biolab/orange3

14.8

Adjusted Score

14.8

Raw Score

100%

Time Factor

2026-08-01

Last Push

5.7K

Stars

Python

Language

229.4K

Lines of Code

794

Files

2.7K

Pattern Hits

2026-08-02

Scan Date

0.12

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 33HIGH 66MEDIUM 54LOW 2528

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 2681 distinct pattern matches across 17 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 Identifiers1557 hits · 1543 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/bench_owkmeans.py	48	def bench_from_to_sampled_silhouette(self):	CODE
LOW	benchmark/bench_basic.py	39	def bench_adult_filter_pandas(self):	CODE
LOW	benchmark/bench_basic.py	44	def bench_adult_filter_pre_pandas(self):	CODE
LOW	benchmark/bench_basic.py	68	def bench_iris_iteration_pandas(self):	CODE
LOW	benchmark/bench_basic.py	74	def bench_iris_iteration_pre_pandas(self):	CODE
LOW	benchmark/bench_preprocess.py	28	def bench_normalize_only_transform(self):	CODE
LOW	benchmark/bench_preprocess.py	32	def bench_normalize_only_parameters(self):	CODE
LOW	benchmark/bench_save.py	41	def bench_print_dense_decimals(self):	CODE
LOW	benchmark/bench_save.py	51	def bench_print_sparse_decimals(self):	CODE
LOW	benchmark/bench_transform.py	63	def bench_subarray_dense_long(self):	CODE
LOW	benchmark/bench_transform.py	93	def bench_transform_single_single(self):	CODE
LOW	benchmark/bench_transform.py	105	def bench_transform_single_single_shared_single(self):	CODE
LOW	benchmark/bench_transform.py	113	def bench_transform_single_single_shared_single_shared_single(self):	CODE
LOW	benchmark/bench_domain.py	39	def bench_transform_discretize(self):	CODE
LOW	benchmark/bench_domain.py	43	def bench_transform_normalize(self):	CODE
LOW	…ment/source/orange-demo/orangedemo/OWLearningCurveA.py	292	def select_proportion_preproc(data, p, rstate=None):	CODE
LOW	…ment/source/orange-demo/orangedemo/OWLearningCurveB.py	308	def select_proportion_preproc(data, p, rstate=None):	CODE
LOW	…ment/source/orange-demo/orangedemo/OWLearningCurveB.py	336	def learning_curve_with_test_data(	CODE
LOW	…ment/source/orange-demo/orangedemo/OWLearningCurveB.py	348	def select_proportion_preproc(data, p, rstate=None):	CODE
LOW	…ment/source/orange-demo/orangedemo/OWLearningCurveC.py	476	def select_proportion_preproc(data, p, rstate=None):	CODE
LOW	…ment/source/orange-demo/orangedemo/OWLearningCurveC.py	504	def learning_curve_with_test_data(	CODE
LOW	…ment/source/orange-demo/orangedemo/OWLearningCurveC.py	516	def select_proportion_preproc(data, p, rstate=None):	CODE
LOW	Orange/statistics/util.py	30	def _count_nans_per_row_sparse(X, weights, dtype=None):	CODE
LOW⚡	Orange/statistics/util.py	53	def sparse_count_implicit_zeros(x):	CODE
LOW⚡	Orange/statistics/util.py	60	def sparse_has_implicit_zeros(x):	CODE
LOW⚡	Orange/statistics/util.py	67	def sparse_implicit_zero_weights(x, weights):	CODE
LOW	Orange/statistics/distribution.py	381	def get_distributions_for_columns(data, columns):	CODE
LOW	Orange/classification/scoringsheet.py	111	def _optimize_decision_params_adjustment(self, learner):	CODE
LOW	Orange/classification/scoringsheet.py	132	def _generate_feature_group_index(self, table):	CODE
LOW	Orange/classification/rules.py	92	def likelihood_ratio_statistic(x, y):	CODE
LOW	Orange/classification/rules.py	1008	def positive_remaining_data_stopping(self, X, Y, W, target_class, domain):	CODE
LOW	Orange/classification/rules.py	1042	def lrs_significance_rule_stopping(new_rule):	CODE
LOW	Orange/classification/rules.py	1069	def exclusive_cover_and_remove(X, Y, W, new_rule):	CODE
LOW	Orange/classification/rules.py	1095	def weighted_cover_and_remove(self, X, Y, W, new_rule):	CODE
LOW	Orange/classification/tests/test_gb_cls.py	22	def test_predict_single_instance(self):	CODE
LOW	Orange/classification/tests/test_xgb_cls.py	39	def test_predict_single_instance(self, learner_class: XGBBase):	CODE
LOW	Orange/classification/tests/test_outlier_detection.py	38	def assert_table_appended_outlier(self, table1, table2, offset=1):	CODE
LOW	Orange/classification/tests/test_outlier_detection.py	138	def test_single_data_to_model_domain(self):	CODE
LOW	Orange/classification/tests/test_catgb_cls.py	28	def test_predict_single_instance(self):	CODE
LOW	Orange/classification/tests/test_simple_tree.py	11	def test_nonan_classification(self):	CODE
LOW	Orange/classification/utils/fasterrisk/rounding.py	32	def get_multipliers_for_line_search(self, betas):	CODE
LOW	Orange/classification/utils/fasterrisk/rounding.py	64	def star_ray_search_scale_and_round(self, sparseDiversePool_beta0_continuous, sparseDiversePool_betas_continuous):	CODE
LOW	Orange/classification/utils/fasterrisk/rounding.py	93	def line_search_scale_and_round(self, betas):	CODE
LOW	Orange/classification/utils/fasterrisk/rounding.py	144	def get_rounding_distance_and_dimension(self, betas):	CODE
LOW	Orange/classification/utils/fasterrisk/fasterrisk.py	259	def _print_score_calculation_table(self):	CODE
LOW	Orange/classification/utils/fasterrisk/base_model.py	56	def transform_coefficients_to_original_space(self, beta0, betas):	CODE
LOW	Orange/classification/utils/fasterrisk/base_model.py	62	def transform_coefficients_to_normalized_space(self, original_beta0, original_betas):	CODE
LOW	Orange/classification/utils/fasterrisk/base_model.py	93	def finetune_on_current_support(self, ExpyXB, beta0, betas, total_CD_steps=100):	CODE
LOW	Orange/classification/utils/fasterrisk/utils.py	76	def download_file_from_google_drive(id, destination):	CODE
LOW	Orange/misc/server_embedder.py	26	def _rewrite_proxies_to_mounts(proxies):	CODE
LOW	Orange/misc/tests/test_embedder_utils.py	95	def test_save_cache_no_permission(self):	CODE
LOW	Orange/misc/tests/test_embedder_utils.py	112	def test_load_cache_no_permission(self):	CODE
LOW	Orange/misc/tests/test_embedder_utils.py	133	def test_load_cache_eof_error(self):	CODE
LOW	Orange/misc/tests/test_distmatrix_xlsx.py	253	def test_read_matrix_with_nan_values(self):	CODE
LOW	Orange/misc/tests/test_server_embedder.py	70	def test_on_non_json_response(self):	CODE
LOW	Orange/misc/tests/test_server_embedder.py	77	def test_on_json_wrong_key_response(self):	CODE
LOW	Orange/misc/tests/test_server_embedder.py	102	def test_different_models_caches(self):	CODE
LOW	Orange/misc/tests/test_server_embedder.py	121	def test_too_many_examples_for_one_batch(self):	CODE
LOW	Orange/misc/tests/test_server_embedder.py	162	def test_encode_data_instance(self):	CODE
LOW	Orange/misc/tests/test_distmatrix.py	24	def test_auto_symmetricized_result(self):	CODE
1497 more matches not shown…

