Welcome to synloc’s documentation!
synloc is an algorithm to sequentially and locally estimate distributions to create synthetic versions of a tabular data. The proposed methodology can be combined with parametric and nonparametric distributions.
Installation
synloc can be installed through pip:
1pip install synloc
A Quick Example
1from synloc.tools import sample_trivariate_xyz
2from synloc import LocalCov
3data = sample_trivariate_xyz() # Generates a sample with size 1000 by default.
4resampler = LocalCov(data = data, K = 30)
5syn_data = resampler.fit() # data is saved to `syn_data`
6resampler.comparePlots(['x','y','z'])
