Reputation: 191
I'm looking for a way to filter a multiindex dataframe like the following by day of the week and/or selected dates. Let's say I need
select only mondays
; select all days except monday and friday
;select all dates in ['2015-05-14', '2015-05-21', '2015-05-22']
;select all dates in ['2015-05-14', '2015-05-21', '2015-05-22'] and thursdays
.What's the way to do it?
Col1 Col2 Col3 Col4
Date Two
2015-05-14 10 81.370003 6.11282 39.753 44.950001
11 80.419998 6.03380 39.289 44.750000
C3 80.879997 6.00746 41.249 44.360001
2015-05-19 3 80.629997 6.10465 41.047 40.980000
S9 80.550003 6.14370 41.636 42.790001
2015-05-21 19 80.480003 6.16096 42.137 43.680000
2015-05-22 C3 80.540001 6.13916 42.179 43.490002
Upvotes: 5
Views: 5349
Reputation: 214927
If you have the Date
as datetime
type, you can just use dayofweek
to get the day of week and query based on it.
Select only Mondays:
df[df.index.get_level_values('Date').dayofweek == 0]
Select days except Monday and Friday:
import numpy as np
df[np.in1d(df.index.get_level_values('Date').dayofweek, [1,2,3,5,6])]
# Col1 Col2 Col3 Col4
# Date Two
#2015-05-14 10 81.370003 6.11282 39.753 44.950001
# 11 80.419998 6.03380 39.289 44.750000
# C3 80.879997 6.00746 41.249 44.360001
#2015-05-19 3 80.629997 6.10465 41.047 40.980000
# S9 80.550003 6.14370 41.636 42.790001
#2015-05-21 19 80.480003 6.16096 42.137 43.680000
Upvotes: 8