mwaskom/seaborn

15.2

Adjusted Score

15.2

Raw Score

100%

Time Factor

2026-07-06

Last Push

14.0K

Stars

Python

Language

55.8K

Lines of Code

166

Files

735

Pattern Hits

2026-07-14

Scan Date

0.11

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

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

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 0HIGH 18MEDIUM 30LOW 687

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 735 distinct pattern matches across 12 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 Identifiers458 hits · 438 pts

Severity	File	Line	Snippet	Context
LOW	seaborn/matrix.py	534	def _calculate_linkage_fastcluster(self):	CODE
LOW	seaborn/matrix.py	919	def color_list_to_matrix_and_cmap(colors, ind, axis=0):	CODE
LOW	seaborn/_base.py	694	def _assign_variables_wideform(self, data=None, **kwargs):	CODE
LOW	seaborn/categorical.py	187	def _palette_without_hue_backcompat(self, palette, hue_order):	CODE
LOW	seaborn/categorical.py	3358	def first_non_overlapping_candidate(self, candidates, neighbors):	CODE
LOW	seaborn/widgets.py	47	def choose_colorbrewer_palette(data_type, as_cmap=False):	CODE
LOW	seaborn/widgets.py	295	def choose_light_palette_husl(h=(0, 359),	CODE
LOW	seaborn/distributions.py	298	def _compute_univariate_density(	CODE
LOW	seaborn/distributions.py	376	def plot_univariate_histogram(	CODE
LOW	seaborn/utils.py	673	def locator_to_legend_entries(locator, limits, dtype):	CODE
LOW	seaborn/_statistics.py	98	def _define_support_univariate(self, x, weights):	CODE
LOW	seaborn/_statistics.py	107	def _define_support_bivariate(self, x1, x2, weights):	CODE
LOW	seaborn/_compat.py	75	def groupby_apply_include_groups(val):	CODE
LOW	seaborn/_core/subplots.py	46	def _check_dimension_uniqueness(	CODE
LOW	seaborn/_core/subplots.py	78	def _determine_grid_dimensions(	CODE
LOW	seaborn/_core/properties.py	571	def _standardize_color_sequence(self, colors: ArrayLike) -> ArrayLike:	CODE
LOW	seaborn/_core/scales.py	91	def set_default_locators_and_formatters(self, axis):	CODE
LOW	seaborn/_core/scales.py	284	def set_default_locators_and_formatters(self, axis):	CODE
LOW	seaborn/_core/scales.py	1003	def _make_identity_transforms() -> TransFuncs:	CODE
LOW	seaborn/_marks/area.py	53	def _standardize_coordinate_parameters(self, data, orient):	CODE
LOW	seaborn/_marks/area.py	115	def _standardize_coordinate_parameters(self, data, orient):	CODE
LOW	seaborn/_marks/area.py	162	def _standardize_coordinate_parameters(self, data, orient):	CODE
LOW	seaborn/_stats/density.py	99	def _check_var_list_or_boolean(self, param: str, grouping_vars: Any) -> None:	CODE
LOW	seaborn/external/appdirs.py	132	def _get_win_folder_from_registry(csidl_name):	STRING
LOW	seaborn/external/appdirs.py	180	def _get_win_folder_with_ctypes(csidl_name):	STRING
LOW	seaborn/external/docscrape.py	110	def read_to_next_unindented_line(self):	CODE
LOW	tests/test_palettes.py	120	def test_terrible_palette_name(self):	CODE
LOW	tests/test_palettes.py	138	def test_palette_is_list_of_tuples(self):	CODE
LOW	tests/test_palettes.py	317	def test_cubehelix_against_matplotlib(self):	CODE
LOW	tests/test_palettes.py	413	def test_preserved_palette_length(self):	CODE
LOW	tests/test_palettes.py	426	def test_colormap_display_patch(self):	CODE
LOW	tests/test_utils.py	156	def test_despine_specific_axes(self):	CODE
LOW	tests/test_utils.py	186	def test_despine_side_specific_offset(self):	CODE
LOW	tests/test_utils.py	199	def test_despine_with_offset_specific_axes(self):	CODE
LOW	tests/test_utils.py	224	def test_despine_trim_inverted(self):	CODE
LOW	tests/test_utils.py	236	def test_despine_trim_noticks(self):	CODE
LOW	tests/test_utils.py	244	def test_despine_trim_categorical(self):	CODE
LOW	tests/test_utils.py	312	def test_locator_to_legend_entries():	CODE
LOW	tests/test_utils.py	343	def test_move_legend_matplotlib_objects():	CODE
LOW	tests/test_utils.py	392	def test_move_legend_grid_object(long_df):	CODE
LOW	tests/test_utils.py	420	def test_move_legend_input_checks():	CODE
LOW	tests/test_utils.py	433	def test_move_legend_with_labels(long_df):	CODE
LOW	tests/test_utils.py	460	def check_load_cached_dataset(name):	CODE
LOW⚡	tests/test_utils.py	490	def test_load_dataset_string_error():	CODE
LOW⚡	tests/test_utils.py	498	def test_load_dataset_passed_data_error():	CODE
LOW⚡	tests/test_utils.py	507	def test_load_cached_datasets():	CODE
LOW	tests/test_utils.py	564	def test_assign_default_kwargs():	CODE
LOW	tests/test_statistics.py	88	def test_density_normalization(self, rng):	CODE
LOW	tests/test_statistics.py	145	def test_bivariate_normalization(self, rng):	CODE
LOW	tests/test_statistics.py	158	def test_bivariate_cumulative(self, rng):	CODE
LOW	tests/test_statistics.py	192	def test_bivariate_string_bins(self, x, y):	CODE
LOW	tests/test_statistics.py	220	def test_bivariate_array_bins(self, x, y):	CODE
LOW	tests/test_statistics.py	291	def test_odd_single_observation(self):	CODE
LOW	tests/test_statistics.py	349	def test_cumulative_probability(self, x):	CODE
LOW	tests/test_statistics.py	355	def test_cumulative_frequency(self, x):	CODE
LOW⚡	tests/test_statistics.py	374	def test_bivariate_count_stat(self, x, y):	CODE
LOW⚡	tests/test_statistics.py	380	def test_bivariate_density_stat(self, x, y):	CODE
LOW⚡	tests/test_statistics.py	387	def test_bivariate_probability_stat(self, x, y):	CODE
LOW⚡	tests/test_statistics.py	393	def test_bivariate_frequency_stat(self, x, y):	CODE
LOW⚡	tests/test_statistics.py	400	def test_bivariate_cumulative_count(self, x, y):	CODE
398 more matches not shown…

