Reindex specific level of pandas MultiIndex

Question

I got a DataFrame with 3 levels of Index and I need to reindex the third level without changing the first and the second level.

I have a DataFrame like this:

tuples = [('A', 'a', 1), ('A', 'a', 3), ('A', 'b', 3), ('B', 'c', 1), ('B', 'c', 2), ('B', 'c', 3), ('C', 'd', 2)]

idx = pd.MultiIndex.from_tuples(tuples, names=['first', 'second', 'third'])

df = pd.DataFrame(np.random.randn(7, 2), index=idx, columns=['col1', 'col2'])

                        col1      col2
first second third                    
A     a      1     -0.999816 -0.599815
             3     -0.277794 -0.453870
      b      3      1.116561  0.760010
B     c      1      1.018475 -0.667625
             2      0.695997  0.641531
             3      0.593724  0.265256
C     d      2      1.133767  0.716083

And I would like a DataFrame like this:

                        col1      col2
first second third                    
A     a      1     -0.999816 -0.599815
             2      0         0
             3     -0.277794 -0.453870
      b      1      0         0
             2      0         0
             3      1.116561  0.760010
B     c      1      1.018475 -0.667625
             2      0.695997  0.641531
             3      0.593724  0.265256
C     d      1      0         0
             2      1.133767  0.716083
             3      0         0

I want the third index to be the same everywhere

score 5 · Accepted Answer · answered Jul 09 '19 at 13:20

Use DataFrame.unstack working by default by last index of MultiIndex with DataFrame.stack:

df1 = df.unstack(fill_value=0).stack()
print (df1)
                        col1      col2
first second third                    
A     a      1     -1.549363 -1.206828
             2      0.000000  0.000000
             3      0.445008 -0.173086
      b      1      0.000000  0.000000
             2      0.000000  0.000000
             3      1.488947 -0.792520
B     c      1      1.838997 -0.439362
             2      1.160003 -0.577093
             3     -1.031044 -0.838885
C     d      1      0.000000  0.000000
             2      0.316934  0.353254
             3      0.000000  0.000000

Reindex specific level of pandas MultiIndex

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