18

I have a df:

>>> df
                   sales     cash
STK_ID RPT_Date                  
000568 20120930   80.093   57.488
000596 20120930   32.585   26.177
000799 20120930   14.784    8.157

And want to change first row's index value from ('000568','20120930') to ('000999','20121231'). Final result will be:

>>> df
                   sales     cash
STK_ID RPT_Date                  
000999 20121231   80.093   57.488
000596 20120930   32.585   26.177
000799 20120930   14.784    8.157

How to achieve this?

1 Answer 1

22

With this setup:

import pandas as pd
import io

text = '''\
STK_ID RPT_Date sales cash
000568 20120930 80.093 57.488
000596 20120930 32.585 26.177
000799 20120930 14.784 8.157
'''

df = pd.read_csv(io.BytesIO(text), delimiter = ' ', 
                 converters = {0:str})
df.set_index(['STK_ID','RPT_Date'], inplace = True)

The index, df.index can be reassigned to a new MultiIndex like this:

index = df.index
names = index.names
index = [('000999','20121231')] + df.index.tolist()[1:]
df.index = pd.MultiIndex.from_tuples(index, names = names)
print(df)
#                   sales    cash
# STK_ID RPT_Date                
# 000999 20121231  80.093  57.488
# 000596 20120930  32.585  26.177
# 000799 20120930  14.784   8.157

Or, the index could be made into columns, the values in the columns could be then reassigned, and then the columns returned to indices:

df.reset_index(inplace = True)
df.ix[0, ['STK_ID', 'RPT_Date']] = ('000999','20121231')
df = df.set_index(['STK_ID','RPT_Date'])
print(df)

#                   sales    cash
# STK_ID RPT_Date                
# 000999 20121231  80.093  57.488
# 000596 20120930  32.585  26.177
# 000799 20120930  14.784   8.157

Benchmarking with IPython %timeit suggests reassigning the index (the first method, above) is significantly faster than resetting the index, modifying column values, and then setting the index again (the second method, above):

In [2]: %timeit reassign_index(df)
10000 loops, best of 3: 158 us per loop

In [3]: %timeit reassign_columns(df)
1000 loops, best of 3: 843 us per loop
Sign up to request clarification or add additional context in comments.

Comments

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service and acknowledge you have read our privacy policy.

Start asking to get answers

Find the answer to your question by asking.

Ask question

Explore related questions

See similar questions with these tags.