ibis-project/ibis

22.2

Adjusted Score

22.2

Raw Score

100%

Time Factor

2026-07-31

Last Push

6.6K

Stars

Python

Language

222.9K

Lines of Code

2.1K

Files

3.2K

Pattern Hits

2026-08-02

Scan Date

0.15

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 4HIGH 315MEDIUM 142LOW 2701

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 3162 distinct pattern matches across 20 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 Identifiers1803 hits · 1763 pts

Severity	File	Line	Snippet	Context
LOW	.conventionalcommits.js	5	function extractConventionalCommitsConfig(config) {	CODE
LOW	docs/backends/_utils.py	30	def find_member_with_docstring(member):	CODE
LOW	docs/backends/_utils.py	88	def dump_methods_to_json_for_algolia(backend, methods):	CODE
LOW⚡	…/_freeze/posts/hamilton-ibis/execute-results/html.json	5	"markdown": "---\ntitle: Portable dataflows with Ibis and Hamilton\nauthor: \"Thierry Jean\"\ndate: \"2024-03-28\"\n	CODE
LOW⚡	…ze/posts/hamilton-ibis/index/execute-results/html.json	5	"markdown": "---\ntitle: Portable dataflows with Ibis and Hamilton\nauthor: \"Thierry Jean\"\ndate: \"2024-04-02\"\n	CODE
LOW⚡	…eze/posts/lms-for-data/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using language models for data\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-05\"\nimage:	CODE
LOW	ibis/formats/tests/test_polars.py	87	def test_from_ibis_type_seconds(ibis_dtype, polars_type):	CODE
LOW	ibis/formats/tests/test_polars.py	108	def test_interval_unsupported_unit():	CODE
LOW	ibis/formats/tests/test_polars.py	120	def test_schema_to_and_from_ibis():	CODE
LOW	ibis/formats/tests/test_pyarrow.py	83	def test_non_roundtripable_types(arrow_type, ibis_type, restored_type):	CODE
LOW	ibis/formats/tests/test_pyarrow.py	94	def test_month_day_nano_type_unsupported():	CODE
LOW	ibis/formats/tests/test_pyarrow.py	100	def test_dtype_from_nullable_map_type(value_nullable):	CODE
LOW	ibis/formats/tests/test_pyarrow.py	119	def test_dtype_from_nullable_list_type(value_nullable, list_nullable):	CODE
LOW	ibis/formats/tests/test_pyarrow.py	132	def test_dtype_from_dictionary_type(value_type):	CODE
LOW	ibis/formats/tests/test_pyarrow.py	150	def test_ibis_exclusive_types(ibis_type, arrow_type):	CODE
LOW	ibis/formats/tests/test_pyarrow.py	154	def test_schema_from_pyarrow_checks_duplicate_column_names():	CODE
LOW	ibis/formats/tests/test_pyarrow.py	175	def test_unknown_dtype_gets_converted_to_string():	CODE
LOW	ibis/formats/tests/test_pyarrow.py	192	def test_geo_gets_converted_to_geoarrow(ibis_type):	CODE
LOW	ibis/formats/tests/test_pyarrow.py	200	def test_geoarrow_gets_converted_to_geo():	CODE
LOW	ibis/formats/tests/test_pyarrow.py	220	def test_geoarrow_crs_gets_converted_to_geo():	CODE
LOW	ibis/formats/tests/test_pyarrow.py	248	def test_schema_infer_pyarrow_table():	CODE
LOW	ibis/formats/tests/test_pyarrow.py	261	def test_schema_from_to_pyarrow_schema():	CODE
LOW	ibis/formats/tests/test_pyarrow.py	281	def test_schema___arrow_c_schema__():	CODE
LOW⚡	ibis/formats/tests/test_pandas.py	80	def test_dtype_from_pandas_arrow_dtype(pandas_type, ibis_type):	CODE
LOW⚡	ibis/formats/tests/test_pandas.py	85	def test_dtype_from_pandas_arrow_string_dtype():	CODE
LOW⚡	ibis/formats/tests/test_pandas.py	90	def test_dtype_from_pandas_arrow_list_dtype():	CODE
LOW	ibis/formats/tests/test_pandas.py	119	def test_dtype_from_nullable_extension_dtypes(pandas_type, ibis_type):	CODE
LOW	ibis/formats/tests/test_pandas.py	161	def test_schema_from_dataframe():	CODE
