plotly/plotly.py

86.9

Adjusted Score

86.9

Raw Score

100%

Time Factor

2026-08-27

Last Push

18.8K

Stars

Python

Language

593.0K

Lines of Code

1.9K

Files

13.6K

Pattern Hits

2026-08-29

Scan Date

4.86

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 2HIGH 9463MEDIUM 293LOW 3810

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 13568 distinct pattern matches across 18 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.

Cross-File Repetition9433 hits · 47165 pts

Severity	File	Line	Snippet	Context
HIGH	plotly/basedatatypes.py	0	update the properties of the figure with a dict and/or with keyword arguments. this recursively updates the structure of	STRING
HIGH	plotly/graph_objs/_figurewidget.py	0	update the properties of the figure with a dict and/or with keyword arguments. this recursively updates the structure of	STRING
HIGH	plotly/graph_objs/_figure.py	0	update the properties of the figure with a dict and/or with keyword arguments. this recursively updates the structure of	STRING
HIGH	plotly/basedatatypes.py	0	perform a property update operation on all shapes that satisfy the specified selection criteria parameters ---------- pa	STRING
HIGH	plotly/graph_objs/_figurewidget.py	0	perform a property update operation on all shapes that satisfy the specified selection criteria parameters ---------- pa	STRING
HIGH	plotly/graph_objs/_figure.py	0	perform a property update operation on all shapes that satisfy the specified selection criteria parameters ---------- pa	STRING
HIGH	plotly/basedatatypes.py	0	update the properties of the figure's layout with a dict and/or with keyword arguments. this recursively updates the str	STRING
HIGH	plotly/graph_objs/_figurewidget.py	0	update the properties of the figure's layout with a dict and/or with keyword arguments. this recursively updates the str	STRING
HIGH	plotly/graph_objs/_figure.py	0	update the properties of the figure's layout with a dict and/or with keyword arguments. this recursively updates the str	STRING
HIGH	plotly/basedatatypes.py	0	add a trace to the figure parameters ---------- trace : basetracetype or dict either: - an instances of a trace classe f	STRING
HIGH	plotly/graph_objs/_figurewidget.py	0	add a trace to the figure parameters ---------- trace : basetracetype or dict either: - an instances of a trace classe f	STRING
HIGH	plotly/graph_objs/_figure.py	0	add a trace to the figure parameters ---------- trace : basetracetype or dict either: - an instances of a trace classe f	STRING
HIGH	plotly/basedatatypes.py	0	add traces to the figure parameters ---------- data : list[basetracetype or dict] a list of trace specifications to be a	STRING
HIGH	plotly/graph_objs/_figurewidget.py	0	add traces to the figure parameters ---------- data : list[basetracetype or dict] a list of trace specifications to be a	STRING
HIGH	plotly/graph_objs/_figure.py	0	add traces to the figure parameters ---------- data : list[basetracetype or dict] a list of trace specifications to be a	STRING
HIGH	plotly/basedatatypes.py	0	add subplots to this figure. if the figure already contains subplots, then this throws an error. accepts any keyword arg	STRING
HIGH	plotly/graph_objs/_figurewidget.py	0	add subplots to this figure. if the figure already contains subplots, then this throws an error. accepts any keyword arg	STRING
HIGH	plotly/graph_objs/_figure.py	0	add subplots to this figure. if the figure already contains subplots, then this throws an error. accepts any keyword arg	STRING
HIGH	plotly/graph_objs/_heatmap.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_histogram2dcontour.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_histogram2d.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_choroplethmap.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_cone.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_contourcarpet.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_volume.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_isosurface.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_densitymap.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_choropleth.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_streamtube.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_mesh3d.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_contour.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_surface.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/layout/_coloraxis.py	0	determines whether the colorscale is a default palette (`autocolorscale: true`) or the palette determined by `colorscale	STRING
HIGH	plotly/graph_objs/_heatmap.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_histogram2dcontour.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_histogram2d.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_choroplethmap.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_cone.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_contourcarpet.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_volume.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_isosurface.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_densitymap.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_choropleth.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_streamtube.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_mesh3d.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_contour.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/_surface.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/scatterternary/_marker.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/scatterternary/marker/_line.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/splom/_marker.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/splom/marker/_line.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/parcats/_line.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/scattergl/_marker.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/scattergl/marker/_line.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/scattermap/_marker.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/parcoords/_line.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/quiver/_marker.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/scatterpolargl/_marker.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/scatterpolargl/marker/_line.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
HIGH	plotly/graph_objs/barpolar/_marker.py	0	sets a reference to a shared color axis. references to these shared color axes are "coloraxis", "coloraxis2", "coloraxis	STRING
9373 more matches not shown…

