NVIDIA/cudf

9.6

Adjusted Score

9.6

Raw Score

100%

Time Factor

2026-08-13

Last Push

9.7K

Stars

C++

Language

837.4K

Lines of Code

3.1K

Files

6.8K

Pattern Hits

2026-08-13

Scan Date

0.08

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 3HIGH 230MEDIUM 236LOW 6281

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 6750 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers4118 hits · 3908 pts

Severity	File	Line	Snippet	Context
LOW	python/custreamz/custreamz/tests/test_version.py	7	def test_version_constants_are_populated():	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	227	def test_binary_stream_operators(stream):	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	423	def test_rolling_count_aggregations(	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	459	def test_integration_from_stream(stream):	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	489	def test_cumulative_aggregations(op, getter, stream):	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	535	def test_example_type_error_message():	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	554	def test_groupby_aggregate_updating(stream):	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	576	def test_window_sum_dataframe(stream):	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	630	def test_groupby_windowing_value(func, value, getter, grouper, indexer):	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	752	def test_groupby_aggregate_with_start_state(stream):	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	803	def test_reductions_with_start_state(stream):	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	820	def test_rolling_aggs_with_start_state(stream):	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	866	def test_window_aggs_with_start_state(stream):	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	898	def test_windowed_groupby_aggs_with_start_state(stream):	CODE
LOW	python/dask_cudf/dask_cudf/backends.py	307	def is_categorical_dtype_cudf(obj):	CODE
LOW	python/dask_cudf/dask_cudf/backends.py	493	def _raise_unsupported_parquet_kwargs(	CODE
LOW⚡	python/dask_cudf/dask_cudf/backends.py	517	def to_pandas_dispatch_from_cudf(data, nullable=False, **kwargs):	CODE
LOW⚡	python/dask_cudf/dask_cudf/backends.py	527	def to_cudf_dispatch_from_pandas(data, nan_as_null=None, **kwargs):	CODE
LOW⚡	python/dask_cudf/dask_cudf/backends.py	533	def to_cudf_dispatch_from_cudf(data, **kwargs):	CODE
LOW	python/dask_cudf/dask_cudf/io/parquet.py	154	def _fusion_compression_factor(self):	CODE
LOW	python/dask_cudf/dask_cudf/io/parquet.py	299	def _fragments_to_cudf_dataframe(	CODE
LOW	python/dask_cudf/dask_cudf/io/parquet.py	408	def _fusion_compression_factor(self):	CODE
LOW	python/dask_cudf/dask_cudf/io/csv.py	169	def read_csv_without_blocksize(path, **kwargs):	CODE
LOW⚡	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	284	def test_filters_at_row_group_level(tmpdir):	CODE
LOW⚡	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	451	def test_create_metadata_file_inconsistent_schema(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	41	def test_roundtrip_backend_dispatch(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	96	def test_roundtrip_from_dask_index_false(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	104	def test_roundtrip_from_dask_none_index_false(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	116	def test_roundtrip_from_dask_cudf(tmpdir, write_meta):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	125	def test_roundtrip_none_rangeindex(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	136	def test_roundtrip_from_pandas(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	165	def test_dask_timeseries_from_pandas(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	176	def test_dask_timeseries_from_dask(tmpdir, index, divisions):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	190	def test_dask_timeseries_from_daskcudf(tmpdir, index, divisions):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	316	def test_roundtrip_from_dask_partitioned(tmpdir, parts, daskcudf, metadata):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	408	def test_create_metadata_file(tmpdir, partition_on):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	492	def test_read_inconsistent_schema(tmpdir, specify_schema):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	547	def test_cudf_dtypes_from_pandas(tmpdir, data):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	558	def test_cudf_list_struct_write(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	600	def test_nullable_schema_mismatch(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	613	def test_parquet_read_filter_and_project(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	660	def test_read_parquet_arrow_filesystem(tmpdir, min_part_size):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	699	def test_deprecated_api_paths(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_orc.py	22	def test_read_orc_backend_dispatch():	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_orc.py	37	def test_filepath_read_orc_defaults():	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_orc.py	44	def test_filelist_read_orc_defaults():	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_orc.py	108	def test_read_orc_first_file_empty(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_orc.py	167	def test_deprecated_api_paths(tmpdir):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_text.py	28	def test_read_text_byte_range(offset, size):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_text.py	36	def test_deprecated_api_paths():	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_json.py	17	def test_read_json_backend_dispatch(tmp_path):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_json.py	104	def test_read_json_aggregate_files(tmp_path):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_json.py	134	def test_deprecated_api_paths(tmp_path):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_csv.py	56	def test_csv_roundtrip_backend_dispatch(tmp_path):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_csv.py	78	def test_csv_roundtrip_filepath(tmp_path):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_csv.py	134	def test_read_csv_compression(tmp_path):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_csv.py	154	def test_read_csv_compression_file_list(tmp_path):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_csv.py	176	def test_read_csv_blocksize_none(tmp_path, compression, size):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_csv.py	221	def test_read_csv_skiprows_error(csv_begin_bad_lines):	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_csv.py	243	def test_read_csv_skipfooter_arrow_string_fail(request, csv_end_bad_lines):	CODE
4058 more matches not shown…

Cross-Language Confusion192 hits · 983 pts

Severity	File	Line	Snippet	Context
HIGH⚡	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	268	filters = [(col, "is", null)]	CODE
HIGH⚡	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	276	filters = [(col, "is not", null)]	CODE
HIGH	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	252	def test_isna_filters(tmpdir, null, numeric):	CODE
HIGH	python/dask_cudf/dask_cudf/tests/test_dispatch.py	119	assert schema.equals(table.schema)	CODE
HIGH⚡	python/cudf/cudf_pandas_tests/test_cudf_pandas.py	629	assert actual_pa_array.equals(expected_pa_array)	CODE
HIGH	python/cudf/cudf/core/index.py	893	elif self.equals(other):	CODE
HIGH	python/cudf/cudf/core/index.py	1017	if self.equals(other):	CODE
HIGH	python/cudf/cudf/core/index.py	1125	elif self.equals(other):	CODE
HIGH	python/cudf/cudf/core/index.py	1849	return self._column.equals(	CODE
HIGH	python/cudf/cudf/core/index.py	3092	if isinstance(other, RangeIndex) and self.equals(other):	CODE
HIGH	python/cudf/cudf/core/index.py	3230	if how in {"left", "right"} or self.equals(other):	CODE
HIGH	python/cudf/cudf/core/dataframe.py	421	if not self._frame.index.equals(row_key.index):	CODE
HIGH	python/cudf/cudf/core/dataframe.py	439	if not value.index.equals(target_index):	CODE
HIGH	python/cudf/cudf/core/dataframe.py	749	elif not ser.index.equals(temp_index):	CODE
HIGH	python/cudf/cudf/core/dataframe.py	1723	if not self.index.equals(arg.index):	CODE
HIGH	python/cudf/cudf/core/dataframe.py	1798	if not self.index.equals(arg.index):	CODE
HIGH	python/cudf/cudf/core/dataframe.py	2539	equal_columns = other_pd_index.equals(self_pd_columns)	CODE
HIGH	python/cudf/cudf/core/dataframe.py	2551	not self.index.equals(other.index)	CODE
HIGH	python/cudf/cudf/core/dataframe.py	2552	or not self._data.to_pandas_index.equals(	CODE
HIGH	python/cudf/cudf/core/dataframe.py	2568	if self._data.to_pandas_index.equals(other._data.to_pandas_index):	CODE
HIGH	python/cudf/cudf/core/dataframe.py	3745	if not self.index.equals(value.index):	CODE
HIGH	python/cudf/cudf/core/dataframe.py	3792	if not self.index.equals(cond.index):	CODE
HIGH	python/cudf/cudf/core/dataframe.py	9529	if isinstance(rhs, DataFrame) and not lhs.index.equals(rhs.index):	CODE
HIGH	python/cudf/cudf/core/dataframe.py	9584	and not input_df.index.equals(replace_df.index)	CODE
HIGH	python/cudf/cudf/core/dataframe.py	3176	if not self_cols.equals(other._data.to_pandas_index):	STRING
HIGH	python/cudf/cudf/core/dataframe.py	3178	if not self.index.equals(other.index):	STRING
HIGH	python/cudf/cudf/core/reshape.py	67	not first.index.equals(rest.index) for rest in i_objs	CODE
HIGH	python/cudf/cudf/core/reshape.py	84	if not final_index.equals(obj.index)	CODE
HIGH	python/cudf/cudf/core/series.py	396	and not arg.index.equals(self._frame.index)	CODE
HIGH	python/cudf/cudf/core/series.py	1936	if not self.index.equals(value.index):	CODE
HIGH	python/cudf/cudf/core/series.py	2597	if not self.index.equals(other.index):	CODE
HIGH	python/cudf/cudf/core/series.py	5575	if not sr.index.equals(head):	CODE
HIGH	python/cudf/cudf/core/series.py	1222	if not all(s.index.equals(index) for s in args):	STRING
HIGH	python/cudf/cudf/core/series.py	1540	and not self.index.equals(other.index)	STRING
HIGH	python/cudf/cudf/core/series.py	1545	indices_differ = not self.index.equals(other.index)	STRING
HIGH	python/cudf/cudf/core/dtypes.py	328	return (self.ordered == other.ordered) and self._categories.equals(	CODE
HIGH	python/cudf/cudf/core/dtypes.py	343	return left_cats.equals(right_cats)	CODE
HIGH	python/cudf/cudf/core/dtypes.py	348	return self.ordered == other.ordered and left_cats.equals(	CODE
HIGH	python/cudf/cudf/core/indexed_frame.py	820	return super().equals(other) and self.index.equals(other.index)	CODE
HIGH	python/cudf/cudf/core/indexed_frame.py	3111	and gather_map.column.equals(	CODE
HIGH	python/cudf/cudf/core/indexed_frame.py	3943	if self.index.equals(index):	CODE
HIGH	python/cudf/cudf/core/frame.py	530	>>> s.equals(other)	STRING
HIGH	python/cudf/cudf/core/frame.py	533	>>> s.equals(different)	STRING
HIGH	python/cudf/cudf/core/frame.py	546	>>> df.equals(exactly_equal)	STRING
HIGH	python/cudf/cudf/core/frame.py	557	>>> df.equals(different_column_type)	STRING
HIGH	python/cudf/cudf/core/frame.py	571	self_col.equals(other_col, check_dtypes=True)	CODE
HIGH	python/cudf/cudf/core/multiindex.py	1128	self_col.equals(other_col)	CODE
HIGH	python/cudf/cudf/core/multiindex.py	1201	return Frame.equals(self, other)	CODE
HIGH	python/cudf/cudf/core/multiindex.py	2299	if not len(other) or self.equals(other):	CODE
HIGH	python/cudf/cudf/core/indexing_utils.py	689	and not key.index.equals(index)	CODE
HIGH	python/cudf/cudf/core/join/join.py	293	.take(map_, nullify=null, check_bounds=False)	CODE
HIGH	python/cudf/cudf/core/accessors/categorical.py	306	(which results in values set to null). If `rename==True`,	STRING
HIGH	python/cudf/cudf/core/accessors/lists.py	157	the row or the search key are null, <NA> is returned. If the search key	STRING
HIGH	python/cudf/cudf/core/accessors/string.py	362	and not frame.index.equals(parent_index)	STRING
HIGH	python/cudf/cudf/core/accessors/string.py	372	and not others.index.equals(parent_index)	STRING
HIGH	python/cudf/cudf/core/column/categorical.py	421	# We know there's exactly 1 null, so filtered result has 1 row	COMMENT
HIGH	python/cudf/cudf/core/column/categorical.py	858	return cur_categories.equals(new_categories)	CODE
HIGH	python/cudf/cudf/core/column/categorical.py	878	if cur_cats.equals(new_cats, check_dtypes=True):	CODE
HIGH	python/cudf/cudf/core/column/numerical.py	271	# masked-null, which breaks consumers that read the raw data	COMMENT
HIGH	python/cudf/cudf/core/column/numerical.py	967	# (NumericalColumn.isnull would count it as null).	COMMENT
132 more matches not shown…

