synthesizer (version 0.5.0)
Fast, Robust, and High-Quality Synthetic Data Generation with a
Tuneable Privacy-Utility Trade-Off
Description
Synthesize numeric, categorical, mixed and time series data. Data
circumstances including mixed (or zero-inflated) distributions and missing
data patterns are reproduced in the synthetic data. A single parameter allows
balancing between high-quality synthetic data that represents correlations of
the original data and lower quality but more privacy safe synthetic data
without correlations. Tuning can be done per variable or for the whole
dataset.