Cross-Language Confusion18 hits · 108 pts

Severity	File	Line	Snippet	Context
HIGH	seaborn/matrix.py	74	if not mask.index.equals(data.index) \	CODE
HIGH	seaborn/matrix.py	75	and mask.columns.equals(data.columns):	CODE
HIGH	seaborn/categorical.py	364	# somewhat undefined; because we don't add null category data to the plot in	COMMENT
HIGH	seaborn/categorical.py	2827	# Capture this here because scale_categorical is going to insert a (null)	STRING
HIGH	seaborn/axisgrid.py	728	# If this subset is null, move on	STRING
HIGH	seaborn/axisgrid.py	800	# If this subset is null, move on	STRING
HIGH	seaborn/_stats/base.py	53	names = ", ".join(f"{x!r}" for x in undefined)	CODE
HIGH⚡	tests/test_axisgrid.py	123	npt.assert_array_equal(g._not_bottom_axes, null)	CODE
HIGH⚡	tests/test_axisgrid.py	125	npt.assert_array_equal(g._not_left_axes, null)	CODE
HIGH⚡	tests/test_axisgrid.py	126	npt.assert_array_equal(g._inner_axes, null)	CODE
HIGH⚡	tests/test_axisgrid.py	130	npt.assert_array_equal(g._not_bottom_axes, null)	CODE
HIGH⚡	tests/test_axisgrid.py	133	npt.assert_array_equal(g._inner_axes, null)	CODE
HIGH⚡	tests/test_axisgrid.py	139	npt.assert_array_equal(g._not_left_axes, null)	CODE
HIGH⚡	tests/test_axisgrid.py	140	npt.assert_array_equal(g._inner_axes, null)	CODE
HIGH	tests/test_axisgrid.py	159	npt.assert_array_equal(g._inner_axes, null)	CODE
HIGH	tests/test_categorical.py	3121	assert g2.data.equals(long_df[["a", "y", "c"]])	CODE
HIGH⚡	tests/_core/test_scales.py	436	assert_array_equal(s(y), [c2, c1, null, c1])	CODE
HIGH⚡	tests/_core/test_scales.py	445	assert_array_equal(s(z), [c1, null, c2])	CODE

