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Pandas resample and add size as a column

Given a dataframe:

Index       A  B
2016-01-01  5  10
2016-01-01  1  2
2016-01-02  1  1

Is it possible to resample the DataFrame using sum and add a column to the end of the DataFrame which includes the count of observations in the bins such that the result is:

Index      A  B  Count
2016-01-01 6  12 2
2016-01-02 1  1  1
like image 772
Jack Cooper Avatar asked Mar 11 '23 15:03

Jack Cooper


1 Answers

You can use Resampler.agg or DataFrameGroupBy.agg:

df1 = df.resample('D').agg({'A':'sum', 'B':['sum', 'size']})
print (df1)
             B        A
           sum size sum
Index                  
2016-01-01  12    2   6
2016-01-02   1    1   1

df2 = df.groupby(level=0).agg({'A':'sum', 'B':['sum', 'size']})
print (df2)
             B        A
           sum size sum
Index                  
2016-01-01  12    2   6
2016-01-02   1    1   1

If need remove MultiIndex in columns:

df1 = df.resample('D').agg({'A':'sum', 'B':['sum', 'size']})
df1.columns = ['B','Count','A'] 
df1 = df1[['A','B','Count']]
print (df1)
            A   B  Count
Index                   
2016-01-01  6  12      2
2016-01-02  1   1      1

df2 = df.groupby(level=0).agg({'A':'sum', 'B':['sum', 'size']})
df2.columns = ['B','Count','A'] 
df2 = df2[['A','B','Count']]
print (df2)
            A   B  Count
Index                   
2016-01-01  6  12      2
2016-01-02  1   1      1
like image 91
jezrael Avatar answered Mar 19 '23 06:03

jezrael