Standardization Functions

The lsapy.standardize module provides various standardization functions to transform raw input data into standardized suitability scores. These functions can be broadly categorized into discrete, sigmoid-like, and Gaussian-like standardization.

Discrete Standardization

boolean(x, op, thresh[, skipna])	Boolean function.
discrete(x, rules)	Discrete function.

Sigmoid-like Standardization

logistic(x, a, b)	Logistic function capped to 1.
sigmoid(x)	Logistic sigmoid function.
vetharaniam2022_eq3(x, a, b)	Sigmoid like function.
vetharaniam2022_eq5(x, a, b)	Sigmoid like function.

Gaussian-like Standardization

vetharaniam2024_eq8(x, a, b, c)	Gaussian like function.
vetharaniam2024_eq10(x, a, b, c)	Gaussian like function.

Helper Functions

fit(x[, y, kind, plot, verbose])

Fit standardization functions to data.