synthesizer (version 0.4.0)
Synthesize Data Based on Empirical Quantile Functions and Rank
Order Matching
Description
Data is synthesized using a combination of inverse transform
sampling using the empirical quantile functions for each variable, and
then copying the rank order structure from the original dataset. The
syntesizer method has a tunable parameter allowing to gradually move
from realistic and possibly unsafe synthetic data to decorrelated data
of less utility.