DOC+EXC: more explanations
DOC+EXC: more explanations
DOC+EXC: more explanations
RF: ensure contrast_matrix has sum of one no diagonal
ENH+ACK: add safety mechanism for LDA when a large number of features is used. Apologies to #Jens Scharzbach# for crashing his machine when trying this out