Python | Pandas TimedeltaIndex.components

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Python is a great language for doing data analysis, primarily because of the fantastic ecosystem of data-centric python packages. Pandas is one of those packages and makes importing and analyzing data much easier.

Pandas TimedeltaIndex.components attribute return a dataframe of the components (days, hours, minutes, seconds, milliseconds, microseconds, nanoseconds) of the Timedeltas.

Syntax: TimedeltaIndex.components

Return : a DataFrame

Example #1: Use TimedeltaIndex.components attribute to return a dataframe of the components of the Timedeltas.

# importing pandas as pd 
import pandas as pd 
  
# Create the TimedeltaIndex object 
tidx = pd.TimedeltaIndex(data =['1 days 02:00:00',  
                                '1 days 06:05:01.000030']) 
  
# Print the TimedeltaIndex 
print(tidx) 

Output :

Now we want to return a dataframe of the components of the tidx object.

# return a dataframe constructed from 
# the components of the Timedelta 
tidx.components 

Output :

As we can see in the output, the TimedeltaIndex.components attribute has returned a dataframe constructed from the components of the Timedelta

Example #2: Use TimedeltaIndex.components attribute to return a dataframe of the components of the Timedeltas.

# importing pandas as pd 
import pandas as pd 
  
# Create the TimedeltaIndex object 
tidx = pd.TimedeltaIndex(data =['-1 days 2 min 3us', '1 days 06:05:01.000030', 
                                                 '-1 days + 23:59:59.999999']) 
  
# Print the TimedeltaIndex 
print(tidx) 

Output :

Now we want to return a dataframe of the components of the tidx object.

# return a dataframe constructed from 
# the components of the Timedelta 
tidx.components 

Output :

As we can see in the output, the TimedeltaIndex.components attribute has returned a dataframe constructed from the components of the Timedelta