Python Pandas - Return a dataframe of the components of the TimedeltaIndex

PythonServer Side ProgrammingProgramming

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
raja
Published on 19-Oct-2021 11:02:14
Advertisements