Unused Imports927 hits · 866 pts

Severity	File	Line	Context
LOW	python/custreamz/custreamz/__init__.py	4	CODE
LOW	python/custreamz/custreamz/__init__.py	4	CODE
LOW	python/custreamz/custreamz/__init__.py	5	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	6	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	10	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	10	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	11	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	13	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	13	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	14	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	14	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	14	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	14	CODE
LOW	python/dask_cudf/dask_cudf/core.py	14	CODE
LOW	python/dask_cudf/dask_cudf/core.py	14	CODE
LOW	python/dask_cudf/dask_cudf/core.py	14	CODE
LOW	python/dask_cudf/dask_cudf/io/parquet.py	4	CODE
LOW	python/dask_cudf/dask_cudf/io/parquet.py	759	CODE
LOW	python/dask_cudf/dask_cudf/io/__init__.py	6	CODE
LOW	python/dask_cudf/dask_cudf/io/__init__.py	6	CODE
LOW	python/dask_cudf/dask_cudf/io/__init__.py	6	CODE
LOW	python/dask_cudf/dask_cudf/io/__init__.py	6	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	4	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	5	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	6	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	7	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	7	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	7	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	7	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	7	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	7	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	15	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	18	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	18	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	18	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	18	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	18	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	25	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	25	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	25	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	25	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	25	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	32	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	32	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	36	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	36	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	40	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	40	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	44	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	44	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	44	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	49	CODE
LOW	python/cudf_streaming/cudf_streaming/__init__.py	15	CODE
LOW	python/cudf_streaming/cudf_streaming/__init__.py	15	CODE
LOW	python/cudf_streaming/cudf_streaming/__init__.py	19	CODE
LOW	python/cudf_streaming/cudf_streaming/__init__.py	20	CODE
LOW	python/cudf_streaming/cudf_streaming/__init__.py	20	CODE
LOW	python/cudf_streaming/cudf_streaming/__init__.py	20	CODE
LOW	python/cudf_streaming/cudf_streaming/__init__.py	20	CODE
LOW	python/cudf_streaming/cudf_streaming/__init__.py	20	CODE
867 more matches not shown…

Over-Commented Block552 hits · 546 pts

Severity	File	Line	Snippet	Context
LOW	python/dask_cudf/dask_cudf/_legacy/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2024, NVIDIA CORPORATION.	COMMENT
LOW	python/dask_cudf/dask_cudf/_legacy/io/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2018-2025, NVIDIA CORPORATION.	COMMENT
LOW	python/cudf/cudf/core/dataframe.py	701	#	COMMENT
LOW	python/cudf/cudf/core/dataframe.py	2401	)	COMMENT
LOW	python/cudf/cudf/core/dataframe.py	8321	# NaN-containing tuple keys, which sorted groupby would	COMMENT
LOW	python/cudf/cudf/core/series.py	3381	# TODO: Remove this workaround once `observed`	COMMENT
LOW	python/cudf/cudf/core/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2018-2021, NVIDIA CORPORATION.	COMMENT
LOW	python/cudf/cudf/core/multiindex.py	221	# and not is_dtype_obj_numeric(result_col.dtype)	COMMENT
LOW	python/cudf/cudf/core/multiindex.py	781	def _compute_validity_mask(self, index, row_tuple, max_length):	COMMENT
LOW	python/cudf/cudf/core/multiindex.py	801	# ordering`` note) -- the merge is order-unstable, so the sort is a	COMMENT
LOW	python/cudf/cudf/core/dtype/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION.	COMMENT
LOW	python/cudf/cudf/core/join/join.py	141	# ---------+--------------------------+-------------------------------	COMMENT
LOW	python/cudf/cudf/core/join/join.py	261	# Produce gather maps for the join, optionally reordering to	COMMENT
LOW	python/cudf/cudf/core/mixins/mixin_factory.py	81	) -> bool:	COMMENT
LOW	python/cudf/cudf/core/column/numerical.py	741	):	COMMENT
LOW	python/cudf/cudf/core/column/numerical.py	961	# is one of the passed values (a plain NaN/None/NaT does not	COMMENT
LOW	python/cudf/cudf/core/column/numerical.py	1021	# containers can carry pd.NA identity.	COMMENT
LOW	python/cudf/cudf/core/_internals/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2021, NVIDIA CORPORATION.	COMMENT
LOW	python/cudf/cudf/core/udf/utils.py	121		COMMENT
LOW	…on/cudf/cudf/tests/dataframe/methods/test_transpose.py	21		COMMENT
LOW	…on/cudf/cudf/tests/dataframe/methods/test_transpose.py	41	# 2 NaN	COMMENT
LOW	…df/cudf/tests/private_objects/mlir_backend/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION.	COMMENT
LOW	python/cudf/cudf/tests/input_output/test_parquet.py	1381	assert_eq(cudf.read_parquet(fname), pd.read_parquet(fname))	COMMENT
LOW	python/cudf/cudf/tests/input_output/test_avro.py	361	# added simply to verify we fixed the problematic code path that was	COMMENT
LOW	python/cudf/cudf/tests/input_output/test_avro.py	381	# {'name': 'tinyint_col', 'type': ['int', 'null']},	COMMENT
LOW	python/cudf/cudf/tests/input_output/test_avro.py	401	# 'float_col': 0.0,	COMMENT
LOW	python/cudf/cudf/utils/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2020, NVIDIA CORPORATION.	COMMENT
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	41	# need to be transformed from fast to slow only. i.e., Some cudf functions	COMMENT
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	641	cls = super().__new__(mcls, args, *kwargs)	COMMENT
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	661	# class, not the proxy, so a patch applied only to the proxy would	COMMENT
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	681	# never let that escape an otherwise-successful assignment.	COMMENT
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	701	else:	COMMENT
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	1381	# Without it, ``object.__setattr__`` (called from the proxy's	COMMENT
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	1621	# here would silently discard those side effects on both the	COMMENT
LOW	python/cudf/cudf/pandas/module_accelerator.py	401	fast_module = importlib.import_module(fast_lib)	COMMENT
LOW	python/cudf/cudf/pandas/module_accelerator.py	421	# always being created on a given thread.	COMMENT
LOW	python/cudf/cudf/pandas/scripts/run-pandas-tests.sh	1	#!/usr/bin/env bash	COMMENT
LOW	python/pylibcudf/pylibcudf/libcudf/detail/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION.	COMMENT
LOW	…libcudf/pylibcudf/libcudf/detail/utilities/__init__.py	1	# SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION.	COMMENT
LOW	python/cudf_polars/tests/streaming/test_metadata.py	81	) -> None:	COMMENT
LOW	python/cudf_polars/cudf_polars/streaming/select.py	221	# # Outer Agg selection (select_b)	COMMENT
LOW	…olars/cudf_polars/streaming/actor_graph/repartition.py	101	# Requires AllGather, output becomes duplicated.	COMMENT
LOW	…n/cudf_polars/cudf_polars/streaming/benchmarks/pdsh.py	41		COMMENT
LOW	…/cudf_polars/cudf_polars/streaming/benchmarks/utils.py	1501	"Verify that 'CUDF_POLARS_LOG_TRACES' is set and structlog is installed."	COMMENT
LOW	…udf_polars/cudf_polars/streaming/benchmarks/asserts.py	221	# any kind of fuzziness from sorting on floating-point columns.	COMMENT
LOW	…udf_polars/cudf_polars/streaming/benchmarks/asserts.py	301	# result : [a, b, c, d, d+epsilon]	COMMENT
LOW	…n/cudf_polars/cudf_polars/testing/inject_gpu_engine.py	301	# XPASS/FAIL (these pass on some runs and fail on others).	COMMENT
LOW	…hon/cudf_polars/cudf_polars/dsl/expressions/boolean.py	261	if not ignore_nulls and column.null_count > 0:	COMMENT
LOW	ci/release/update-version.sh	1	#!/bin/bash	COMMENT
LOW	.agents/skills/reproduce-ci/parse-job-url.py	1	#!/usr/bin/env python3	COMMENT
LOW	.agents/skills/reproduce-ci/run.sh	1	#!/bin/bash	COMMENT
LOW	java/ci/test_java_build_local.sh	1	#!/bin/bash	COMMENT
LOW	java/ci/assemble_maven_repo.sh	1	#!/bin/bash	COMMENT
LOW	java/ci/build_cudf_java_jar.sh	1	#!/bin/bash	COMMENT
LOW	java/ci/build_cudf_java_jar_in_container.sh	1	#!/bin/bash	COMMENT
LOW	java/ci/build_static_libcudf_in_container.sh	1	#!/bin/bash	COMMENT
LOW	java/ci/env.sh	1	#!/bin/bash	COMMENT
LOW	java/examples/deployment-modes/run_examples.sh	1	#!/usr/bin/env bash	COMMENT
LOW	java/src/test/java/ai/rapids/cudf/ColumnVectorTest.java	61	// # Define a CUDA device function	COMMENT
LOW	…a/src/main/native/include/hybrid_scan_jni_internal.hpp	1	/*	COMMENT
492 more matches not shown…

