How to add an entire Column in Dataframe in Pandas using another Dataframe

Question

I have 2 dataframes. I want to update the 1st dataframe(df1) by adding the column values w.r.t A from 2nd dataframe(df2). I have already created new column(C) at the index(which will be a variable).

df1

df2

result df

 A      B     C
    
100   3454      
150   2343
200   7655   4565       
250   3454   6647   
300   4565   9865
350          4653
400          0776

Asked By: DeadPool

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Source

Answer 1

You need an outer join:

df1 = pd.DataFrame({'A': {0: 100, 1: 150, 2: 200, 3: 250, 4: 300},
                    'B': {0: 3454, 1: 2343, 2: 7655, 3: 3454, 4: 4565}})
df2 = pd.DataFrame({'A': {0: 200, 1: 250, 2: 300, 3: 350, 4: 400},
                    'C': {0: 4565, 1: 6647, 2: 9865, 3: 4653, 4: 776}})


df1.merge(df2, on=["A"], how="outer")

     A       B       C
0  100  3454.0     NaN
1  150  2343.0     NaN
2  200  7655.0  4565.0
3  250  3454.0  6647.0
4  300  4565.0  9865.0
5  350     NaN  4653.0
6  400     NaN   776.0

Answered By: mcsoini

Answer 2

Although merge can do the job, one can use join if a more efficient way is needed while the dataset is huge.

df1.set_index('A').join(df2.set_index('A'), how='outer').reset_index()

Answered By: Baron Legendre

How to add an entire Column in Dataframe in Pandas using another Dataframe

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