py-AutoClean 0.0.1a0

AutoClean - Python Package for Automated Preprocessing & Cleaning of Datasets

AutoClean

Python Package for Automated Dataset Preprocessing & Cleaning

pip install auto-clean

:thought_balloon: Read more on how the algorithm of AutoClean works in my Medium article Automated Data Cleaning with Python.

Description

It is commonly known among Data Scientists that data cleaning and preprocessing make up a major part of a data science project. And, in all honesty, on average it is not the most exciting part of the project.

:white_check_mark: AutoClean helps you save time in major parts of these tasks and performs preprocessing in an automated manner!

AutoClean supports:

:point_right: Various imputation methods for missing values
:point_right: Handling of outliers
:point_right: Encoding of categorical data (OneHot, Label)
:point_right: Extraction of datatime values
:point_right: and more!

As an example, the following sample dataset will be passed through the AutoClean pipeline:

The output of AutoClean looks as following, whereas the various adjustments have been highlighted: