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As most of us may know,
numpy
is slowly deprecating thenp.matrix
class. However, the package still has one dependency on this class inreport_matrix.ipynb
, andscikit-learn
is also in the process of doing it (see scikit-learn/scikit-learn#20165). This PR causes thepca.fit_transform
's input to switch fromnp.matrix
(the output ofcsr_matrix.todense()
) tonp.ndarray
(the output of csr_matrix.toarray()`)However, it must be noted that
pca.fit_transform()
may have slightly different results depending on its input beingnp.matrix
ornp.ndarray
, see scikit-learn/scikit-learn#18941. I guess the difference is small enough to matter, but I guess you may think about it a bit.This is my first PR in the past 5 years, so bear with me.