Synthetic Data for Cluster Analysis

repliclust is a Python package for generating synthetic datasets with clusters. It allows you to generate many different datasets that are geometrically similar, but without ever touching low-level parameters like cluster centroids or covariance matrices.

Features

• Reproducibly generate clusters with defined geometric characteristics

• Manage cluster overlaps, shapes, and probability distributions through intuitive, high-level controls

• Define custom dataset archetypes to power reproducible and informative benchmarks

Reference

Check out our paper here.