CODEWITHSUNDEEP
pythonpandasnumpydataframe
Melsauce
Melsauce

Reputation: 2655

Pandas: How to convert a one-hot-encoded dataframe to an adjacency matrix?

I have a data frame df, of the form:

      Col1   Col2    Col3   
0      0       1       0
1      1       1       0
2      0       1       1
3      1       1       0

I need a new df of the form:

        Col1    Col2    Col3
Col1      0       2       0    
Col2      2       0       1
Col3      0       1       0

Basically the values represent the co-occurrences of two given columns for all rows.

How do I go about this?

Upvotes: 3

Views: 496

Answers (1)

Divakar
Divakar

Reputation: 221574

Simply leverage matrix-multiplication there -

In [21]: df_out = df.T.dot(df)

In [22]: np.fill_diagonal(df_out.values, 0)

In [23]: df_out
Out[23]: 
      Col1  Col2  Col3
Col1     0     2     0
Col2     2     0     1
Col3     0     1     0

Upvotes: 4

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