pandas.DataFrame.sparse.from_spmatrix

classmethod sparse.from_spmatrix(data, index=None, columns=None)

Create a new DataFrame from a scipy sparse matrix.

New in version 0.25.0.

Parameters:
data : scipy.sparse.spmatrix

Must be convertible to csc format.

index, columns : Index, optional

Row and column labels to use for the resulting DataFrame. Defaults to a RangeIndex.

Returns:
DataFrame

Each column of the DataFrame is stored as a SparseArray.

Examples

>>> import scipy.sparse
>>> mat = scipy.sparse.eye(3)
>>> pd.DataFrame.sparse.from_spmatrix(mat)
     0    1    2
0  1.0  0.0  0.0
1  0.0  1.0  0.0
2  0.0  0.0  1.0
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