Deep Nesting84 hits · 80 pts

Severity	File	Line	Context
LOW	seaborn/matrix.py	774	CODE
LOW	seaborn/_base.py	1551	CODE
LOW	seaborn/_base.py	1731	CODE
LOW	seaborn/_base.py	204	CODE
LOW	seaborn/_base.py	253	CODE
LOW	seaborn/_base.py	380	CODE
LOW	seaborn/_base.py	590	CODE
LOW	seaborn/_base.py	694	CODE
LOW	seaborn/_base.py	847	CODE
LOW	seaborn/_base.py	964	CODE
LOW	seaborn/_base.py	1008	CODE
LOW	seaborn/_base.py	1023	CODE
LOW	seaborn/_base.py	1271	CODE
LOW	seaborn/categorical.py	2756	CODE
LOW	seaborn/categorical.py	591	CODE
LOW	seaborn/categorical.py	750	CODE
LOW	seaborn/categorical.py	891	CODE
LOW	seaborn/regression.py	154	CODE
LOW	seaborn/regression.py	196	CODE
LOW	seaborn/rcmod.py	146	CODE
LOW	seaborn/palettes.py	122	CODE
LOW	seaborn/palettes.py	799	CODE
LOW	seaborn/axisgrid.py	2010	CODE
LOW	seaborn/axisgrid.py	2184	CODE
LOW	seaborn/axisgrid.py	371	CODE
LOW	seaborn/axisgrid.py	944	CODE
LOW	seaborn/axisgrid.py	1413	CODE
LOW	seaborn/axisgrid.py	1437	CODE
LOW	seaborn/relational.py	229	CODE
LOW	seaborn/widgets.py	143	CODE
LOW	seaborn/widgets.py	228	CODE
LOW	seaborn/distributions.py	2095	CODE
LOW	seaborn/distributions.py	2391	CODE
LOW	seaborn/distributions.py	376	CODE
LOW	seaborn/distributions.py	741	CODE
LOW	seaborn/utils.py	69	CODE
LOW	seaborn/utils.py	277	CODE
LOW	seaborn/utils.py	379	CODE
LOW	seaborn/utils.py	524	CODE
LOW	seaborn/utils.py	783	CODE
LOW	seaborn/_statistics.py	670	CODE
LOW	seaborn/_statistics.py	276	CODE
LOW	seaborn/_statistics.py	484	CODE
LOW	seaborn/_statistics.py	619	CODE
LOW	seaborn/_testing.py	24	CODE
LOW	seaborn/_core/subplots.py	46	CODE
LOW	seaborn/_core/subplots.py	121	CODE
LOW	seaborn/_core/subplots.py	142	CODE
LOW	seaborn/_core/plot.py	638	CODE
LOW	seaborn/_core/plot.py	1105	CODE
LOW	seaborn/_core/plot.py	1207	CODE
LOW	seaborn/_core/plot.py	1303	CODE
LOW	seaborn/_core/plot.py	1415	CODE
LOW	seaborn/_core/plot.py	1520	CODE
LOW	seaborn/_core/plot.py	1584	CODE
LOW	seaborn/_core/plot.py	1660	CODE
LOW	seaborn/_core/plot.py	1773	CODE
LOW	seaborn/_core/plot.py	1598	CODE
LOW	seaborn/_core/properties.py	171	CODE
LOW	seaborn/_core/properties.py	244	CODE
24 more matches not shown…

