4
这里是一个重复的例子:的Bug大熊猫重新取样/ TimeGrouper
from pandas import DataFrame, Timestamp, TimeGrouper
i = [Timestamp('2015-10-07 03:50:01.543999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:02.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:02.180000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:04.380000+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:14.744000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:17.380000+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:19.860000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:19.996000+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:32.823999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:37.867999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:41.956000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:41.956000+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:46.584000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:46.584000+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:46.584000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:46.584000+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:46.584000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:46.584000+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:46.584000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:46.828000+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:46.828000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:49.047999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:53.668000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:53.668000+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:55.675999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:55.675999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:55.675999+0000', tz='UTC'), Timestamp('2015-10-07 03:50:55.675999+0000', tz='UTC'),
Timestamp('2015-10-07 03:50:55.464000+0000', tz='UTC'), Timestamp('2015-10-07 03:50:57.123999+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:02.127999+0000', tz='UTC'), Timestamp('2015-10-07 03:51:02.327999+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:07.484000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:07.484000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.504000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.520000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.119999+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.119999+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.119999+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.119999+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.119999+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.119999+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.119999+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:08.119999+0000', tz='UTC'), Timestamp('2015-10-07 03:51:08.119999+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:15.547999+0000', tz='UTC'), Timestamp('2015-10-07 03:51:15.547999+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:15.547999+0000', tz='UTC'), Timestamp('2015-10-07 03:51:16.996000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:16.996000+0000', tz='UTC'), Timestamp('2015-10-07 03:51:23.888000+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:24.671999+0000', tz='UTC'), Timestamp('2015-10-07 03:51:26.719999+0000', tz='UTC'),
Timestamp('2015-10-07 03:51:26.719999+0000', tz='UTC'), Timestamp('2015-10-07 03:51:29.924000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:00.372000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:00.372000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:00.372000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:00.372000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:02.900000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:02.900000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:02.900000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:02.900000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:05.883999+0000', tz='UTC'), Timestamp('2015-10-07 03:52:05.883999+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:05.883999+0000', tz='UTC'), Timestamp('2015-10-07 03:52:05.883999+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:05.883999+0000', tz='UTC'), Timestamp('2015-10-07 03:52:05.888000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:05.888000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:29.119999+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:31.319999+0000', tz='UTC'), Timestamp('2015-10-07 03:52:31.319999+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:31.319999+0000', tz='UTC'), Timestamp('2015-10-07 03:52:31.319999+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:31.319999+0000', tz='UTC'), Timestamp('2015-10-07 03:52:31.319999+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:31.319999+0000', tz='UTC'), Timestamp('2015-10-07 03:52:31.319999+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:31.319999+0000', tz='UTC'), Timestamp('2015-10-07 03:52:33.676000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:33.987999+0000', tz='UTC'), Timestamp('2015-10-07 03:52:33.987999+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:33.248000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:43.288000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:43.288000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:43.288000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:45.068000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:45.068000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:45.068000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:45.068000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:48.259999+0000', tz='UTC'), Timestamp('2015-10-07 03:52:48.259999+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:57.196000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:57.196000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:57.196000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:57.196000+0000', tz='UTC'),
Timestamp('2015-10-07 03:52:57.196000+0000', tz='UTC'), Timestamp('2015-10-07 03:52:59.743999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:00.244000+0000', tz='UTC'), Timestamp('2015-10-07 03:53:00.248000+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:00.356000+0000', tz='UTC'), Timestamp('2015-10-07 03:53:00.380000+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:03.012000+0000', tz='UTC'), Timestamp('2015-10-07 03:53:14.055999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:18.447999+0000', tz='UTC'), Timestamp('2015-10-07 03:53:18.447999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:18.472000+0000', tz='UTC'), Timestamp('2015-10-07 03:53:18.472000+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:27.259999+0000', tz='UTC'), Timestamp('2015-10-07 03:53:30.831999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:30.831999+0000', tz='UTC'), Timestamp('2015-10-07 03:53:30.831999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:30.831999+0000', tz='UTC'), Timestamp('2015-10-07 03:53:30.831999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:30.831999+0000', tz='UTC'), Timestamp('2015-10-07 03:53:30.840000+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:30.840000+0000', tz='UTC'), Timestamp('2015-10-07 03:53:31.631999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:41.776000+0000', tz='UTC'), Timestamp('2015-10-07 03:53:44.119999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:52.319999+0000', tz='UTC'), Timestamp('2015-10-07 03:53:52.319999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:54.239999+0000', tz='UTC'), Timestamp('2015-10-07 03:53:54.243999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:54.243999+0000', tz='UTC'), Timestamp('2015-10-07 03:53:54.243999+0000', tz='UTC'),
