import pandas as pd
df = pd.DataFrame([[1,2,3],[4,5,6],[7,8,9],[10,11,12]],columns=['A','B','C'])
df[df['B']%2 ==0]['C'] = 5
I am expecting this code to change the value of columns C to 5, wherever B is even. But it is not working.
It returns the table as follow
A B C
0 1 2 3
1 4 5 6
2 7 8 9
3 10 11 12
I am expecting it to return
A B C
0 1 2 5
1 4 5 6
2 7 8 5
3 10 11 12
If need change value of column in DataFrame
is necessary DataFrame.loc
with condition and column name:
df.loc[df['B']%2 ==0, 'C'] = 5
print (df)
A B C
0 1 2 5
1 4 5 6
2 7 8 5
3 10 11 12
Your solution is nice example of chained indexing - docs.
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