Masked arrays

Masked arrays are arrays that may have missing or invalid entries. The numpy.ma module provides a nearly work-alike replacement for numpy that supports data arrays with masks.

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https://docs.scipy.org/doc/numpy-1.13.0/reference/maskedarray.html