Hallucination Indicators33 hits · 385 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/widgets/unsupervised/tests/test_owmanifoldlearning.py	27	self.widget.apply_button.button.clicked.emit()	CODE
CRITICAL	…/widgets/unsupervised/tests/test_owmanifoldlearning.py	214	self.widget.tsne_editor.metric_combo.activated.emit(4) # Mahalanobis	CODE
CRITICAL⚡	Orange/widgets/unsupervised/tests/test_owdbscan.py	99	self.widget.controls.eps.valueChanged.emit(0.5)	CODE
CRITICAL⚡	Orange/widgets/unsupervised/tests/test_owdbscan.py	101	self.widget.controls.eps.valueChanged.emit(1)	CODE
CRITICAL⚡	Orange/widgets/unsupervised/tests/test_owdbscan.py	111	self.widget.controls.eps.valueChanged.emit(0.5)	CODE
CRITICAL⚡	Orange/widgets/unsupervised/tests/test_owdbscan.py	122	self.widget.controls.min_samples.valueChanged.emit(5)	CODE
CRITICAL⚡	Orange/widgets/unsupervised/tests/test_owdbscan.py	124	self.widget.controls.min_samples.valueChanged.emit(1)	CODE
CRITICAL⚡	Orange/widgets/unsupervised/tests/test_owdbscan.py	134	self.widget.controls.min_samples.valueChanged.emit(3)	CODE
CRITICAL⚡	Orange/widgets/tests/base.py	363	self.widget.apply_button.button.clicked.emit()	CODE
CRITICAL	Orange/widgets/visualize/owscatterplot.py	128	self.master.plot_widget.plotItem.axes.values()]	CODE
CRITICAL	Orange/widgets/visualize/owdistributions.py	229	self.master.parent_widget.ploti.axes.values()]	CODE
CRITICAL⚡	Orange/widgets/visualize/tests/test_owscatterplot.py	157	self.assertTrue(self.widget.graph.controls.show_ellipse.isEnabled())	CODE
CRITICAL⚡	Orange/widgets/visualize/tests/test_owscatterplot.py	159	self.widget.graph.controls.show_ellipse.setChecked(True)	CODE
CRITICAL⚡	Orange/widgets/visualize/tests/test_owscatterplot.py	163	self.assertFalse(self.widget.graph.controls.show_ellipse.isEnabled())	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owscatterplot.py	643	self.widget.graph.controls.jitter_continuous.setChecked(True)	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owscatterplot.py	644	self.widget.graph.controls.jitter_size.setValue(1)	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owscatterplot.py	871	self.widget.graph.controls.show_reg_line.setChecked(True)	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owscatterplot.py	884	self.widget.graph.controls.show_ellipse.setChecked(True)	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owscatterplot.py	1189	x_axis = self.widget.graph.plot_widget.plotItem.getAxis("bottom")	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owscatterplot.py	1243	self.widget.graph.controls.show_reg_line.setChecked(True)	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owscatterplot.py	1245	self.widget.graph.controls.show_ellipse.setChecked(True)	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owscatterplot.py	1330	self.widget.graph.controls.jitter_continuous.setChecked(True)	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owscatterplot.py	1331	self.widget.graph.controls.jitter_size.setValue(10)	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owfreeviz.py	133	self.widget.graph.controls.hide_radius.setSliderPosition(3)	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owdistributions.py	874	self.assertFontEqual(w.plotview.parameter_setter.title_item.item.font(), font)	CODE
CRITICAL	Orange/widgets/visualize/tests/test_owdistributions.py	889	self.assertEqual(w.plotview.parameter_setter.title_item.item.toPlainText(), "iris distributions")	CODE
CRITICAL	…nge/widgets/visualize/tests/test_owlinearprojection.py	120	self.widget.controls.graph.hide_radius.setValue(5)	CODE
CRITICAL	Orange/widgets/model/tests/test_owstack.py	26	self.widget.apply_button.button.clicked.emit()	CODE
CRITICAL	Orange/widgets/model/tests/test_owstack.py	29	self.widget.apply_button.button.clicked.emit()	CODE
CRITICAL	Orange/widgets/model/tests/test_owstack.py	40	self.widget.apply_button.button.clicked.emit()	CODE
CRITICAL	Orange/widgets/model/tests/test_owstack.py	43	self.widget.apply_button.button.clicked.emit()	CODE
CRITICAL⚡	Orange/widgets/data/tests/test_owcontinuize.py	95	self.widget.Outputs.data.send.assert_called_with(out)	CODE
CRITICAL	Orange/widgets/data/tests/test_owdatasampler.py	64	buttons = self.widget.controls.sampling_type.group.buttons()	CODE

Unused Imports391 hits · 371 pts

Severity	File	Line	Context
LOW	setup.py	23	CODE
LOW	setup.py	24	CODE
LOW	scripts/create_widget_catalog.py	10	CODE
LOW	doc/data-mining-library/source/conf.py	18	CODE
LOW	doc/data-mining-library/source/tutorial/conf.py	16	CODE
LOW	doc/data-mining-library/source/tutorial/conf.py	17	CODE
LOW	doc/data-mining-library/source/tutorial/conf.py	18	CODE
LOW	doc/development/source/conf.py	18	CODE
LOW	doc/development/source/code/owProduct.py	2	CODE
LOW	Orange/util.py	23	CODE
LOW	Orange/util.py	28	CODE
LOW	Orange/util.py	31	CODE
LOW	Orange/__init__.py	4	CODE
LOW	Orange/__init__.py	8	CODE
LOW	Orange/__init__.py	8	CODE
LOW	Orange/classification/__init__.py	4	CODE
LOW	Orange/classification/__init__.py	4	CODE
LOW	Orange/classification/__init__.py	4	CODE
LOW	Orange/classification/__init__.py	4	CODE
LOW	Orange/classification/__init__.py	8	CODE
LOW	Orange/classification/__init__.py	9	CODE
LOW	Orange/classification/__init__.py	10	CODE
LOW	Orange/classification/__init__.py	11	CODE
LOW	Orange/classification/__init__.py	12	CODE
LOW	Orange/classification/__init__.py	13	CODE
LOW	Orange/classification/__init__.py	14	CODE
LOW	Orange/classification/__init__.py	15	CODE
LOW	Orange/classification/__init__.py	16	CODE
LOW	Orange/classification/__init__.py	17	CODE
LOW	Orange/classification/__init__.py	18	CODE
LOW	Orange/classification/__init__.py	19	CODE
LOW	Orange/classification/__init__.py	20	CODE
LOW	Orange/classification/__init__.py	21	CODE
LOW	Orange/classification/__init__.py	22	CODE
LOW	Orange/classification/__init__.py	23	CODE
LOW	Orange/classification/__init__.py	28	CODE
LOW	Orange/classification/__init__.py	25	CODE
LOW	Orange/classification/__init__.py	30	CODE
LOW	…ge/classification/utils/fasterrisk/sparseBeamSearch.py	2	CODE
LOW	Orange/classification/utils/fasterrisk/rounding.py	2	CODE
LOW	Orange/classification/utils/fasterrisk/base_model.py	2	CODE
LOW	…e/classification/utils/fasterrisk/sparseDiversePool.py	2	CODE
LOW	Orange/misc/__init__.py	3	CODE
LOW	Orange/ensembles/__init__.py	4	CODE
LOW	Orange/ensembles/__init__.py	5	CODE
LOW	Orange/modelling/__init__.py	4	CODE
LOW	Orange/modelling/__init__.py	6	CODE
LOW	Orange/modelling/__init__.py	7	CODE
LOW	Orange/modelling/__init__.py	8	CODE
LOW	Orange/modelling/__init__.py	9	CODE
LOW	Orange/modelling/__init__.py	10	CODE
LOW	Orange/modelling/__init__.py	11	CODE
LOW	Orange/modelling/__init__.py	12	CODE
LOW	Orange/modelling/__init__.py	13	CODE
LOW	Orange/modelling/__init__.py	14	CODE
LOW	Orange/modelling/__init__.py	19	CODE
LOW	Orange/modelling/__init__.py	16	CODE
LOW	Orange/modelling/__init__.py	21	CODE
LOW	Orange/modelling/base.py	4	CODE
LOW	Orange/distance/__init__.py	1	CODE
331 more matches not shown…

