Clovis 5\n",
"Pacific Grove 5\n",
"Saratoga 5\n",
"San Luis Rey 5\n",
"Crestline 5\n",
"Palos Verdes Peninsula 5\n",
"Lompoc 5\n",
"San Juan Bautista 5\n",
"San Bruno 5\n",
"Edwards 5\n",
"Los Alamitos 5\n",
"Santa Ynez 5\n",
"Oak View 5\n",
"San Rafael 5\n",
"Monterey Park 5\n",
"Rosemead 5\n",
"Portola Valley 4\n",
"Yorba Linda 4\n",
"Aptos 4\n",
"Capitola 4\n",
"Merced 4\n",
"Elk Grove 4\n",
"South Lake Tahoe 4\n",
"Laguna Hills 4\n",
"West Covina 4\n",
"Whittier 4\n",
"Vista 4\n",
"Trinity Center 4\n",
"Sylmar 4\n",
"Capistrano Beach 4\n",
"Clearlake 4\n",
"Westlake Village 4\n",
"South Pasadena 4\n",
"Rio Vista 4\n",
"San Leandro 4\n",
"Alhambra 3\n",
"Imperial 3\n",
"Encinitas 3\n",
"Bella Vista 3\n",
"Yucaipa 3\n",
"North Hills 3\n",
"Sanger 3\n",
"Mission Hills 3\n",
"San Pablo 3\n",
"Rancho Palos Verdes 3\n",
"March Air Reserve Base 3\n",
"Marina 3\n",
"Montebello 3\n",
"El Sobrante 3\n",
"Chino 3\n",
"Napa 3\n",
"Garden Grove 3\n",
"San Dimas 3\n",
"Norwalk 3\n",
"Signal Hill 3\n",
"Oxnard 2\n",
"Ben Lomond 2\n",
"Porter Ranch 2\n",
"Antioch 2\n",
"Half Moon Bay 2\n",
"Inglewood 2\n",
"Pacific Palisades 2\n",
"Moraga 2\n",
"Weed 2\n",
"Upland 2\n",
"Morgan Hill 2\n",
"South Gate 2\n",
"Ukiah 2\n",
"La Palma 2\n",
"Alamo 2\n",
"Ceres 2\n",
"Danville 2\n",
"Stinson Beach 1\n",
"Sierra Madre 1\n",
"Ladera Ranch 1\n",
"Sausalito 1\n",
"Tahoe City 1\n",
"Name: City, dtype: int64"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Displaying the customer per city of residence\n",
"loan['City'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "34f29fd0",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x6480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Visualizing the number of bank customers per city\n",
"plt.figure(figsize=(15,90))\n",
"sns.countplot(data=loan,y='City',palette=\"Spectral\",order=loan['City'].value_counts().index)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9d1a1a3f",
"metadata": {},
"source": [
"The fact that loan customer are less than 9% of the data set makes it difficult to visualize the data."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "6dae3efc",
"metadata": {},
"outputs": [],
"source": [
"#Creating a dataframe for loan customers only\n",
"plc = loan[loan['Personal_Loan']==1]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "3ab44581",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x6480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Visualizing the number of personal loan customers per city\n",
"plt.figure(figsize=(15,90))\n",
"sns.countplot(data=plc,y='City',palette=\"Spectral\",order=plc['City'].value_counts().index)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "aad01ceb",
"metadata": {},
"source": [
"#### Bivariate Analysis"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "104965d7",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 720x360 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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