def coords_by_dimension(self, dimensions=3):
        """ Returns fitted coordinates in specified number of dimensions, and
        the amount of variance explained) """

        coords_matrix = self.vecs[:, :dimensions]
        varexp = self.cve[dimensions - 1]
        return coords_matrix, varexp
Returns fitted coordinates in specified number of dimensions, and
        the amount of variance explained)