Deep Nesting277 hits · 264 pts

Severity	File	Line	Context
LOW	Orange/tree.py	250	CODE
LOW	Orange/util.py	496	CODE
LOW	Orange/statistics/util.py	88	CODE
LOW	Orange/statistics/util.py	450	CODE
LOW	Orange/statistics/util.py	479	CODE
LOW	Orange/statistics/distribution.py	125	CODE
LOW	Orange/statistics/contingency.py	61	CODE
LOW	Orange/statistics/contingency.py	280	CODE
LOW	Orange/classification/rules.py	530	CODE
LOW	Orange/classification/rules.py	827	CODE
LOW	Orange/misc/distmatrix.py	173	CODE
LOW	Orange/misc/_distmatrix_xlsx.py	82	CODE
LOW	Orange/distance/base.py	433	CODE
LOW	Orange/tests/test_datasets.py	37	CODE
LOW	Orange/tests/test_classification.py	250	CODE
LOW	Orange/tests/test_classification.py	284	CODE
LOW	Orange/tests/test_classification.py	430	CODE
LOW	Orange/tests/test_classification.py	456	CODE
LOW	Orange/clustering/clustering.py	22	CODE
LOW	Orange/preprocess/continuize.py	19	CODE
LOW	Orange/preprocess/continuize.py	63	CODE
LOW	Orange/preprocess/discretize.py	598	CODE
LOW	Orange/canvas/run.py	26	CODE
LOW	Orange/canvas/run.py	75	CODE
LOW	Orange/evaluation/scoring.py	372	CODE
LOW	Orange/data/domain.py	111	CODE
LOW	Orange/data/domain.py	476	CODE
LOW	Orange/data/io_base.py	55	CODE
LOW	Orange/data/io_base.py	252	CODE
LOW	Orange/data/io_base.py	273	CODE
LOW	Orange/data/io_base.py	669	CODE
LOW	Orange/data/io.py	131	CODE
LOW	Orange/data/pandas_compat.py	263	CODE
LOW	Orange/data/pandas_compat.py	455	CODE
LOW	Orange/data/pandas_compat.py	471	CODE
LOW	Orange/data/table.py	274	CODE
LOW	Orange/data/table.py	592	CODE
LOW	Orange/data/table.py	695	CODE
LOW	Orange/data/table.py	991	CODE
LOW	Orange/data/table.py	1174	CODE
LOW	Orange/data/table.py	1221	CODE
LOW	Orange/data/table.py	1743	CODE
LOW	Orange/data/table.py	2032	CODE
LOW	Orange/data/table.py	2069	CODE
LOW	Orange/data/table.py	2134	CODE
LOW	Orange/data/table.py	2231	CODE
LOW	Orange/data/io_util.py	47	CODE
LOW	Orange/data/io_util.py	71	CODE
LOW	Orange/data/sql/filter.py	49	CODE
LOW	Orange/data/sql/filter.py	75	CODE
LOW	Orange/data/sql/table.py	102	CODE
LOW	Orange/data/sql/table.py	505	CODE
LOW	Orange/widgets/settings.py	205	CODE
LOW	Orange/widgets/gui.py	544	CODE
LOW	Orange/widgets/gui.py	577	CODE
LOW	Orange/widgets/gui.py	595	CODE
LOW	Orange/widgets/unsupervised/owlouvainclustering.py	479	CODE
LOW	Orange/widgets/unsupervised/owkmeans.py	67	CODE
LOW	Orange/widgets/unsupervised/owtsne.py	620	CODE
LOW	Orange/widgets/unsupervised/owtsne.py	740	CODE
217 more matches not shown…

