{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Load the librarys\n", "import pandas as pd #To work with dataset\n", "import numpy as np #Math library\n", "import seaborn as sns #Graph library that use matplot in background\n", "import matplotlib.pyplot as plt #to plot some parameters in seaborn\n", "\n", "#Importing the data\n", "df_credit = pd.read_csv(\"C:/Users/Kai/Desktop/Assignment3/data/credit-g_preproccess.csv\",index_col=0)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
| \n", " | duration | \n", "credit_history | \n", "purpose | \n", "credit_amount | \n", "savings_status | \n", "employment | \n", "installment_commitment | \n", "personal_status | \n", "other_parties | \n", "residence_since | \n", "property_magnitude | \n", "age | \n", "other_payment_plans | \n", "housing | \n", "existing_credits | \n", "job | \n", "num_dependents | \n", "own_telephone | \n", "foreign_worker | \n", "class | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| checking_status | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| <0 | \n", "6 | \n", "'critical/other existing credit' | \n", "radio/tv | \n", "1169 | \n", "'no known savings' | \n", ">=7 | \n", "4 | \n", "'male single' | \n", "none | \n", "4 | \n", "'real estate' | \n", "67 | \n", "none | \n", "own | \n", "2 | \n", "skilled | \n", "1 | \n", "yes | \n", "yes | \n", "good | \n", "
| 0<=X<200 | \n", "48 | \n", "'existing paid' | \n", "radio/tv | \n", "5951 | \n", "<100 | \n", "1<=X<4 | \n", "2 | \n", "'female div/dep/mar' | \n", "none | \n", "2 | \n", "'real estate' | \n", "22 | \n", "none | \n", "own | \n", "1 | \n", "skilled | \n", "1 | \n", "none | \n", "yes | \n", "bad | \n", "
| 'no checking' | \n", "12 | \n", "'critical/other existing credit' | \n", "education | \n", "2096 | \n", "<100 | \n", "4<=X<7 | \n", "2 | \n", "'male single' | \n", "none | \n", "3 | \n", "'real estate' | \n", "49 | \n", "none | \n", "own | \n", "1 | \n", "'unskilled resident' | \n", "2 | \n", "none | \n", "yes | \n", "good | \n", "
| <0 | \n", "42 | \n", "'existing paid' | \n", "furniture/equipment | \n", "7882 | \n", "<100 | \n", "4<=X<7 | \n", "2 | \n", "'male single' | \n", "guarantor | \n", "4 | \n", "'life insurance' | \n", "45 | \n", "none | \n", "'for free' | \n", "1 | \n", "skilled | \n", "2 | \n", "none | \n", "yes | \n", "good | \n", "
| <0 | \n", "24 | \n", "'delayed previously' | \n", "'new car' | \n", "4870 | \n", "<100 | \n", "1<=X<4 | \n", "3 | \n", "'male single' | \n", "none | \n", "4 | \n", "'no known property' | \n", "53 | \n", "none | \n", "'for free' | \n", "2 | \n", "skilled | \n", "2 | \n", "none | \n", "yes | \n", "bad | \n", "
| 'no checking' | \n", "36 | \n", "'existing paid' | \n", "education | \n", "9055 | \n", "'no known savings' | \n", "1<=X<4 | \n", "2 | \n", "'male single' | \n", "none | \n", "4 | \n", "'no known property' | \n", "35 | \n", "none | \n", "'for free' | \n", "1 | \n", "'unskilled resident' | \n", "2 | \n", "yes | \n", "yes | \n", "good | \n", "
| \n", " | duration | \n", "credit_amount | \n", "installment_commitment | \n", "residence_since | \n", "age | \n", "existing_credits | \n", "num_dependents | \n", "credit_history_'critical/other existing credit' | \n", "credit_history_'delayed previously' | \n", "credit_history_'existing paid' | \n", "... | \n", "other_payment_plans_none | \n", "other_payment_plans_stores | \n", "housing_own | \n", "housing_rent | \n", "job_'unemp/unskilled non res' | \n", "job_'unskilled resident' | \n", "job_skilled | \n", "own_telephone_yes | \n", "foreign_worker_yes | \n", "class_good | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| checking_status | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| <0 | \n", "6 | \n", "1169 | \n", "4 | \n", "4 | \n", "67 | \n", "2 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "... | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
| 0<=X<200 | \n", "48 | \n", "5951 | \n", "2 | \n", "2 | \n", "22 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "... | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "
| 'no checking' | \n", "12 | \n", "2096 | \n", "2 | \n", "3 | \n", "49 | \n", "1 | \n", "2 | \n", "1 | \n", "0 | \n", "0 | \n", "... | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "1 | \n", "
| <0 | \n", "42 | \n", "7882 | \n", "2 | \n", "4 | \n", "45 | \n", "1 | \n", "2 | \n", "0 | \n", "0 | \n", "1 | \n", "... | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
| <0 | \n", "24 | \n", "4870 | \n", "3 | \n", "4 | \n", "53 | \n", "2 | \n", "2 | \n", "0 | \n", "1 | \n", "0 | \n", "... | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "
| 'no checking' | \n", "36 | \n", "9055 | \n", "2 | \n", "4 | \n", "35 | \n", "1 | \n", "2 | \n", "0 | \n", "0 | \n", "1 | \n", "... | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "1 | \n", "
6 rows × 46 columns
\n", "