Exploratory Data Analysis Tools

This section provides an overview of exploratory data analysis tools.

Automated Dataset Overvieweda-auto-dataset-overview.html

Tool to get a high-level understanding of datasets including basic statistical information and feature information.

Automated Target Variable Analysiseda-auto-target-analysis.html

Automatically analyze and summarize the variable we are trying to predict and it’s relationship with other variables.

Quick Model Fiteda-auto-quick-fit.html

Automatically analyze and summarize the variable we are trying to predict and it’s relationship with other variables.

Covariate Shift Detectioneda-auto-covariate-shift.html

Identify situations where the distribution of features in a dataset changes between the training and testing phases, which can lead to biased model performance.

Feature interaction chartseda-auto-analyze-interaction.html

Simple visualization tool to visualize 1/2/3-way relationships between features. The tool automatically picks a chart type given each property type.