Get data from another data frame in python-CodePudding

My data frame df1:

    ID    Date
0   90  02/01/2021
1   101 01/01/2021
2   30  12/01/2021

My data frame df2:

    ID  City  01/01/2021    02/01/2021  12/01/2021
0   90    A     20            14          22
1   101   B     15            10          5
2   30    C     12            9           13

I need to create a column in df1 'New'. It should contain data from df2 with respect to 'ID' and 'Date' of df1. I am finding difficult in merging data. How could I do it?

CodePudding user response：

Use DataFrame.melt with DataFrame.merge:

df22 = df2.drop('City', 1).melt(['ID'], var_name='Date', value_name='Val')
df = df1.merge(df22, how='left')
print (df)
    ID        Date  Val
0   90  02/01/2021   14
1  101  01/01/2021   15
2   30  12/01/2021   13

CodePudding user response：

You can melt and merge:

df1.merge(df2.melt(id_vars=['ID', 'City'], var_name='Date'), on=['ID', 'Date'])

output:

    ID        Date City  value
0   90  02/01/2021    A     14
1  101  01/01/2021    B     15
2   30  12/01/2021    C     13

Alternative:

df1.merge(df2.melt(id_vars='ID',
                   value_vars=df2.filter(regex='/'),
                   var_name='Date'),
          on=['ID', 'Date'])

output:

    ID        Date  value
0   90  02/01/2021     14
1  101  01/01/2021     15
2   30  12/01/2021     13