Unused Imports77 hits · 70 pts

Severity	File	Line	Context
LOW	seaborn/_base.py	1	CODE
LOW	seaborn/axisgrid.py	1	CODE
LOW	seaborn/__init__.py	2	CODE
LOW	seaborn/__init__.py	3	CODE
LOW	seaborn/__init__.py	4	CODE
LOW	seaborn/__init__.py	5	CODE
LOW	seaborn/__init__.py	6	CODE
LOW	seaborn/__init__.py	7	CODE
LOW	seaborn/__init__.py	8	CODE
LOW	seaborn/__init__.py	9	CODE
LOW	seaborn/__init__.py	10	CODE
LOW	seaborn/__init__.py	11	CODE
LOW	seaborn/__init__.py	12	CODE
LOW	seaborn/__init__.py	13	CODE
LOW	seaborn/__init__.py	13	CODE
LOW	seaborn/__init__.py	14	CODE
LOW	seaborn/_compat.py	1	CODE
LOW	seaborn/objects.py	29	CODE
LOW	seaborn/objects.py	31	CODE
LOW	seaborn/objects.py	32	CODE
LOW	seaborn/objects.py	32	CODE
LOW	seaborn/objects.py	33	CODE
LOW	seaborn/objects.py	33	CODE
LOW	seaborn/objects.py	34	CODE
LOW	seaborn/objects.py	34	CODE
LOW	seaborn/objects.py	35	CODE
LOW	seaborn/objects.py	35	CODE
LOW	seaborn/objects.py	35	CODE
LOW	seaborn/objects.py	35	CODE
LOW	seaborn/objects.py	35	CODE
LOW	seaborn/objects.py	35	CODE
LOW	seaborn/objects.py	36	CODE
LOW	seaborn/objects.py	38	CODE
LOW	seaborn/objects.py	39	CODE
LOW	seaborn/objects.py	39	CODE
LOW	seaborn/objects.py	40	CODE
LOW	seaborn/objects.py	40	CODE
LOW	seaborn/objects.py	41	CODE
LOW	seaborn/objects.py	42	CODE
LOW	seaborn/objects.py	43	CODE
LOW	seaborn/objects.py	45	CODE
LOW	seaborn/objects.py	45	CODE
LOW	seaborn/objects.py	45	CODE
LOW	seaborn/objects.py	45	CODE
LOW	seaborn/objects.py	45	CODE
LOW	seaborn/objects.py	45	CODE
LOW	seaborn/objects.py	47	CODE
LOW	seaborn/objects.py	47	CODE
LOW	seaborn/objects.py	47	CODE
LOW	seaborn/objects.py	47	CODE
LOW	seaborn/objects.py	47	CODE
LOW	seaborn/_core/subplots.py	1	CODE
LOW	seaborn/_core/moves.py	1	CODE
LOW	seaborn/_core/plot.py	2	CODE
LOW	seaborn/_core/properties.py	1	CODE
LOW	seaborn/_core/scales.py	1	CODE
LOW	seaborn/_core/rules.py	1	CODE
LOW	seaborn/_core/exceptions.py	7	CODE
LOW	seaborn/_core/typing.py	1	CODE
LOW	seaborn/_core/groupby.py	2	CODE
17 more matches not shown…