Cross-Language Confusion30 hits · 180 pts

Severity	File	Line	Snippet	Context
HIGH	Orange/statistics/util.py	31	""" Count the number of nans (undefined) values per row. """	STRING
HIGH	Orange/data/pandas_compat.py	406	if not (xdf.index.equals(ydf.index) and xdf.index.equals(mdf.index)):	CODE
HIGH	Orange/widgets/unsupervised/owtsne.py	369	# If any of the values are invalidated, this should return true	COMMENT
HIGH	Orange/widgets/utils/headerview.py	59	return size > 0 and pos + size == self.length()	CODE
HIGH	Orange/widgets/visualize/owscatterplotgraph.py	1796	px = 0 if px is None else px.length()	CODE
HIGH	Orange/widgets/visualize/owscatterplotgraph.py	1800	py = 0 if py is None else py.length()	CODE
HIGH	Orange/widgets/visualize/owheatmap.py	365	box = gui.vBox(self.controlArea, 'Annotation && Legends')	CODE
HIGH	Orange/widgets/evaluate/owliftcurve.py	143	"Some curves are undefined; check models and data")	CODE
HIGH	Orange/widgets/data/owpaintdata.py	1084	self.undo_stack.push(command)	CODE
HIGH⚡	Orange/widgets/data/owpaintdata.py	1097	self.undo_stack.push(UndoCommand(DeleteIndices(mask), self))	CODE
HIGH⚡	Orange/widgets/data/owpaintdata.py	1098	self.undo_stack.push(UndoCommand(Move((move_mask, range(2, 3)), -1), self))	CODE
HIGH⚡	Orange/widgets/data/owpaintdata.py	1099	self.undo_stack.push(	CODE
HIGH	Orange/widgets/data/owpaintdata.py	1125	# self.undo_stack.push(command)	COMMENT
HIGH⚡	Orange/widgets/data/owpaintdata.py	1191	self.undo_stack.push(UndoCommand(Append(points), self, text=name))	CODE
HIGH⚡	Orange/widgets/data/owpaintdata.py	1193	self.undo_stack.push(UndoCommand(cmd, self, text=name))	CODE
HIGH⚡	Orange/widgets/data/owpaintdata.py	1202	self.undo_stack.push(	CODE
HIGH⚡	Orange/widgets/data/owpaintdata.py	1207	self.undo_stack.push(	CODE
HIGH⚡	Orange/widgets/data/owpaintdata.py	1213	self.undo_stack.push(	CODE
HIGH⚡	Orange/widgets/data/owpaintdata.py	1220	self.undo_stack.push(UndoCommand(cmd, self, text="Delete"))	CODE
HIGH⚡	Orange/widgets/data/owpaintdata.py	1222	self.undo_stack.push(UndoCommand(cmd, self))	CODE
HIGH	Orange/widgets/data/owfile.py	690	self.url_combo.insertItem(0, url.toString())	CODE
HIGH	Orange/widgets/data/owfile.py	727	"recent_urls": [url.toString()],	CODE
HIGH	Orange/widgets/data/owpythonscript.py	349	more = self.push(line)	STRING
HIGH	Orange/widgets/data/owpythonscript.py	387	return code.InteractiveConsole.push(self, line)	STRING
HIGH	Orange/widgets/data/owpythonscript.py	981	self.console.push("exec(_script)")	STRING
HIGH⚡	…idgets/data/utils/pythoneditor/rectangularselection.py	154	realStartCol = block.length() # out of range value	CODE
HIGH⚡	…idgets/data/utils/pythoneditor/rectangularselection.py	156	realCurrentCol = block.length() # out of range value	CODE
HIGH⚡	…idgets/data/utils/pythoneditor/rectangularselection.py	159	min(realStartCol, block.length() - 1))	CODE
HIGH⚡	…idgets/data/utils/pythoneditor/rectangularselection.py	161	min(realCurrentCol, block.length() - 1),	CODE
HIGH	Orange/widgets/data/utils/pythoneditor/editor.py	1177	if column >= block.length():	CODE

Cross-File Repetition36 hits · 180 pts

Severity	File	Snippet	Context
HIGH	Orange/statistics/distribution.py	see http://docs.scipy.org/doc/numpy/user/basics.subclassing.html	STRING
HIGH	Orange/statistics/contingency.py	see http://docs.scipy.org/doc/numpy/user/basics.subclassing.html	STRING
HIGH	Orange/misc/distmatrix.py	see http://docs.scipy.org/doc/numpy/user/basics.subclassing.html	STRING
HIGH	Orange/widgets/unsupervised/tests/test_owmds.py	test if data is plotted only once but committed on every input change	STRING
HIGH	Orange/widgets/unsupervised/tests/test_owtsne.py	test if data is plotted only once but committed on every input change	STRING
HIGH	Orange/widgets/tests/base.py	test if data is plotted only once but committed on every input change	STRING
HIGH	Orange/widgets/unsupervised/tests/test_owdistances.py	check if error message appears and then disappears when data is removed from input	STRING
HIGH	Orange/widgets/visualize/tests/test_owscatterplot.py	check if error message appears and then disappears when data is removed from input	STRING
HIGH	Orange/widgets/data/tests/test_owdatasampler.py	check if error message appears and then disappears when data is removed from input	STRING
HIGH	Orange/widgets/tests/base.py	check if model is on output after sending data and apply	STRING
HIGH	Orange/widgets/model/tests/test_owstack.py	check if model is on output after sending data and apply	STRING
HIGH	Orange/widgets/model/tests/test_owcalibratedlearner.py	check if model is on output after sending data and apply	STRING
HIGH	Orange/widgets/evaluate/tests/test_owconfusionmatrix.py	check learner and model for various values of all parameters when properties are not checked	STRING
HIGH	Orange/widgets/model/tests/test_tree.py	check learner and model for various values of all parameters when properties are not checked	STRING
HIGH	Orange/widgets/model/tests/test_owrandomforest.py	check learner and model for various values of all parameters when properties are not checked	STRING
HIGH	Orange/widgets/data/tests/test_owneighbors.py	check widget's data after disconnecting data on the input	STRING
HIGH	Orange/widgets/data/tests/test_oweditdomain.py	check widget's data after disconnecting data on the input	STRING
HIGH	Orange/widgets/data/tests/test_owrank.py	check widget's data after disconnecting data on the input	STRING
HIGH	…idgets/data/utils/pythoneditor/rectangularselection.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	Orange/widgets/data/utils/pythoneditor/lines.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	Orange/widgets/data/utils/pythoneditor/indenter.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	Orange/widgets/data/utils/pythoneditor/vim.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	Orange/widgets/data/utils/pythoneditor/editor.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…/widgets/data/utils/pythoneditor/brackethighlighter.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…e/widgets/data/utils/pythoneditor/tests/test_indent.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…nge/widgets/data/utils/pythoneditor/tests/test_edit.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…utils/pythoneditor/tests/test_rectangular_selection.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…/data/utils/pythoneditor/tests/test_draw_whitespace.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…a/utils/pythoneditor/tests/test_bracket_highlighter.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	Orange/widgets/data/utils/pythoneditor/tests/run_all.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…ange/widgets/data/utils/pythoneditor/tests/test_api.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	Orange/widgets/data/utils/pythoneditor/tests/base.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…ange/widgets/data/utils/pythoneditor/tests/test_vim.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…/utils/pythoneditor/tests/test_indenter/test_python.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…ata/utils/pythoneditor/tests/test_indenter/__init__.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING
HIGH	…a/utils/pythoneditor/tests/test_indenter/indenttest.py	adapted from a code editor component created for enki editor as replacement for qscintilla. copyright (c) 2020 andrei ko	STRING

