[python] Pandas - Compute z-score for all columns

Here's other way of getting Zscore using custom function:

In [6]: import pandas as pd; import numpy as np

In [7]: np.random.seed(0) # Fixes the random seed

In [8]: df = pd.DataFrame(np.random.randn(5,3), columns=["randomA", "randomB","randomC"])

In [9]: df # watch output of dataframe
Out[9]:
    randomA   randomB   randomC
0  1.764052  0.400157  0.978738
1  2.240893  1.867558 -0.977278
2  0.950088 -0.151357 -0.103219
3  0.410599  0.144044  1.454274
4  0.761038  0.121675  0.443863

## Create custom function to compute Zscore 
In [10]: def z_score(df):
   ....:         df.columns = [x + "_zscore" for x in df.columns.tolist()]
   ....:         return ((df - df.mean())/df.std(ddof=0))
   ....:

## make sure you filter or select columns of interest before passing dataframe to function
In [11]: z_score(df) # compute Zscore
Out[11]:
   randomA_zscore  randomB_zscore  randomC_zscore
0        0.798350       -0.106335        0.731041
1        1.505002        1.939828       -1.577295
2       -0.407899       -0.875374       -0.545799
3       -1.207392       -0.463464        1.292230
4       -0.688061       -0.494655        0.099824

Result reproduced using scipy.stats zscore

In [12]: from scipy.stats import zscore

In [13]: df.apply(zscore) # (Credit: Manuel)
Out[13]:
    randomA   randomB   randomC
0  0.798350 -0.106335  0.731041
1  1.505002  1.939828 -1.577295
2 -0.407899 -0.875374 -0.545799
3 -1.207392 -0.463464  1.292230
4 -0.688061 -0.494655  0.099824

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