Decorative Section Separators159 hits · 546 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/cudf_streaming/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/cudf_streaming/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/cudf/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/cudf/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/cudf/cudf/tests/dataframe/indexing/test_loc.py	1392	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/cudf/cudf/tests/dataframe/indexing/test_loc.py	1394	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/cudf/cudf/_lib/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/cudf/cudf/_lib/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/cudf/udf_cpp/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/cudf/udf_cpp/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/experimental/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/experimental/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/strings/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/strings/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/strings/split/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/strings/split/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	…hon/pylibcudf/pylibcudf/strings/convert/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	…hon/pylibcudf/pylibcudf/strings/convert/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/nvtext/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/nvtext/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/io/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/io/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	…hon/pylibcudf/pylibcudf/io/experimental/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	…hon/pylibcudf/pylibcudf/io/experimental/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/libcudf/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/libcudf/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	…hon/pylibcudf/pylibcudf/libcudf/strings/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	…hon/pylibcudf/pylibcudf/libcudf/strings/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/libcudf/lists/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/libcudf/lists/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	…thon/pylibcudf/pylibcudf/libcudf/nvtext/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	…thon/pylibcudf/pylibcudf/libcudf/nvtext/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/libcudf/io/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/pylibcudf/pylibcudf/libcudf/io/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM	python/libcudf/CMakeLists.txt	1	# =============================================================================	COMMENT
MEDIUM	python/libcudf/CMakeLists.txt	6	# =============================================================================	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_ray.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_ray.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_ray.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_ray.py	82	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	98	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	111	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	113	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	213	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	215	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	249	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/cudf_polars/tests/streaming/test_options.py	251	# ---------------------------------------------------------------------------	COMMENT
99 more matches not shown…

Deep Nesting328 hits · 279 pts

Severity	File	Line	Context
LOW	python/dask_cudf/dask_cudf/backends.py	52	CODE
LOW	python/dask_cudf/dask_cudf/backends.py	94	CODE
LOW	python/dask_cudf/dask_cudf/backends.py	199	CODE
LOW	python/dask_cudf/dask_cudf/io/orc.py	28	CODE
LOW	python/dask_cudf/dask_cudf/io/parquet.py	109	CODE
LOW	python/dask_cudf/dask_cudf/io/json.py	60	CODE
LOW	python/dask_cudf/dask_cudf/_expr/collection.py	207	CODE
LOW	python/dask_cudf/dask_cudf/_expr/groupby.py	89	CODE
LOW	python/dask_cudf/dask_cudf/_expr/groupby.py	150	CODE
LOW	python/dask_cudf/dask_cudf/_expr/groupby.py	230	CODE
LOW	python/dask_cudf/dask_cudf/_expr/groupby.py	257	CODE
LOW	python/dask_cudf/dask_cudf/_expr/groupby.py	278	CODE
LOW	python/dask_cudf/dask_cudf/_legacy/io/parquet.py	432	CODE
LOW	python/dask_cudf/dask_cudf/_legacy/io/parquet.py	60	CODE
LOW	python/dask_cudf/dask_cudf/_legacy/io/parquet.py	177	CODE
LOW	python/dask_cudf/dask_cudf/_legacy/io/parquet.py	311	CODE
LOW	python/dask_cudf/dask_cudf/_legacy/io/parquet.py	382	CODE
LOW	…/cudf_streaming/cudf_streaming/tests/test_allgather.py	123	CODE
LOW	python/cudf/cudf_pandas_tests/test_cudf_pandas.py	2081	CODE
LOW	…s/third_party_integration_tests/tests/test_catboost.py	12	CODE
LOW	…_tests/third_party_integration_tests/tests/conftest.py	46	CODE
LOW	…_tests/third_party_integration_tests/tests/conftest.py	188	CODE
LOW	…tests/third_party_integration_tests/tests/test_cuml.py	17	CODE
LOW	…third_party_integration_tests/tests/test_matplotlib.py	14	CODE
LOW	python/cudf/cudf/core/index.py	184	CODE
LOW	python/cudf/cudf/core/index.py	5309	CODE
LOW	python/cudf/cudf/core/index.py	5781	CODE
LOW	python/cudf/cudf/core/index.py	5911	CODE
LOW	python/cudf/cudf/core/index.py	729	CODE
LOW	python/cudf/cudf/core/index.py	1381	CODE
LOW	python/cudf/cudf/core/index.py	1766	CODE
LOW	python/cudf/cudf/core/index.py	2476	CODE
LOW	python/cudf/cudf/core/index.py	2966	CODE
LOW	python/cudf/cudf/core/index.py	3099	CODE
LOW	python/cudf/cudf/core/index.py	3161	CODE
LOW	python/cudf/cudf/core/index.py	3525	CODE
LOW	python/cudf/cudf/core/index.py	3837	CODE
LOW	python/cudf/cudf/core/index.py	5069	CODE
LOW	python/cudf/cudf/core/dataframe.py	631	CODE
LOW	python/cudf/cudf/core/dataframe.py	9309	CODE
LOW	python/cudf/cudf/core/dataframe.py	9361	CODE
LOW	python/cudf/cudf/core/dataframe.py	9522	CODE
LOW	python/cudf/cudf/core/dataframe.py	9624	CODE
LOW	python/cudf/cudf/core/dataframe.py	9650	CODE
LOW	python/cudf/cudf/core/dataframe.py	9680	CODE
LOW	python/cudf/cudf/core/dataframe.py	227	CODE
LOW	python/cudf/cudf/core/dataframe.py	337	CODE
LOW	python/cudf/cudf/core/dataframe.py	550	CODE
LOW	python/cudf/cudf/core/dataframe.py	1095	CODE
LOW	python/cudf/cudf/core/dataframe.py	1515	CODE
LOW	python/cudf/cudf/core/dataframe.py	1592	CODE
LOW	python/cudf/cudf/core/dataframe.py	1713	CODE
LOW	python/cudf/cudf/core/dataframe.py	2489	CODE
LOW	python/cudf/cudf/core/dataframe.py	2623	CODE
LOW	python/cudf/cudf/core/dataframe.py	2758	CODE
LOW	python/cudf/cudf/core/dataframe.py	3495	CODE
LOW	python/cudf/cudf/core/dataframe.py	3762	CODE
LOW	python/cudf/cudf/core/dataframe.py	3963	CODE
LOW	python/cudf/cudf/core/dataframe.py	4452	CODE
LOW	python/cudf/cudf/core/dataframe.py	4900	CODE
268 more matches not shown…