Modern Structural Boilerplate125 hits · 126 pts

Severity	File	Line	Snippet	Context
LOW	Orange/base.py	24	__all__ = ["Learner", "Model", "SklLearner", "SklModel",	CODE
LOW	Orange/classification/gb.py	11	__all__ = ["GBClassifier"]	CODE
LOW	Orange/classification/tree.py	13	__all__ = ["SklTreeLearner", "TreeLearner"]	CODE
LOW	Orange/classification/sgd.py	7	__all__ = ["SGDClassificationLearner"]	CODE
LOW	Orange/classification/rules.py	24	__all__ = ["CN2Learner", "CN2UnorderedLearner", "CN2SDLearner",	CODE
LOW	Orange/classification/naive_bayes.py	9	__all__ = ["NaiveBayesLearner"]	CODE
LOW	Orange/classification/neural_network.py	5	__all__ = ["NNClassificationLearner"]	CODE
LOW	Orange/classification/majority.py	8	__all__ = ["MajorityLearner"]	CODE
LOW	Orange/classification/softmax_regression.py	8	__all__ = ["SoftmaxRegressionLearner"]	CODE
LOW	Orange/classification/logistic_regression.py	10	__all__ = ["LogisticRegressionLearner"]	CODE
LOW	Orange/classification/catgb.py	12	__all__ = ["CatGBClassifier"]	CODE
LOW	Orange/classification/base_classification.py	3	__all__ = ["LearnerClassification", "ModelClassification",	CODE
LOW	Orange/classification/simple_tree.py	6	__all__ = ['SimpleTreeLearner']	CODE
LOW	Orange/classification/svm.py	6	__all__ = ["SVMLearner", "LinearSVMLearner", "NuSVMLearner"]	CODE
LOW	Orange/classification/xgb.py	13	__all__ = ["XGBClassifier", "XGBRFClassifier"]	CODE
LOW	Orange/classification/outlier_detection.py	17	__all__ = ["LocalOutlierFactorLearner", "IsolationForestLearner",	CODE
LOW	Orange/classification/random_forest.py	9	__all__ = ["RandomForestLearner"]	CODE
LOW	Orange/classification/calibration.py	9	__all__ = ["ThresholdClassifier", "ThresholdLearner",	CODE
LOW	Orange/classification/knn.py	5	__all__ = ["KNNLearner"]	CODE
LOW	Orange/classification/simple_random_forest.py	6	__all__ = ['SimpleRandomForestLearner']	CODE
LOW	Orange/ensembles/stack.py	13	__all__ = ['StackedLearner', 'StackedClassificationLearner',	CODE
LOW	Orange/ensembles/ada_boost.py	15	__all__ = ['SklAdaBoostClassificationLearner', 'SklAdaBoostRegressionLearner']	CODE
LOW	Orange/modelling/gb.py	12	__all__ = ["GBLearner"]	CODE
LOW	Orange/modelling/tree.py	8	__all__ = ['SklTreeLearner', 'TreeLearner']	CODE
LOW	Orange/modelling/randomforest.py	8	__all__ = ['RandomForestLearner']	CODE
LOW	Orange/modelling/linear.py	9	__all__ = ['SGDLearner']	CODE
LOW	Orange/modelling/neural_network.py	5	__all__ = ['NNLearner']	CODE
LOW	Orange/modelling/catgb.py	12	__all__ = ["CatGBLearner"]	CODE
LOW	Orange/modelling/ada_boost.py	7	__all__ = ['SklAdaBoostLearner']	CODE
LOW	Orange/modelling/constant.py	5	__all__ = ['ConstantLearner']	CODE
LOW	Orange/modelling/svm.py	9	__all__ = ['SVMLearner', 'LinearSVMLearner', 'NuSVMLearner']	CODE
LOW	Orange/modelling/xgb.py	13	__all__ = ["XGBLearner", "XGBRFLearner"]	CODE
LOW	Orange/modelling/column.py	10	__all__ = ["ColumnLearner", "ColumnModel"]	CODE
LOW	Orange/modelling/knn.py	5	__all__ = ['KNNLearner']	CODE
LOW	Orange/clustering/hierarchical.py	15	__all__ = ['HierarchicalClustering']	CODE
LOW	Orange/clustering/kmeans.py	9	__all__ = ["KMeans"]	CODE
LOW	Orange/clustering/louvain.py	20	__all__ = ["Louvain", "matrix_to_knn_graph"]	CODE
LOW	Orange/clustering/dbscan.py	7	__all__ = ["DBSCAN"]	CODE
LOW	Orange/preprocess/continuize.py	8	__all__ = ["DomainContinuizer"]	CODE
LOW	Orange/preprocess/fss.py	13	__all__ = ["SelectBestFeatures", "SelectRandomFeatures"]	CODE
LOW	Orange/preprocess/preprocess.py	17	__all__ = ["Continuize", "Discretize", "Impute", "RemoveNaNRows",	CODE
LOW	Orange/preprocess/normalize.py	8	__all__ = ["Normalizer"]	CODE
LOW	Orange/preprocess/remove.py	10	__all__ = ["Remove"]	CODE
LOW	Orange/preprocess/impute.py	10	__all__ = ["ReplaceUnknowns", "Average", "DoNotImpute", "DropInstances",	CODE
LOW	Orange/preprocess/discretize.py	20	__all__ = ["EqualFreq", "EqualWidth", "EntropyMDL", "DomainDiscretizer",	CODE
LOW	Orange/preprocess/score.py	15	__all__ = ["Chi2",	CODE
LOW	Orange/evaluation/clustering.py	11	__all__ = ['ClusteringEvaluation']	CODE
LOW	Orange/evaluation/scoring.py	25	__all__ = ["CA", "Precision", "Recall", "F1", "PrecisionRecallFSupport", "AUC",	CODE
LOW	Orange/evaluation/testing.py	15	__all__ = ["Results", "CrossValidation", "LeaveOneOut", "TestOnTrainingData",	CODE
LOW	Orange/regression/gb.py	11	__all__ = ["GBRegressor"]	CODE
LOW	Orange/regression/tree.py	13	__all__ = ["SklTreeRegressionLearner", "TreeLearner"]	CODE
LOW	Orange/regression/pls.py	14	__all__ = ["PLSRegressionLearner"]	CODE
LOW	Orange/regression/linear.py	12	__all__ = ["LinearRegressionLearner", "RidgeRegressionLearner",	CODE
LOW	Orange/regression/curvefit.py	13	__all__ = ["CurveFitLearner"]	CODE
LOW	Orange/regression/mean.py	6	__all__ = ["MeanLearner"]	CODE
LOW	Orange/regression/neural_network.py	6	__all__ = ["NNRegressionLearner"]	CODE
LOW	Orange/regression/catgb.py	12	__all__ = ["CatGBRegressor"]	CODE
LOW	Orange/regression/svm.py	6	__all__ = ["SVRLearner", "LinearSVRLearner", "NuSVRLearner"]	CODE
LOW	Orange/regression/xgb.py	12	__all__ = ["XGBRegressor", "XGBRFRegressor"]	CODE
LOW	Orange/regression/base_regression.py	3	__all__ = ["LearnerRegression", "ModelRegression",	CODE
65 more matches not shown…

