import multiprocessing
import pandas as pd
import numpy as np
def _apply_df(args):
df, func, kwargs = args
return df.apply(func, **kwargs)
def apply_by_multiprocessing(df, func, **kwargs):
workers = kwargs.pop('workers')
# Copyright (C) 2016 Sixten Bergman
# License WTFPL
# This program is free software. It comes without any warranty, to the extent
# permitted by applicable law.
# You can redistribute it and/or modify it under the terms of the Do What The
# Fuck You Want To Public License, Version 2, as published by Sam Hocevar. See