Self-Referential Comments25 hits · 69 pts

Severity	File	Line	Snippet	Context
MEDIUM	seaborn/matrix.py	445	# Initialize the plotter object	COMMENT
MEDIUM	seaborn/_base.py	824	# Define the variable names	COMMENT
MEDIUM	seaborn/regression.py	200	# Create the grid for the regression	COMMENT
MEDIUM	seaborn/axisgrid.py	1276	# Create the figure and the array of subplots	COMMENT
MEDIUM	seaborn/axisgrid.py	2242	# Initialize the JointGrid object	STRING
MEDIUM	seaborn/__init__.py	20	# Define the seaborn version	COMMENT
MEDIUM	seaborn/relational.py	255	# Initialize the aggregation object	COMMENT
MEDIUM	seaborn/relational.py	410	# Define the vectors of x and y positions	COMMENT
MEDIUM	seaborn/relational.py	787	# Define the common plotting parameters	STRING
MEDIUM	seaborn/relational.py	806	# Define the named variables for plotting on each facet	STRING
MEDIUM	seaborn/distributions.py	307	# Initialize the estimator object	COMMENT
MEDIUM	seaborn/distributions.py	557	# Define the matplotlib attributes that depend on semantic mapping	COMMENT
MEDIUM	seaborn/distributions.py	823	# Define the specific kwargs for this artist	COMMENT
MEDIUM	seaborn/distributions.py	1103	# Define a grid of iso-proportion levels	COMMENT
MEDIUM	seaborn/distributions.py	1124	# Define the coloring of the contours	COMMENT
MEDIUM	seaborn/_statistics.py	323	# Define the bins for this variable	COMMENT
MEDIUM	seaborn/_core/data.py	96	# Create a new dataset with just the info passed here	COMMENT
MEDIUM	seaborn/external/version.py	19	# This file is dual licensed under the terms of the Apache License, Version	COMMENT
MEDIUM	examples/structured_heatmap.py	21	# Create a categorical palette to identify the networks	COMMENT
MEDIUM	examples/kde_ridgeplot.py	13	# Create the data	COMMENT
MEDIUM	examples/kde_ridgeplot.py	21	# Initialize the FacetGrid object	COMMENT
MEDIUM	examples/many_facets.py	15	# Create a dataset with many short random walks	COMMENT
MEDIUM	examples/palette_generation.py	20	# Create a cubehelix colormap to use with kdeplot	COMMENT
MEDIUM	examples/joint_histogram.py	18	# Create an inset legend for the histogram colorbar	COMMENT
MEDIUM	examples/faceted_lineplot.py	13	# Define the palette as a list to specify exact values	COMMENT

AI Structural Patterns41 hits · 41 pts

Severity	File	Line	Context
LOW	seaborn/matrix.py	355	CODE
LOW	seaborn/matrix.py	642	CODE
LOW	seaborn/matrix.py	1146	CODE
LOW	seaborn/matrix.py	698	CODE
LOW	seaborn/categorical.py	1592	CODE
LOW	seaborn/categorical.py	1717	CODE
LOW	seaborn/categorical.py	1907	CODE
LOW	seaborn/categorical.py	2077	CODE
LOW	seaborn/categorical.py	2202	CODE
LOW	seaborn/categorical.py	2331	CODE
LOW	seaborn/categorical.py	2473	CODE
LOW	seaborn/categorical.py	2622	CODE
LOW	seaborn/categorical.py	2756	CODE
LOW	seaborn/regression.py	580	CODE
LOW	seaborn/regression.py	761	CODE
LOW	seaborn/regression.py	864	CODE
LOW	seaborn/regression.py	76	CODE
LOW	seaborn/palettes.py	665	CODE
LOW	seaborn/axisgrid.py	2010	CODE
LOW	seaborn/axisgrid.py	2184	CODE
LOW	seaborn/axisgrid.py	371	CODE
LOW	seaborn/axisgrid.py	1191	CODE
LOW	seaborn/axisgrid.py	1687	CODE
LOW	seaborn/relational.py	471	CODE
LOW	seaborn/relational.py	606	CODE
LOW	seaborn/relational.py	700	CODE
LOW	seaborn/relational.py	202	CODE
LOW	seaborn/widgets.py	405	CODE
LOW	seaborn/distributions.py	1359	CODE
LOW	seaborn/distributions.py	1582	CODE
LOW	seaborn/distributions.py	1862	CODE
LOW	seaborn/distributions.py	1974	CODE
LOW	seaborn/distributions.py	2095	CODE
LOW	seaborn/distributions.py	2391	CODE
LOW	seaborn/utils.py	277	CODE
LOW	seaborn/_core/moves.py	150	CODE
LOW	seaborn/_core/groupby.py	103	CODE
LOW	seaborn/_stats/aggregation.py	52	CODE
LOW	seaborn/_stats/aggregation.py	122	CODE
LOW	seaborn/_stats/counting.py	45	CODE
LOW	seaborn/external/kde.py	266	CODE

Modern Structural Boilerplate14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	seaborn/matrix.py	28	__all__ = ["heatmap", "clustermap"]	CODE
LOW	seaborn/categorical.py	41	__all__ = [	CODE
LOW	seaborn/regression.py	22	__all__ = ["lmplot", "regplot", "residplot"]	CODE
LOW	seaborn/miscplot.py	6	__all__ = ["palplot", "dogplot"]	CODE
LOW	seaborn/rcmod.py	8	__all__ = ["set_theme", "set", "reset_defaults", "reset_orig",	CODE
LOW	seaborn/palettes.py	14	__all__ = ["color_palette", "hls_palette", "husl_palette", "mpl_palette",	CODE
LOW	seaborn/axisgrid.py	29	__all__ = ["FacetGrid", "PairGrid", "JointGrid", "pairplot", "jointplot"]	CODE
LOW	seaborn/relational.py	26	__all__ = ["relplot", "scatterplot", "lineplot"]	CODE
LOW	seaborn/widgets.py	17	__all__ = ["choose_colorbrewer_palette", "choose_cubehelix_palette",	CODE
LOW	seaborn/distributions.py	45	__all__ = ["displot", "histplot", "kdeplot", "ecdfplot", "rugplot", "distplot"]	CODE
LOW	seaborn/utils.py	21	__all__ = ["desaturate", "saturate", "set_hls_values", "move_legend",	CODE
LOW	seaborn/_core/plot.py	1105	def _setup_figure(self, p: Plot, common: PlotData, layers: list[Layer]) -> None:	CODE
LOW	seaborn/external/version.py	29	__all__ = ["Version", "InvalidVersion", "VERSION_PATTERN"]	CODE
LOW	seaborn/external/kde.py	78	__all__ = ['gaussian_kde']	CODE

Decorative Section Separators3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	seaborn/external/kde.py	53	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	seaborn/external/kde.py	70	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_categorical.py	226	# ------------------------------------------------------------------------------	COMMENT

AI Slop Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	seaborn/_base.py	968	# Most of these tests should just use the external interface	COMMENT
MEDIUM	seaborn/categorical.py	3267	# Sort along the value axis to facilitate the beeswarm	COMMENT
MEDIUM	seaborn/axisgrid.py	2238	# Matplotlib's hexbin plot is not na-robust	STRING

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	seaborn/_base.py	1361		COMMENT
LOW	seaborn/_base.py	1401	# It feels more consistent, but technically will be a default change	COMMENT
LOW	seaborn/categorical.py	141	"""	COMMENT
LOW	seaborn/_core/scales.py	261	if new._tick_params is None:	COMMENT
LOW	seaborn/external/docscrape.py	261	return params	COMMENT

Excessive Try-Catch Wrapping4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	seaborn/_core/plot.py	1375	except Exception as err:	CODE
LOW	seaborn/_core/plot.py	1405	except Exception as err:	CODE
LOW	seaborn/_core/data.py	275	except Exception as err:	CODE
LOW	seaborn/_marks/base.py	181	except Exception as err:	CODE

Redundant / Tautological Comments3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	seaborn/categorical.py	684	# Set width to 0 to avoid going out of domain	COMMENT
LOW	seaborn/axisgrid.py	725	# Iterate over the data subsets	STRING
LOW	seaborn/axisgrid.py	797	# Iterate over the data subsets	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings