To round the DateTimeIndex with hourly frequency, use the DateTimeIndex.round() method. For hourly frequency, use the freq parameter with value ‘H’.
At first, import the required libraries −
import pandas as pd
Create a DatetimeIndex with period 5 and frequency as T i.e. minutes −
datetimeindex = pd.date_range('2021-09-29 07:00', periods=5, tz='Australia/Adelaide', freq='35T')
Display DateTimeIndex −
print("DateTimeIndex...\n", datetimeindex)
Round operation on DateTimeIndex date with hourly frequency. For hourly frequency, we have used 'H' −
print("\nPerforming round operation with hourly frequency...\n", datetimeindex.round(freq='H'))
Example
Following is the code −
import pandas as pd # DatetimeIndex with period 5 and frequency as T i.e. minutes # timezone is Australia/Adelaide datetimeindex = pd.date_range('2021-09-29 07:00', periods=5, tz='Australia/Adelaide', freq='35T') # display print("DateTimeIndex...\n", datetimeindex) # getting the hour res = datetimeindex.hour # display only the hour print("\nThe hour from DateTimeIndex...\n", res) # Round operation on DateTimeIndex date with hourly frequency # For hourly frequency, we have used 'H' print("\nPerforming round operation with hourly frequency...\n", datetimeindex.round(freq='H'))
Output
This will produce the following code −
DateTimeIndex... DatetimeIndex(['2021-09-29 07:00:00+09:30', '2021-09-29 07:35:00+09:30', '2021-09-29 08:10:00+09:30', '2021-09-29 08:45:00+09:30', '2021-09-29 09:20:00+09:30'], dtype='datetime64[ns, Australia/Adelaide]', freq='35T') The hour from DateTimeIndex... Int64Index([7, 7, 8, 8, 9], dtype='int64') Performing round operation with hourly frequency... DatetimeIndex(['2021-09-29 07:00:00+09:30', '2021-09-29 08:00:00+09:30', '2021-09-29 08:00:00+09:30', '2021-09-29 09:00:00+09:30', '2021-09-29 09:00:00+09:30'], dtype='datetime64[ns, Australia/Adelaide]', freq=None)