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Python Pandas - Return a dataframe of the components of the TimedeltaIndex
To return a dataframe of the components of the TimedeltaIndex, use the TimedeltaIndex.components property.
At first, import the required libraries −
import pandas as pd
Create a TimeDeltaIndex object. We have set the timedelta-like data using the 'data' parameter as well −
tdIndex = pd.TimedeltaIndex(data =['10 day 5h 2 min 35s 3us 10ns', '+22:39:19.999999', '2 day 4h 03:08:02.000045', '+21:15:45.999999'])
Display TimedeltaIndex −
print("TimedeltaIndex...\n", tdIndex)
Return a dataframe of the components of TimeDeltas. The components include days, hours, minutes, seconds, milliseconds, microseconds, nanoseconds −
print("\nThe Dataframe of the components of TimeDeltas...\n", tdIndex.components)Example
Following is the code −
import pandas as pd
# Create a TimeDeltaIndex object
# We have set the timedelta-like data using the 'data' parameter as well
tdIndex = pd.TimedeltaIndex(data =['10 day 5h 2 min 35s 3us 10ns', '+22:39:19.999999',
'2 day 4h 03:08:02.000045', '+21:15:45.999999'])
# display TimedeltaIndex
print("TimedeltaIndex...\n", tdIndex)
# display the number of days from each element of TimeDeltaIndex
print("\nThe number of days from the TimeDeltaIndex object...\n", tdIndex.days)
# display the number of seconds from each element of TimeDeltaIndex
print("\nThe number of seconds from the TimeDeltaIndex object...\n", tdIndex.seconds)
# display the number of microseconds from each element of TimeDeltaIndex
print("\nThe number of microseconds from the TimeDeltaIndex object...\n", tdIndex.microseconds)
# Return a dataframe of the components of TimeDeltas
# The components include days, hours, minutes, seconds, milliseconds, microseconds, nanoseconds
print("\nThe Dataframe of the components of TimeDeltas...\n", tdIndex.components)Output
This will produce the following code −
TimedeltaIndex... TimedeltaIndex(['10 days 05:02:35.000003010', '0 days 22:39:19.999999', '2 days 07:08:02.000045', '0 days 21:15:45.999999'], dtype='timedelta64[ns]', freq=None) The number of days from the TimeDeltaIndex object... Int64Index([10, 0, 2, 0], dtype='int64') The number of seconds from the TimeDeltaIndex object... Int64Index([18155, 81559, 25682, 76545], dtype='int64') The number of microseconds from the TimeDeltaIndex object... Int64Index([3, 999999, 45, 999999], dtype='int64') The Dataframe of the components of TimeDeltas... days hours minutes seconds milliseconds microseconds nanoseconds 0 10 5 2 35 0 3 10 1 0 22 39 19 999 999 0 2 2 7 8 2 0 45 0 3 0 21 15 45 999 999 0
Updated on: 19-Oct-2021
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