Whether to include the index item (and index_names item if `orient` is 'tight') in the returned dictionary. Can only be ``False`` when `orient` is 'split' or 'tight'. .. versionadded:: 2.0.0 Returns ------- dict, list or collections.abc.Mapping Return a collections.abc.Mapping object representing the DataFrame. The resulting transformation depends on the `orient` parameter. z?DataFrame columns are not unique, some columns will be omitted.)