vampire.analysis.pca_transform_contours#

vampire.analysis.pca_transform_contours(contours, mean_contour, principal_directions)[source]#

Transform contour coordinates to principal directions in the PC space.

Parameters:
contoursndarray

Object contours, with shape (n_contours, 2*n_points).

mean_contourndarray

Mean contour used to mean-center object contours.

principal_directionsndarray

Loadings, weights, principal directions, principal axes, eigenvector of covariance matrix of mean-subtracted contours, with shape (2*n_points, 2*n_points).

Returns:
principal_componentsndarray

PC score, principal components, coordinates of mean-subtracted contours in their principal directions, with shape (n_contours, 2*n_points).