LOW	ibis/formats/tests/test_pandas.py	302	def test_schema_from_dataframe_with_array_column():	CODE
LOW⚡	ibis/formats/tests/test_pandas.py	437	def test_schema_from_various_dataframes(col_data, schema_type):	CODE
LOW⚡	ibis/formats/tests/test_pandas.py	445	def test_convert_dataframe_with_timezone():	CODE
LOW⚡	ibis/formats/tests/test_pandas.py	455	def test_schema_doesnt_match_input_columns():	CODE
LOW	ibis/formats/tests/test_numpy.py	56	def test_non_roundtripable_str_type(numpy_type):	CODE
LOW	ibis/formats/tests/test_numpy.py	66	def test_non_roundtripable_bytes_type(numpy_type):	CODE
LOW	ibis/formats/tests/test_numpy.py	142	def test_dtype_from_numpy_dtype_timedelta():	CODE
LOW	ibis/backends/conftest.py	200	def pytest_collection_modifyitems(session, config, items):	CODE
LOW	ibis/backends/conftest.py	430	def con_create_catalog_database(con):	CODE
LOW	ibis/backends/__init__.py	90	def _ipython_key_completions_(self) -> list[str]:	CODE
LOW	ibis/backends/__init__.py	1264	def _verify_in_memory_tables_are_unique(self, expr: ir.Expr) -> None:	CODE
LOW	ibis/backends/__init__.py	1274	def _register_in_memory_tables(self, expr: ir.Expr) -> None:	CODE
LOW	ibis/backends/__init__.py	1290	def _register_in_memory_table(self, op: ops.InMemoryTable) -> None:	CODE
LOW	ibis/backends/clickhouse/__init__.py	70	def _register_in_memory_table(self, op: ops.InMemoryTable) -> None:	CODE
LOW	ibis/backends/clickhouse/__init__.py	222	def _normalize_external_tables(self, external_tables=None) -> ExternalData \| None:	CODE
LOW	ibis/backends/clickhouse/__init__.py	252	def _collect_in_memory_tables(	CODE
LOW	ibis/backends/clickhouse/tests/test_datatypes.py	29	def test_columns_types_with_additional_argument(con):	CODE
LOW	ibis/backends/clickhouse/tests/test_datatypes.py	42	def test_array_discovery_clickhouse(con):	CODE
LOW	ibis/backends/clickhouse/tests/test_aggregations.py	36	def test_reduction_invalid_where(alltypes, reduction):	CODE
LOW	ibis/backends/clickhouse/tests/test_literals.py	35	def test_fine_grained_timestamp_literals(con, expr, assert_sql):	CODE
LOW	ibis/backends/clickhouse/tests/test_literals.py	52	def test_string_numeric_boolean_literals(con, value, assert_sql):	CODE
LOW	ibis/backends/clickhouse/tests/test_select.py	38	def test_timestamp_extract_field(alltypes, assert_sql):	CODE
LOW	ibis/backends/clickhouse/tests/test_select.py	51	def test_isin_notin_in_select(alltypes, assert_sql):	CODE
LOW	ibis/backends/clickhouse/tests/test_select.py	98	def test_simple_scalar_aggregates(alltypes, assert_sql):	CODE
LOW	ibis/backends/clickhouse/tests/test_select.py	106	# def test_scalar_aggregates_multiple_tables(alltypes):	COMMENT
LOW	ibis/backends/clickhouse/tests/test_select.py	159	def test_complex_array_expr_projection(alltypes, assert_sql):	CODE
LOW⚡	ibis/backends/clickhouse/tests/test_select.py	173	def test_scalar_exprs_no_table_refs(expr, assert_sql):	CODE
LOW⚡	ibis/backends/clickhouse/tests/test_select.py	177	def test_isnull_case_expr_rewrite_failure(alltypes, assert_sql):	CODE
LOW⚡	ibis/backends/clickhouse/tests/test_select.py	184	def test_physical_table_reference_translate(alltypes, assert_sql):	CODE
LOW	ibis/backends/clickhouse/tests/test_select.py	214	def test_self_reference_simple(con, alltypes, assert_sql):	CODE
LOW	ibis/backends/clickhouse/tests/test_select.py	228	def test_where_simple_comparisons(con, alltypes, assert_sql):	CODE
LOW	ibis/backends/clickhouse/tests/test_select.py	263	def test_where_with_timestamp(assert_sql):	CODE
1743 more matches not shown…

Cross-Language Confusion269 hits · 1629 pts

Severity	File	Line	Snippet	Context
HIGH	ibis/selectors.py	169	>>> expr1.equals(expr2)	STRING
HIGH	ibis/selectors.py	570	>>> expr.equals(expr_by_hand)	STRING
HIGH	ibis/selectors.py	619	>>> expr.equals(expr_by_hand)	STRING
HIGH	ibis/formats/tests/test_polars.py	18	param(dt.null, pl.Null, id="null"),	CODE
HIGH	ibis/formats/tests/test_polars.py	125	assert s1.equals(ibis_schema)	CODE
HIGH	ibis/formats/tests/test_polars.py	161	assert res.equals(sol)	CODE
HIGH	ibis/formats/tests/test_polars.py	172	assert df.equals(sol)	CODE
HIGH	ibis/formats/tests/test_pyarrow.py	172	assert pyarrow_schema.equals(restored)	CODE
HIGH⚡	ibis/formats/tests/test_pandas.py	430	param(pd.Series([], dtype="object"), dt.null, id="empty_null"),	CODE
HIGH	ibis/backends/clickhouse/tests/test_datatypes.py	147	param("Array(Nothing)", dt.Array(dt.null, nullable=False), id="array_nothing"),	CODE
HIGH	ibis/backends/clickhouse/tests/test_datatypes.py	148	param("Array(Null)", dt.Array(dt.null, nullable=False), id="array_null"),	CODE
HIGH	ibis/backends/clickhouse/tests/test_functions.py	65	assert result.equals(col)	CODE
HIGH	ibis/backends/flink/__init__.py	332	str(e.java_exception.toString()),	CODE
HIGH⚡	ibis/backends/flink/tests/test_ddl.py	121	assert result.equals(t.to_pyarrow())	CODE
HIGH⚡	ibis/backends/oracle/__init__.py	51	# NUMBER(null, null) --> NUMBER(38) -> NUMBER(38, 0)	COMMENT
HIGH⚡	ibis/backends/oracle/__init__.py	52	# (null, null) --> from_string()	COMMENT
HIGH⚡	ibis/backends/oracle/__init__.py	56	# (null, 0) --> INT	COMMENT
HIGH⚡	ibis/backends/oracle/__init__.py	57	# (null, 3), (null, 6), (null, 9) --> from_string() - TIMESTAMP(3)/(6)/(9)	COMMENT
HIGH	ibis/backends/datafusion/tests/test_string.py	8	assert con.execute(t.s.length()).gt(0).all()	CODE
HIGH	ibis/backends/tests/test_join.py	103	assert result.equals(expected)	CODE
HIGH	ibis/backends/tests/test_string.py	550	lambda t: t.string_col.length(),	CODE
HIGH	ibis/backends/tests/test_string.py	667	lambda c: c[c.length() - 1 :],	CODE
HIGH	ibis/backends/tests/test_string.py	682	lambda c: c[: c.length()],	CODE
HIGH	ibis/backends/tests/test_string.py	698	lambda c: c[c.length() - 2 : c.length() - 1],	CODE
HIGH	ibis/backends/tests/test_string.py	1107	expr = fn(null)	CODE
HIGH	ibis/backends/tests/test_string.py	1264	lambda t: t.string_col.length(),	CODE
HIGH	ibis/backends/tests/test_aggregation.py	1820	.group_by(n=_.project_name.length())	CODE
HIGH⚡	ibis/backends/tests/test_generic.py	1023	(_.bigint_col + 1).isin(_.string_col.length() + 1),	CODE
HIGH⚡	ibis/backends/tests/test_generic.py	1033	(_.bigint_col + 1).notin(_.string_col.length() + 1),	CODE
HIGH	ibis/backends/tests/test_generic.py	619	assert not r1.equals(r2)	CODE
HIGH	ibis/backends/tests/test_generic.py	996	(_.string_col.length() * 1).isin([1]),	CODE
HIGH	ibis/backends/tests/test_generic.py	1001	(_.string_col.length() * 1).notin([1]),	CODE
HIGH	ibis/backends/tests/test_generic.py	1213	assert result.equals(expected)	CODE
HIGH	ibis/backends/tests/test_generic.py	1354	assert res.equals(table)	CODE
HIGH	ibis/backends/tests/test_client.py	1859	assert result.equals(expected_result)	CODE
HIGH	ibis/backends/tests/test_client.py	1952	assert result.equals(expected)	CODE
HIGH	ibis/backends/tests/test_set_ops.py	157	assert result.equals(alltypes)	CODE
HIGH	ibis/backends/tests/test_param.py	71	result = con.execute(param.length().name("tmp"), params={param: value})	CODE
HIGH	ibis/backends/tests/data.py	100	'{"a":null,"b":2}',	CODE
HIGH	ibis/backends/tests/data.py	101	'{"a":"foo", "c":null}',	CODE
HIGH⚡	ibis/backends/tests/test_export.py	50	assert res.schema.equals(sol.schema)	CODE
HIGH⚡	ibis/backends/tests/test_export.py	56	assert res.schema.equals(sol.schema)	CODE
HIGH	ibis/backends/tests/tpc/ds/test_queries.py	9	from ibis import _, coalesce, cumulative_window, date, ifelse, null, rank, union	CODE
HIGH	ibis/backends/tests/tpc/ds/test_queries.py	925	# snowflake divide by zero is an error, all others return a value (null, nan, or inf)	COMMENT
HIGH	ibis/backends/impala/__init__.py	772	if not insert_schema.equals(existing_schema):	CODE
HIGH	ibis/backends/impala/tests/test_exprs.py	124	s.length(),	CODE
HIGH	ibis/backends/impala/tests/test_string_builtins.py	24	pytest.param(lambda s: s.length(), id="length"),	CODE
HIGH	ibis/backends/bigquery/__init__.py	1198	if not schema.equals(obj.schema()):	CODE
HIGH⚡	ibis/backends/bigquery/tests/system/test_client.py	198	assert result.equals(expected)	CODE
HIGH⚡	ibis/backends/snowflake/__init__.py	98	if (val !== null) {	CODE
HIGH⚡	ibis/backends/snowflake/__init__.py	104	return !allNull ? total : null;""",	CODE
HIGH⚡	ibis/backends/snowflake/__init__.py	114	if (val !== null) {	CODE
HIGH⚡	ibis/backends/snowflake/__init__.py	120	return count !== 0 ? total / count : null;""",	CODE
HIGH	ibis/backends/snowflake/__init__.py	136	return count !== 0 ? false : null;""",	CODE
HIGH	ibis/backends/snowflake/__init__.py	152	return count !== 0 ? true : null;""",	CODE
HIGH	ibis/backends/sqlite/tests/test_types.py	79	assert res.equals(sol)	CODE
HIGH	ibis/backends/sqlite/tests/test_types.py	93	assert res.equals(sol)	CODE
HIGH	ibis/backends/postgres/tests/test_postgis.py	112	assert a.equals(b)	CODE
HIGH	ibis/backends/postgres/tests/test_postgis.py	151	assert a.equals(b)	CODE
HIGH	ibis/backends/postgres/tests/test_postgis.py	217	expr = geotable.geo_linestring.length()	CODE
209 more matches not shown…

