numpy.core.defchararray.chararray.translate
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chararray.translate(table, deletechars=None)[source]
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For each element in self, return a copy of the string where all characters occurring in the optional argumentdeletecharsare removed, and the remaining characters have been mapped through the given translation table.See also char.translate
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    https://docs.scipy.org/doc/numpy-1.11.0/reference/generated/numpy.core.defchararray.chararray.translate.html