Unused Imports2326 hits · 2114 pts

Severity	File	Line	Context
LOW	…e/test_figure_widget_backend/test_missing_anywidget.py	6	CODE
LOW	…e/test_figure_widget_backend/test_missing_anywidget.py	10	CODE
LOW	plotly/files.py	1	CODE
LOW	plotly/files.py	1	CODE
LOW	plotly/subplots.py	3	CODE
LOW	plotly/subplots.py	3	CODE
LOW	plotly/subplots.py	3	CODE
LOW	plotly/tools.py	9	CODE
LOW	plotly/tools.py	12	CODE
LOW	plotly/tools.py	15	CODE
LOW	plotly/__init__.py	38	CODE
LOW	plotly/__init__.py	38	CODE
LOW	plotly/__init__.py	38	CODE
LOW	plotly/__init__.py	38	CODE
LOW	plotly/__init__.py	38	CODE
LOW	plotly/__init__.py	38	CODE
LOW	plotly/__init__.py	38	CODE
LOW	plotly/utils.py	4	CODE
LOW	plotly/utils.py	4	CODE
LOW	plotly/utils.py	5	CODE
LOW	plotly/exceptions.py	1	CODE
LOW	plotly/optional_imports.py	1	CODE
LOW	plotly/graph_objs/__init__.py	5	CODE
LOW	plotly/graph_objs/__init__.py	6	CODE
LOW	plotly/graph_objs/__init__.py	7	CODE
LOW	plotly/graph_objs/__init__.py	8	CODE
LOW	plotly/graph_objs/__init__.py	9	CODE
LOW	plotly/graph_objs/__init__.py	10	CODE
LOW	plotly/graph_objs/__init__.py	11	CODE
LOW	plotly/graph_objs/__init__.py	12	CODE
LOW	plotly/graph_objs/__init__.py	13	CODE
LOW	plotly/graph_objs/__init__.py	14	CODE
LOW	plotly/graph_objs/__init__.py	15	CODE
LOW	plotly/graph_objs/__init__.py	16	CODE
LOW	plotly/graph_objs/__init__.py	17	CODE
LOW	plotly/graph_objs/__init__.py	18	CODE
LOW	plotly/graph_objs/__init__.py	19	CODE
LOW	plotly/graph_objs/__init__.py	20	CODE
LOW	plotly/graph_objs/__init__.py	21	CODE
LOW	plotly/graph_objs/__init__.py	22	CODE
LOW	plotly/graph_objs/__init__.py	23	CODE
LOW	plotly/graph_objs/__init__.py	24	CODE
LOW	plotly/graph_objs/__init__.py	25	CODE
LOW	plotly/graph_objs/__init__.py	26	CODE
LOW	plotly/graph_objs/__init__.py	27	CODE
LOW	plotly/graph_objs/__init__.py	28	CODE
LOW	plotly/graph_objs/__init__.py	29	CODE
LOW	plotly/graph_objs/__init__.py	30	CODE
LOW	plotly/graph_objs/__init__.py	31	CODE
LOW	plotly/graph_objs/__init__.py	32	CODE
LOW	plotly/graph_objs/__init__.py	33	CODE
LOW	plotly/graph_objs/__init__.py	34	CODE
LOW	plotly/graph_objs/__init__.py	35	CODE
LOW	plotly/graph_objs/__init__.py	36	CODE
LOW	plotly/graph_objs/__init__.py	37	CODE
LOW	plotly/graph_objs/__init__.py	38	CODE
LOW	plotly/graph_objs/__init__.py	39	CODE
LOW	plotly/graph_objs/__init__.py	40	CODE
LOW	plotly/graph_objs/__init__.py	41	CODE
LOW	plotly/graph_objs/__init__.py	42	CODE
2266 more matches not shown…