Unused Imports588 hits · 574 pts

Severity	File	Line	Context
LOW	conftest.py	1	CODE
LOW	gen_redirects.py	1	CODE
LOW	ci/make_geography_db.py	16	CODE
LOW	ci/release/verify_release.py	3	CODE
LOW	docs/_renderer.py	1	CODE
LOW	docs/backends_sankey.py	1	CODE
LOW	docs/posts/pydata-performance-part2/polars_ibis.py	1	CODE
LOW	docs/posts/pydata-performance-part2/duckdb_ibis.py	1	CODE
LOW	docs/posts/pydata-performance-part2/polars_native.py	1	CODE
LOW	docs/posts/pydata-performance-part2/datafusion_ibis.py	1	CODE
LOW	…cs/posts/pydata-performance-part2/datafusion_native.py	1	CODE
LOW	docs/posts/torch/model.py	6	CODE
LOW	docs/posts/pydata-performance/step2.py	1	CODE
LOW	docs/posts/pydata-performance/step3.py	1	CODE
LOW	docs/posts/pydata-performance/step0.py	1	CODE
LOW	docs/posts/pydata-performance/step1.py	1	CODE
LOW	docs/posts/pydata-performance/pandas_impl.py	1	CODE
LOW	docs/posts/pydata-performance/dask_impl.py	1	CODE
LOW	docs/backends/_utils.py	1	CODE
LOW	…ization/example_streamlit_app/example_streamlit_app.py	1	CODE
LOW	ibis/conftest.py	1	CODE
LOW	ibis/config.py	1	CODE
LOW	ibis/config.py	162	CODE
LOW	ibis/util.py	3	CODE
LOW	ibis/__init__.py	3	CODE
LOW	ibis/__init__.py	10	CODE
LOW	ibis/__init__.py	12	CODE
LOW	ibis/__init__.py	13	CODE
LOW	ibis/__init__.py	15	CODE
LOW	ibis/__init__.py	16	CODE
LOW	ibis/__init__.py	17	CODE
LOW	ibis/selectors.py	51	CODE
LOW	ibis/interactive.py	1	CODE
LOW	ibis/interactive.py	4	CODE
LOW	ibis/interactive.py	5	CODE
LOW	ibis/interactive.py	6	CODE
LOW	ibis/interactive.py	7	CODE
LOW	ibis/streamlit/__init__.py	1	CODE
LOW	ibis/formats/pyarrow.py	1	CODE
LOW	ibis/formats/pyarrow.py	7	CODE
LOW	ibis/formats/pandas.py	1	CODE
LOW	ibis/formats/pandas.py	436	CODE
LOW	ibis/formats/__init__.py	1	CODE
LOW	ibis/formats/__init__.py	256	CODE
LOW	ibis/formats/numpy.py	1	CODE
LOW	ibis/formats/polars.py	1	CODE
LOW	ibis/formats/tests/test_polars.py	1	CODE
LOW	ibis/formats/tests/test_pyarrow.py	1	CODE
LOW	ibis/formats/tests/test_pandas.py	1	CODE
LOW	ibis/formats/tests/test_numpy.py	1	CODE
LOW	ibis/backends/conftest.py	1	CODE
LOW	ibis/backends/__init__.py	1	CODE
LOW	ibis/backends/__init__.py	1610	CODE
LOW	ibis/backends/__init__.py	1622	CODE
LOW	ibis/backends/__init__.py	104	CODE
LOW	ibis/backends/clickhouse/converter.py	1	CODE
LOW	ibis/backends/clickhouse/__init__.py	1	CODE
LOW	ibis/backends/clickhouse/__init__.py	14	CODE
LOW	ibis/backends/clickhouse/tests/conftest.py	1	CODE
LOW	ibis/backends/clickhouse/tests/test_datatypes.py	1	CODE
528 more matches not shown…

