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Python Pandas - How to Round the DateTimeIndex with hourly frequency
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)
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