Self-Referential Comments64 hits · 192 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/dask_cudf/dask_cudf/core.py	13	# This module provides backward compatibility for legacy import patterns.	COMMENT
MEDIUM	…udf_streaming/cudf_streaming/tests/test_table_chunk.py	344	# Create a table chunk on device memory.	COMMENT
MEDIUM	…_streaming/cudf_streaming/examples/bulk_ray_shuffle.py	88	# Create a buffer resource that limits device memory if `--spill-device`	COMMENT
MEDIUM	…_streaming/cudf_streaming/examples/bulk_mpi_shuffle.py	316	# Create a device pool memory resource. `BufferResource` wraps it in an	COMMENT
MEDIUM	…_streaming/cudf_streaming/examples/bulk_mpi_shuffle.py	324	# Create a buffer resource that limits device memory if `--spill-device`	COMMENT
MEDIUM	…ing/cudf_streaming/examples/streaming_basic_example.py	43	# Create a communicator and context that will be used by all streaming actors.	COMMENT
MEDIUM⚡	python/cudf/cudf_pandas_tests/test_profiler.py	88	# Create a copy of the current environment variables	COMMENT
MEDIUM	python/cudf/cudf_pandas_tests/test_cudf_pandas.py	1541	# Create a copy of the current environment variables	COMMENT
MEDIUM	…third_party_integration_tests/tests/test_tensorflow.py	239	# Create the model	COMMENT
MEDIUM	…third_party_integration_tests/tests/test_tensorflow.py	350	# Create the model	COMMENT
MEDIUM	python/cudf/cudf/core/dataframe.py	9248	# This function is used to wrap binary operations in Frame with an	COMMENT
MEDIUM	python/cudf/cudf/core/dataframe.py	9623	# Create a dictionary of the common, non-null columns	COMMENT
MEDIUM	python/cudf/cudf/core/reshape.py	1203	# Create a DataFrame composed of columns from both	COMMENT
MEDIUM	python/cudf/cudf/core/series.py	4012	# This function is used to wrap binary operations in Frame with an	COMMENT
MEDIUM	python/cudf/cudf/core/column/numerical.py	1265	# Create a simple column with pi to test if the precision matters	COMMENT
MEDIUM⚡	python/cudf/cudf/core/column/column.py	2616	# Create a copy to compact the data - only the actual slice	COMMENT
MEDIUM	python/cudf/cudf/core/column/column.py	2472	# Create a simple Python object that exposes the	COMMENT
MEDIUM	python/cudf/cudf/core/groupby/groupby.py	3680	# This function is used to reorder the results of scan-based	COMMENT
MEDIUM	python/cudf/cudf/core/groupby/groupby.py	2620	# Define a function to apply to each row in a group	STRING
MEDIUM	python/cudf/cudf/core/udf/groupby_utils.py	53	# Create the numpy structured type corresponding to the numpy dtype.	COMMENT
MEDIUM	python/cudf/cudf/core/udf/masked_typing.py	293	# The following code accomplishes (1) - it is really just a way of specifying	COMMENT
MEDIUM	python/cudf/cudf/core/udf/row_function.py	39	# Create the numpy structured type corresponding to the numpy dtype.	COMMENT
MEDIUM	python/cudf/cudf/core/udf/templates.py	28	# Create a structured array with the desired fields	COMMENT
MEDIUM	python/cudf/cudf/core/buffer/spillable_buffer.py	53	# Initialize base class (just stores buffer)	COMMENT
MEDIUM	python/cudf/cudf/core/buffer/spillable_buffer.py	201	# Create an already spilled buffer	COMMENT
MEDIUM	python/cudf/cudf/tests/dask/test_serialize.py	487	# Create a large DataFrame	COMMENT
MEDIUM	python/cudf/cudf/tests/dask/test_serialize.py	491	# Create a sliced DataFrame (10% of original)	COMMENT
MEDIUM	python/cudf/cudf/tests/input_output/test_parquet.py	76	# Create a pandas dataframe with random data of mixed types	COMMENT
MEDIUM	python/cudf/cudf/tests/input_output/test_parquet.py	118	# Create a pandas dataframe with random data of mixed types	COMMENT
MEDIUM	python/cudf/cudf/tests/input_output/test_parquet.py	1406	# Create a pandas dataframe with random data of mixed types	COMMENT
MEDIUM	python/cudf/cudf/tests/input_output/test_parquet.py	1461	# Create a pandas dataframe with random data of mixed lengths	COMMENT
MEDIUM	python/cudf/cudf/tests/input_output/test_hdf5.py	28	# Create a pandas dataframe with random data of mixed types	COMMENT
MEDIUM	python/cudf/cudf/tests/input_output/test_orc.py	2054	# Create a pandas dataframe with random data of mixed types	COMMENT
MEDIUM	python/cudf/cudf/tests/input_output/test_feather.py	22	# Create a pandas dataframe with random data of mixed types	COMMENT
MEDIUM	python/cudf/cudf/tests/input_output/test_json.py	41	# Create a pandas dataframe with random data of mixed types	COMMENT
MEDIUM	python/cudf/cudf/tests/input_output/test_json.py	72	# Create a pandas dataframe with random data of mixed types	COMMENT
MEDIUM	python/cudf/cudf/testing/dataset_generator.py	4	# This module is for generating "synthetic" datasets. It was originally	COMMENT
MEDIUM	python/pylibcudf/tests/test_column_span.py	37	# Create a real buffer and mock Span around it	COMMENT
MEDIUM	python/pylibcudf/tests/test_column_span.py	207	# Create a new mask	COMMENT
MEDIUM⚡	…on/pylibcudf/tests/io/test_experimental_hybrid_scan.py	136	# Create a second reader from the metadata	COMMENT
MEDIUM	…on/pylibcudf/tests/io/test_experimental_hybrid_scan.py	411	# Create a fresh BytesIO to avoid buffer position issues	COMMENT
MEDIUM	…on/pylibcudf/tests/io/test_experimental_hybrid_scan.py	500	# Create a fresh BytesIO to avoid buffer position issues	COMMENT
MEDIUM	python/pylibcudf/tests/io/test_json.py	401	# Create a string column with JSON strings	COMMENT
MEDIUM	python/cudf_polars/tests/streaming/test_spilling.py	34	# Create a simple table with one column of random float32 data	COMMENT
MEDIUM	python/cudf_polars/cudf_polars/utils/config.py	498	# Create the top-level memory resource	COMMENT
MEDIUM	python/cudf_polars/cudf_polars/streaming/join.py	266	# Create a broadcast join	COMMENT
MEDIUM	python/cudf_polars/cudf_polars/streaming/join.py	281	# Create a hash join	COMMENT
MEDIUM	…/cudf_polars/streaming/benchmarks/pdsds_queries/q40.py	100	# Define the target date and date range	COMMENT
MEDIUM	…hon/cudf_polars/cudf_polars/dsl/expressions/rolling.py	1391	# Create a temporary DataFrame with the broadcasted columns named by their	COMMENT
MEDIUM	conda/environments/all_cuda-133_arch-aarch64.yaml	1	# This file is generated by `rapids-dependency-file-generator`.	COMMENT
MEDIUM	conda/environments/all_cuda-133_arch-x86_64.yaml	1	# This file is generated by `rapids-dependency-file-generator`.	COMMENT
MEDIUM	conda/environments/all_cuda-129_arch-x86_64.yaml	1	# This file is generated by `rapids-dependency-file-generator`.	COMMENT
MEDIUM	conda/environments/all_cuda-129_arch-aarch64.yaml	1	# This file is generated by `rapids-dependency-file-generator`.	COMMENT
MEDIUM	ci/timeout_with_stack.py	219	# Create a copy of children list	COMMENT
MEDIUM	java/src/test/java/ai/rapids/cudf/ColumnVectorTest.java	61	// # Define a CUDA device function	COMMENT
MEDIUM	docs/cudf/source/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	docs/cudf/source/_ext/PandasCompat.py	4	# This file is adapted from official sphinx tutorial for `todo` extension:	COMMENT
MEDIUM	docs/cudf/source/_ext/PandasCompat.py	141	# Create a copy of the pandascompat node	COMMENT
MEDIUM	…p/tests/transform/integration/unary_transform_test.cpp	260	// # Define a CUDA device function	COMMENT
MEDIUM	…p/tests/transform/integration/unary_transform_test.cpp	353	// # Define a CUDA device function	COMMENT
4 more matches not shown…

Cross-File Repetition36 hits · 180 pts

Severity	File	Snippet	Context
HIGH	python/cudf/cudf/core/column/lists.py	preprocess column to be compatible with pandas repr, namely handling nulls. * null (datetime/timedelta) = str(pd.nat) *	STRING
HIGH	python/cudf/cudf/core/column/column.py	preprocess column to be compatible with pandas repr, namely handling nulls. * null (datetime/timedelta) = str(pd.nat) *	STRING
HIGH	python/cudf/cudf/core/column/struct.py	preprocess column to be compatible with pandas repr, namely handling nulls. * null (datetime/timedelta) = str(pd.nat) *	STRING
HIGH	python/cudf/cudf/pandas/_benchmarks/pdsh.py	experimental pds-ds benchmarks. based on https://github.com/pola-rs/polars-benchmark. warning: this is an experimental (	STRING
HIGH	…n/cudf_polars/cudf_polars/streaming/benchmarks/pdsh.py	experimental pds-ds benchmarks. based on https://github.com/pola-rs/polars-benchmark. warning: this is an experimental (	STRING
HIGH	…/cudf_polars/cudf_polars/streaming/benchmarks/pdsds.py	experimental pds-ds benchmarks. based on https://github.com/pola-rs/polars-benchmark. warning: this is an experimental (	STRING
HIGH	python/cudf_polars/tests/streaming/test_ray.py	``_reset`` updates the polars-layer config to the new options.	STRING
HIGH	python/cudf_polars/tests/streaming/test_spmd.py	``_reset`` updates the polars-layer config to the new options.	STRING
HIGH	python/cudf_polars/tests/streaming/test_dask.py	``_reset`` updates the polars-layer config to the new options.	STRING
HIGH	python/cudf_polars/tests/streaming/test_ray.py	the engine still drives a real query after ``_reset``.	STRING
HIGH	python/cudf_polars/tests/streaming/test_spmd.py	the engine still drives a real query after ``_reset``.	STRING
HIGH	python/cudf_polars/tests/streaming/test_dask.py	the engine still drives a real query after ``_reset``.	STRING
HIGH	python/cudf_polars/tests/streaming/test_ray.py	``shutdown`` is idempotent; ``_reset`` after shutdown raises every time.	STRING
HIGH	python/cudf_polars/tests/streaming/test_spmd.py	``shutdown`` is idempotent; ``_reset`` after shutdown raises every time.	STRING
HIGH	python/cudf_polars/tests/streaming/test_dask.py	``shutdown`` is idempotent; ``_reset`` after shutdown raises every time.	STRING
HIGH	python/cudf_polars/cudf_polars/streaming/groupby.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…cudf_polars/cudf_polars/dsl/expressions/aggregation.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…hon/cudf_polars/cudf_polars/dsl/expressions/literal.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…hon/cudf_polars/cudf_polars/dsl/expressions/sorting.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…hon/cudf_polars/cudf_polars/dsl/expressions/slicing.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…hon/cudf_polars/cudf_polars/dsl/expressions/boolean.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…hon/cudf_polars/cudf_polars/dsl/expressions/rolling.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…hon/cudf_polars/cudf_polars/dsl/expressions/ternary.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…on/cudf_polars/cudf_polars/dsl/expressions/binaryop.py	evaluate this expression given a dataframe for context.	STRING
HIGH	python/cudf_polars/cudf_polars/dsl/expressions/unary.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…n/cudf_polars/cudf_polars/dsl/expressions/selection.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…thon/cudf_polars/cudf_polars/dsl/expressions/string.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…on/cudf_polars/cudf_polars/dsl/expressions/datetime.py	evaluate this expression given a dataframe for context.	STRING
HIGH	python/cudf_polars/cudf_polars/dsl/expressions/base.py	evaluate this expression given a dataframe for context.	STRING
HIGH	…thon/cudf_polars/cudf_polars/dsl/expressions/struct.py	evaluate this expression given a dataframe for context.	STRING
HIGH	python/cudf_polars/cudf_polars/engine/core.py	collect diagnostic information from every rank. returns ------- list of :class:`~cudf_polars.engine.core.clusterinfo`, o	STRING
HIGH	python/cudf_polars/cudf_polars/engine/ray.py	collect diagnostic information from every rank. returns ------- list of :class:`~cudf_polars.engine.core.clusterinfo`, o	STRING
HIGH	python/cudf_polars/cudf_polars/engine/dask.py	collect diagnostic information from every rank. returns ------- list of :class:`~cudf_polars.engine.core.clusterinfo`, o	STRING
HIGH	python/cudf_polars/cudf_polars/engine/core.py	collect statistics from every rank via ``client.run``. parameters ---------- clear if ``true``, clear each rank's statis	STRING
HIGH	python/cudf_polars/cudf_polars/engine/ray.py	collect statistics from every rank via ``client.run``. parameters ---------- clear if ``true``, clear each rank's statis	STRING
HIGH	python/cudf_polars/cudf_polars/engine/dask.py	collect statistics from every rank via ``client.run``. parameters ---------- clear if ``true``, clear each rank's statis	STRING

