Pythonic Data Cleaning With Pandas and NumPy

VERIFIED
Certificate of Achievement

This is to certify that

Maciej Czerwiński

has successfully completed

Data Cleaning With pandas and NumPy

a course of study offered by Real Python (realpython.com), an online learning platform and expert community for Python software developers.

Completion Date: Nov. 20, 2023

Verification ID: d38642ec-4fc9-475b-ac95-dc2156f132fb

VERIFIED
Certificate of Achievement

Pythonic Data Cleaning With Pandas and NumPy

This is to certify that

Maciej Czerwiński

has successfully completed

Data Cleaning With pandas and NumPy

a course of study offered by Real Python (realpython.com), an online learning platform and expert community for Python software developers.

Completion Date: Nov. 20, 2023

Verification ID: d38642ec-4fc9-475b-ac95-dc2156f132fb

Course Description

Skill level: intermediate

In this video course, you'll learn how to clean up messy data using pandas and NumPy. You'll become equipped to deal with a range of problems, such as missing values, inconsistent formatting, malformed records, and nonsensical outliers.

Certificate of Completion

This person’s account is verified and was created on Nov. 8, 2023. Real Python certifies their completion of the Data Cleaning With pandas and NumPy course on Nov. 20, 2023.

About Real Python

Real Python is an online learning platform and expert community for Python software developers. It offers interactive online classes and in-depth tutorials created by a team of subject matter experts.