Excessive Try-Catch Wrapping54 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW	…ment/source/orange-demo/orangedemo/OWLearningCurveC.py	361	except Exception as ex:	CODE
LOW	Orange/util.py	394	except Exception: # pylint: disable=broad-except	CODE
LOW	Orange/classification/__init__.py	26	except Exception:	CODE
LOW	Orange/classification/__init__.py	31	except Exception:	CODE
LOW	Orange/misc/server_embedder.py	336	except Exception:	CODE
LOW	Orange/tests/sql/base.py	382	except Exception as ex:	CODE
LOW	Orange/canvas/__main__.py	98	except Exception: # pylint: disable=broad-except	CODE
LOW	Orange/canvas/__main__.py	219	except Exception: # pylint: disable=broad-except	CODE
LOW	Orange/canvas/__main__.py	330	except Exception: # pylint: disable=broad-except	CODE
LOW	Orange/canvas/__main__.py	337	except Exception: # pylint: disable=broad-except	CODE
MEDIUM	Orange/canvas/__main__.py	88	def run(self):	CODE
MEDIUM	Orange/canvas/__main__.py	207	def run(self):	CODE
MEDIUM	Orange/canvas/__main__.py	334	def run(self):	CODE
LOW	Orange/evaluation/testing.py	47	except Exception as ex: # pylint: disable=broad-except	CODE
LOW	Orange/regression/__init__.py	20	except Exception:	CODE
LOW	Orange/regression/__init__.py	25	except Exception:	CODE
LOW	Orange/data/io.py	177	except Exception as e:	CODE
LOW	Orange/data/io.py	266	except Exception:	CODE
MEDIUM	Orange/data/io.py	258	def read(self):	CODE
LOW	Orange/data/pandas_compat.py	205	except Exception: # pylint: disable=broad-except	CODE
LOW	Orange/data/io_util.py	397	except Exception: # pylint: disable=broad-except	CODE
LOW⚡	Orange/widgets/credentials.py	36	except Exception:	CODE
LOW⚡	Orange/widgets/credentials.py	43	except Exception:	CODE
LOW⚡	Orange/widgets/credentials.py	50	except Exception:	CODE
MEDIUM	Orange/widgets/credentials.py	33	def __setattr__(self, key, value):	CODE
MEDIUM	Orange/widgets/credentials.py	40	def __getattr__(self, item):	CODE
MEDIUM	Orange/widgets/credentials.py	47	def __delattr__(self, item):	CODE
LOW	Orange/widgets/unsupervised/owdistancefile.py	122	except Exception as exc:	CODE
LOW	Orange/widgets/tests/test_workflows.py	57	except Exception as e:	CODE
LOW	Orange/widgets/utils/textimport.py	1624	except Exception as err: # pylint: disable=broad-except	CODE
LOW	Orange/widgets/visualize/utils/widget.py	720	except Exception as ex: # pylint: disable=broad-except	CODE
LOW	Orange/widgets/visualize/utils/__init__.py	410	except Exception: # ignore current state in case of any problem	CODE
MEDIUM	Orange/widgets/visualize/utils/__init__.py	351	def _update_model(self):	CODE
LOW	Orange/widgets/evaluate/owpredictions.py	473	except Exception as exc: # pylint: disable=broad-except	CODE
LOW	Orange/widgets/evaluate/owtestandscore.py	1083	except Exception as er: # pylint: disable=broad-except	CODE
MEDIUM	Orange/widgets/evaluate/owtestandscore.py	100	def __new__(cls, f, args, *kwargs):	CODE
LOW	Orange/widgets/model/owneuralnetwork.py	277	except Exception as ex: # pylint: disable=broad-except	CODE
LOW	Orange/widgets/model/owcurvefit.py	510	except Exception:	CODE
LOW⚡	Orange/widgets/data/owfile.py	433	except Exception as ex:	CODE
LOW⚡	Orange/widgets/data/owfile.py	442	except Exception:	CODE
LOW⚡	Orange/widgets/data/owfile.py	448	except Exception as ex:	CODE
LOW	Orange/widgets/data/owfile.py	496	except Exception as ex:	CODE
LOW	Orange/widgets/data/owfile.py	711	except Exception: # noqa # pylint:disable=broad-except	CODE
MEDIUM	Orange/widgets/data/owfile.py	653	def get_ext_name(filename):	CODE
LOW	Orange/widgets/data/owimpute.py	480	except Exception: # pylint: disable=broad-except	CODE
LOW	Orange/widgets/data/owimpute.py	499	except Exception: # pylint: disable=broad-except	CODE
LOW	Orange/widgets/data/owdatasets.py	552	except Exception: # anytying can happen, pylint: disable=broad-except	CODE
LOW	Orange/widgets/data/owdatasets.py	735	except Exception as ex:	CODE
LOW	Orange/widgets/data/owfeatureconstructor.py	761	except Exception:	CODE
MEDIUM	Orange/widgets/data/owfeatureconstructor.py	756	def validate(source):	CODE
LOW	Orange/widgets/data/owcsvimport.py	1228	except Exception as e: # pylint: disable=broad-except	CODE
LOW	Orange/widgets/data/owcsvimport.py	1502	except Exception: # pylint: disable=broad-except	CODE
LOW	Orange/widgets/data/owcolor.py	676	except Exception as exc:	CODE
LOW	Orange/widgets/data/tests/test_owfeaturestatistics.py	288	except Exception as e:	CODE

Self-Referential Comments20 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/build-wheels.yaml	11	# Create a matrix of all architectures & versions to build.	COMMENT
MEDIUM	doc/conf.py	36	# Define the projects that will share this configuration file.	COMMENT
MEDIUM	doc/data-mining-library/source/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	doc/data-mining-library/source/tutorial/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	doc/development/source/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	Orange/util.py	274	# Create a wrapper for each instance and store it, so that each instance's	COMMENT
MEDIUM	Orange/__init__.py	1	# This module is a mixture of imports and code, so we allow import anywhere	COMMENT
MEDIUM	Orange/distance/base.py	1	# This module defines abstract base classes; derived classes are abstract, too	COMMENT
MEDIUM	Orange/tests/test_naive_bayes.py	16	# This class is used to force predict_storage to fall back to the slower	COMMENT
MEDIUM	Orange/clustering/louvain.py	60	# Create an empty graph and add all the data ids as nodes for easy mapping	COMMENT
MEDIUM	Orange/preprocess/remove.py	107	# Define a simple Purge expression 'language'.	COMMENT
MEDIUM	Orange/data/sql/backend/postgres.py	198	# Create a new connection pool if none exists	COMMENT
MEDIUM	Orange/widgets/utils/plot/owplotgui.py	125	# The following methods are disabled to prevent their use by dragging	COMMENT
MEDIUM	Orange/widgets/utils/save/owsavebase.py	272	# This method is separated out because it will usually be overriden	COMMENT
MEDIUM	Orange/widgets/visualize/owscoringsheetviewer.py	177	# Create the labels for the slider	COMMENT
MEDIUM	Orange/widgets/visualize/owscoringsheetviewer.py	399	# Create a new widget box for the combo box in the main area	COMMENT
MEDIUM	Orange/widgets/visualize/utils/vizrank.py	555	# The following methods ensure that the vizrank dialog is	COMMENT
MEDIUM	Orange/widgets/data/owmelt.py	236	# Create a mask for removing long-list entries with missing or zero vals	COMMENT
MEDIUM	Orange/widgets/data/tests/test_owfile.py	244	# Create a dummy file	COMMENT
MEDIUM	Orange/projection/manifold.py	554	# Create a model object which will be capable of transforming new data	COMMENT