Timestamp('2015-10-07 03:53:54.311999+0000', tz='UTC'), Timestamp('2015-10-07 03:54:02.648000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:02.648000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:02.648000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:02.648000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:02.648000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:02.648000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:02.648000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:02.648000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:02.648000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:02.648000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:04.268000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:04.268000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:04.268000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:05.980000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:08.959999+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:08.959999+0000', tz='UTC'), Timestamp('2015-10-07 03:54:09.144000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:09.223999+0000', tz='UTC'), Timestamp('2015-10-07 03:54:09.223999+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:09.223999+0000', tz='UTC'), Timestamp('2015-10-07 03:54:10.828000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:10.828000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:10.828000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:10.828000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:10.828000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:10.828000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:10.828000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:10.828000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:12.751999+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:15.480000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:15.480000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:15.480000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:15.484000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:15.484000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:15.484000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:15.484000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:15.484000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:15.484000+0000', tz='UTC'), Timestamp('2015-10-07 03:54:16.963999+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:16.963999+0000', tz='UTC'), Timestamp('2015-10-07 03:54:17.460000+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:34.519999+0000', tz='UTC'), Timestamp('2015-10-07 03:54:34.519999+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:35.319999+0000', tz='UTC'), Timestamp('2015-10-07 03:54:35.319999+0000', tz='UTC'),
Timestamp('2015-10-07 03:54:35.319999+0000', tz='UTC')]
p = [1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.5,
1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5,
1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5,
1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5,
1965.5, 1965.75, 1965.75, 1965.75, 1965.75, 1965.5, 1965.5, 1965.75, 1965.75, 1965.75,
1965.75, 1965.75, 1965.75, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5,
1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5,
1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5,
1965.5, 1965.5, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25,
1965.25, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.75, 1965.75, 1965.5,
1965.75, 1965.75, 1965.75, 1965.75, 1965.75, 1965.75, 1965.75, 1965.75, 1965.75, 1965.75,
1965.75, 1965.75, 1965.75, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5,
1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5,
1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.5, 1965.5, 1965.5, 1965.5,
1965.5, 1965.75, 1965.5, 1965.75, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5, 1965.5,
1965.5, 1965.5, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25,
1965.5, 1965.25, 1965.5, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.5,
1965.0, 1965.0, 1965.0, 1965.0, 1965.0, 1965.0, 1964.75, 1964.75, 1964.75, 1964.75,
1964.75, 1964.75, 1964.75, 1964.75, 1964.5, 1964.5, 1964.5, 1964.75, 1964.75, 1964.75,
1965.0, 1965.0, 1965.0, 1965.0, 1965.0, 1965.0, 1965.0, 1965.0, 1965.0, 1965.25, 1965.25,
1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.25, 1965.0, 1965.0, 1965.25,
1965.25, 1965.25, 1965.25, 1965.25, 1965.25]
现在让我们创建数据框:
df = DataFrame(data=p, index=i, columns=['price'])
看起来什么数据,如针对分钟03:54
:
df[df.index >= Timestamp('2015-10-07 03:54:00+00:00')].head(12)
price
2015-10-07 03:54:02.648000+00:00 1965.00
2015-10-07 03:54:02.648000+00:00 1965.00
2015-10-07 03:54:02.648000+00:00 1965.00
2015-10-07 03:54:02.648000+00:00 1965.00
2015-10-07 03:54:02.648000+00:00 1965.00
2015-10-07 03:54:02.648000+00:00 1965.00
2015-10-07 03:54:02.648000+00:00 1964.75
2015-10-07 03:54:02.648000+00:00 1964.75
2015-10-07 03:54:02.648000+00:00 1964.75
2015-10-07 03:54:02.648000+00:00 1964.75
2015-10-07 03:54:04.268000+00:00 1964.75
2015-10-07 03:54:04.268000+00:00 1964.75
第一个价格是1965.00
。现在,让我们用大熊猫resample
方法创建1分钟吧:
df.resample(rule='1Min', how='ohlc', closed='left', label='left')
price
open high low close
2015-10-07 03:50:00+00:00 1965.25 1965.75 1965.25 1965.50
2015-10-07 03:51:00+00:00 1965.75 1965.75 1965.25 1965.50
2015-10-07 03:52:00+00:00 1965.75 1965.75 1965.25 1965.75
2015-10-07 03:53:00+00:00 1965.50 1965.75 1965.25 1965.50
2015-10-07 03:54:00+00:00 1964.75 1965.25 1964.50 1965.25
开市价为1964.75
当它应该是1965.00
在03:54
。
添加行列显示问题完美:
df['row'] = range(1, df.shape[0] + 1)
grouped = df.groupby(TimeGrouper(freq='1Min', closed='left', label='left'))
grouped.get_group(Timestamp('2015-10-07 03:54:00+00:00')).head(12)
price row
2015-10-07 03:54:02.648000+00:00 1964.75 189
2015-10-07 03:54:02.648000+00:00 1964.75 188
2015-10-07 03:54:02.648000+00:00 1964.75 187
2015-10-07 03:54:02.648000+00:00 1964.75 186
2015-10-07 03:54:02.648000+00:00 1965.00 185
2015-10-07 03:54:02.648000+00:00 1965.00 181
2015-10-07 03:54:02.648000+00:00 1965.00 183
2015-10-07 03:54:02.648000+00:00 1965.00 182
2015-10-07 03:54:02.648000+00:00 1965.00 180
2015-10-07 03:54:02.648000+00:00 1965.00 184
2015-10-07 03:54:04.268000+00:00 1964.75 190
2015-10-07 03:54:04.268000+00:00 1964.75 191
时的时间戳是相同的类TimeGrouper
改变行的顺序。
临时解决方案是在应用ohlc
转换之前按行列对每个组进行排序。
感谢您的关注!
大熊猫的什么版本?为什么不使用OHLC方法... –
熊猫版本16.2 与OHLC相同的问题: x ['price']。resample('1Min',closed ='left',label ='left',how ='ohlc ') 2015-10-07 03:54:00 + 00:00 1964.75 1965.50 1964.50 1965.25 – agiap
我不相信所有的熊猫都必须稳定,所以我猜想resample会做一些不稳定的排序?如果是这样,我想你会需要做一些类似于你所做的事情,并在一些独特的列上手动排序。 – JohnE