Excessive Try-Catch Wrapping80 hits · 86 pts

Severity	File	Line	Snippet	Context
LOW	python/custreamz/custreamz/tests/conftest.py	18	except Exception:	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	153	except Exception:	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	183	except Exception:	CODE
LOW	python/custreamz/custreamz/tests/test_dataframes.py	538	except Exception as e:	CODE
MEDIUM	python/custreamz/custreamz/tests/test_dataframes.py	535	def test_example_type_error_message():	CODE
LOW	python/dask_cudf/dask_cudf/backends.py	258	except Exception:	CODE
LOW	python/dask_cudf/dask_cudf/io/tests/test_s3.py	107	except Exception:	CODE
LOW	…_streaming/cudf_streaming/examples/bulk_mpi_shuffle.py	424	except Exception as e:	CODE
LOW	python/cudf/cudf_pandas_tests/test_cudf_pandas.py	1753	except Exception as e:	CODE
MEDIUM	python/cudf/cudf/core/dataframe.py	1483	def __setattr__(self, key, col):	CODE
LOW	python/cudf/cudf/core/dataframe.py	1933	except Exception:	CODE
LOW	python/cudf/cudf/core/column_accessor.py	516	except Exception as e:	CODE
LOW	python/cudf/cudf/core/single_column_frame.py	416	except Exception:	CODE
MEDIUM	python/cudf/cudf/core/series.py	189	def __getitem__(self, arg):	CODE
LOW	python/cudf/cudf/core/series.py	1242	except Exception:	STRING
LOW	python/cudf/cudf/core/indexed_frame.py	3714	except Exception as e:	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	3728	except Exception as e:	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	5380	except Exception as e:	CODE
LOW	python/cudf/cudf/core/tools/datetimes.py	385	except Exception as e:	CODE
LOW	python/cudf/cudf/core/column/datetime.py	233	except Exception:	CODE
LOW	python/cudf/cudf/core/groupby/groupby.py	235	except Exception:	CODE
LOW⚡	python/cudf/cudf/tests/series/methods/test_replace.py	464	except Exception as e:	CODE
LOW	python/cudf/cudf/tests/dataframe/test_binops.py	201	except Exception:	CODE
LOW	python/cudf/cudf/tests/dataframe/test_binops.py	237	except Exception:	CODE
LOW	python/cudf/cudf/tests/dataframe/test_binops.py	273	except Exception:	CODE
LOW	python/cudf/cudf/tests/input_output/test_parquet.py	205	except Exception as excpr:	CODE
LOW	python/cudf/cudf/tests/input_output/test_avro.py	658	except Exception:	CODE
LOW	python/cudf/cudf/tests/input_output/test_orc.py	51	except Exception as excpr:	CODE
LOW	python/cudf/cudf/utils/temporal.py	126	except Exception:	CODE
LOW	python/cudf/cudf/utils/ioutils.py	1646	except Exception:	STRING
LOW	python/cudf/cudf/testing/_utils.py	164	except Exception as e:	CODE
MEDIUM	python/cudf/cudf/pandas/fast_slow_proxy.py	1426	def __name__(self, value):	CODE
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	174	except Exception:	CODE
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	186	except Exception:	CODE
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	741	except Exception:	CODE
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	752	except Exception:	CODE
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	1550	except Exception as e:	CODE
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	1563	except Exception as e:	CODE
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	1568	except Exception as err:	CODE
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	1921	except Exception:	CODE
LOW	python/cudf/cudf/pandas/_logger.py	30	except Exception:	CODE
LOW	python/cudf/cudf/pandas/module_accelerator.py	85	except Exception as e:	CODE
LOW	python/cudf/cudf/pandas/module_accelerator.py	456	except Exception:	CODE
LOW	python/cudf/cudf/pandas/_wrappers/numpy.py	211	except Exception as err:	CODE
LOW	python/cudf/cudf/pandas/_wrappers/common.py	22	except Exception:	CODE
LOW	python/cudf/cudf/pandas/_wrappers/common.py	39	except Exception:	CODE
MEDIUM	python/cudf/cudf/pandas/_wrappers/common.py	17	def array_function_method(self, func, types, args, kwargs):	CODE
LOW	…thon/cudf/cudf/pandas/scripts/analyze-test-failures.py	32	except Exception:	CODE
LOW	…hon/cudf/cudf/pandas/scripts/summarize-test-results.py	32	except Exception:	CODE
LOW	python/cudf/cudf/pandas/_benchmarks/utils.py	617	except Exception as e:	CODE
LOW	python/cudf/cudf/pandas/_benchmarks/utils.py	664	except Exception:	CODE
LOW	python/cudf/cudf/pandas/_benchmarks/utils.py	727	except Exception:	CODE
LOW	python/cudf_polars/tests/streaming/test_bind_to_gpu.py	29	except Exception:	CODE
LOW	python/cudf_polars/cudf_polars/streaming/statistics.py	79	except Exception:	CODE
LOW	…/cudf_polars/cudf_polars/streaming/benchmarks/utils.py	886	except Exception as e:	CODE
LOW	…/cudf_polars/cudf_polars/streaming/benchmarks/utils.py	1092	except Exception:	CODE
LOW	…/cudf_polars/cudf_polars/streaming/benchmarks/utils.py	1174	except Exception:	CODE
LOW	python/cudf_polars/cudf_polars/testing/asserts.py	276	except Exception as e:	CODE
LOW	python/cudf_polars/cudf_polars/engine/spmd.py	524	except Exception:	CODE
LOW	python/cudf_polars/cudf_polars/engine/ray.py	95	except Exception:	CODE
20 more matches not shown…

