groupby().max() operation removes string columns · Issue #2700 · pandas-dev/pandas (original) (raw)

While upgrading pandas from 0.7.2 to 0.9.1 we have found that groupby().max() operation now removes non-numeric columns. This broke our code in several places. Workaround is to use groupby().aggregate(np.max).

Here is an example demonstrating the problem:

aa=DataFrame({'nn':[11,11,22,22],'ii':[1,2,3,4],'ss':4*['mama']})
aa.groupby('nn').max()

output on pandas 0.7.2
ii nn ss
nn
11 2 11 mama
22 4 22 mama

output on pandas 0.9.1
ii
nn
11 2
22 4

As you see, object column 'ss' is dropped in new version !!!
This was very un-intuitive.