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.asof() function works on a sorted index, it return the most recent label up to and including the passed label. If the passed label is not found, the function return NaN.
Syntax : TimedeltaIndex.asof(label)
Parameters :Â
label : label
Return : Timedelta object
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Example #1: Use TimedeltaIndex.asof() function to find the most recent label upto the passed label for the given TimedeltaIndex object.Â
Python3
# importing pandas as pd import pandas as pd Â
# Create the first TimedeltaIndex object tidx = pd.TimedeltaIndex(start = '1 days 02:00:12.001124' , periods = 5 , Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â freq = 'N' , name = 'Koala' ) Â
# Print the TimedeltaIndex object print (tidx) |
Output :Â
Now we will use the TimedeltaIndex.asof() function to find the most recent label in the tidx object to ‘1 days 02:00:12.001134’.
Python3
# return the most recent label tidx.asof( '1 days 02:00:12.001134' ) |
Output :Â
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As we can see in the output, the TimedeltaIndex.asof() function has returned a value which is the most recent value up to the passed label.Â
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Example #2: Use TimedeltaIndex.asof() function to find the ordering of elements of the given TimedeltaIndex object that would sort the underlying data in the object.
Python3
# importing pandas as pd import pandas as pd Â
# Create the TimedeltaIndex object tidx = pd.TimedeltaIndex(data = [ '06:05:01.000030' , Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â '+23:59:59.999999' , Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â '22 day 2 min 3us 10ns' ]) Â
# Print the TimedeltaIndex object print (tidx) |
Output :Â
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Now we will use the TimedeltaIndex.asof() function to find the most recent label in the tidx object to ‘+23:59:59.999999’.
Python3
# return the most recent label tidx.asof( '+23:59:59.999999' ) |
Output :Â
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As we can see in the output, the TimedeltaIndex.asof() function has returned a value which is the most recent value up to the passed label.
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