Python Pandas - Create a DataFrame from the TimeDeltaIndex object ignoring the original index

PythonServer Side ProgrammingProgramming

To create a DataFrame from the TimeDeltaIndex object, use the TimeDeltaIndex to_frame() method. Ignore the original index using the index parameter with value False.

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 −

tdIndex = pd.TimedeltaIndex(data =['4 day 8h 20min 35us 45ns', '+17:42:19.999999',
'9 day 3h 08:16:02.000055', '+22:35:25.000075'])

Display TimedeltaIndex −

print("TimedeltaIndex...
", tdIndex)

Create a DataFrame from TimeDeltaIndex object. The original index isn't set in the returned DataFrame using the 'False' parameter −

print("
TimeDeltaIndex to DataFrame...
", tdIndex.to_frame(index=False))

Example

Following is the code −

import pandas as pd

# Create a TimeDeltaIndex object
# We have set the timedelta-like data using the 'data' parameter
tdIndex = pd.TimedeltaIndex(data =['4 day 8h 20min 35us 45ns', '+17:42:19.999999',
'9 day 3h 08:16:02.000055', '+22:35:25.000075'])

# display TimedeltaIndex
print("TimedeltaIndex...
", tdIndex) # Return a dataframe of the components of TimeDeltas print("
The Dataframe of the components of TimeDeltas...
", tdIndex.components) # Create a DataFrame from TimeDeltaIndex object # The original index isn't set in the returned DataFrame using the 'False' parameter print("
TimeDeltaIndex to DataFrame...
", tdIndex.to_frame(index=False))

Output

This will produce the following code −

TimedeltaIndex...
TimedeltaIndex(['4 days 08:20:00.000035045', '0 days 17:42:19.999999',
'9 days 11:16:02.000055', '0 days 22:35:25.000075'],
dtype='timedelta64[ns]', freq=None)

The Dataframe of the components of TimeDeltas...
   days hours minutes seconds milliseconds microseconds nanoseconds
0    4     8      20      0            0           35           45
1    0    17      42     19          999          999            0
2    9    11      16      2            0           55            0
3    0    22      35     25            0           75            0

TimeDeltaIndex to DataFrame...
0
0 4 days 08:20:00.000035045
1 0 days 17:42:19.999999
2 9 days 11:16:02.000055
3 0 days 22:35:25.000075
raja
Updated on 20-Oct-2021 11:24:16

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