Cross-File Repetition44 hits · 220 pts

Severity	File	Snippet	Context
HIGH	ibis/backends/__init__.py	execute an ibis expression and return a pandas `dataframe`, `series`, or scalar. parameters ---------- expr ibis express	STRING
HIGH	ibis/backends/flink/__init__.py	execute an ibis expression and return a pandas `dataframe`, `series`, or scalar. parameters ---------- expr ibis express	STRING
HIGH	ibis/backends/mysql/__init__.py	execute an ibis expression and return a pandas `dataframe`, `series`, or scalar. parameters ---------- expr ibis express	STRING
HIGH	ibis/backends/singlestoredb/__init__.py	execute an ibis expression and return a pandas `dataframe`, `series`, or scalar. parameters ---------- expr ibis express	STRING
HIGH	ibis/backends/postgres/__init__.py	execute an ibis expression and return a pandas `dataframe`, `series`, or scalar. parameters ---------- expr ibis express	STRING
HIGH	ibis/backends/sql/__init__.py	execute an ibis expression and return a pandas `dataframe`, `series`, or scalar. parameters ---------- expr ibis express	STRING
HIGH	ibis/backends/__init__.py	execute an expression and return results as a dictionary of torch tensors. parameters ---------- params parameters to su	STRING
HIGH	ibis/backends/duckdb/__init__.py	execute an expression and return results as a dictionary of torch tensors. parameters ---------- params parameters to su	STRING
HIGH	ibis/expr/types/core.py	execute an expression and return results as a dictionary of torch tensors. parameters ---------- params parameters to su	STRING
HIGH	ibis/backends/__init__.py	register a delta lake table as a table in the current database. parameters ---------- path the data source. must be a di	STRING
HIGH	ibis/backends/datafusion/__init__.py	register a delta lake table as a table in the current database. parameters ---------- path the data source. must be a di	STRING
HIGH	ibis/backends/duckdb/__init__.py	register a delta lake table as a table in the current database. parameters ---------- path the data source. must be a di	STRING
HIGH	ibis/backends/__init__.py	drop a secret. parameters ---------- name secret name to drop. database name of the database (catalog) where the secret	STRING
HIGH	ibis/backends/risingwave/__init__.py	drop a secret. parameters ---------- name secret name to drop. database name of the database (catalog) where the secret	STRING
HIGH	ibis/backends/materialize/__init__.py	drop a secret. parameters ---------- name secret name to drop. database name of the database (catalog) where the secret	STRING
HIGH	ibis/backends/__init__.py	rename an existing table. parameters ---------- old_name the old name of the table. new_name the new name of the table.	STRING
HIGH	ibis/backends/pyspark/__init__.py	rename an existing table. parameters ---------- old_name the old name of the table. new_name the new name of the table.	STRING
HIGH	ibis/backends/databricks/__init__.py	rename an existing table. parameters ---------- old_name the old name of the table. new_name the new name of the table.	STRING
HIGH	ibis/backends/impala/__init__.py	rename an existing table. parameters ---------- old_name the old name of the table. new_name the new name of the table.	STRING
HIGH	ibis/backends/athena/__init__.py	rename an existing table. parameters ---------- old_name the old name of the table. new_name the new name of the table.	STRING
HIGH	ibis/backends/trino/__init__.py	compute the schema of a `table`. parameters ---------- table_name may not be fully qualified. use `database` if you	STRING
HIGH	ibis/backends/databricks/__init__.py	compute the schema of a `table`. parameters ---------- table_name may not be fully qualified. use `database` if you	STRING
HIGH	ibis/backends/duckdb/__init__.py	compute the schema of a `table`. parameters ---------- table_name may not be fully qualified. use `database` if you	STRING
HIGH	ibis/backends/athena/__init__.py	compute the schema of a `table`. parameters ---------- table_name may not be fully qualified. use `database` if you	STRING
HIGH	ibis/backends/sqlite/__init__.py	compute the schema of a `table`. parameters ---------- table_name may not be fully qualified. use `database` if you	STRING
HIGH	ibis/backends/trino/__init__.py	create an ibis client from an existing connection to a singlestoredb database. parameters ---------- con an existing con	STRING
HIGH	ibis/backends/postgres/__init__.py	create an ibis client from an existing connection to a singlestoredb database. parameters ---------- con an existing con	STRING
HIGH	ibis/backends/risingwave/__init__.py	create an ibis client from an existing connection to a singlestoredb database. parameters ---------- con an existing con	STRING
HIGH	ibis/backends/mysql/__init__.py	create an ibis client from an existing connection to a singlestoredb database. parameters ---------- con an existing con	STRING
HIGH	ibis/backends/druid/__init__.py	create an ibis client from an existing connection to a singlestoredb database. parameters ---------- con an existing con	STRING
HIGH	ibis/backends/mssql/__init__.py	create an ibis client from an existing connection to a singlestoredb database. parameters ---------- con an existing con	STRING
HIGH	ibis/backends/singlestoredb/__init__.py	create an ibis client from an existing connection to a singlestoredb database. parameters ---------- con an existing con	STRING
HIGH	ibis/backends/oracle/__init__.py	create a table in postgres. parameters ---------- name name of the table to create obj the data with which to populate t	STRING
HIGH	ibis/backends/datafusion/__init__.py	create a table in postgres. parameters ---------- name name of the table to create obj the data with which to populate t	STRING
HIGH	ibis/backends/snowflake/__init__.py	create a table in postgres. parameters ---------- name name of the table to create obj the data with which to populate t	STRING
HIGH	ibis/backends/sqlite/__init__.py	create a table in postgres. parameters ---------- name name of the table to create obj the data with which to populate t	STRING
HIGH	ibis/backends/postgres/__init__.py	create a table in postgres. parameters ---------- name name of the table to create obj the data with which to populate t	STRING
HIGH	ibis/backends/oracle/tests/conftest.py	load test data into a singlestoredb backend instance. parameters ---------- data_dir location of testdata script_dir loc	STRING
HIGH	ibis/backends/mysql/tests/conftest.py	load test data into a singlestoredb backend instance. parameters ---------- data_dir location of testdata script_dir loc	STRING
HIGH	ibis/backends/druid/tests/conftest.py	load test data into a singlestoredb backend instance. parameters ---------- data_dir location of testdata script_dir loc	STRING
HIGH	ibis/backends/singlestoredb/tests/conftest.py	load test data into a singlestoredb backend instance. parameters ---------- data_dir location of testdata script_dir loc	STRING
HIGH	ibis/backends/databricks/__init__.py	return a stream of record batches. the returned `recordbatchreader` contains a cursor with an unbounded lifetime. for an	STRING
HIGH	ibis/backends/duckdb/__init__.py	return a stream of record batches. the returned `recordbatchreader` contains a cursor with an unbounded lifetime. for an	STRING
HIGH	ibis/backends/athena/__init__.py	return a stream of record batches. the returned `recordbatchreader` contains a cursor with an unbounded lifetime. for an	STRING

Decorative Section Separators71 hits · 181 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/posts/bigquery-arrays/index/execute-results/html.json	4	"markdown": "---\ntitle: Working with arrays in Google BigQuery\nauthor: \"Phillip Cloud\"\ndate: \"2023-09-12\"\nca	CODE
MEDIUM	…/posts/bigquery-arrays/index/execute-results/html.json	4	"markdown": "---\ntitle: Working with arrays in Google BigQuery\nauthor: \"Phillip Cloud\"\ndate: \"2023-09-12\"\nca	CODE
MEDIUM	…ackend-agnostic-arrays/index/execute-results/html.json	4	"markdown": "---\ntitle: Backend agnostic arrays\nauthor: \"Phillip Cloud\"\ndate: 2024-01-19\ncategories:\n - ar	CODE
MEDIUM	…ackend-agnostic-arrays/index/execute-results/html.json	4	"markdown": "---\ntitle: Backend agnostic arrays\nauthor: \"Phillip Cloud\"\ndate: 2024-01-19\ncategories:\n - ar	CODE
MEDIUM	…reeze/posts/ibis-bench/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis benchmarking: DuckDB, DataFusion, Polars\"\nauthor: \"Cody Peterson\"\ndate: \"2024-	CODE
MEDIUM	…reeze/posts/ibis-bench/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis benchmarking: DuckDB, DataFusion, Polars\"\nauthor: \"Cody Peterson\"\ndate: \"2024-	CODE
MEDIUM	…metrics-on-the-backend/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Classification metrics on the backend\"\nauthor: \"Tyler White\"\ndate: \"2024-12-05\"\ni	CODE
MEDIUM	…/varchar-in-a-haystack/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Varchar in a haystack\"\nauthor: \"Tyler White\"\nerror: false\ndate: \"2024-04-12\"\nima	CODE
MEDIUM	docs/_freeze/posts/1brc/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using one Python dataframe API to take the billion row challenge with DuckDB, Polars, and	CODE
MEDIUM	docs/_freeze/posts/1brc/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using one Python dataframe API to take the billion row challenge with DuckDB, Polars, and	CODE
MEDIUM	…e/posts/into-snowflake/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Snow IO: loading data from other DBs into Snowflake\"\nauthor: \"Phillip Cloud\"\nerror:	CODE
MEDIUM	…e/posts/into-snowflake/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Snow IO: loading data from other DBs into Snowflake\"\nauthor: \"Phillip Cloud\"\nerror:	CODE
MEDIUM⚡	…cs/_freeze/posts/torch/index/execute-results/html.json	4	"markdown": "---\ntitle: \"Ibis on 🔥: Supercharge Your Workflow with DuckDB and PyTorch\"\nauthor: \"Phillip	CODE
MEDIUM⚡	…cs/_freeze/posts/torch/index/execute-results/html.json	4	"markdown": "---\ntitle: \"Ibis on 🔥: Supercharge Your Workflow with DuckDB and PyTorch\"\nauthor: \"Phillip	CODE
MEDIUM	…ata-compiled-languages/index/execute-results/html.json	4	"markdown": "---\ntitle: Querying every file in every release on the Python Package Index (redux)\nauthor: Gil Forsy	CODE
MEDIUM	…ata-compiled-languages/index/execute-results/html.json	4	"markdown": "---\ntitle: Querying every file in every release on the Python Package Index (redux)\nauthor: Gil Forsy	CODE
MEDIUM⚡	…osts/ibis-overturemaps/index/execute-results/html.json	5	"markdown": "---\ntitle: \"From query to plot: Exploring GeoParquet Overture Maps with Ibis, DuckDB, and Lonboard\"\	CODE
MEDIUM⚡	…osts/ibis-overturemaps/index/execute-results/html.json	5	"markdown": "---\ntitle: \"From query to plot: Exploring GeoParquet Overture Maps with Ibis, DuckDB, and Lonboard\"\	CODE
MEDIUM⚡	…-version-8.0.0-release/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis 8.0: streaming and more!\"\nauthor: \"Ibis team\"\ndate: \"2024-02-12\"\ncategories:	CODE
MEDIUM⚡	…-version-8.0.0-release/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis 8.0: streaming and more!\"\nauthor: \"Ibis team\"\ndate: \"2024-02-12\"\ncategories:	CODE
MEDIUM	…eeze/posts/ci-analysis/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Analysis of Ibis's CI performance\"\nauthor: \"Phillip Cloud\"\ndate: \"2023-01-09\"\ncat	CODE
MEDIUM	…eeze/posts/ci-analysis/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Analysis of Ibis's CI performance\"\nauthor: \"Phillip Cloud\"\ndate: \"2023-01-09\"\ncat	CODE
MEDIUM⚡	…eze/posts/ibis-to-file/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis sneak peek: writing to files\"\nauthor: Kae Suarez\ndate: 2023-03-09\ncategories:\n	CODE
MEDIUM⚡	…eze/posts/ibis-to-file/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis sneak peek: writing to files\"\nauthor: Kae Suarez\ndate: 2023-03-09\ncategories:\n	CODE
MEDIUM	…-version-6.0.0-release/index/execute-results/html.json	5	"markdown": "---\ntitle: Ibis v6.0.0\nauthor: \"Ibis team\"\ndate: \"2023-07-03\"\ncategories:\n - release\n -	CODE
MEDIUM	…-version-6.0.0-release/index/execute-results/html.json	5	"markdown": "---\ntitle: Ibis v6.0.0\nauthor: \"Ibis team\"\ndate: \"2023-07-03\"\ncategories:\n - release\n -	CODE
MEDIUM	…eze/posts/wow-analysis/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Analysis of World of Warcraft data\"\nauthor: \"Tyler White\"\nerror: false\ndate: \"2024	CODE
MEDIUM	…e/posts/v6.1.0-release/index/execute-results/html.json	5	"markdown": "---\ntitle: Ibis v6.1.0\nauthor: \"Ibis team\"\ndate: \"2023-08-02\"\ncategories:\n - release\n -	CODE
MEDIUM	…e/posts/v6.1.0-release/index/execute-results/html.json	5	"markdown": "---\ntitle: Ibis v6.1.0\nauthor: \"Ibis team\"\ndate: \"2023-08-02\"\ncategories:\n - release\n -	CODE
MEDIUM	…eze/posts/snowflake-io/index/execute-results/html.json	4	"markdown": "---\ntitle: \"Icy IO: loading local files with Snowflake\"\nauthor: \"Phillip Cloud\"\ndate: \"2023-08-	CODE
