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Python Pandas - How to perform floor operation on the DateTimeIndex with milliseconds frequency
To perform floor operation on the DateTimeIndex with milliseconds frequency, use the DateTimeIndex.floor() method. For milliseconds frequency, use the freq parameter with value ‘ms’.
At first, import the required libraries −
import pandas as pd
DatetimeIndex with period 7 and frequency as S i.e. seconds −
datetimeindex = pd.date_range('2021-10-18 07:20:32.261811624', periods=5, tz='Australia/Adelaide', freq='40S')
Display DateTimeIndex −
print("DateTimeIndex...\n", datetimeindex)
Floor operation on DateTimeIndex date with milliseconds frequency. For milliseconds frequency, we have used 'ms' −
print("\nPerforming floor operation with milliseconds frequency...\n", datetimeindex.floor(freq='ms'))
Example
Following is the code −
import pandas as pd # DatetimeIndex with period 7 and frequency as S i.e. seconds # timezone is Australia/Adelaide datetimeindex = pd.date_range('2021-10-18 07:20:32.261811624', periods=5, tz='Australia/Adelaide', freq='40S') # display DateTimeIndex print("DateTimeIndex...\n", datetimeindex) # display DateTimeIndex frequency print("DateTimeIndex frequency...\n", datetimeindex.freq) # Floor operation on DateTimeIndex date with milliseconds frequency # For milliseconds frequency, we have used 'ms' print("\nPerforming floor operation with milliseconds frequency...\n", datetimeindex.floor(freq='ms'))
Output
This will produce the following code −
DateTimeIndex... DatetimeIndex(['2021-10-18 07:20:32.261811624+10:30', '2021-10-18 07:21:12.261811624+10:30', '2021-10-18 07:21:52.261811624+10:30', '2021-10-18 07:22:32.261811624+10:30', '2021-10-18 07:23:12.261811624+10:30'], dtype='datetime64[ns, Australia/Adelaide]', freq='40S') DateTimeIndex frequency... <40 * Seconds> Performing floor operation with milliseconds frequency... DatetimeIndex(['2021-10-18 07:20:32.261000+10:30', '2021-10-18 07:21:12.261000+10:30', '2021-10-18 07:21:52.261000+10:30', '2021-10-18 07:22:32.261000+10:30', '2021-10-18 07:23:12.261000+10:30'], dtype='datetime64[ns, Australia/Adelaide]', freq=None)
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