metasyn.distribution

Package providing different distributions used in metasyn.

The package consists of several distribution modules, it also includes base module which forms the basis of all distributions.

Each distribution class provides methods for fitting the distribution to a a series of values, and for generating synthetic data based on the fitted distribution. Each distribution class also provides a way to calculate the information criterion, used for selecting the best distribution for a given set of values.

Submodules

base	Module serving as the basis for all metasyn distributions.
categorical	Module implementing categorical distributions.
constant	Constant distributions and fitters.
exponential	Module with the exponential distribution.
faker	Module for distributions that use the faker package.
freetext	Module for the free text distribution that detects the language.
na	Module implementing NA distributions.
normal	Module implementing normal distributions.
poisson	Module implementing the Poisson distribution.
regex	Regex distributions and fitters.
uniform	Uniform distributions and fitters.
uniquekey	Unique key distributions, often for primary key columns.
util	Utilities for builtin distributions and fitters.