I have a dataframe like the following:
A B C Property Value
1 Bob b100 X1 prop1 a
2 Bob b100 X1 prop2 b
3 Bob b100 X2 prop1 c
4 Bob b100 Y1 prop1 a
5 Bob b100 Z prop9 b
6 Bob b200 X1 prop1 c
7 Bob b200 X1 prop2 d
How can I use unstack, pivot, or some other method to only unstack the Property and Value columns?
I am trying to obtain the following dataframe:
A B C prop1 prop2 prop9
1 Bob b100 X1 a b -
2 Bob b100 X2 c - -
3 Bob b100 Y1 a a -
4 Bob b100 Z - - b
5 Bob b200 X1 c d -
In [115]: (df.pivot_table(index=['A','B','C'], columns='Property', values='Value',
...: aggfunc='first', fill_value='-')
...: .reset_index()
...: .rename_axis(None,1))
...:
Out[115]:
A B C prop1 prop2 prop9
0 Bob b100 X1 a b -
1 Bob b100 X2 c - -
2 Bob b100 Y1 a - -
3 Bob b100 Z - - b
4 Bob b200 X1 c d -
or using unstack:
In [124]: (df.set_index(['A','B','C','Property'])
...: ['Value'].unstack('Property', fill_value='-')
...: .reset_index()
...: .rename_axis(None,1))
...:
Out[124]:
A B C prop1 prop2 prop9
0 Bob b100 X1 a b -
1 Bob b100 X2 c - -
2 Bob b100 Y1 a - -
3 Bob b100 Z - - b
4 Bob b200 X1 c d -
If you love us? You can donate to us via Paypal or buy me a coffee so we can maintain and grow! Thank you!
Donate Us With