================= General Functions ================= .. currentmodule:: janitor Modify columns ~~~~~~~~~~~~~~ .. autosummary:: :toctree: janitor.functions/ expand_column concatenate_columns deconcatenate_column remove_columns add_column add_columns transform_column transform_columns rename_column rename_columns reorder_columns collapse_levels change_type limit_column_characters row_to_names clean_names currency_column_to_numeric groupby_agg join_apply drop_duplicate_columns process_text Modify values ~~~~~~~~~~~~~ .. autosummary:: :toctree: janitor.functions/ fill_empty fill_direction convert_excel_date convert_matlab_date convert_unix_date remove_empty coalesce find_replace round_to_fraction update_where to_datetime jitter Filtering ~~~~~~~~~ .. autosummary:: :toctree: janitor.functions/ take_first filter_string filter_on filter_date filter_column_isin select_columns dropnotnull get_dupes Preprocessing ~~~~~~~~~~~~~ .. autosummary:: :toctree: janitor.functions/ bin_numeric encode_categorical impute label_encode min_max_scale get_features_targets Other ~~~~~ .. autosummary:: :toctree: janitor.functions/ then also shuffle count_cumulative_unique sort_naturally expand_grid flag_nulls move toset unionize_dataframe_categories groupby_topk complete pivot_longer pivot_wider as_categorical