Pattern Findings

The scanner identified 316 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers121 hits · 136 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_utils.py	65	def test_remove_compression_ext():	CODE
LOW	tests/unit/test_utils.py	70	def test_remove_unsupported_ext():	CODE
LOW	tests/unit/test_ge_integration_expectations.py	22	def test_generic_expectations(batch):	CODE
LOW	tests/unit/test_ge_integration_expectations.py	29	def test_generic_expectations_min(batch):	CODE
LOW	tests/unit/test_ge_integration_expectations.py	50	def test_numeric_expectations(batch):	CODE
LOW	tests/unit/test_ge_integration_expectations.py	78	def test_numeric_expectations_min(batch):	CODE
LOW	tests/unit/test_ge_integration_expectations.py	95	def test_categorical_expectations(batch):	CODE
LOW⚡	tests/unit/test_ge_integration_expectations.py	110	def test_categorical_expectations_min(batch):	CODE
LOW⚡	tests/unit/test_ge_integration_expectations.py	120	def test_datetime_expectations(batch):	CODE
LOW⚡	tests/unit/test_ge_integration_expectations.py	130	def test_datetime_expectations_min(batch):	CODE
LOW⚡	tests/unit/test_correlations.py	48	def test_standard_report_with_correlation_table():	CODE
LOW⚡	tests/unit/test_correlations.py	57	def test_standard_report_without_correlation_table():	CODE
LOW⚡	tests/unit/test_correlations.py	64	def test_compare_report_with_correlation_table():	CODE
LOW	tests/unit/test_correlations.py	77	def test_compare_report_without_correlation_table():	CODE
LOW	tests/unit/test_correlations.py	87	def test_correlation_alerts_are_merged_across_methods(config):	CODE
LOW	tests/unit/test_interactions.py	34	def test_interaction_targets_are_unique_for_colliding_column_names(comparison):	CODE
LOW	tests/unit/test_dataset_schema.py	59	def test_dataset_schema_empty(auto_dta):	CODE
LOW	tests/unit/test_native_charts.py	57	def test_comparison_histogram(config):	CODE
LOW⚡	tests/unit/test_native_charts.py	75	def test_cat_frequency_folds_long_tail(config):	CODE
LOW⚡	tests/unit/test_native_charts.py	81	def test_cat_frequency_custom_colors(config):	CODE
LOW⚡	tests/unit/test_native_charts.py	87	def test_cat_frequency_invalid_type(config):	CODE
LOW⚡	tests/unit/test_native_charts.py	93	def test_cat_frequency_redacted(config):	CODE
LOW	tests/unit/test_native_charts.py	170	def test_matplotlib_renderer_unchanged():	CODE
LOW⚡	tests/unit/test_native_charts.py	195	def test_report_has_no_matplotlib_images(report_df):	CODE
LOW⚡	tests/unit/test_native_charts.py	201	def test_report_json_still_serialises(report_df):	CODE
LOW⚡	tests/unit/test_native_charts.py	208	def test_widget_flavour_renders_native(report_df):	CODE
LOW	tests/unit/test_native_charts.py	233	def test_comparison_histogram_single_combined_tooltip(config):	CODE
LOW	tests/unit/test_native_charts.py	254	def test_heatmap_interpretation(config):	CODE
LOW	tests/unit/test_native_charts.py	287	def test_report_script_is_jinja_safe():	CODE
LOW	tests/unit/test_native_charts.py	300	def test_histogram_large_integers_terminates(config):	CODE
LOW	tests/unit/test_native_charts.py	311	def test_date_ticks_long_spans_stay_small(start, end):	CODE
LOW	tests/unit/test_native_charts.py	322	def test_date_histogram_century(config):	CODE
LOW⚡	tests/unit/test_time_series.py	51	def test_timeseries_identification(html_profile: str):	CODE
LOW⚡	tests/unit/test_time_series.py	59	def test_timeseries_autocorrelation_tab(html_profile: str):	CODE
LOW⚡	tests/unit/test_time_series.py	66	def test_timeseries_seasonality(html_profile: str):	CODE
LOW⚡	tests/unit/test_time_series.py	73	def test_timeseries_with_sortby(sample_ts_df):	CODE
LOW⚡	tests/unit/test_time_series.py	81	def test_timeseries_without_sortby(sample_ts_df):	CODE
LOW⚡	tests/unit/test_time_series.py	96	def test_timeseries_with_missing_values(sample_ts_df):	CODE
LOW⚡	tests/unit/test_time_series.py	105	def test_non_numeric_timeseries():	CODE
LOW⚡	tests/unit/test_time_series.py	115	def test_timeseries_config_persistence():	CODE
LOW	tests/unit/test_ge_integration.py	27	def test_to_expectation_suite_raises(df):	CODE
LOW	tests/unit/test_ge_integration.py	33	def test_to_expectations_suite_context_save_and_build_data_docs(mod, context, df):	CODE
LOW	tests/unit/test_ge_integration.py	51	def test_to_expectations_suite_context_no_save_and_build_data_docs(mod, context, df):	CODE
LOW	tests/unit/test_ge_integration.py	69	def test_to_expectations_suite_context_no_save_and_no_build_data_docs(mod, context, df):	CODE
LOW	tests/unit/test_ge_integration.py	87	def test_to_expectations_suite_title(context, df):	CODE
LOW	tests/unit/test_ge_integration.py	98	def test_to_expectation_suite_no_context(mod, df):	CODE
LOW	tests/unit/test_console.py	15	def test_console_multiprocessing(console_data, test_output_dir):	CODE
LOW	tests/unit/test_templates.py	5	def test_report_title_strip_tags():	CODE
LOW	tests/unit/test_describe.py	587	def test_decribe_series_type_schema(config, summarizer):	CODE
LOW	tests/unit/test_report_options.py	64	def test_deactivated_cat_frequency_plot(data_fixture, plot_type, request):	CODE
LOW	tests/unit/test_report_options.py	78	def test_cat_frequency_default_barh_plot(data_fixture, request):	CODE
LOW	tests/unit/test_report_options.py	90	def test_cat_frequency_pie_plot(data_fixture, request):	CODE
LOW	tests/unit/test_report_options.py	99	def test_max_unique_categories(plot_type):	CODE
LOW	tests/unit/test_report_options.py	112	def test_more_categories_than_colors():	CODE
LOW	tests/unit/test_report_options.py	162	def test_config_persistence_matplotlib():	CODE
LOW	tests/unit/test_comparison.py	32	def test_compare_two_description(reports):	CODE
LOW	tests/unit/test_comparison.py	48	def test_compare_three_description(reports):	CODE
LOW	tests/unit/test_typeset_default.py	480	def test_type_schema_with_null_column():	CODE
LOW	tests/unit/test_pd_future_infer_string.py	22	def test_pd_future_infer_string(df: pd.DataFrame):	CODE
LOW	tests/unit/test_offline_guard.py	7	def test_outbound_connections_are_blocked():	CODE
61 more matches not shown…

Unused Imports85 hits · 85 pts

Severity	File	Line	Context
LOW	src/data_profiling/__init__.py	10	CODE
LOW	src/data_profiling/__init__.py	11	CODE
LOW	src/data_profiling/__init__.py	12	CODE
LOW	src/data_profiling/__init__.py	13	CODE
LOW	src/data_profiling/__init__.py	16	CODE
LOW	src/data_profiling/__init__.py	20	CODE
LOW	src/data_profiling/serialize_report.py	6	CODE
LOW	src/data_profiling/model/__init__.py	2	CODE
LOW	src/data_profiling/model/__init__.py	2	CODE
LOW	src/data_profiling/visualisation/charts/__init__.py	17	CODE
LOW	src/data_profiling/report/__init__.py	2	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	1	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	2	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	5	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	6	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	7	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	8	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	9	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	10	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	11	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	12	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	13	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	14	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	15	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	18	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	1	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	2	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	3	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	4	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	5	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	6	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	7	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	8	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	11	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	12	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	13	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	14	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	15	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	16	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	17	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	18	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	19	CODE
LOW	…ata_profiling/report/presentation/flavours/__init__.py	1	CODE
LOW	…ata_profiling/report/presentation/flavours/__init__.py	1	CODE
LOW	…ata_profiling/report/presentation/flavours/flavours.py	29	CODE
LOW	…ata_profiling/report/presentation/flavours/flavours.py	37	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	1	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	2	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	3	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	4	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	7	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	8	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	9	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	12	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	15	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	16	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	17	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	18	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	19	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	20	CODE
25 more matches not shown…

Cross-File Repetition14 hits · 70 pts

Severity	File	Snippet	Context
HIGH	src/data_profiling/model/spark/describe_date_spark.py	describe a boolean series. args: series: the series to describe. summary: the dict containing the series description so	STRING
HIGH	…ta_profiling/model/spark/describe_categorical_spark.py	describe a boolean series. args: series: the series to describe. summary: the dict containing the series description so	STRING
HIGH	…c/data_profiling/model/spark/describe_generic_spark.py	describe a boolean series. args: series: the series to describe. summary: the dict containing the series description so	STRING
HIGH	…c/data_profiling/model/spark/describe_numeric_spark.py	describe a boolean series. args: series: the series to describe. summary: the dict containing the series description so	STRING
HIGH	…c/data_profiling/model/spark/describe_boolean_spark.py	describe a boolean series. args: series: the series to describe. summary: the dict containing the series description so	STRING
HIGH	…_profiling/model/pandas/describe_categorical_pandas.py	describe generic series. args: config: report settings object series: the series to describe. summary: the dict containi	STRING
HIGH	…data_profiling/model/pandas/describe_numeric_pandas.py	describe generic series. args: config: report settings object series: the series to describe. summary: the dict containi	STRING
HIGH	…a_profiling/model/pandas/describe_timeseries_pandas.py	describe generic series. args: config: report settings object series: the series to describe. summary: the dict containi	STRING
HIGH	src/data_profiling/model/pandas/describe_text_pandas.py	describe generic series. args: config: report settings object series: the series to describe. summary: the dict containi	STRING
HIGH	src/data_profiling/model/pandas/describe_date_pandas.py	describe generic series. args: config: report settings object series: the series to describe. summary: the dict containi	STRING
HIGH	…data_profiling/model/pandas/describe_boolean_pandas.py	describe generic series. args: config: report settings object series: the series to describe. summary: the dict containi	STRING
HIGH	src/data_profiling/model/pandas/describe_path_pandas.py	describe generic series. args: config: report settings object series: the series to describe. summary: the dict containi	STRING
HIGH	src/data_profiling/model/pandas/describe_url_pandas.py	describe generic series. args: config: report settings object series: the series to describe. summary: the dict containi	STRING
HIGH	…data_profiling/model/pandas/describe_generic_pandas.py	describe generic series. args: config: report settings object series: the series to describe. summary: the dict containi	STRING

Decorative Section Separators22 hits · 66 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/conftest.py	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/conftest.py	43	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/conftest.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/conftest.py	69	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/plot.py	1161	# =============================================================================	COMMENT
MEDIUM	src/data_profiling/visualisation/plot.py	1167	# =============================================================================	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/scales.py	99	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/scales.py	102	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	174	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	176	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	269	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	271	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	408	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	410	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	677	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	679	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	883	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	885	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	1017	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	src/data_profiling/visualisation/charts/svg.py	1019	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…ta_profiling/report/structure/variables/render_text.py	88	# ============================================================================================	COMMENT
MEDIUM	…iling/report/structure/variables/render_categorical.py	398	# ============================================================================================	COMMENT

Docstring Block Structure8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	src/data_profiling/serialize_report.py	47	Deserialize the serialized report Args: data: The bytes of a serialize ProfileReport objec	STRING
HIGH	src/data_profiling/utils/dataframe.py	29	Determine if the given file extension indicates a compression format that pandas can handle automatically. Args:	STRING
HIGH	src/data_profiling/utils/dataframe.py	45	Removes the given suffix from the given string. Args: text (str): the string to remove the suffix from	STRING
HIGH	src/data_profiling/utils/dataframe.py	78	Read DataFrame based on the file extension. This function is used when the file is in a standard format. Various fil	STRING
HIGH	src/data_profiling/utils/dataframe.py	145	Expand non-nested lists, dicts and tuples in a DataFrame into columns with a prefix. Args: types: list of t	STRING
HIGH	src/data_profiling/visualisation/plot.py	333	Scatter plot (or hexbin plot) from a series of complex values Examples: >>> complex_series = pd.Series([com	STRING
HIGH	src/data_profiling/visualisation/plot.py	364	Scatter plot (or hexbin plot) from one series of sequences with length 2 Examples: >>> scatter_series(file_	STRING
HIGH	src/data_profiling/visualisation/plot.py	396	Scatter plot (or hexbin plot) from two series Examples: >>> widths = pd.Series([800, 1024]) >>> hei	STRING

Cross-Language Confusion4 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	src/data_profiling/compare_reports.py	20	return v1.equals(v2)	CODE
HIGH	src/data_profiling/compare_reports.py	22	return v1.equals(v2)	CODE
HIGH	src/data_profiling/model/spark/describe_counts_spark.py	47	# Need to add the isnan() check because Pandas isnull check will count NaN as null, but Spark does not	COMMENT
HIGH	src/data_profiling/model/spark/describe_counts_spark.py	56	# Need to add the isnan() check because Pandas isnull check will count NaN as null, but Spark does not	COMMENT

Deep Nesting21 hits · 20 pts

Severity	File	Line	Context
LOW	src/data_profiling/profile_report.py	446	CODE
LOW	src/data_profiling/profile_report.py	447	CODE
LOW	src/data_profiling/compare_reports.py	85	CODE
LOW	src/data_profiling/compare_reports.py	238	CODE
LOW	src/data_profiling/compare_reports.py	255	CODE
LOW	src/data_profiling/utils/dataframe.py	77	CODE
LOW	src/data_profiling/model/summary_algorithms.py	29	CODE
LOW	…data_profiling/model/pandas/describe_numeric_pandas.py	82	CODE
LOW	src/data_profiling/visualisation/plot.py	253	CODE
LOW	src/data_profiling/visualisation/plot.py	665	CODE
LOW	src/data_profiling/visualisation/plot.py	809	CODE
LOW	src/data_profiling/visualisation/plot.py	1084	CODE
LOW	src/data_profiling/visualisation/charts/svg.py	274	CODE
LOW	src/data_profiling/visualisation/charts/svg.py	728	CODE
LOW	src/data_profiling/visualisation/charts/svg.py	1147	CODE
LOW	src/data_profiling/report/formatters.py	309	CODE
LOW	src/data_profiling/report/structure/correlations.py	10	CODE
LOW	src/data_profiling/report/structure/report.py	70	CODE
LOW	…iling/report/presentation/flavours/widget/container.py	45	CODE
LOW	…iling/report/presentation/flavours/widget/container.py	100	CODE
LOW	…ofiling/report/presentation/flavours/html/container.py	9	CODE

Modern Structural Boilerplate13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	src/data_profiling/__init__.py	28	__all__ = [	CODE
LOW	src/data_profiling/compare_reports.py	105	def _update_titles(reports: List[ProfileReport]) -> None:	CODE
LOW	src/data_profiling/model/__init__.py	4	__all__ = ["BaseAnalysis", "BaseDescription"]	CODE
LOW	src/data_profiling/model/spark/__init__.py	35	__all__ = [	CODE
LOW	src/data_profiling/model/pandas/__init__.py	37	__all__ = [	CODE
LOW	src/data_profiling/visualisation/charts/__init__.py	32	__all__ = ["render", "use_native", "is_inline_svg"]	CODE
LOW	src/data_profiling/report/__init__.py	4	__all__ = ["get_report_structure"]	CODE
LOW	…/data_profiling/report/structure/variables/__init__.py	20	__all__ = [	CODE
LOW	src/data_profiling/report/presentation/core/__init__.py	21	__all__ = [	CODE
LOW	…ata_profiling/report/presentation/flavours/__init__.py	6	__all__ = [	CODE
LOW	…filing/report/presentation/flavours/widget/__init__.py	28	__all__ = [	CODE
LOW	…rofiling/report/presentation/flavours/html/__init__.py	29	__all__ = [	CODE
LOW	src/ydata_profiling/__init__.py	38	__all__ = [	CODE

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	…tions/great_expectations/great_expectations_example.py	46	# Create the suite	COMMENT
MEDIUM	src/data_profiling/visualisation/plot.py	249	# Create a new colormap from those colors	COMMENT
MEDIUM	src/data_profiling/visualisation/plot.py	562	# Create the plot	COMMENT
MEDIUM	src/data_profiling/visualisation/plot.py	1061	# Create the missing matrix plot.	COMMENT

Excessive Try-Catch Wrapping11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	src/data_profiling/serialize_report.py	68	except Exception as e:	CODE
LOW	src/data_profiling/utils/common.py	86	except Exception:	CODE
LOW	src/data_profiling/utils/common.py	139	except Exception:	CODE
LOW	src/data_profiling/visualisation/plot.py	153	except Exception:	CODE
LOW	src/data_profiling/visualisation/plot.py	166	except Exception:	CODE
LOW	src/data_profiling/visualisation/plot.py	301	except Exception:	CODE
LOW	src/data_profiling/visualisation/plot.py	882	except Exception as ex:	CODE
LOW	src/data_profiling/visualisation/charts/builders.py	207	except Exception:	CODE
LOW	src/data_profiling/visualisation/charts/scales.py	171	except Exception:	CODE
LOW	src/data_profiling/visualisation/charts/palette.py	63	except Exception: # pragma: no cover - fall back to the colour as given	CODE
LOW	src/data_profiling/visualisation/charts/palette.py	106	except Exception:	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	tests/issues/test_issue437.py	15	except: # noqa: E722	CODE
HIGH	src/data_profiling/profile_report.py	534	except ModuleNotFoundError:	CODE

Fake / Example Data4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_sensitive.py	13	"name": ["John Doe", "Marco Polo", "Louis Brandeis", "William Douglas"],	CODE
LOW⚡	tests/unit/test_report_options.py	37	dummy_data = []	CODE
LOW⚡	tests/unit/test_report_options.py	39	dummy_data.extend([cat] * i)	CODE
LOW⚡	tests/unit/test_report_options.py	40	return pd.DataFrame({"dummy_cat": dummy_data})	CODE

AI Structural Patterns5 hits · 4 pts

Severity	File	Line	Context
LOW	tests/unit/test_describe.py	174	CODE
LOW	tests/backends/spark_backend/test_descriptions_spark.py	82	CODE
LOW	tests/issues/test_issue169.py	22	CODE
LOW	src/data_profiling/profile_report.py	65	CODE
LOW	src/data_profiling/visualisation/plot.py	1084	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	203	# Check if SparkContext exists before creating a new one	COMMENT

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	examples/features/images_cats_and_dogs.py	61		COMMENT

Data-Centric-AI-Community/fg-data-profiling

Open-Source Code Quality, Security and Technical Debt Review

Risk Review · Payload v1

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings