Distribution list

This page serves as an overview of the various distributions available in the metasyn.distribution module. Clicking on a distribution will take you to a page with more information, including its parameters.

Categorical Distributions

MultinoulliDistribution(labels, probs)

Categorical distribution using labels and probabilities.

Constant Distributions

`ContinuousConstantDistribution`(value)	Constant distribution for floating point type.
`DiscreteConstantDistribution`(value)	Constant discrete distribution.
`DateTimeConstantDistribution`(value)	Constant datetime distribution.
`TimeConstantDistribution`(value)	Constant time distribution.
`DateConstantDistribution`(value)	Constant date distribution.
`StringConstantDistribution`(value)	Constant string distribution.

Exponential Distribution

ExponentialDistribution(rate)

Exponential distribution for floating point type.

Faker Distributions

`FakerDistribution`(faker_type[, locale])	Faker distribution for cities, addresses, etc.
`UniqueFakerDistribution`(faker_type[, locale])	Faker distribution that returns unique values.

Free Text Distribution

FreeTextDistribution(locale, avg_sentences, ...)

Free text distribution.

NA Distribution

NADistribution()

Distribution that always returns NA values (None).

Normal Distributions

`ContinuousNormalDistribution`(mean, sd)	Normal distribution for floating point type.
`LogNormalDistribution`(mean, sd)	Log-normal distribution for floating point type.
`ContinuousTruncatedNormalDistribution`(lower, ...)	Truncated normal distribution for floating point type.
`DiscreteNormalDistribution`(mean, sd)	Normal discrete distribution.
`DiscreteTruncatedNormalDistribution`(lower, ...)	Truncated normal discrete distribution.

Poisson Distribution

PoissonDistribution(rate)

Poisson distribution.

Regex Distributions

`RegexDistribution`(regex_data)	Structured string distribution using regex.
`UniqueRegexDistribution`(regex_data)	Unique variant of the regex distribution.

Uniform Distributions

`DiscreteUniformDistribution`(lower, upper)	Uniform discrete distribution.
`ContinuousUniformDistribution`(lower, upper)	Uniform distribution for floating point type.
`DateTimeUniformDistribution`(lower, upper[, ...])	Uniform DateTime distribution.
`DateUniformDistribution`(lower, upper)	Uniform date distribution.
`TimeUniformDistribution`(lower, upper[, ...])	Uniform time distribution.

Unique Key Distribution

UniqueKeyDistribution(lower, consecutive)

Unique key distribution for identifiers.