[python] getting the index of a row in a pandas apply function

I am trying to access the index of a row in a function applied across an entire DataFrame in Pandas. I have something like this:

df = pandas.DataFrame([[1,2,3],[4,5,6]], columns=['a','b','c'])
>>> df
   a  b  c
0  1  2  3
1  4  5  6

and I'll define a function that access elements with a given row

def rowFunc(row):
    return row['a'] + row['b'] * row['c']

I can apply it like so:

df['d'] = df.apply(rowFunc, axis=1)
>>> df
   a  b  c   d
0  1  2  3   7
1  4  5  6  34

Awesome! Now what if I want to incorporate the index into my function? The index of any given row in this DataFrame before adding d would be Index([u'a', u'b', u'c', u'd'], dtype='object'), but I want the 0 and 1. So I can't just access row.index.

I know I could create a temporary column in the table where I store the index, but I'm wondering if it is stored in the row object somewhere.

This question is related to python pandas dataframe

The answer is


To answer the original question: yes, you can access the index value of a row in apply(). It is available under the key name and requires that you specify axis=1 (because the lambda processes the columns of a row and not the rows of a column).

Working example (pandas 0.23.4):

>>> import pandas as pd
>>> df = pd.DataFrame([[1,2,3],[4,5,6]], columns=['a','b','c'])
>>> df.set_index('a', inplace=True)
>>> df
   b  c
a      
1  2  3
4  5  6
>>> df['index_x10'] = df.apply(lambda row: 10*row.name, axis=1)
>>> df
   b  c  index_x10
a                 
1  2  3         10
4  5  6         40

Either:

1. with row.name inside the apply(..., axis=1) call:

df = pandas.DataFrame([[1,2,3],[4,5,6]], columns=['a','b','c'], index=['x','y'])

   a  b  c
x  1  2  3
y  4  5  6

df.apply(lambda row: row.name, axis=1)

x    x
y    y

2. with iterrows() (slower)

DataFrame.iterrows() allows you to iterate over rows, and access their index:

for idx, row in df.iterrows():
    ...

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