Structural Annotation Overuse46 hits · 81 pts

Severity	File	Line	Snippet	Context
LOW	python/dask_cudf/dask_cudf/io/parquet.py	171	# Step 1: Sample statistics	COMMENT
LOW	python/dask_cudf/dask_cudf/io/parquet.py	185	# Step 2: Estimate the correction factor	COMMENT
LOW	python/dask_cudf/dask_cudf/_expr/expr.py	196	# NOTE: The following two lines contains the "patch"	COMMENT
LOW⚡	python/cudf/cudf/core/dataframe.py	228	# Step 1: Gather columns	COMMENT
LOW⚡	python/cudf/cudf/core/dataframe.py	235	# Step 2: Gather rows	COMMENT
LOW⚡	python/cudf/cudf/core/reshape.py	749	# Step 1: tile id_vars	COMMENT
LOW⚡	python/cudf/cudf/core/reshape.py	752	# Step 2: add variable	COMMENT
LOW	python/cudf/cudf/core/reshape.py	771	# Step 3: add values	COMMENT
LOW	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q1.py	70	# Step 1: Create customer_total_return CTE equivalent	COMMENT
LOW⚡	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q1.py	93	# Step 2: Calculate average return per store for the subquery	COMMENT
LOW⚡	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q1.py	98	# Step 3: Join everything together and apply filters	COMMENT
LOW	…/cudf_polars/streaming/benchmarks/pdsds_queries/q46.py	103	# Step 1: Create the subquery (dn) equivalent	COMMENT
LOW	…/cudf_polars/streaming/benchmarks/pdsds_queries/q46.py	158	# Step 2: Join with customer and current address	COMMENT
LOW	…/cudf_polars/streaming/benchmarks/pdsds_queries/q47.py	119	# Step 1: Create CTE v1 equivalent	COMMENT
LOW	…/cudf_polars/streaming/benchmarks/pdsds_queries/q47.py	181	# Step 2: Create CTE v2 equivalent (self-joins for lag/lead)	COMMENT
LOW	…/cudf_polars/streaming/benchmarks/pdsds_queries/q47.py	242	# Step 3: Final query with filters and calculations	COMMENT
LOW	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q2.py	122	# Step 1: Create wscs CTE equivalent (union of web and catalog sales)	COMMENT
LOW	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q2.py	179	# Step 3: Create year data (y subquery equivalent)	COMMENT
LOW	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q2.py	196	# Step 4: Create year+1 data (z subquery equivalent)	COMMENT
LOW	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q2.py	213	# Step 5: Join the two years and calculate ratios	COMMENT
LOW	.agents/skills/reproduce-ci/SKILL.md	35	## Step 1: Determine Parameters	COMMENT
LOW	.agents/skills/reproduce-ci/SKILL.md	115	## Step 2: Run the Reproduction	COMMENT
LOW	.agents/skills/reproduce-ci/SKILL.md	153	## Step 3: Analyze Output	COMMENT
LOW	.agents/skills/review-cudf-polars-expressions/SKILL.md	28	## Step 1: Understand the Polars expression implementation and behavior.	COMMENT
LOW	.agents/skills/review-cudf-polars-expressions/SKILL.md	42	## Step 2: Understand the current Polars expression behavior with cudf-polars.	COMMENT
LOW	.agents/skills/review-cudf-polars-expressions/SKILL.md	56	## Step 3: Implement the Polars expression in cudf-polars.	COMMENT
LOW	.agents/skills/review-cudf-polars-expressions/SKILL.md	80	## Step 4: Test the Polars expression implementation in cudf-polars	COMMENT
LOW	java/ci/test_java_build_local.sh	199	# Step 1: static libcudf builds in parallel.	COMMENT
LOW	java/ci/test_java_build_local.sh	245	# Step 2: JAR builds in parallel. Each build's container nests a bind-mount	COMMENT
LOW	java/ci/test_java_build_local.sh	294	# Step 3: gather into a combined Maven-repository layout.	COMMENT
LOW	java/ci/README.md	24	### Step 1 - Build the static libcudf install tree	COMMENT
LOW	java/ci/README.md	34	### Step 2 - Package the cuDF Java JAR for one classifier	COMMENT
LOW	java/ci/README.md	62	### Step 3 - Assemble the Maven repository layout	COMMENT
LOW⚡	cpp/include/cudf/join/join.hpp	308	* // Step 1: Perform equality-based hash join	COMMENT
LOW⚡	cpp/include/cudf/join/join.hpp	312	* // Step 2: Apply conditional filter on conditional columns	COMMENT
LOW⚡	cpp/include/cudf/join/join.hpp	430	* // Step 1: Perform equality-based hash join (same as before)	COMMENT
LOW⚡	cpp/include/cudf/join/join.hpp	434	* // Step 2: Apply JIT-compiled conditional filter	COMMENT
LOW⚡	cpp/benchmarks/join/sort_merge_join.cpp	68	// Step 1: Build key remapping (with metrics disabled, the metrics need to be calculated	COMMENT
LOW⚡	cpp/benchmarks/join/sort_merge_join.cpp	73	// Step 2: Remap build and probe keys to integers	COMMENT
LOW⚡	cpp/benchmarks/join/sort_merge_join.cpp	77	// Step 3: Create table views from remapped columns	COMMENT
LOW⚡	cpp/benchmarks/join/sort_merge_join.cpp	81	// Step 4: Perform the join on remapped integer keys	COMMENT
LOW	.github/workflows/compute-sanitizer-trigger.yaml	4	# WARNING: This is very resource intensive and runs hundreds of GPU jobs.	COMMENT
LOW⚡	…erated-computing-cudf/references/dask-cudf-patterns.md	202	# Step 1: Check worker memory pressure from dashboard	COMMENT
LOW⚡	…erated-computing-cudf/references/dask-cudf-patterns.md	205	# Step 2: Increase partition count to reduce per-partition memory	COMMENT
LOW⚡	…erated-computing-cudf/references/dask-cudf-patterns.md	208	# Step 3: If not already enabled, add cuDF-native spilling	COMMENT
LOW⚡	…erated-computing-cudf/references/dask-cudf-patterns.md	211	# Step 4: Move filter/project before expensive operations	COMMENT

Modern Structural Boilerplate71 hits · 71 pts

Severity	File	Line	Snippet	Context
LOW	python/custreamz/custreamz/_version.py	22	__all__ = ["__git_commit__", "__version__"]	CODE
LOW	python/dask_cudf/dask_cudf/_version.py	22	__all__ = ["__git_commit__", "__version__"]	CODE
LOW	python/dask_cudf/dask_cudf/__init__.py	49	__all__ = [	CODE
LOW	python/dask_cudf/dask_cudf/_expr/__init__.py	51	__all__ = [	CODE
LOW	python/cudf_streaming/cudf_streaming/__init__.py	43	__all__ = [	CODE
LOW	python/cudf/cudf/_version.py	22	__all__ = ["__git_commit__", "__version__"]	CODE
LOW	python/cudf/cudf/datasets.py	9	__all__ = ["randomdata", "timeseries"]	CODE
LOW	python/cudf/cudf/__init__.py	90	__all__ = [	CODE
LOW	python/cudf/cudf/core/missing.py	10	__all__ = ["NA", "NaT"]	CODE
LOW	python/cudf/cudf/core/dataframe.py	3314	def _set_columns_like(self, other: ColumnAccessor) -> None:	CODE
LOW	python/cudf/cudf/core/column_accessor.py	688	def set_by_label(self, key: Hashable, value: ColumnBase) -> None:	CODE
LOW	python/cudf/cudf/core/mixins/__init__.py	11	__all__ = [	CODE
LOW	python/cudf/cudf/core/accessors/__init__.py	9	__all__ = [	CODE
LOW	python/cudf/cudf/core/column/__init__.py	26	__all__ = [	CODE
LOW	python/cudf/cudf/core/groupby/__init__.py	12	__all__ = [	CODE
LOW	python/cudf/cudf/core/buffer/spill_manager.py	409	def set_global_manager(manager: SpillManager \| None) -> None:	CODE
LOW	python/cudf/cudf/core/buffer/spill_manager.py	440	def set_spill_on_demand_globally() -> None:	CODE
LOW	python/cudf/cudf/api/__init__.py	6	__all__ = ["extensions", "types"]	CODE
LOW	python/cudf/cudf/api/extensions/__init__.py	12	__all__ = [	CODE
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	599	def _setattr_fsproxy_no_mirror(cls: type, name: str, value: Any) -> None:	CODE
LOW	python/cudf/cudf/pandas/__init__.py	20	__all__ = [	CODE
LOW	python/pylibcudf/pylibcudf/_version.py	24	__all__ = ["__git_commit__", "__version__"]	CODE
LOW	python/pylibcudf/pylibcudf/__init__.py	65	__all__ = [	CODE
LOW	python/pylibcudf/pylibcudf/experimental/__init__.py	6	__all__ = [	CODE
LOW	python/pylibcudf/pylibcudf/strings/__init__.py	32	__all__ = [	CODE
LOW	python/pylibcudf/pylibcudf/strings/split/__init__.py	5	__all__ = ["partition", "split"]	CODE
LOW	python/pylibcudf/pylibcudf/strings/convert/__init__.py	15	__all__ = [	CODE
LOW	python/pylibcudf/pylibcudf/nvtext/__init__.py	19	__all__ = [	CODE
LOW	python/pylibcudf/pylibcudf/io/__init__.py	20	__all__ = [	CODE
LOW	python/pylibcudf/pylibcudf/io/experimental/__init__.py	10	__all__ = [	CODE
LOW	python/libcudf/libcudf/_version.py	22	__all__ = ["__git_commit__", "__version__"]	CODE
LOW	python/libcudf/libcudf/__init__.py	7	__all__ = ["__git_commit__", "__version__", "load_library"]	CODE
LOW	python/cudf_polars/cudf_polars/_version.py	21	__all__ = ["__git_commit__", "__version__"]	CODE
LOW	python/cudf_polars/cudf_polars/quent/__init__.py	20	__all__ = [	CODE
LOW	python/cudf_polars/cudf_polars/quent/_context.py	38	__all__ = [	CODE
LOW	python/cudf_polars/cudf_polars/utils/config.py	51	__all__ = [	CODE
LOW	python/cudf_polars/cudf_polars/utils/dtypes.py	23	__all__ = [	CODE
LOW	…df_polars/cudf_polars/streaming/actor_graph/tracing.py	84	def set_duplicated(self, *, duplicated: bool = True) -> None:	CODE
LOW	…df_polars/cudf_polars/streaming/actor_graph/tracing.py	88	def set_extra(self, key: str, value: Any) -> None:	CODE
LOW	…f_polars/streaming/actor_graph/collectives/__init__.py	12	__all__ = ["ReserveOpIDs", "reserve_op_id"]	CODE
LOW	…lars/streaming/benchmarks/pdsds_parameters/__init__.py	63	__all__ = ["load_parameters"]	CODE
LOW	python/cudf_polars/cudf_polars/typing/__init__.py	108	def set_node(self, n: int) -> None:	CODE
LOW	python/cudf_polars/cudf_polars/containers/datatype.py	21	__all__ = ["DataType"]	CODE
LOW	…_polars/cudf_polars/engine/default_singleton_engine.py	28	__all__ = ["DefaultSingletonEngine", "check_no_live_default_singleton"]	CODE
LOW	python/cudf_polars/cudf_polars/dsl/translate.py	54	__all__ = ["Translator", "translate_named_expr"]	CODE
LOW	python/cudf_polars/cudf_polars/dsl/ir.py	95	__all__ = [	CODE
LOW	python/cudf_polars/cudf_polars/dsl/expr.py	41	__all__ = [	CODE
LOW	python/cudf_polars/cudf_polars/dsl/utils/naming.py	18	__all__ = ["names_to_indices", "unique_names"]	CODE
LOW	…hon/cudf_polars/cudf_polars/dsl/utils/column_domain.py	30	__all__ = [	CODE
LOW	python/cudf_polars/cudf_polars/dsl/utils/rolling.py	25	__all__ = ["rewrite_rolling"]	CODE
LOW	python/cudf_polars/cudf_polars/dsl/utils/windows.py	20	__all__ = [	CODE
LOW	python/cudf_polars/cudf_polars/dsl/utils/groupby.py	24	__all__ = ["rewrite_groupby"]	CODE
LOW⚡	…thon/cudf_polars/cudf_polars/dsl/utils/aggregations.py	27	__all__ = ["apply_pre_evaluation", "decompose_aggs", "decompose_single_agg"]	CODE
LOW	python/cudf_polars/cudf_polars/dsl/utils/replace.py	18	__all__ = ["replace"]	CODE
LOW	…cudf_polars/cudf_polars/dsl/expressions/aggregation.py	27	__all__ = ["Agg", "Item"]	CODE
LOW	…hon/cudf_polars/cudf_polars/dsl/expressions/literal.py	23	__all__ = ["Literal", "LiteralColumn"]	CODE
LOW	…hon/cudf_polars/cudf_polars/dsl/expressions/sorting.py	20	__all__ = ["Sort", "SortBy"]	CODE
LOW	…hon/cudf_polars/cudf_polars/dsl/expressions/slicing.py	20	__all__ = ["Slice"]	CODE
LOW	…hon/cudf_polars/cudf_polars/dsl/expressions/boolean.py	34	__all__ = ["BooleanFunction"]	CODE
LOW	…hon/cudf_polars/cudf_polars/dsl/expressions/rolling.py	34	__all__ = ["FixedSizeRollingWindow", "GroupedWindow", "RollingWindow", "to_request"]	CODE
11 more matches not shown…