Hyper-Verbose Identifiers621 hits · 661 pts

Severity	File	Line	Snippet	Context
LOW	commands.py	147	def overwrite_plotlyjs_version_file(plotlyjs_version):	CODE
LOW	commands.py	231	def update_schema_bundle_from_main(args):	CODE
LOW	commands.py	283	def bump_version_pyproject_toml(new_version):	CODE
LOW	commands.py	319	def bump_version_package_json(new_version):	CODE
LOW	commands.py	348	def bump_version_citation_cff(new_version, new_date):	CODE
LOW	commands.py	395	def bump_version_changelog_md(new_version, new_date):	CODE
LOW	…sts/test_optional/test_matplotlylib/test_date_times.py	52	def test_pandas_time_series_date_formatter(self):	CODE
LOW	…test_optional/test_autoshapes/test_axis_span_shapes.py	31	def subplot_empty_traces_fig_fixture():	CODE
LOW	…test_optional/test_autoshapes/test_axis_span_shapes.py	334	def test_add_span_shape_no_empty_plot(	CODE
LOW	…test_optional/test_autoshapes/test_axis_span_shapes.py	375	def test_non_subplot_add_span_shape(test_input, expected, non_subplot_fig_fixture):	CODE
LOW	…test_optional/test_autoshapes/test_axis_span_shapes.py	387	def test_invalid_subplot_address(test_input, subplot_fig_fixture):	CODE
LOW	…test_optional/test_autoshapes/test_axis_span_shapes.py	393	def _check_figure_shapes_custom_sized(test_input, expected, fig):	CODE
LOW	…test_optional/test_autoshapes/test_axis_span_shapes.py	474	def test_custom_sized_subplots(test_input, expected, custom_sized_subplots):	CODE
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	55	def test_add_shape_no_annotation(multi_plot_fixture):	CODE
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	62	def test_add_annotated_shape_single_plot(single_plot_fixture):	CODE
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	77	def test_add_annotated_shape_multi_plot(multi_plot_fixture):	CODE
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	108	def test_bad_annotation_position(multi_plot_fixture):	CODE
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	148	def test_annotation_position_override(multi_plot_fixture):	CODE
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	257	def test_specify_annotation_as_dict(multi_plot_fixture):	CODE
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	286	def test_default_annotation_positions(multi_plot_fixture):	CODE
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	331	def draw_all_annotation_positions(testing=False):	CODE
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	424	def test_all_annotation_positions():	CODE
LOW⚡	…test_optional/test_autoshapes/test_annotated_shapes.py	436	def test_vline_datetime_string_annotation():	CODE
LOW⚡	…test_optional/test_autoshapes/test_annotated_shapes.py	446	def test_hline_with_datetime_xaxis():	CODE
LOW⚡	…test_optional/test_autoshapes/test_annotated_shapes.py	456	def test_vrect_datetime_string_annotation():	CODE
LOW⚡	…test_optional/test_autoshapes/test_annotated_shapes.py	466	def test_vline_datetime_object_annotation():	CODE
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	485	def test_vrect_datetime_object_annotation():	CODE
LOW	tests/test_optional/test_autoshapes/common.py	14	def _check_figure_layout_objects(test_input, expected, fig, layout_key="shapes"):	CODE
LOW	tests/test_optional/test_utils/test_utils.py	36	def test_masked_constants_example():	CODE
LOW	tests/test_optional/test_utils/test_utils.py	168	def test_encode_as_datetime_with_microsecond(self):	CODE
LOW	tests/test_optional/test_utils/test_utils.py	181	def test_encode_as_datetime_with_localized_tz(self):	CODE
LOW	tests/test_optional/test_utils/test_utils.py	216	def test_figure_json_encoding(self):	CODE
LOW	tests/test_optional/test_utils/test_utils.py	258	def test_datetime_json_encoding(self):	CODE
LOW	tests/test_optional/test_utils/test_utils.py	272	def test_pandas_json_encoding(self):	CODE
LOW	tests/test_optional/test_utils/test_utils.py	304	def test_encode_customdata_datetime_series(self):	CODE
LOW	tests/test_optional/test_utils/test_utils.py	333	def test_encode_customdata_datetime_homogeneous_dataframe(self):	CODE
LOW	tests/test_optional/test_utils/test_utils.py	367	def test_encode_customdata_datetime_inhomogeneous_dataframe(self):	CODE
LOW	tests/test_optional/test_utils/test_utils.py	388	def test_numpy_masked_json_encoding(self):	CODE
LOW⚡	tests/test_optional/test_utils/test_utils.py	456	def test_invalid_encode_exception(self):	CODE
LOW⚡	tests/test_optional/test_utils/test_utils.py	462	def test_numpy_integer_import(self):	CODE
LOW	tests/test_optional/test_kaleido/test_kaleido.py	57	def test_kaleido_to_image_returns_bytes():	CODE
LOW	tests/test_optional/test_kaleido/test_kaleido.py	85	def test_kaleido_to_image_kwargs():	CODE
LOW	tests/test_optional/test_kaleido/test_kaleido.py	97	def test_kaleido_write_image_kwargs(tmp_path):	CODE
LOW	tests/test_optional/test_kaleido/test_kaleido.py	114	def test_kaleido_write_images(tmp_path):	CODE
LOW	tests/test_optional/test_kaleido/test_kaleido.py	301	def test_width_height_priority():	CODE
LOW	…ts/test_optional/test_kaleido/test_kaleido_v0_error.py	23	def assert_error_message_contents(excinfo):	CODE
LOW	…ts/test_optional/test_kaleido/test_kaleido_v0_error.py	53	def test_full_figure_for_development_raises():	CODE
LOW⚡	…ts/test_optional/test_kaleido/test_kaleido_v0_error.py	68	def test_figure_to_image_raises():	CODE
LOW⚡	…ts/test_optional/test_kaleido/test_kaleido_v0_error.py	75	def test_figure_write_image_raises(tmp_path):	CODE
LOW⚡	…ts/test_optional/test_kaleido/test_kaleido_v0_error.py	82	def test_figure_full_figure_for_development_raises():	CODE
LOW	…st_optional/test_figure_factory/test_figure_factory.py	402	def test_dendrogram_random_matrix(self):	CODE
LOW	…st_optional/test_figure_factory/test_figure_factory.py	533	def test_dendrogram_orientation(self):	CODE
LOW	…st_optional/test_figure_factory/test_figure_factory.py	554	def test_dendrogram_colorscale(self):	CODE
LOW	…st_optional/test_figure_factory/test_figure_factory.py	641	def test_dendrogram_ticklabels(self):	CODE
LOW	…st_optional/test_figure_factory/test_figure_factory.py	1054	def test_simple_ternary_contour(self):	CODE
LOW	tests/test_optional/test_offline/test_offline.py	32	def test_iplot_works_without_init_notebook_mode(self):	CODE
LOW	tests/test_optional/test_offline/test_offline.py	35	def test_iplot_works_after_you_call_init_notebook_mode(self):	CODE
LOW	tests/test_optional/test_offline/test_offline.py	68	def test_default_mpl_plot_generates_expected_html(self):	CODE
LOW	tests/test_optional/test_px/test_px_input.py	228	def test_wrong_dimensions_of_array():	CODE
LOW	tests/test_optional/test_px/test_px_input.py	234	def test_wrong_dimensions_mixed_case(constructor):	CODE
561 more matches not shown…

AI Structural Patterns639 hits · 599 pts

Severity	File	Line	Context
LOW	…test_core/test_subplots/test_find_nonempty_subplots.py	41	CODE
LOW	plotly/subplots.py	6	CODE
LOW	plotly/_subplots.py	42	CODE
LOW	plotly/graph_objs/_heatmap.py	1792	CODE
LOW	plotly/graph_objs/_histogram2dcontour.py	1743	CODE
LOW	plotly/graph_objs/_indicator.py	549	CODE
LOW	plotly/graph_objs/_sankey.py	680	CODE
LOW	plotly/graph_objs/_histogram2d.py	1701	CODE
LOW	plotly/graph_objs/_histogram.py	1723	CODE
LOW	plotly/graph_objs/_funnel.py	1662	CODE
LOW	plotly/graph_objs/_ohlc.py	1144	CODE
LOW	plotly/graph_objs/_figurewidget.py	652	CODE
LOW	plotly/graph_objs/_figurewidget.py	1170	CODE
LOW	plotly/graph_objs/_figurewidget.py	1465	CODE
LOW	plotly/graph_objs/_figurewidget.py	2074	CODE
LOW	plotly/graph_objs/_figurewidget.py	2435	CODE
LOW	plotly/graph_objs/_figurewidget.py	2682	CODE
LOW	plotly/graph_objs/_figurewidget.py	3032	CODE
LOW	plotly/graph_objs/_figurewidget.py	3377	CODE
LOW	plotly/graph_objs/_figurewidget.py	3817	CODE
LOW	plotly/graph_objs/_figurewidget.py	4363	CODE
LOW	plotly/graph_objs/_figurewidget.py	4715	CODE
LOW	plotly/graph_objs/_figurewidget.py	5047	CODE
LOW	plotly/graph_objs/_figurewidget.py	5552	CODE
LOW	plotly/graph_objs/_figurewidget.py	5883	CODE
LOW	plotly/graph_objs/_figurewidget.py	6417	CODE
LOW	plotly/graph_objs/_figurewidget.py	6933	CODE
LOW	plotly/graph_objs/_figurewidget.py	7446	CODE
LOW	plotly/graph_objs/_figurewidget.py	7974	CODE
LOW	plotly/graph_objs/_figurewidget.py	8332	CODE
LOW	plotly/graph_objs/_figurewidget.py	8640	CODE
LOW	plotly/graph_objs/_figurewidget.py	8820	CODE
LOW	plotly/graph_objs/_figurewidget.py	9244	CODE
LOW	plotly/graph_objs/_figurewidget.py	9733	CODE
LOW	plotly/graph_objs/_figurewidget.py	10093	CODE
LOW	plotly/graph_objs/_figurewidget.py	10311	CODE
LOW	plotly/graph_objs/_figurewidget.py	10500	CODE
LOW	plotly/graph_objs/_figurewidget.py	10874	CODE
LOW	plotly/graph_objs/_figurewidget.py	11257	CODE
LOW	plotly/graph_objs/_figurewidget.py	11470	CODE
LOW	plotly/graph_objs/_figurewidget.py	12053	CODE
LOW	plotly/graph_objs/_figurewidget.py	12449	CODE
LOW	plotly/graph_objs/_figurewidget.py	12826	CODE
LOW	plotly/graph_objs/_figurewidget.py	13197	CODE
LOW	plotly/graph_objs/_figurewidget.py	13674	CODE
LOW	plotly/graph_objs/_figurewidget.py	14021	CODE
LOW	plotly/graph_objs/_figurewidget.py	14408	CODE
LOW	plotly/graph_objs/_figurewidget.py	14790	CODE
LOW	plotly/graph_objs/_figurewidget.py	15154	CODE
LOW	plotly/graph_objs/_figurewidget.py	15534	CODE
LOW	plotly/graph_objs/_figurewidget.py	15856	CODE
LOW	plotly/graph_objs/_figurewidget.py	16287	CODE
LOW	plotly/graph_objs/_figurewidget.py	16648	CODE
LOW	plotly/graph_objs/_figurewidget.py	17071	CODE
LOW	plotly/graph_objs/_figurewidget.py	17247	CODE
LOW	plotly/graph_objs/_figurewidget.py	17601	CODE
LOW	plotly/graph_objs/_figurewidget.py	18079	CODE
LOW	plotly/graph_objs/_figurewidget.py	18516	CODE
LOW	plotly/graph_objs/_figurewidget.py	20376	CODE
LOW	plotly/graph_objs/_figurewidget.py	20954	CODE
579 more matches not shown…

Decorative Section Separators274 hits · 592 pts

Severity	File	Line	Snippet	Context
MEDIUM	…st_plotly_utils/validators/test_colorlist_validator.py	33	# ----------	COMMENT
MEDIUM	tests/test_io/test_to_from_json.py	221	# ----------	COMMENT
MEDIUM	tests/test_io/test_renderers.py	89	# ---------------	COMMENT
MEDIUM⚡	tests/test_io/test_renderers.py	265	# ----------	COMMENT
MEDIUM	tests/test_core/test_figure_messages/test_on_change.py	22	# --------------------	COMMENT
MEDIUM	tests/test_core/test_figure_messages/test_on_change.py	45	# ------------------------	COMMENT
MEDIUM⚡	tests/test_core/test_graph_objs/test_template.py	132	# ------------------------	COMMENT
MEDIUM	tests/test_core/test_graph_objs/test_template.py	26	# -------------------------	COMMENT
MEDIUM	…ts/test_core/test_update_objects/test_update_traces.py	108	# --------------------------------	COMMENT
MEDIUM	…ts/test_core/test_update_objects/test_update_traces.py	282	# ------------------	COMMENT
MEDIUM	plotly/_subplots.py	347	# -----------------------------	COMMENT
MEDIUM	plotly/_subplots.py	360	# ----------------------	COMMENT
MEDIUM	plotly/_subplots.py	633	# -----------	COMMENT
MEDIUM	plotly/_subplots.py	637	# --------------------	COMMENT
MEDIUM	plotly/_subplots.py	767	# ---------------------	COMMENT
MEDIUM⚡	plotly/serializers.py	29	# -----------------------	COMMENT
MEDIUM⚡	plotly/serializers.py	34	# -----------------------------	COMMENT
MEDIUM⚡	plotly/serializers.py	39	# ------------------	COMMENT
MEDIUM	plotly/serializers.py	57	# ----------------	COMMENT
MEDIUM	plotly/serializers.py	62	# -------------------	COMMENT
MEDIUM⚡	plotly/serializers.py	84	# -----------	COMMENT
MEDIUM⚡	plotly/serializers.py	89	# -----------------	COMMENT
MEDIUM⚡	plotly/serializers.py	94	# ----------------	COMMENT
MEDIUM⚡	plotly/serializers.py	99	# -------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	483	# ------------------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	488	# ------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	498	# ------------------------------------------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	681	# --------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	687	# -----------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	692	# ------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1681	# -----------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1685	# ---------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1694	# ------------------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1800	# -------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1804	# -----------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1813	# -------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1893	# ---------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1897	# ----------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1903	# ---------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1909	# -----------------------------------------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1925	# --------------------------------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	1933	# --------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4256	# ---------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4260	# ------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4264	# ---------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4490	# -----------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4494	# -------------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4500	# ---------------------------------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4670	# --------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4676	# ----------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4682	# ------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4803	# --------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4809	# -----------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4814	# ----------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	4819	# ------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	5189	# -----------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	5201	# ------------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	5237	# ----------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	5243	# ------------	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	5248	# ------------------------------------------	COMMENT
214 more matches not shown…

Cross-Language Confusion27 hits · 124 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_optional/test_utils/test_utils.py	228	'"y": [1, 2, 3, null, null, "2014-01-05T00:00:00"], '	CODE
HIGH	tests/test_optional/test_utils/test_utils.py	276	assert j1 == '[1, 2, 3, "2014-01-05T00:00:00", null, null, null]'	CODE
HIGH	tests/test_optional/test_utils/test_utils.py	291	assert j3 == "[null]"	CODE
HIGH	tests/test_optional/test_utils/test_utils.py	392	assert j1 == "[1, 2, null]"	CODE
HIGH⚡	tests/test_optional/test_utils/test_utils.py	453	expected_result = '[1, null, null, null, "platypus"]'	CODE
HIGH	tests/test_optional/test_px/test_px_input.py	276	assert df_out.equals(df)	CODE
HIGH	tests/test_optional/test_px/test_px_input.py	286	assert df_out.equals(df)	CODE
HIGH⚡	tests/test_optional/test_px/test_px_input.py	490	assert petal_length.equals(petal_length)	CODE
HIGH⚡	tests/test_core/test_graph_objs/test_update.py	71	If the original list is undefined, the updated list should be	STRING
HIGH	tests/test_core/test_utils/test_utils.py	11	expected_result = '[1, null, null, null, "platypus"]'	CODE
HIGH	plotly/graph_objs/_figurewidget.py	17858	undefined, `scalegroup` will default to the trace's	STRING
HIGH	plotly/graph_objs/_violin.py	729	a violin's `width` is undefined, `scalegroup` will default to	STRING
HIGH	plotly/graph_objs/_violin.py	1428	undefined, `scalegroup` will default to the trace's	CODE
HIGH	plotly/graph_objs/_violin.py	1825	undefined, `scalegroup` will default to the trace's	CODE
HIGH	plotly/graph_objs/_figure.py	17856	undefined, `scalegroup` will default to the trace's	STRING
HIGH	plotly/graph_objs/layout/_xaxis.py	1414	Sets the spike color. If undefined, will use the series color	STRING
HIGH	plotly/graph_objs/layout/_xaxis.py	2573	Sets the spike color. If undefined, will use the series	CODE
HIGH	plotly/graph_objs/layout/_xaxis.py	3205	Sets the spike color. If undefined, will use the series	CODE
HIGH	plotly/graph_objs/layout/_yaxis.py	1422	Sets the spike color. If undefined, will use the series color	STRING
HIGH	plotly/graph_objs/layout/_yaxis.py	2591	Sets the spike color. If undefined, will use the series	CODE
HIGH	plotly/graph_objs/layout/_yaxis.py	3233	Sets the spike color. If undefined, will use the series	CODE
HIGH	plotly/io/_base_renderers.py	228	if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: "STIX-Web	CODE
HIGH	plotly/io/_base_renderers.py	308	if (!display \|\| display === 'none') {{	CODE
HIGH	plotly/io/_html.py	31	if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: "STIX-Web	CODE
HIGH	plotly/matplotlylib/mplexporter/tools.py	18	if (window['d3'] === undefined) {{	CODE
HIGH	plotly/matplotlylib/mplexporter/tools.py	25	if (window['topojson'] === undefined) {{	CODE
HIGH	…ly/matplotlylib/mplexporter/renderers/fake_renderer.py	64	When the following are left undefined, they will be implemented via	STRING

Deep Nesting102 hits · 80 pts

Severity	File	Line	Context
LOW	commands.py	504	CODE
LOW	tests/utils.py	15	CODE
LOW	tests/test_optional/optional_utils.py	64	CODE
LOW	…st_optional/test_figure_factory/test_figure_factory.py	1125	CODE
LOW	…st_optional/test_figure_factory/test_figure_factory.py	1139	CODE
LOW	tests/test_optional/test_px/test_px.py	450	CODE
LOW	tests/test_io/test_renderers.py	444	CODE
LOW	…est_core/test_graph_objs/test_instantiate_hierarchy.py	16	CODE
LOW	plotly/_subplots.py	42	CODE
LOW	plotly/_subplots.py	896	CODE
LOW	plotly/_subplots.py	1085	CODE
LOW	plotly/_subplots.py	1168	CODE
LOW	plotly/_subplots.py	1264	CODE
LOW	plotly/_subplots.py	1514	CODE
LOW	plotly/tools.py	487	CODE
LOW	plotly/serializers.py	7	CODE
LOW	plotly/basedatatypes.py	159	CODE
LOW	plotly/basedatatypes.py	297	CODE
LOW	plotly/basedatatypes.py	679	CODE
LOW	plotly/basedatatypes.py	741	CODE
LOW	plotly/basedatatypes.py	862	CODE
LOW	plotly/basedatatypes.py	1115	CODE
LOW	plotly/basedatatypes.py	1418	CODE
LOW	plotly/basedatatypes.py	1468	CODE
LOW	plotly/basedatatypes.py	1710	CODE
LOW	plotly/basedatatypes.py	1870	CODE
LOW	plotly/basedatatypes.py	2530	CODE
LOW	plotly/basedatatypes.py	2821	CODE
LOW	plotly/basedatatypes.py	3817	CODE
LOW	plotly/basedatatypes.py	4348	CODE
LOW	plotly/basedatatypes.py	4414	CODE
LOW	plotly/basedatatypes.py	4642	CODE
LOW	plotly/basedatatypes.py	4780	CODE
LOW	plotly/utils.py	186	CODE
LOW	plotly/utils.py	74	CODE
LOW	plotly/validator_cache.py	17	CODE
LOW	plotly/basewidget.py	635	CODE
LOW	plotly/basewidget.py	806	CODE
LOW	plotly/basewidget.py	884	CODE
LOW	plotly/express/_core.py	156	CODE
LOW	plotly/express/_core.py	200	CODE
LOW	plotly/express/_core.py	288	CODE
LOW	plotly/express/_core.py	877	CODE
LOW	plotly/express/_core.py	1028	CODE
LOW	plotly/express/_core.py	1134	CODE
LOW	plotly/express/_core.py	1234	CODE
LOW	plotly/express/_core.py	1501	CODE
LOW	plotly/express/_core.py	1952	CODE
LOW	plotly/express/_core.py	2230	CODE
LOW	plotly/express/_core.py	2525	CODE
LOW	plotly/express/_imshow.py	20	CODE
LOW	plotly/express/_imshow.py	39	CODE
LOW	plotly/express/_imshow.py	56	CODE
LOW	plotly/io/_json.py	476	CODE
LOW	plotly/io/_renderers.py	36	CODE
LOW	plotly/io/_renderers.py	273	CODE
LOW	plotly/io/_renderers.py	319	CODE
LOW	plotly/io/_base_renderers.py	604	CODE
LOW	plotly/io/_html.py	35	CODE
LOW	plotly/io/_templates.py	275	CODE
42 more matches not shown…

Redundant / Tautological Comments37 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW	commands.py	407	# Check if the header already exists, so that we don't add a double header	COMMENT
LOW	plotly/_subplots.py	1118	# Check if it's a named subplot type	COMMENT
LOW⚡	plotly/basedatatypes.py	482	# Assign layout_plotly to layout	COMMENT
LOW⚡	plotly/basedatatypes.py	1924	# Assign value to final parent dict or list	COMMENT
LOW⚡	plotly/basedatatypes.py	5191	# Check if we should send null update	COMMENT
LOW	plotly/utils.py	88	# Set threshold to self.max_list_elements	COMMENT
LOW	plotly/io/_json.py	278	# Open file	COMMENT
LOW⚡	plotly/io/_json.py	462	# Read file contents into JSON string	COMMENT
LOW⚡	plotly/io/_renderers.py	492	# Check if we're running in a Colab web notebook	COMMENT
LOW⚡	plotly/io/_renderers.py	496	# Check if we're running in a Kaggle notebook	COMMENT
LOW⚡	plotly/io/_renderers.py	500	# Check if we're running in an Azure Notebook	COMMENT
LOW⚡	plotly/io/_renderers.py	504	# Check if we're running in VSCode	COMMENT
LOW⚡	plotly/io/_renderers.py	508	# Check if we're running in nteract	COMMENT
LOW⚡	plotly/io/_renderers.py	512	# Check if we're running in CoCalc	COMMENT
LOW⚡	plotly/io/_renderers.py	519	# Check if we're running in ipython terminal	COMMENT
LOW⚡	plotly/io/_renderers.py	525	# Check if we're running in a Jupyter notebook or JupyterLab	COMMENT
LOW	plotly/io/_renderers.py	106	# Check if we need to remove it as the default	COMMENT
LOW	plotly/io/_kaleido.py	150	# Check if trying to export to EPS format, which is not supported in Kaleido v1	STRING
LOW	plotly/io/_kaleido.py	280	# Open file	STRING
LOW	plotly/io/_html.py	482	# Check if file is a string	COMMENT
LOW	plotly/io/_html.py	501	# Check if we should copy plotly.min.js to output directory	COMMENT
LOW	plotly/io/_templates.py	100	# Check if we need to remove it as the default	COMMENT
LOW	plotly/io/_templates.py	305	# Check if we can remove prop itself	STRING
LOW	plotly/io/_templates.py	488	# Check if we can remove the data altogether key	STRING
LOW⚡	plotly/figure_factory/utils.py	127	# Check if endpts is a list or tuple	COMMENT
LOW⚡	plotly/figure_factory/utils.py	134	# Check if endpts contains only numbers	COMMENT
LOW⚡	plotly/figure_factory/utils.py	143	# Check if numbers in endpts are increasing	COMMENT
LOW	plotly/figure_factory/_trisurf.py	140	# Check if facecolors are already strings and can be skipped	COMMENT
LOW	plotly/figure_factory/_quiver.py	230	# Set angles to create arrow	COMMENT
LOW	plotly/figure_factory/_quiver.py	254	# Set coordinates to create arrow	COMMENT
LOW	codegen/compatibility.py	170	# Write file	STRING
LOW	codegen/validators.py	80	# Write file	COMMENT
LOW	codegen/datatypes.py	577	# Write file	COMMENT
LOW	codegen/utils.py	43	# Write file	STRING
LOW	codegen/utils.py	123	# Write file	STRING
LOW	_plotly_utils/basevalidators.py	2723	# Check if v is a template identifier	COMMENT
LOW	templategen/utils/__init__.py	113	# Set automargin to true in case we need to adjust margins for	COMMENT

Excessive Try-Catch Wrapping33 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	commands.py	64	except Exception:	CODE
LOW	tests/test_optional/__init__.py	6	except Exception:	CODE
LOW	tests/test_optional/test_utils/test_utils.py	39	except Exception:	CODE
MEDIUM	tests/test_optional/test_utils/test_utils.py	36	def test_masked_constants_example():	CODE
LOW	…est_core/test_graph_objs/test_instantiate_hierarchy.py	25	except Exception:	CODE
LOW⚡	…e/test_figure_widget_backend/test_missing_anywidget.py	13	except Exception:	CODE
LOW	plotly/basedatatypes.py	5056	except Exception:	CODE
LOW	plotly/graph_objs/__init__.py	270	except Exception:	CODE
LOW	plotly/graph_objs/__init__.py	288	except Exception:	CODE
MEDIUM	plotly/express/_core.py	128	def get_label(args, column):	CODE
LOW	plotly/express/_core.py	131	except Exception:	CODE
LOW	plotly/express/_core.py	143	except Exception:	CODE
LOW	plotly/express/_core.py	1045	except Exception:	CODE
LOW	plotly/express/_core.py	1606	except Exception:	CODE
LOW	plotly/express/_core.py	1975	except Exception: # pandas, Polars and pyarrow exception types are different	CODE
LOW	plotly/express/_core.py	2184	except Exception as exc:	CODE
LOW	plotly/io/_renderers.py	42	except Exception:	CODE
LOW	plotly/io/_renderers.py	546	except Exception:	CODE
LOW	plotly/io/_base_renderers.py	563	except Exception:	STRING
LOW	plotly/io/_base_renderers.py	824	except Exception: # python 2	CODE
MEDIUM	plotly/io/_base_renderers.py	32	def __repr__(self):	CODE
LOW	plotly/graph_objects/__init__.py	271	except Exception:	CODE
LOW	plotly/graph_objects/__init__.py	289	except Exception:	CODE
LOW	plotly/matplotlylib/mpltools.py	540	except Exception:	CODE
LOW	plotly/matplotlylib/mpltools.py	549	except Exception:	CODE
LOW	plotly/data/__init__.py	428	except Exception as e:	CODE
LOW	codegen/__init__.py	264	except Exception:	CODE
LOW	codegen/__init__.py	279	except Exception:	CODE
LOW⚡	_plotly_utils/files.py	14	except Exception:	CODE
LOW⚡	_plotly_utils/files.py	22	except Exception:	CODE
LOW⚡	_plotly_utils/files.py	25	except Exception: # Do not trap KeyboardInterrupt.	CODE
MEDIUM	_plotly_utils/files.py	9	def _permissions():	CODE
LOW	_plotly_utils/optional_imports.py	31	except Exception:	CODE

Hallucination Indicators2 hits · 25 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/test_optional/test_px/test_px.py	88	assert fig.layout.legend.title.text.startswith("SEX")	CODE
CRITICAL⚡	tests/test_core/test_figure_messages/test_on_change.py	96	self.figure.layout.xaxis.title.font.on_change(fn_title_font, "family")	CODE

Over-Commented Block30 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	js/src/widget.ts	181	// Messages are implemented using trait properties. This is done so	COMMENT
LOW	…test_optional/test_autoshapes/test_annotated_shapes.py	1	# Test annotations added by calling hline, vline, hrect, vrect with the annotation* keywords	COMMENT
LOW	tests/test_core/test_graph_objs/test_scatter.py	21		COMMENT
LOW	…test_update_objects/test_row_col_subplot_addressing.py	41		COMMENT
LOW	plotly/_subplots.py	1	# Constants	COMMENT
LOW	plotly/basedatatypes.py	481		COMMENT
LOW	plotly/basedatatypes.py	521	# Handle data (traces)	COMMENT
LOW	plotly/basedatatypes.py	541	# explicitly set by the user for each trace.	COMMENT
LOW	plotly/basedatatypes.py	601	# Frames	COMMENT
LOW	plotly/basedatatypes.py	621	# ---------------	COMMENT
LOW	plotly/basedatatypes.py	1681	# -----------------------	COMMENT
LOW	plotly/basedatatypes.py	2901	"""	COMMENT
LOW	plotly/basedatatypes.py	4261	self._plotly_name = plotly_name	COMMENT
LOW	plotly/basedatatypes.py	4281	# The parent of the object. May be another BasePlotlyType or it may	COMMENT
LOW	plotly/basedatatypes.py	5661	# ### Inform parent of relayout operation ###	COMMENT
LOW	plotly/basewidget.py	21	# These properties store the current state of the traces and	COMMENT
LOW	plotly/basewidget.py	61	# responsible for setting the message property to None after retreiving	COMMENT
LOW	plotly/basewidget.py	121	# completed yet.	COMMENT
LOW	plotly/express/_core.py	2001	discrete_aggs = []	COMMENT
LOW	plotly/express/_core.py	2021	#	COMMENT
LOW	_plotly_utils/png.py	1	#!/usr/bin/env python	COMMENT
LOW	_plotly_utils/png.py	21	#	COMMENT
LOW	_plotly_utils/basevalidators.py	461	# coerce_number is rarely used and not implemented	COMMENT
LOW	_plotly_utils/basevalidators.py	501	#	COMMENT
LOW	_plotly_utils/basevalidators.py	2001	def description(self):	COMMENT
LOW	doc/python/line-and-scatter.md	361	// point_size) < 1)):	COMMENT
LOW	doc/python/text-and-annotations.md	801	# putting the note in the HTML to use the browser's automated word wrap,	COMMENT
LOW	doc/apidoc/conf.py	1	# Configuration file for the Sphinx documentation builder.	COMMENT
LOW	doc/apidoc/conf.py	101	# relative to this directory. They are copied after the builtin static files,	COMMENT
LOW	doc/apidoc/conf.py	121		COMMENT

Self-Referential Comments11 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	commands.py	155	# This file is generated by the updatebundle commands.py command	STRING
MEDIUM	…test_core/test_figure_messages/test_plotly_relayout.py	62	# Initialize template object	COMMENT
MEDIUM⚡	plotly/basedatatypes.py	2582	# Initialize template object	STRING
MEDIUM	plotly/express/_core.py	2598	# Create the trace	COMMENT
MEDIUM	plotly/io/_sg_scraper.py	1	# This module defines an image scraper for sphinx-gallery	COMMENT
MEDIUM	plotly/figure_factory/_trisurf.py	329	>>> # Create a figure	STRING
MEDIUM	plotly/figure_factory/_trisurf.py	357	>>> # Create a figure	STRING
MEDIUM	plotly/figure_factory/_trisurf.py	386	>>> # Create a figure	STRING
MEDIUM	plotly/figure_factory/_trisurf.py	418	>>> # Create a figure	STRING
MEDIUM	plotly/offline/_plotlyjs_version.py	2	# This file is generated by the updatebundle commands.py command	COMMENT
MEDIUM	_plotly_utils/png.py	2140	# Create a fresh target row, then copy L channel	COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	doc/python/tile-map-layers.md	85	- A custom style URL. For example: https://tiles.stadiamaps.com/styles/stamen_watercolor.json?api_key=YOUR-API-KEY	CODE
HIGH	doc/python/tile-map-layers.md	211	fig.update_layout(map_style="https://tiles.stadiamaps.com/styles/stamen_watercolor.json?api_key=YOUR-API-KEY", map_cente	CODE
HIGH	doc/unconverted/python/tesla-supercharging-stations.md	55	my_google_maps_api_key = 'YOUR_API_KEY'	CODE

Fake / Example Data10 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	doc/python/table.md	115	["Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeter	CODE
LOW⚡	doc/python/table.md	115	["Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aeter	CODE
LOW⚡	doc/python/table.md	116	"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aetern	CODE
LOW⚡	doc/python/table.md	116	"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aetern	CODE
LOW⚡	doc/python/table.md	117	"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aetern	CODE
LOW⚡	doc/python/table.md	117	"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aetern	CODE
LOW⚡	doc/python/table.md	118	"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aetern	CODE
LOW⚡	doc/python/table.md	118	"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aetern	CODE
LOW⚡	doc/python/table.md	119	"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aetern	CODE
LOW⚡	doc/python/table.md	119	"Lorem ipsum dolor sit amet, tollit discere inermis pri ut. Eos ea iusto timeam, an prima laboramus vim. Id usu aetern	CODE

Modern Structural Boilerplate13 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	plotly/express/__init__.py	77	__all__ = [	CODE
LOW	plotly/express/trendline_functions/__init__.py	11	__all__ = ["ols", "lowess", "rolling", "ewm", "expanding"]	CODE
LOW	plotly/express/colors/__init__.py	19	__all__ = [	CODE
LOW	plotly/express/data/__init__.py	6	__all__ = [	CODE
LOW	plotly/io/_kaleido.py	604	__all__ = ["to_image", "write_image", "full_figure_for_development"]	STRING
LOW	plotly/colors/__init__.py	19	__all__ = [	CODE
LOW	plotly/figure_factory/__init__.py	36	__all__ = [	CODE
LOW	_plotly_utils/png.py	193	__all__ = ["Image", "Reader", "Writer", "write_chunks", "from_array"]	CODE
LOW	_plotly_utils/optional_imports.py	10	logger = logging.getLogger(__name__)	CODE
LOW	_plotly_utils/colors/cyclical.py	154	__all__ = [	CODE
LOW	_plotly_utils/colors/diverging.py	75	__all__ = ["swatches"]	CODE
LOW	_plotly_utils/colors/sequential.py	257	__all__ = ["swatches"]	CODE
LOW	_plotly_utils/colors/qualitative.py	184	__all__ = ["swatches"]	CODE

Slop Phrases2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…test_optional/test_autoshapes/test_annotated_shapes.py	227	# Test that you can add an annotation using annotation=go.layout.Annotation(...)	COMMENT
MEDIUM	…test_optional/test_autoshapes/test_annotated_shapes.py	256	# Test that you can add an annotation using annotation=dict(...)	COMMENT

AI Slop Vocabulary3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_core/test_graph_objs/test_graph_objs.py	50	# compat, so we basically just create a checkpoint with this test.	COMMENT
MEDIUM	plotly/express/imshow_utils.py	1	"""Vendored code from scikit-image in order to limit the number of dependencies	STRING
MEDIUM	plotly/io/_base_renderers.py	823	filename = stack[3].filename # let's hope this is robust...	CODE

Structural Annotation Overuse2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	doc/unconverted/python/html-reports.md	62	### Step 1: Generate 2 graphs and 2 tables	COMMENT
LOW	doc/unconverted/python/html-reports.md	243	### Step 2: Generate HTML report<br>as a string and write to file	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings