Retrograde

Retrograde JupyterLab plug-in with notifications that detect protected classes, proxy columns for protected classes, missing data, model performance, and model uncertainty. These notifications are designed to give users of pandas and scikit-learn the information they need to design fairer and more optimal machine-learning models.

Retrograde (No Uncertainty)

Retrograde JupyterLab plug-in with ProtectedColumnNote, MissingDataNote, ProxyColumnNote, and ModelReportNote. These notifications are designed to give users of pandas and scikit-learn the information they need to design fairer and more optimal machine-learning models.