AI Structural Patterns72 hits · 58 pts

Severity	File	Line	Context
LOW	python/custreamz/custreamz/kafka.py	83	CODE
LOW	python/dask_cudf/dask_cudf/io/parquet.py	548	CODE
LOW	python/dask_cudf/dask_cudf/_legacy/io/parquet.py	60	CODE
LOW	…tests/third_party_integration_tests/tests/test_ibis.py	145	CODE
LOW	…ests/third_party_integration_tests/tests/test_scipy.py	60	CODE
LOW	python/cudf/cudf/core/index.py	3525	CODE
LOW	python/cudf/cudf/core/dataframe.py	1465	CODE
LOW	python/cudf/cudf/core/dataframe.py	2887	CODE
LOW	python/cudf/cudf/core/dataframe.py	3338	CODE
LOW	python/cudf/cudf/core/dataframe.py	4256	CODE
LOW	python/cudf/cudf/core/dataframe.py	4900	CODE
LOW	python/cudf/cudf/core/dataframe.py	5338	CODE
LOW	python/cudf/cudf/core/dataframe.py	7813	CODE
LOW	python/cudf/cudf/core/dataframe.py	7879	CODE
LOW	python/cudf/cudf/core/dataframe.py	7916	CODE
LOW	python/cudf/cudf/core/dataframe.py	8658	CODE
LOW	python/cudf/cudf/core/reshape.py	174	CODE
LOW	python/cudf/cudf/core/reshape.py	345	CODE
LOW	python/cudf/cudf/core/reshape.py	1510	CODE
LOW	python/cudf/cudf/core/reshape.py	1543	CODE
LOW	python/cudf/cudf/core/reshape.py	1658	CODE
LOW	python/cudf/cudf/core/series.py	5613	CODE
LOW	python/cudf/cudf/core/series.py	866	CODE
LOW	python/cudf/cudf/core/series.py	948	CODE
LOW	python/cudf/cudf/core/series.py	2192	CODE
LOW	python/cudf/cudf/core/series.py	2206	CODE
LOW	python/cudf/cudf/core/series.py	2220	CODE
LOW	python/cudf/cudf/core/series.py	3708	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	2016	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	2042	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	2741	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	2755	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	2769	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	3748	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	3866	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	3984	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	4377	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	5688	CODE
LOW	python/cudf/cudf/core/indexed_frame.py	5741	CODE
LOW	python/cudf/cudf/core/multiindex.py	148	CODE
LOW	python/cudf/cudf/core/tools/datetimes.py	121	CODE
LOW	python/cudf/cudf/core/tools/datetimes.py	904	CODE
LOW	python/cudf/cudf/core/column/categorical.py	711	CODE
LOW	python/cudf/cudf/core/groupby/groupby.py	4262	CODE
LOW	python/cudf/cudf/core/groupby/groupby.py	4283	CODE
LOW	python/cudf/cudf/core/groupby/groupby.py	4359	CODE
LOW	python/cudf/cudf/core/window/ewm.py	115	CODE
LOW	python/cudf/cudf/core/window/rolling.py	222	CODE
LOW	python/cudf/cudf/core/udf/strings_lowering.py	261	CODE
LOW	python/cudf/cudf/core/udf/strings_lowering.py	539	CODE
LOW	python/cudf/cudf/core/udf/groupby_lowering.py	92	CODE
LOW	python/cudf/cudf/io/orc.py	156	CODE
LOW	python/cudf/cudf/io/orc.py	363	CODE
LOW	python/cudf/cudf/io/parquet.py	82	CODE
LOW	python/cudf/cudf/io/parquet.py	252	CODE
LOW	python/cudf/cudf/io/parquet.py	352	CODE
LOW	python/cudf/cudf/io/parquet.py	933	CODE
LOW	python/cudf/cudf/io/parquet.py	1354	CODE
LOW	python/cudf/cudf/io/parquet.py	1519	CODE
LOW	python/cudf/cudf/io/parquet.py	1822	CODE
12 more matches not shown…

Verbosity Indicators30 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW	python/dask_cudf/dask_cudf/io/parquet.py	171	# Step 1: Sample statistics	COMMENT
LOW	python/dask_cudf/dask_cudf/io/parquet.py	185	# Step 2: Estimate the correction factor	COMMENT
LOW⚡	python/cudf/cudf/core/dataframe.py	228	# Step 1: Gather columns	COMMENT
LOW⚡	python/cudf/cudf/core/dataframe.py	235	# Step 2: Gather rows	COMMENT
LOW⚡	python/cudf/cudf/core/reshape.py	749	# Step 1: tile id_vars	COMMENT
LOW⚡	python/cudf/cudf/core/reshape.py	752	# Step 2: add variable	COMMENT
LOW	python/cudf/cudf/core/reshape.py	771	# Step 3: add values	COMMENT
LOW	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q1.py	70	# Step 1: Create customer_total_return CTE equivalent	COMMENT
LOW⚡	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q1.py	93	# Step 2: Calculate average return per store for the subquery	COMMENT
LOW⚡	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q1.py	98	# Step 3: Join everything together and apply filters	COMMENT
LOW	…/cudf_polars/streaming/benchmarks/pdsds_queries/q46.py	103	# Step 1: Create the subquery (dn) equivalent	COMMENT
LOW	…/cudf_polars/streaming/benchmarks/pdsds_queries/q46.py	158	# Step 2: Join with customer and current address	COMMENT
LOW	…/cudf_polars/streaming/benchmarks/pdsds_queries/q47.py	119	# Step 1: Create CTE v1 equivalent	COMMENT
LOW	…/cudf_polars/streaming/benchmarks/pdsds_queries/q47.py	181	# Step 2: Create CTE v2 equivalent (self-joins for lag/lead)	COMMENT
LOW	…/cudf_polars/streaming/benchmarks/pdsds_queries/q47.py	242	# Step 3: Final query with filters and calculations	COMMENT
LOW	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q2.py	122	# Step 1: Create wscs CTE equivalent (union of web and catalog sales)	COMMENT
LOW	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q2.py	179	# Step 3: Create year data (y subquery equivalent)	COMMENT
LOW	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q2.py	196	# Step 4: Create year+1 data (z subquery equivalent)	COMMENT
LOW	…s/cudf_polars/streaming/benchmarks/pdsds_queries/q2.py	213	# Step 5: Join the two years and calculate ratios	COMMENT
LOW	java/ci/test_java_build_local.sh	199	# Step 1: static libcudf builds in parallel.	COMMENT
LOW	java/ci/test_java_build_local.sh	245	# Step 2: JAR builds in parallel. Each build's container nests a bind-mount	COMMENT
LOW	java/ci/test_java_build_local.sh	294	# Step 3: gather into a combined Maven-repository layout.	COMMENT
LOW⚡	cpp/include/cudf/join/join.hpp	308	* // Step 1: Perform equality-based hash join	COMMENT
LOW⚡	cpp/include/cudf/join/join.hpp	312	* // Step 2: Apply conditional filter on conditional columns	COMMENT
LOW⚡	cpp/include/cudf/join/join.hpp	430	* // Step 1: Perform equality-based hash join (same as before)	COMMENT
LOW⚡	cpp/include/cudf/join/join.hpp	434	* // Step 2: Apply JIT-compiled conditional filter	COMMENT
LOW⚡	cpp/benchmarks/join/sort_merge_join.cpp	68	// Step 1: Build key remapping (with metrics disabled, the metrics need to be calculated	COMMENT
LOW⚡	cpp/benchmarks/join/sort_merge_join.cpp	73	// Step 2: Remap build and probe keys to integers	COMMENT
LOW⚡	cpp/benchmarks/join/sort_merge_join.cpp	77	// Step 3: Create table views from remapped columns	COMMENT
LOW⚡	cpp/benchmarks/join/sort_merge_join.cpp	81	// Step 4: Perform the join on remapped integer keys	COMMENT

