├── .github ├── CODE_OF_CONDUCT.md ├── ISSUE_TEMPLATE │ ├── bug_report.yml │ ├── config.yml │ ├── doc_issue.yml │ └── feature_request.yml ├── dependabot.yml ├── pull_request_template.md ├── release-drafter.yml └── workflows │ ├── bump-version.yml │ ├── check_docs_build.yml │ ├── check_tpch_queries.yml │ ├── downstream_tests.yml │ ├── downstream_tests_slow.yml │ ├── extremes.yml │ ├── mkdocs.yml │ ├── publish_to_pypi.yml │ ├── pytest-pyspark.yml │ ├── pytest.yml │ ├── random_ci_pytest.yml │ ├── release-drafter.yml │ └── typing.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CONTRIBUTING.md ├── LICENSE.md ├── Makefile ├── README.md ├── _typos.toml ├── docs ├── api-completeness │ └── index.md ├── api-reference │ ├── dataframe.md │ ├── dependencies.md │ ├── dtypes.md │ ├── exceptions.md │ ├── expr.md │ ├── expr_cat.md │ ├── expr_dt.md │ ├── expr_list.md │ ├── expr_name.md │ ├── expr_str.md │ ├── expr_struct.md │ ├── group_by.md │ ├── implementation.md │ ├── index.md │ ├── lazy_group_by.md │ ├── lazyframe.md │ ├── narwhals.md │ ├── schema.md │ ├── selectors.md │ ├── series.md │ ├── series_cat.md │ ├── series_dt.md │ ├── series_list.md │ ├── series_str.md │ ├── series_struct.md │ ├── testing.md │ ├── typing.md │ └── utils.md ├── assets │ ├── image.png │ └── logo.svg ├── backcompat.md ├── basics │ ├── complete_example.md │ ├── dataframe.md │ ├── dataframe_conversion.md │ └── series.md ├── concepts │ ├── boolean.md │ ├── column_names.md │ ├── improve_group_by_operation.md │ ├── null_handling.md │ ├── order_dependence.md │ └── pandas_index.md ├── css │ └── extra.css ├── ecosystem.md ├── extending.md ├── generating_sql.md ├── how_it_works.md ├── index.md ├── installation.md ├── javascripts │ ├── extra.js │ └── katex.js ├── overhead.md ├── resources.md ├── security.md └── why.md ├── docstring_template.mustache ├── mkdocs.yml ├── narwhals ├── __init__.py ├── _arrow │ ├── __init__.py │ ├── dataframe.py │ ├── expr.py │ ├── group_by.py │ ├── namespace.py │ ├── selectors.py │ ├── series.py │ ├── series_cat.py │ ├── series_dt.py │ ├── series_list.py │ ├── series_str.py │ ├── series_struct.py │ ├── typing.py │ └── utils.py ├── _compliant │ ├── __init__.py │ ├── any_namespace.py │ ├── column.py │ ├── dataframe.py │ ├── expr.py │ ├── group_by.py │ ├── namespace.py │ ├── selectors.py │ ├── series.py │ ├── typing.py │ └── window.py ├── _constants.py ├── _dask │ ├── __init__.py │ ├── dataframe.py │ ├── expr.py │ ├── expr_dt.py │ ├── expr_str.py │ ├── group_by.py │ ├── namespace.py │ ├── selectors.py │ └── utils.py ├── _duckdb │ ├── __init__.py │ ├── dataframe.py │ ├── expr.py │ ├── expr_dt.py │ ├── expr_list.py │ ├── expr_str.py │ ├── expr_struct.py │ ├── group_by.py │ ├── namespace.py │ ├── selectors.py │ ├── series.py │ ├── typing.py │ └── utils.py ├── _duration.py ├── _enum.py ├── _exceptions.py ├── _expression_parsing.py ├── _ibis │ ├── __init__.py │ ├── dataframe.py │ ├── expr.py │ ├── expr_dt.py │ ├── expr_list.py │ ├── expr_str.py │ ├── expr_struct.py │ ├── group_by.py │ ├── namespace.py │ ├── selectors.py │ ├── series.py │ └── utils.py ├── _interchange │ ├── __init__.py │ ├── dataframe.py │ └── series.py ├── _namespace.py ├── _native.py ├── _pandas_like │ ├── __init__.py │ ├── dataframe.py │ ├── expr.py │ ├── group_by.py │ ├── namespace.py │ ├── selectors.py │ ├── series.py │ ├── series_cat.py │ ├── series_dt.py │ ├── series_list.py │ ├── series_str.py │ ├── series_struct.py │ ├── typing.py │ └── utils.py ├── _polars │ ├── __init__.py │ ├── dataframe.py │ ├── expr.py │ ├── group_by.py │ ├── namespace.py │ ├── series.py │ ├── typing.py │ └── utils.py ├── _spark_like │ ├── __init__.py │ ├── dataframe.py │ ├── expr.py │ ├── expr_dt.py │ ├── expr_list.py │ ├── expr_str.py │ ├── expr_struct.py │ ├── group_by.py │ ├── namespace.py │ ├── selectors.py │ └── utils.py ├── _sql │ ├── __init__.py │ ├── dataframe.py │ ├── expr.py │ ├── expr_dt.py │ ├── expr_str.py │ ├── group_by.py │ ├── namespace.py │ └── typing.py ├── _translate.py ├── _typing.py ├── _typing_compat.py ├── _utils.py ├── compliant.py ├── dataframe.py ├── dependencies.py ├── dtypes.py ├── exceptions.py ├── expr.py ├── expr_cat.py ├── expr_dt.py ├── expr_list.py ├── expr_name.py ├── expr_str.py ├── expr_struct.py ├── functions.py ├── group_by.py ├── plugins.py ├── py.typed ├── schema.py ├── selectors.py ├── series.py ├── series_cat.py ├── series_dt.py ├── series_list.py ├── series_str.py ├── series_struct.py ├── stable │ ├── __init__.py │ ├── v1 │ │ ├── __init__.py │ │ ├── _dtypes.py │ │ ├── _namespace.py │ │ ├── dependencies.py │ │ ├── dtypes.py │ │ ├── selectors.py │ │ └── typing.py │ └── v2 │ │ ├── __init__.py │ │ ├── _namespace.py │ │ ├── dependencies.py │ │ ├── dtypes.py │ │ ├── selectors.py │ │ └── typing.py ├── testing │ ├── __init__.py │ └── asserts │ │ ├── __init__.py │ │ ├── series.py │ │ └── utils.py ├── this.py ├── translate.py ├── typing.py └── utils.py ├── noxfile.py ├── pyproject.toml ├── test-plugin ├── pyproject.toml └── test_plugin │ ├── __init__.py │ ├── dataframe.py │ ├── namespace.py │ └── py.typed ├── tests ├── __init__.py ├── conftest.py ├── data │ ├── customer.csv │ ├── lineitem.csv │ ├── nation.csv │ ├── orders.csv │ ├── part.csv │ ├── partsupp.csv │ ├── region.csv │ └── supplier.csv ├── dependencies │ ├── __init__.py │ ├── imports_test.py │ ├── is_into_dataframe_test.py │ ├── is_into_series_test.py │ ├── is_narwhals_dataframe_test.py │ ├── is_narwhals_lazyframe_test.py │ ├── is_narwhals_series_test.py │ ├── is_native_dataframe_series_raise_test.py │ ├── is_numpy_scalar_test.py │ ├── is_pandas_dataframe_test.py │ └── is_pandas_index_test.py ├── dtypes │ ├── __init__.py │ ├── dtypes_test.py │ ├── pandas_extension_dtypes_test.py │ └── pyarrow_extension_dtypes_test.py ├── enum_test.py ├── expr_and_series │ ├── __init__.py │ ├── abs_test.py │ ├── all_horizontal_test.py │ ├── any_all_test.py │ ├── any_horizontal_test.py │ ├── arithmetic_test.py │ ├── binary_test.py │ ├── bool_test.py │ ├── cast_test.py │ ├── cat │ │ ├── __init__.py │ │ └── get_categories_test.py │ ├── clip_test.py │ ├── coalesce_test.py │ ├── concat_str_test.py │ ├── count_test.py │ ├── cum_count_test.py │ ├── cum_max_test.py │ ├── cum_min_test.py │ ├── cum_prod_test.py │ ├── cum_sum_test.py │ ├── diff_test.py │ ├── division_by_zero_test.py │ ├── double_selected_test.py │ ├── double_test.py │ ├── drop_nulls_test.py │ ├── dt │ │ ├── __init__.py │ │ ├── convert_time_zone_test.py │ │ ├── datetime_attributes_test.py │ │ ├── datetime_duration_test.py │ │ ├── offset_by_test.py │ │ ├── ordinal_day_test.py │ │ ├── replace_time_zone_test.py │ │ ├── timestamp_test.py │ │ ├── to_string_test.py │ │ ├── total_minutes_test.py │ │ └── truncate_test.py │ ├── ewm_test.py │ ├── exclude_test.py │ ├── exp_test.py │ ├── fill_nan_test.py │ ├── fill_null_test.py │ ├── filter_test.py │ ├── first_last_test.py │ ├── floor_ceil_test.py │ ├── format_test.py │ ├── horizontal_broadcasts_test.py │ ├── is_between_test.py │ ├── is_close_test.py │ ├── is_duplicated_test.py │ ├── is_finite_test.py │ ├── is_first_distinct_test.py │ ├── is_in_test.py │ ├── is_last_distinct_test.py │ ├── is_nan_test.py │ ├── is_null_test.py │ ├── is_unique_test.py │ ├── kurtosis_test.py │ ├── len_test.py │ ├── list │ │ ├── __init__.py │ │ ├── contains_test.py │ │ ├── get_test.py │ │ ├── len_test.py │ │ └── unique_test.py │ ├── lit_test.py │ ├── log_test.py │ ├── map_batches_test.py │ ├── max_horizontal_test.py │ ├── max_test.py │ ├── mean_horizontal_test.py │ ├── mean_test.py │ ├── median_test.py │ ├── min_horizontal_test.py │ ├── min_test.py │ ├── mode_test.py │ ├── n_unique_test.py │ ├── name │ │ ├── __init__.py │ │ ├── keep_test.py │ │ ├── map_test.py │ │ ├── prefix_test.py │ │ ├── suffix_test.py │ │ ├── to_lowercase_test.py │ │ └── to_uppercase_test.py │ ├── nth_test.py │ ├── null_count_test.py │ ├── operators_test.py │ ├── order_dependent_lazy_test.py │ ├── over_pushdown_test.py │ ├── over_test.py │ ├── pipe_test.py │ ├── quantile_test.py │ ├── rank_test.py │ ├── reduction_test.py │ ├── replace_strict_test.py │ ├── rolling_mean_test.py │ ├── rolling_std_test.py │ ├── rolling_sum_test.py │ ├── rolling_var_test.py │ ├── round_test.py │ ├── sample_test.py │ ├── shift_test.py │ ├── skew_test.py │ ├── sqrt_test.py │ ├── std_test.py │ ├── str │ │ ├── __init__.py │ │ ├── contains_test.py │ │ ├── head_test.py │ │ ├── len_chars_test.py │ │ ├── replace_test.py │ │ ├── slice_test.py │ │ ├── split_test.py │ │ ├── starts_with_ends_with_test.py │ │ ├── strip_chars_test.py │ │ ├── tail_test.py │ │ ├── to_date_test.py │ │ ├── to_datetime_test.py │ │ ├── to_titlecase_test.py │ │ ├── to_uppercase_to_lowercase_test.py │ │ └── zfill_test.py │ ├── struct_ │ │ ├── __init__.py │ │ └── field_test.py │ ├── sum_horizontal_test.py │ ├── sum_test.py │ ├── unary_test.py │ ├── unique_test.py │ ├── var_test.py │ └── when_test.py ├── expression_parsing_test.py ├── frame │ ├── __init__.py │ ├── add_test.py │ ├── array_dunder_test.py │ ├── arrow_c_stream_test.py │ ├── clone_test.py │ ├── collect_test.py │ ├── columns_test.py │ ├── concat_test.py │ ├── double_test.py │ ├── drop_nulls_test.py │ ├── drop_test.py │ ├── eq_test.py │ ├── estimated_size_test.py │ ├── explode_test.py │ ├── filter_test.py │ ├── from_arrow_test.py │ ├── from_dict_test.py │ ├── from_dicts_test.py │ ├── from_numpy_test.py │ ├── get_column_test.py │ ├── getitem_test.py │ ├── group_by_test.py │ ├── head_test.py │ ├── interchange_native_namespace_test.py │ ├── interchange_schema_test.py │ ├── interchange_select_test.py │ ├── interchange_to_arrow_test.py │ ├── interchange_to_pandas_test.py │ ├── invalid_test.py │ ├── is_duplicated_test.py │ ├── is_empty_test.py │ ├── is_unique_test.py │ ├── item_test.py │ ├── join_test.py │ ├── lazy_test.py │ ├── len_test.py │ ├── null_count_test.py │ ├── pipe_test.py │ ├── pivot_test.py │ ├── reindex_test.py │ ├── rename_test.py │ ├── row_test.py │ ├── rows_test.py │ ├── sample_test.py │ ├── schema_test.py │ ├── select_test.py │ ├── shape_test.py │ ├── sink_parquet_test.py │ ├── sort_test.py │ ├── tail_test.py │ ├── to_arrow_test.py │ ├── to_dict_test.py │ ├── to_native_test.py │ ├── to_numpy_test.py │ ├── to_pandas_test.py │ ├── to_polars_test.py │ ├── top_k_test.py │ ├── unique_test.py │ ├── unpivot_test.py │ ├── with_columns_sequence_test.py │ ├── with_columns_test.py │ ├── with_row_index_test.py │ ├── write_csv_test.py │ └── write_parquet_test.py ├── from_dict_test.py ├── from_dicts_test.py ├── from_numpy_test.py ├── from_pycapsule_test.py ├── get_dtype_backend_test.py ├── hypothesis │ ├── __init__.py │ ├── getitem_test.py │ └── join_test.py ├── ibis_test.py ├── implementation_test.py ├── joblib_test.py ├── modern_polars │ ├── __init__.py │ ├── ewm_mean_test.py │ ├── filter_test.py │ ├── method_chaining_2_test.py │ ├── method_chaining_test.py │ ├── performance_test.py │ ├── pivot_test.py │ └── unpivot_test.py ├── namespace_test.py ├── new_series_test.py ├── no_imports_test.py ├── pickle_test.py ├── plugins_test.py ├── preserve_pandas_like_columns_name_attr_test.py ├── read_scan_test.py ├── repr_test.py ├── selectors_test.py ├── serde_test.py ├── series_only │ ├── __contains___test.py │ ├── __init__.py │ ├── __iter___test.py │ ├── alias_rename_test.py │ ├── arg_max_test.py │ ├── arg_min_test.py │ ├── arg_true_test.py │ ├── array_dunder_test.py │ ├── arrow_c_stream_test.py │ ├── cast_test.py │ ├── from_iterable_test.py │ ├── from_numpy_test.py │ ├── gather_every_test.py │ ├── getitem_test.py │ ├── head_test.py │ ├── hist_test.py │ ├── is_empty_test.py │ ├── is_ordered_categorical_test.py │ ├── is_sorted_test.py │ ├── item_test.py │ ├── scatter_test.py │ ├── shape_test.py │ ├── sort_test.py │ ├── tail_test.py │ ├── to_arrow_test.py │ ├── to_dummy_test.py │ ├── to_frame_test.py │ ├── to_list_test.py │ ├── to_native_test.py │ ├── to_numpy_test.py │ ├── to_pandas_test.py │ ├── to_polars_test.py │ ├── value_counts_test.py │ └── zip_with_test.py ├── stable_api_test.py ├── stable_v1_dependencies_test.py ├── system_info_test.py ├── testing │ ├── __init__.py │ ├── assert_series_equal_test.py │ └── conftest.py ├── tpch_q1_test.py ├── translate │ ├── __init__.py │ ├── from_native_test.py │ ├── get_native_namespace_test.py │ ├── narwhalify_test.py │ ├── to_native_test.py │ └── to_py_scalar_test.py ├── typing_compat_test.py ├── utils.py ├── utils_test.py ├── v1_test.py ├── v2_test.py └── version_test.py ├── tpch ├── README.md ├── __init__.py ├── execute.py ├── generate_data.py ├── queries │ ├── __init__.py │ ├── q1.py │ ├── q10.py │ ├── q11.py │ ├── q12.py │ ├── q13.py │ ├── q14.py │ ├── q15.py │ ├── q16.py │ ├── q17.py │ ├── q18.py │ ├── q19.py │ ├── q2.py │ ├── q20.py │ ├── q21.py │ ├── q22.py │ ├── q3.py │ ├── q4.py │ ├── q5.py │ ├── q6.py │ ├── q7.py │ ├── q8.py │ └── q9.py └── tests │ ├── __init__.py │ └── queries_test.py └── utils ├── __init__.py ├── api-completeness.md.jinja ├── bump_version.py ├── check_api_reference.py ├── check_dist_content.py 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