Description

DataComp is an open source Python package for domain independent multimodal longitudinal dataset comparisons. It serves as an investigative toolbox to assess differences between multiple datasets on feature level. DataComp empowers data analysts to identify significantly different and not significantly difference between datasets and thereby is helpful to identify comparable dataset combinations.

Typical application scenarios are:

• Identifying comparable datasets that can be used in machine learning approaches as training and independent test data

• Evaluate if, how and where simulated or synthetic datasets deviate from real world data

• Assess (systematic) differences across multiple datasets (for example multiple sampling sites)

• Conducting multiple statistical comparisons

• Comparative visualizations

The figure above depicts a typical DataComp workflow.

Installation

pip install datacomp

Documentation

The full package documentation can be found here.