AI Structural Patterns54 hits · 53 pts

Severity	File	Line	Context
LOW	setup.py	137	CODE
LOW	Orange/base.py	670	CODE
LOW	Orange/base.py	730	CODE
LOW	Orange/classification/gb.py	28	CODE
LOW	Orange/classification/tree.py	238	CODE
LOW	Orange/classification/sgd.py	17	CODE
LOW	Orange/classification/rules.py	631	CODE
LOW	Orange/classification/rules.py	1253	CODE
LOW	Orange/classification/logistic_regression.py	39	CODE
LOW	Orange/classification/svm.py	15	CODE
LOW	Orange/classification/svm.py	27	CODE
LOW	Orange/classification/svm.py	39	CODE
LOW	Orange/classification/xgb.py	30	CODE
LOW	Orange/classification/xgb.py	94	CODE
LOW	Orange/classification/outlier_detection.py	94	CODE
LOW	Orange/classification/outlier_detection.py	106	CODE
LOW	Orange/classification/outlier_detection.py	119	CODE
LOW	Orange/classification/random_forest.py	43	CODE
LOW	Orange/classification/utils/fasterrisk/fasterrisk.py	11	CODE
LOW	Orange/clustering/kmeans.py	38	CODE
LOW	Orange/canvas/__main__.py	152	CODE
LOW	Orange/evaluation/testing.py	95	CODE
LOW	Orange/evaluation/testing.py	390	CODE
LOW	Orange/regression/gb.py	28	CODE
LOW	Orange/regression/tree.py	189	CODE
LOW	Orange/regression/linear.py	58	CODE
LOW	Orange/regression/linear.py	70	CODE
LOW	Orange/regression/linear.py	82	CODE
LOW	Orange/regression/linear.py	96	CODE
LOW	Orange/regression/curvefit.py	137	CODE
LOW	Orange/regression/svm.py	15	CODE
LOW	Orange/regression/svm.py	26	CODE
LOW	Orange/regression/svm.py	37	CODE
LOW	Orange/regression/xgb.py	28	CODE
LOW	Orange/regression/xgb.py	81	CODE
LOW	Orange/regression/random_forest.py	43	CODE
LOW	Orange/data/table.py	1125	CODE
LOW	Orange/widgets/gui.py	212	CODE
LOW	Orange/widgets/gui.py	476	CODE
LOW	Orange/widgets/utils/itemmodels.py	951	CODE
LOW	Orange/widgets/visualize/utils/__init__.py	586	CODE
LOW	Orange/widgets/visualize/utils/__init__.py	676	CODE
LOW	Orange/widgets/data/owmergedata.py	687	CODE
LOW	Orange/widgets/data/owpreprocess.py	974	CODE
LOW	Orange/widgets/data/utils/histogram.py	125	CODE
LOW	Orange/projection/manifold.py	123	CODE
LOW	Orange/projection/manifold.py	171	CODE
LOW	Orange/projection/manifold.py	183	CODE
LOW	Orange/projection/manifold.py	197	CODE
LOW	Orange/projection/manifold.py	390	CODE
LOW	Orange/projection/freeviz.py	23	CODE
LOW	Orange/projection/freeviz.py	241	CODE
LOW	Orange/projection/pca.py	32	CODE
LOW	Orange/projection/pca.py	61	CODE

Over-Commented Block49 hits · 49 pts

Severity	File	Line	Snippet	Context
LOW	doc/data-mining-library/source/conf.py	1	#!/usr/bin/env python3	COMMENT
LOW	doc/data-mining-library/source/conf.py	61	# The master toctree document.	COMMENT
LOW	doc/data-mining-library/source/conf.py	81	# This is also used if you do content translation via gettext catalogs.	COMMENT
LOW	doc/data-mining-library/source/conf.py	101		COMMENT
LOW	doc/data-mining-library/source/conf.py	121		COMMENT
LOW	doc/data-mining-library/source/conf.py	141	# A shorter title for the navigation bar. Default is the same as html_title.	COMMENT
LOW	doc/data-mining-library/source/conf.py	161	# html_extra_path = []	COMMENT
LOW	doc/data-mining-library/source/conf.py	181	# If false, no index is generated.	COMMENT
LOW	doc/data-mining-library/source/conf.py	201	# This is the file name suffix for HTML files (e.g. ".xhtml").	COMMENT
LOW	doc/data-mining-library/source/conf.py	221	# -- Options for LaTeX output ---------------------------------------------	COMMENT
LOW	doc/data-mining-library/source/conf.py	321	epub_publisher = author	COMMENT
LOW	doc/data-mining-library/source/conf.py	341	# or the project homepage.	COMMENT
LOW	doc/data-mining-library/source/conf.py	361	# A list of files that should not be packed into the epub file.	COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	1	#!/usr/bin/env python3	COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	21	# add these directories to sys.path here. If the directory is relative to the	COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	61	release = "1.0.0"	COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	81	# documents.	COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	101	# If true, keep warnings as "system message" paragraphs in the built documents.	COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	121		COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	141	html_static_path = ["_static"]	COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	161	# html_additional_pages = {}	COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	181	# If true, an OpenSearch description file will be output, and all pages will	COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	201	# html_search_scorer = 'scorer.js'	COMMENT
LOW	doc/data-mining-library/source/tutorial/conf.py	281		COMMENT
LOW	doc/development/source/conf.py	1	#!/usr/bin/env python3	COMMENT
LOW	doc/development/source/conf.py	61	master_doc = "index"	COMMENT
LOW	doc/development/source/conf.py	81	# Usually you set "language" from the command line for these cases.	COMMENT
LOW	doc/development/source/conf.py	101	# If true, the current module name will be prepended to all description	COMMENT
LOW	doc/development/source/conf.py	121		COMMENT
LOW	doc/development/source/conf.py	141	# html_short_title = None	COMMENT
LOW	doc/development/source/conf.py	161		COMMENT
LOW	doc/development/source/conf.py	181	# html_use_index = True	COMMENT
LOW	doc/development/source/conf.py	201	# html_file_suffix = None	COMMENT
LOW	doc/development/source/conf.py	221		COMMENT
LOW	doc/development/source/conf.py	241	"Orange Data Mining",	COMMENT
LOW	doc/development/source/conf.py	321	# for small screen space, using the same theme for HTML and epub output is	COMMENT
LOW	doc/development/source/conf.py	341	# epub_cover = ()	COMMENT
LOW	doc/development/source/conf.py	361	# epub_tocdup = True	COMMENT
LOW	…ment/source/orange-demo/orangedemo/OWLearningCurveC.py	301	# setup the task state	COMMENT
LOW	Orange/tree.py	301	from Orange.classification._tree_scorers import NULL_BRANCH	COMMENT
LOW	Orange/classification/_simple_tree.c	1	#if (defined __GLIBC__ \|\| defined __GNU__ \|\| defined __linux__)	COMMENT
LOW	Orange/classification/_simple_tree.c	61	#define QSORT_R_FUNC(base, nel, size, thunk, compar) \	COMMENT
LOW	Orange/misc/environ.py	21	#	COMMENT
LOW	Orange/widgets/widget.py	41	#: --------------------------------	COMMENT
LOW	Orange/widgets/visualize/owdistributions.py	1181	key=lambda x: x[1] - x[0])]	COMMENT
LOW	Orange/widgets/visualize/utils/vizrank.py	421	"""	COMMENT
LOW	Orange/widgets/data/owpreprocess.py	1061	Description("CUR Matrix Decomposition",	COMMENT
LOW	Orange/widgets/data/tests/test_owmelt.py	41		COMMENT
LOW	Orange/widgets/data/utils/pythoneditor/editor.py	341	# Determine current state and move based on that.	COMMENT

