b9035c44ce785f7c6231115ef3c756e79aaeede8,openml/datasets/functions.py,,create_dataset,#Any#Any#Any#Any#Any#Any#Any#Any#Any#Any#Any#Any#Any#Any#Any#Any#Any#Any#,417

Before Change

                .format(row_id_attribute, [attr[0] for attr in attributes_])
            )

    data = data.values if hasattr(data, "columns") else data

    if format is not None:
        warn("The format parameter will be deprecated in the future,"
             " the method will determine the format of the ARFF "

After Change

            )

    if hasattr(data, "columns"):
        if isinstance(data, pd.SparseDataFrame):
            data = data.to_coo()
            // liac-arff only support COO matrices with sorted rows
            row_idx_sorted = np.argsort(data.row)
            data.row = data.row[row_idx_sorted]
            data.col = data.col[row_idx_sorted]
            data.data = data.data[row_idx_sorted]
        else:
            data = data.values

    if format is not None:
        warn("The format parameter will be deprecated in the future,"
             " the method will determine the format of the ARFF "
             "based on the given data.", DeprecationWarning)

Instances