我有一个多索引数据框,在索引上有三个级别。我想将每个百分比值乘以总人口。
我正在尝试这样的事情:
df = df.reset_index(level=2, drop=True)
df['TOTAL'] = df['POP.'] * output['PERCENT']
我收到 KeyError: 'POP.'
启动数据框
PERCENT
DATE POP. SEX
2015-01-01 100 MALE 0.51
FEMALE 0.49
2016-01-01 200 MALE 0.52
FEMALE 0.48
期望的输出
PERCENT TOTAL
DATE POP. SEX
2015-01-01 100 MALE 0.51 51
FEMALE 0.49 49
2016-01-01 200 MALE 0.52 104
FEMALE 0.48 96
请您参考如下方法:
你需要get_level_values + values
df['TOTAL']=(df.index.get_level_values('POP')*df['PERCENT']).values
df
Out[874]:
PERCENT TOTAL
DATE POP SEX
2015-01-01 100 MALE 0.51 51.0
FEMALE 0.49 49.0
2016-01-01 120 Male 0.52 62.4
FEMALE 0.48 57.6