Decorative Section Separators14 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM	Orange/misc/environ.py	20	# ----------------------------	STRING
MEDIUM	Orange/tests/test_contingency.py	238	#------------------------------------------------------------	COMMENT
MEDIUM	Orange/tests/test_distribution.py	491	# --------------------------------------------------------------------------------	COMMENT
MEDIUM	Orange/widgets/visualize/owdistributions.py	499	# -----------------------------	COMMENT
MEDIUM	Orange/widgets/visualize/owdistributions.py	638	# -----------------------------	COMMENT
MEDIUM	Orange/widgets/visualize/owdistributions.py	1001	# -----------------------------	COMMENT
MEDIUM	Orange/widgets/visualize/owdistributions.py	1054	# -----------------------------	COMMENT
MEDIUM	Orange/widgets/visualize/owdistributions.py	1288	# -----------------------------	COMMENT
MEDIUM	Orange/widgets/visualize/owdistributions.py	1393	# -----------------------------	COMMENT
MEDIUM	Orange/widgets/visualize/owdistributions.py	1412	# -----------------------------	COMMENT
MEDIUM	Orange/widgets/data/tests/test_owmelt.py	48	# -------------------------------------------------------	COMMENT
MEDIUM	Orange/widgets/data/tests/test_owmelt.py	54	# -------------------------------------------------------	COMMENT
MEDIUM	Orange/widgets/data/utils/pythoneditor/completer.py	537	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	Orange/widgets/data/utils/pythoneditor/completer.py	539	# ---------------------------------------------------------------------------	COMMENT

Redundant / Tautological Comments19 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	Orange/tests/test_manifold.py	163	# Set perplexity to avoid warnings	COMMENT
LOW	Orange/tests/test_manifold.py	209	# Set iterations to 0 so we check that the initialization is fairly random	COMMENT
LOW	Orange/tests/test_manifold.py	231	# Set iterations to 0 so we check that the initialization is fairly random	COMMENT
LOW	Orange/utils/tree/skltreeadapter.py	138	# Check if a rule with that attribute exists	COMMENT
LOW⚡	Orange/widgets/unsupervised/owkmeans.py	420	# Check if the k already has a computed clustering	COMMENT
LOW⚡	Orange/widgets/unsupervised/owkmeans.py	425	# Check if there is enough data	COMMENT
LOW	Orange/widgets/unsupervised/owtsne.py	267	# Assign weights to each job indicating how much time will be spent on each	COMMENT
LOW	Orange/widgets/unsupervised/owtsne.py	760	# Set data to None so that the output signal will be cleared	COMMENT
LOW	Orange/widgets/unsupervised/tests/test_owtsne.py	239	# Set value to 1	COMMENT
LOW	Orange/widgets/visualize/owtreeviewer.py	358	# Set node_labels to None before changing the model,	COMMENT
LOW⚡	…e/widgets/visualize/tests/test_owscoringsheetviewer.py	78	# Check if the slider value is "0" before changing the checkbox	COMMENT
LOW⚡	…e/widgets/visualize/tests/test_owscoringsheetviewer.py	87	# Check if the slider value is now the same as the attribute's coefficient	COMMENT
LOW⚡	…e/widgets/visualize/tests/test_owscoringsheetviewer.py	96	# Check if the slider value is "0" again	COMMENT
LOW⚡	…e/widgets/visualize/tests/test_owscoringsheetviewer.py	103	# Check if the values of the combobox "match" the domain	COMMENT
LOW⚡	…e/widgets/visualize/tests/test_owscoringsheetviewer.py	122	# Check if the coefficients, scores, and risks have changed	COMMENT
LOW	Orange/widgets/evaluate/owpredictions.py	305	# Set these to prevent warnings when setting self.shown_probs	COMMENT
LOW	Orange/widgets/data/tests/test_owfile.py	252	# Open the file with the widget	COMMENT
LOW⚡	Orange/widgets/data/tests/test_owfeaturestatistics.py	363	# Check if selecting a single attribute row	COMMENT
LOW⚡	Orange/widgets/data/tests/test_owfeaturestatistics.py	372	# Check if selecting a single attribute row	COMMENT

AI Slop Vocabulary12 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	Orange/classification/utils/fasterrisk/fasterrisk.py	250	"""Reset the feature names in the class in order to print out the model card for the user	STRING
MEDIUM	Orange/evaluation/scoring.py	39	# Essentially `if cls is not Score`, except that Score may not exist yet	COMMENT
LOW	Orange/data/io_util.py	57	# Else already a file, just pass it through	COMMENT
LOW⚡	Orange/widgets/unsupervised/owkmeans.py	415	# If we don't need to recompute anything, just set the results to	COMMENT
LOW	Orange/widgets/unsupervised/owtsne.py	793	# `super().handleNewSignals` will just set all of them to False or will	COMMENT
MEDIUM	Orange/widgets/tests/base.py	703	"""Plot should exist after data has been sent in order to be	STRING
LOW	Orange/widgets/utils/combobox.py	40	# some styles take WindowText some just use current pen?	COMMENT
LOW	Orange/widgets/utils/textimport.py	649	# Maybe just use unicodedata.normalize('NFKC', ...) as a converter?	COMMENT
LOW	Orange/widgets/visualize/pythagorastreeviewer.py	148	# Since we have to redraw the whole tree anyways, just call `set_tree`	COMMENT
MEDIUM	Orange/widgets/visualize/tests/test_owscatterplot.py	111	self.widget.send_report() # Essentially, don't crash	CODE
LOW	Orange/widgets/data/owcsvimport.py	1726	# Maybe just return None.	COMMENT
LOW	Orange/widgets/data/utils/pythoneditor/indenter.py	237	else: # oops, strange indentation, just return previous indent	CODE

Dead Code5 hits · 10 pts

Severity	File	Line	Context
MEDIUM	…e/classification/utils/fasterrisk/sparseDiversePool.py	112	CODE
MEDIUM	…e/classification/utils/fasterrisk/sparseDiversePool.py	113	CODE
MEDIUM	…e/classification/utils/fasterrisk/sparseDiversePool.py	115	CODE
MEDIUM	…e/classification/utils/fasterrisk/sparseDiversePool.py	116	CODE
MEDIUM	…e/classification/utils/fasterrisk/sparseDiversePool.py	118	CODE

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	Orange/statistics/util.py	634	# don't support 1d matrices, make sure to convert 1d to 2d matrices	COMMENT
LOW	Orange/widgets/visualize/pythagorastreeviewer.py	774	# make sure to clear out any old slopes if we are drawing a new tree	COMMENT
LOW	Orange/widgets/visualize/pythagorastreeviewer.py	788	# make sure to pass a reference to parent to each child	COMMENT

Fake / Example Data2 hits · 1 pts

Severity	File	Line	Snippet	Context
LOW	Orange/tests/sql/test_filter.py	349	[w] for w in "Lorem ipsum dolor sit amet, consectetur adipiscing"	CODE
LOW	Orange/tests/sql/test_filter.py	349	[w] for w in "Lorem ipsum dolor sit amet, consectetur adipiscing"	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings