Change language

Contingency table in Python

Crosstalk is one method for examining two or even more variables. It’s basically counting the amount between two or more categorical variables.

To get loan data, click here .

Loading Libraries

import numpy as np

import pandas as pd

import matplotlib as plt

Loading data

data = pd.read_csv ( "loan_status.csv" )

  

print (data.head ( 10 ))

Output:

Describe the data

Output:

Data Information

data.describe ()

data.info ()

Output:

< p> Data Types

# object / attribute data types
# in data
data.dtypes

Output:

Code # 1: A contingency table showing the relationship between grades and credit status.

data_crosstab = pd.crosstab (data [ ’grade’ ],

data [ ’loan_status’ ], 

  margins = False )

print (data_crosstab)

Output:

Code # 2: A contingency table showing the relationship between purpose and credit status.

data_crosstab = pd.crosstab (data [ ’purpose’ ], 

data [ ’loan_status’ ], < / p>

margins = False )

print ( data_crosstab)

Output:

Code # 3: A contingency table showing the relationship between classes + purpose and status of the loan.

data_crosstab = pd.crosstab ([data.grade, data.purpose], 

data.loan_status, margins = False )

print (data_crosstab)

Output:

Like in code, contingency tables give clear correlation values ​​between two or more variables. Thus, it is much more useful to understand the data for further information extraction. 
,

Shop

Gifts for programmers

Learn programming in R: courses

$FREE
Gifts for programmers

Best Python online courses for 2022

$FREE
Gifts for programmers

Best laptop for Fortnite

$399+
Gifts for programmers

Best laptop for Excel

$
Gifts for programmers

Best laptop for Solidworks

$399+
Gifts for programmers

Best laptop for Roblox

$399+
Gifts for programmers

Best computer for crypto mining

$499+
Gifts for programmers

Best laptop for Sims 4

$

Latest questions

PythonStackOverflow

Common xlabel/ylabel for matplotlib subplots

1947 answers

PythonStackOverflow

Check if one list is a subset of another in Python

1173 answers

PythonStackOverflow

How to specify multiple return types using type-hints

1002 answers

PythonStackOverflow

Printing words vertically in Python

909 answers

PythonStackOverflow

Python Extract words from a given string

798 answers

PythonStackOverflow

Why do I get "Pickle - EOFError: Ran out of input" reading an empty file?

606 answers

PythonStackOverflow

Python os.path.join () method

384 answers

PythonStackOverflow

Flake8: Ignore specific warning for entire file

360 answers

News


Wiki

Python | How to copy data from one Excel sheet to another

Common xlabel/ylabel for matplotlib subplots

Check if one list is a subset of another in Python

How to specify multiple return types using type-hints

Printing words vertically in Python

Python Extract words from a given string

Cyclic redundancy check in Python

Finding mean, median, mode in Python without libraries

Python add suffix / add prefix to strings in a list

Why do I get "Pickle - EOFError: Ran out of input" reading an empty file?

Python - Move item to the end of the list

Python - Print list vertically