MEDIUM	…eze/posts/snowflake-io/index/execute-results/html.json	4	"markdown": "---\ntitle: \"Icy IO: loading local files with Snowflake\"\nauthor: \"Phillip Cloud\"\ndate: \"2023-08-	CODE
MEDIUM⚡	…e/posts/duckdb-for-rag/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using DuckDB + Ibis for RAG\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-22\"\nimage: th	CODE
MEDIUM⚡	…e/posts/duckdb-for-rag/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using DuckDB + Ibis for RAG\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-22\"\nimage: th	CODE
MEDIUM⚡	docs/_freeze/posts/1tbc/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Querying 1TB on a laptop with Python dataframes\"\nauthor: \"Cody Peterson\"\ndate: \"202	CODE
MEDIUM⚡	docs/_freeze/posts/1tbc/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Querying 1TB on a laptop with Python dataframes\"\nauthor: \"Cody Peterson\"\ndate: \"202	CODE
MEDIUM⚡	…eze/posts/lms-for-data/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using language models for data\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-05\"\nimage:	CODE
MEDIUM⚡	…eze/posts/lms-for-data/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using language models for data\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-05\"\nimage:	CODE
MEDIUM	…eze/posts/unix-backend/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Scaling to infinity and beyond: the Unix backend\"\nauthor: \"Phillip Cloud\"\ndate: \"20	CODE
MEDIUM	…eze/posts/unix-backend/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Scaling to infinity and beyond: the Unix backend\"\nauthor: \"Phillip Cloud\"\ndate: \"20	CODE
MEDIUM	…-version-9.0.0-release/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis 9.0: SQLGlot-ification\"\nauthor: \"Ibis team\"\ndate: \"2024-05-01\"\ncategories:\n	CODE
MEDIUM	…-version-9.0.0-release/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis 9.0: SQLGlot-ification\"\nauthor: \"Ibis team\"\ndate: \"2024-05-01\"\ncategories:\n	CODE
MEDIUM⚡	…posts/campaign-finance/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Exploring campaign finance data\"\nauthor: \"Nick Crews\"\ndate: \"2023-03-24\"\ncategori	CODE
MEDIUM⚡	…posts/campaign-finance/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Exploring campaign finance data\"\nauthor: \"Nick Crews\"\ndate: \"2023-03-24\"\ncategori	CODE
MEDIUM⚡	…s/_freeze/posts/ibisml/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using IbisML and DuckDB for a Kaggle competition: credit risk model stability\"\nauthor:	CODE
MEDIUM⚡	…s/_freeze/posts/ibisml/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using IbisML and DuckDB for a Kaggle competition: credit risk model stability\"\nauthor:	CODE
MEDIUM⚡	…eeze/posts/ibis-athena/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Querying Amazon Athena from the comfort of your Python interpreter\"\nauthor: \"Anja Bosk	CODE
MEDIUM⚡	…eeze/posts/ibis-athena/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Querying Amazon Athena from the comfort of your Python interpreter\"\nauthor: \"Anja Bosk	CODE
MEDIUM	…freeze/posts/selectors/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Maximizing productivity with selectors\"\nauthor: Phillip Cloud\ndate: 2023-02-27\ncatego	CODE
MEDIUM	…freeze/posts/selectors/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Maximizing productivity with selectors\"\nauthor: Phillip Cloud\ndate: 2023-02-27\ncatego	CODE
MEDIUM	…ze/posts/ibis-examples/index/execute-results/html.json	4	"markdown": "---\ntitle: \"Ibis sneak peek: examples\"\nauthor: Kae Suarez\ndate: 2023-03-08\ncategories:\n - blo	CODE
MEDIUM	…/_freeze/backends/clickhouse/execute-results/html.json	4	"markdown": "---\nexecute:\n freeze: auto\ntitle: ClickHouse\n---\n\n\n\n\n\n[https://clickhouse.com](https://click	CODE
MEDIUM	…/_freeze/backends/clickhouse/execute-results/html.json	4	"markdown": "---\nexecute:\n freeze: auto\ntitle: ClickHouse\n---\n\n\n\n\n\n[https://clickhouse.com](https://click	CODE
MEDIUM⚡	…/tutorials/coming-from/dplyr/execute-results/html.json	5	"markdown": "---\nexecute:\n freeze: auto\ntitle: \"dplyr\"\n---\n\n\n\n\n[R](https://www.r-project.org/) users fam	CODE
MEDIUM⚡	…/tutorials/coming-from/dplyr/execute-results/html.json	5	"markdown": "---\nexecute:\n freeze: auto\ntitle: \"dplyr\"\n---\n\n\n\n\n[R](https://www.r-project.org/) users fam	CODE
MEDIUM⚡	…utorials/backends/clickhouse/execute-results/html.json	5	"markdown": "---\ntitle: ClickHouse\nfreeze: auto\n---\n\n\n\n\n[Ibis](https://ibis-project.com) supports reading an	CODE
MEDIUM⚡	…utorials/backends/clickhouse/execute-results/html.json	5	"markdown": "---\ntitle: ClickHouse\nfreeze: auto\n---\n\n\n\n\n[Ibis](https://ibis-project.com) supports reading an	CODE
MEDIUM	…ds/starburst-galaxy/1_basics/execute-results/html.json	5	"markdown": "---\ntitle: Basic operations\n---\n\n\n\nIn this tutorial, we will perform basic operations on demo dat	CODE
MEDIUM	…nds/starburst-galaxy/0_setup/execute-results/html.json	5	"markdown": "---\ntitle: Requirements and setup\n---\n\n\n\nIn this tutorial, we will connect to Starburst Galaxy an	CODE
MEDIUM	…nds/starburst-galaxy/0_setup/execute-results/html.json	5	"markdown": "---\ntitle: Requirements and setup\n---\n\n\n\nIn this tutorial, we will connect to Starburst Galaxy an	CODE
MEDIUM⚡	…ls/data-platforms/clickhouse/execute-results/html.json	5	"markdown": "---\ntitle: ClickHouse\nfreeze: auto\n---\n\n[Ibis](https://ibis-project.com) supports reading and quer	CODE
11 more matches not shown…