Redundant / Tautological Comments30 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW⚡	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	456	# Write file 0	COMMENT
LOW⚡	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	461	# Write file 1	COMMENT
LOW	python/dask_cudf/dask_cudf/io/tests/test_parquet.py	22	# Check if create_metadata_file is supported by	COMMENT
LOW	python/dask_cudf/dask_cudf/_legacy/io/parquet.py	201	# Check if we are actually selecting any columns	COMMENT
LOW	python/cudf/cudf/core/dataframe.py	8989	# Check if there were multiple statements. Filter out empty lines.	COMMENT
LOW	python/cudf/cudf/core/reshape.py	60	# Check if multiindex then check if indexes match. Index	COMMENT
LOW	python/cudf/cudf/core/tools/datetimes.py	1187	# Check if freq has nanosecond components	COMMENT
LOW	python/cudf/cudf/core/column/numerical.py	1234	# Check if self dtype can be safely cast to to_dtype	COMMENT
LOW	python/cudf/cudf/core/column/numerical.py	1263	# Check if column contains pi value	COMMENT
LOW	python/cudf/cudf/core/column/utils.py	22	# Check if object has .access() method (duck typing)	COMMENT
LOW⚡	python/cudf/cudf/core/column/column.py	2606	# Check if data is spilled - if so, don't compact it	COMMENT
LOW	python/cudf/cudf/core/column/column.py	2582	# Check if size is less than base buffer size	COMMENT
LOW	python/cudf/cudf/core/buffer/utils.py	97	# Check if `data` is owned by a known class	COMMENT
LOW	python/cudf/cudf/io/parquet.py	2203	# Check if the same `new_file_name` exists and	COMMENT
LOW	python/cudf/cudf/tests/input_output/test_parquet.py	4733	# Check if tables equal	COMMENT
LOW	python/cudf/cudf/utils/ioutils.py	2169	# Check if a direct read makes the most sense	COMMENT
LOW	python/cudf/cudf/pandas/__init__.py	67	# Check if a non-default memory resource is set	COMMENT
LOW	…on/pylibcudf/tests/io/test_experimental_hybrid_scan.py	261	# Set filter to make col0 the filter column	COMMENT
LOW	python/cudf_polars/cudf_polars/streaming/groupby.py	410	# Check if we are dealing with any high-cardinality columns	COMMENT
LOW	…olars/cudf_polars/streaming/actor_graph/repartition.py	127	# Check if we need global communication (AllGather).	COMMENT
LOW	…on/cudf_polars/cudf_polars/streaming/actor_graph/io.py	244	# Assign tasks to producers using round-robin	COMMENT
LOW	…on/cudf_polars/cudf_polars/streaming/actor_graph/io.py	636	# Assign tasks to producers using round-robin	COMMENT
LOW	…/cudf_polars/cudf_polars/streaming/actor_graph/core.py	186	# Check if this node is doing any broadcasting.	COMMENT
LOW	…cudf_polars/cudf_polars/streaming/actor_graph/nodes.py	193	# Check if any channel drained without providing data.	COMMENT
LOW	…cudf_polars/cudf_polars/streaming/actor_graph/nodes.py	450	# Check if we have enough device memory for all copies	COMMENT
LOW	…cudf_polars/cudf_polars/streaming/actor_graph/nodes.py	634	# Check if this node needs fanout	COMMENT
LOW	…df_polars/streaming/actor_graph/collectives/shuffle.py	431	# Check if we can skip the shuffle (already partitioned correctly)	COMMENT
LOW	…udf_polars/streaming/actor_graph/collectives/common.py	86	# Check if dynamic planning is enabled	COMMENT
LOW	ci/check_cudf_polars_ir.py	77	# Check if target is self._non_child_args	COMMENT
LOW	ci/check_cudf_polars_ir.py	85	# Check if the value is a tuple	COMMENT

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	python/cudf/cudf_pandas_tests/test_cudf_pandas.py	1669	cu_arr = xpd.core.arrays.string_arrow.ArrowStringArray._from_sequence(	CODE
CRITICAL	python/cudf/cudf_pandas_tests/test_cudf_pandas.py	1672	pd_arr = pd.core.arrays.string_arrow.ArrowStringArray._from_sequence(	CODE
CRITICAL	python/cudf/cudf/core/column/column.py	4050	return cudf.core.column.categorical.CategoricalColumn._concat(	CODE

AI Slop Vocabulary16 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/cudf/cudf/core/index.py	2024	# utilize `Index.to_string` once it is implemented	COMMENT
LOW	python/cudf/cudf/core/dataframe.py	1585	# Couldn't find a common type, just return a 1xN dataframe.	COMMENT
LOW	python/cudf/cudf/core/column/categorical.py	690	# self.categories is empty; just return codes	COMMENT
LOW	python/cudf/cudf/core/buffer/buffer.py	324	# When doing a shallow copy, we just return a new slice	COMMENT
LOW	python/cudf/cudf/testing/dataset_generator.py	107	# Otherwise, we simply use the given generator to generate each value.	COMMENT
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	1706	# Hope we can just call the constructor with transformed entries.	COMMENT
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	1939	# fail. For now, we just return `f` in this case. If needed,	COMMENT
LOW	python/cudf/cudf/pandas/fast_slow_proxy.py	1951	# can just return f:	COMMENT
LOW	python/pylibcudf/tests/test_string_replace.py	89	# pyarrow doesn't support -1 as stop, so just set to really big number	COMMENT
LOW	python/pylibcudf/tests/common/utils.py	453	# will just use pyarrow directly to write this	COMMENT
LOW	python/pylibcudf/tests/common/utils.py	463	# will just use pyarrow directly to write this	COMMENT
LOW	…/cudf_polars/cudf_polars/streaming/benchmarks/utils.py	1507	# are emitted. Ideally, we'd just set the contextvars here using	COMMENT
LOW	python/cudf_polars/cudf_polars/dsl/utils/io.py	72	# For now, we'll just use kvikio to explicitly get the size.	COMMENT
LOW	ci/check_cudf_polars_ir.py	202	# We can't just use node._n_non_child_args because it's a class variable and we need	COMMENT
LOW	docs/cudf/source/conf.py	561	# Strip template parameters and just use the base type.	COMMENT
MEDIUM	cpp/src/jit/parser.cpp	326	// Essentially we only need the information inside the two pairs of parentheses.	COMMENT

Fake / Example Data12 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	cpp/tests/utilities_tests/io_utilities_tests.cpp	18	// a vector of lorem ipsum strings	COMMENT
LOW⚡	cpp/tests/utilities_tests/io_utilities_tests.cpp	20	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut ",	CODE
LOW⚡	cpp/tests/utilities_tests/io_utilities_tests.cpp	20	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut ",	CODE
LOW⚡	cpp/tests/utilities_tests/io_utilities_tests.cpp	54	"Mattis molestie a iaculis at erat pellentesque adipiscing. Est lorem ipsum dolor sit amet ",	CODE
LOW⚡	cpp/tests/utilities_tests/io_utilities_tests.cpp	54	"Mattis molestie a iaculis at erat pellentesque adipiscing. Est lorem ipsum dolor sit amet ",	CODE
LOW⚡	cpp/tests/utilities_tests/io_utilities_tests.cpp	62	"libero id faucibus nisl tincidunt eget. Eget est lorem ipsum dolor sit amet. Malesuada fames ",	CODE
LOW⚡	cpp/tests/utilities_tests/io_utilities_tests.cpp	62	"libero id faucibus nisl tincidunt eget. Eget est lorem ipsum dolor sit amet. Malesuada fames ",	CODE
LOW	cpp/tests/utilities_tests/io_utilities_tests.cpp	108	"tempus iaculis urna. Magna eget est lorem ipsum dolor sit. Curabitur gravida arcu ac tortor ",	CODE
LOW	cpp/tests/io/orc_test.cpp	1673	.decimal128_columns({"dec", "fake_name"});	CODE
LOW	cpp/tests/text/deduplicate_tests.cpp	25	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ", // 90	CODE
LOW	cpp/tests/text/deduplicate_tests.cpp	25	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ", // 90	CODE
LOW	…p/tests/transform/integration/unary_transform_test.cpp	1229	auto expected = cudf::test::strings_column_wrapper{"John Doe",	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	cpp/libcudf_streaming/benchmarks/bench_pack.cpp	221	// Test different table sizes in MB (minimum 1MB as requested)	COMMENT
HIGH	cpp/libcudf_streaming/benchmarks/bench_pack.cpp	289	// Test different table sizes in MB (minimum 1MB as requested)	COMMENT

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	print_env.sh	6	# Usage:	COMMENT
LOW	python/cudf/cudf/pandas/scripts/run-pandas-tests.sh	7	# Usage:	COMMENT
LOW	.agents/skills/reproduce-ci/parse-job-url.py	7	# Usage:	COMMENT
LOW	.agents/skills/reproduce-ci/run.sh	9	# Usage:	COMMENT
LOW	cpp/scripts/run-cmake-format.sh	25	# Usage:	COMMENT

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…on/cudf/cudf/tests/general_functions/test_api_types.py	1104	# TODO: Add test of interval.	COMMENT
LOW	python/cudf/cudf/tests/dataframe/test_np_ufuncs.py	60	# TODO: Add tests of mismatched columns etc.	COMMENT
LOW	python/pylibcudf/tests/io/test_json.py	490	# TODO: Add tests for these!	COMMENT
LOW	cpp/tests/join/join_tests.cpp	183	// TODO: implement for HASH algo	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/cudf/cudf/tests/input_output/test_orc.py	2019	# orchestrate the dual-stream processing.	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…hon/cudf_polars/cudf_polars/engine/persisted_result.py	218		CODE

Overly Generic Function Names1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	python/cudf_polars/tests/test_unstable.py	104	def my_method(self):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings