Regress phenotypes and genotypes on covariates and return the residuals.

Parameters:

X: Array | ndarray | bool | number | bool | int | float | complex¶

\(n \times p\) genotype matrix.

y: Array | ndarray | bool | number | bool | int | float | complex¶

\(n \times 1\) phenotype vector.

covar: Array | ndarray | bool | number | bool | int | float | complex¶

\(n \times m\) matrix for covariates.

no_regress: bool¶

boolean indicator whether to regress genotypes on covariates.

Returns:

A tuple of

1. genotype residual matrix after regressing out covariates effects (Array),

2. phenotype residual vector (Array) after regressing out covariates effects.

Return type:

Tuple[Array, Array]