我需要找到多索引列('count'(的百分比。我的数据帧看起来像:
count
A week1 264
week2 29
B week1 152
week2 15
我想添加一个"百分比"列来制作
count percent
A week1 264 0.9
week2 29 0.1
B week1 152 0.91
week2 15 0.09
我知道我可以通过
找到我想要的总数mydf.sum(level=[0, 1])
,但我似乎无法弄清楚如何将其转变为一个百分比。
您可以使用groupby
和transform
:
df['percent'] = df.groupby(level=0).transform(lambda x: (x / x.sum()).round(2))
# count percent
# A week1 264 0.90
# week2 29 0.10
# B week1 152 0.91
# week2 15 0.09
没有groupby
df['percentage']=df['count'].div(df['count'].sum(level=0),level=0)
df
Out[128]:
count percentage
x b
A week1 264 0.901024
week2 29 0.098976
B week1 152 0.910180
week2 15 0.089820