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Pandas subtract 2 rows from same dataframe

How do I subtract one row from another in the following dataframe (df):

RECL_LCC          1          2          3
RECL_LCC  35.107655  36.015210  28.877135
RECL_PI   36.961519  43.499506  19.538975

I want to do something like:

df['Difference'] = df['RECL_LCC']-df['RECL_PI']

but that gives:

*** KeyError: 'RECL_LCC'
like image 411
user308827 Avatar asked Nov 01 '14 02:11

user308827


2 Answers

You can select rows by index value using df.loc:

In [98]: df.loc['Diff'] = df.loc['RECL_LCC'] - df.loc['RECL_PI']

In [99]: df
Out[99]: 
RECL_LCC          1          2          3
RECL_LCC  35.107655  36.015210  28.877135
RECL_PI   36.961519  43.499506  19.538975
Diff      -1.853864  -7.484296   9.338160
like image 96
unutbu Avatar answered Oct 20 '22 02:10

unutbu


you can use diff() function:

df.set_index('RECT_LCC', inplace=True)
df.diff(-1)


                    1           2         3
RECT_LCC            
RECT_LCC    -1.853864   -7.484296   9.33816
RECL_PI           NaN         NaN       NaN

by default, it shifts by 1 row. In your case, since you subtracting next row instead of previous you need to set diff(-1)

like image 3
Vlad Bezden Avatar answered Oct 20 '22 04:10

Vlad Bezden