w3resource

Pandas Custom Functions: Apply, Map, and Applymap Explained with Exercises

[An editor is available at the bottom of the page to write and execute the scripts. Go to the editor]


Pandas Custom Function [20 exercises with solution]


1. Write a Pandas program that apply a custom function element-wise using applymap() function.
Click me to see the sample solution

2. Write a Pandas program that apply a custom function to each row using apply() function.
Click me to see the sample solution

3. Write a Pandas program that apply a custom function to each column using apply() function.
Click me to see the sample solution

4. Write a Pandas program that uses map() function to apply a function to a Series.
Click me to see the sample solution

5. Write a Pandas program that applies different functions on DataFrame columns using apply().
Click me to see the sample solution

6. Write a Pandas program that apply a Lambda function to DataFrame columns using apply() function.
Click me to see the sample solution

7. Write a Pandas program that applies a custom function to multiple columns using apply().
Click me to see the sample solution

8. Write a Pandas program that conditionally apply a function to a DataFrame rows.
Click me to see the sample solution

9. Write a Python program that applies map() function to replace values based on a dictionary.
Click me to see the sample solution

10. Write a Pandas function that applies multiple functions to a single column using apply() function.
Click me to see the sample solution

11. Write a Pandas program to create a custom function to modify data based on column types.
Click me to see the sample solution

12. Write a Pandas program that uses apply() to work with conditional logic in DataFrame.
Click me to see the sample solution

13. Write a Pandas program that applies a function to transform dates in a DataFrame.
Click me to see the sample solution

14. Write a Pandas program that uses apply() function to create a new column based on multiple conditions.
Click me to see the sample solution

15. Write a Pandas program that uses map() function to apply a custom function with a Lambda.
Click me to see the sample solution

16. Write a Pandas program to apply a custom function to fill missing values in a DataFrame.
Click me to see the sample solution

17. Write a Pandas program that applies a Custom function to Normalize data in a DataFrame.
Click me to see the sample solution

18. Write a Pandas program that applies apply() to perform a rolling window calculation.
Click me to see the sample solution

19. Write a Pandas program that applies a custom function to aggregate DataFrame groups.
Click me to see the sample solution

20. Write a Pandas program that uses applymap() to Standardize a DataFrame.
Click me to see the sample solution

Python-Pandas Code Editor:

More to Come !

Do not submit any solution of the above exercises at here, if you want to contribute go to the appropriate exercise page.

Test your Python skills with w3resource's quiz



Become a Patron!

Follow us on Facebook and Twitter for latest update.

It will be nice if you may share this link in any developer community or anywhere else, from where other developers may find this content. Thanks.

https://w3resource.com/python-exercises/pandas/pandas-custom-functions-and-apply-exercises.php