Deep Nesting133 hits · 132 pts

Severity	File	Line	Context
LOW	ibis/util.py	92	CODE
LOW	ibis/util.py	480	CODE
LOW	ibis/util.py	601	CODE
LOW	ibis/selectors.py	845	CODE
LOW	ibis/formats/pyarrow.py	79	CODE
LOW	ibis/formats/pyarrow.py	163	CODE
LOW	ibis/formats/pandas.py	37	CODE
LOW	ibis/formats/pandas.py	59	CODE
LOW	ibis/formats/pandas.py	215	CODE
LOW	ibis/formats/pandas.py	239	CODE
LOW	ibis/formats/numpy.py	39	CODE
LOW	ibis/formats/numpy.py	66	CODE
LOW	ibis/formats/polars.py	42	CODE
LOW	ibis/formats/polars.py	80	CODE
LOW	ibis/backends/conftest.py	200	CODE
LOW	ibis/backends/__init__.py	1672	CODE
LOW	ibis/backends/__init__.py	1274	CODE
LOW	ibis/backends/flink/datatypes.py	38	CODE
LOW	ibis/backends/flink/datatypes.py	82	CODE
LOW	ibis/backends/flink/utils.py	243	CODE
LOW	ibis/backends/flink/tests/test_ddl.py	474	CODE
LOW	ibis/backends/pyspark/__init__.py	407	CODE
LOW	ibis/backends/pyspark/datatypes.py	47	CODE
LOW	ibis/backends/pyspark/datatypes.py	85	CODE
LOW	ibis/backends/oracle/__init__.py	43	CODE
LOW	ibis/backends/databricks/__init__.py	42	CODE
LOW	ibis/backends/databricks/tests/conftest.py	31	CODE
LOW	ibis/backends/datafusion/__init__.py	205	CODE
LOW	ibis/backends/tests/test_generic.py	1545	CODE
LOW	ibis/backends/impala/__init__.py	710	CODE
LOW	ibis/backends/impala/__init__.py	915	CODE
LOW	ibis/backends/bigquery/__init__.py	110	CODE
LOW	ibis/backends/bigquery/__init__.py	280	CODE
LOW	ibis/backends/bigquery/__init__.py	443	CODE
LOW	ibis/backends/sqlite/tests/conftest.py	28	CODE
LOW	ibis/backends/mysql/datatypes.py	23	CODE
LOW	ibis/backends/materialize/__init__.py	219	CODE
LOW	ibis/backends/materialize/__init__.py	713	CODE
LOW	ibis/backends/materialize/__init__.py	1026	CODE
LOW	ibis/backends/materialize/__init__.py	1672	CODE
LOW	ibis/backends/materialize/__init__.py	2023	CODE
LOW	ibis/backends/materialize/__init__.py	281	CODE
LOW	ibis/backends/materialize/tests/conftest.py	103	CODE
LOW	…/backends/materialize/tests/test_idiomatic_patterns.py	348	CODE
LOW	ibis/backends/polars/rewrites.py	61	CODE
LOW	ibis/backends/polars/compiler.py	86	CODE
LOW	ibis/backends/polars/compiler.py	137	CODE
LOW	ibis/backends/polars/compiler.py	181	CODE
LOW	ibis/backends/mssql/__init__.py	245	CODE
LOW	ibis/backends/mssql/__init__.py	318	CODE
LOW	ibis/backends/singlestoredb/converter.py	14	CODE
LOW	ibis/backends/singlestoredb/converter.py	18	CODE
LOW	ibis/backends/singlestoredb/__init__.py	71	CODE
LOW	ibis/backends/singlestoredb/datatypes.py	58	CODE
LOW	ibis/backends/sql/__init__.py	726	CODE
LOW	ibis/backends/sql/datatypes.py	310	CODE
LOW	ibis/backends/sql/datatypes.py	1164	CODE
LOW	ibis/backends/sql/datatypes.py	1478	CODE
LOW	ibis/backends/sql/datatypes.py	1594	CODE
LOW	ibis/backends/sql/datatypes.py	1645	CODE
73 more matches not shown…

Self-Referential Comments38 hits · 119 pts

Severity	File	Line	Snippet	Context
MEDIUM	conda/environment.yml	2	# This file is autogenerated by pyproject2conda	COMMENT
MEDIUM	conda/environment.yml	7	# This file is manually edited.	COMMENT
MEDIUM	conda/environment-arm64.yml	2	# This file is autogenerated by pyproject2conda	COMMENT
MEDIUM	conda/environment-arm64.yml	7	# This file is manually edited.	COMMENT
MEDIUM	ci/make_geography_db.py	3	# Create the geography database for the tutorial	COMMENT
MEDIUM⚡	docs/posts/torch/model.py	25	# Define the input and output dimensions	COMMENT
MEDIUM⚡	docs/posts/torch/model.py	29	# Create a linear regression model instance	COMMENT
MEDIUM⚡	docs/posts/torch/model.py	39	# Define the loss function	COMMENT
MEDIUM⚡	docs/posts/torch/model.py	42	# Define the optimizer	COMMENT
MEDIUM⚡	…cs/_freeze/posts/torch/index/execute-results/html.json	4	"markdown": "---\ntitle: \"Ibis on 🔥: Supercharge Your Workflow with DuckDB and PyTorch\"\nauthor: \"Phillip	CODE
MEDIUM	…sts/flink-announcement/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis goes real-time! Introducing the new Flink backend for Ibis\"\nauthor: \"Deepyaman Da	CODE
MEDIUM⚡	…utorials/backends/clickhouse/execute-results/html.json	5	"markdown": "---\ntitle: ClickHouse\nfreeze: auto\n---\n\n\n\n\n[Ibis](https://ibis-project.com) supports reading an	CODE
MEDIUM	…pache-flink/1_single_feature/execute-results/html.json	5	"markdown": "---\ntitle: 'A real-life use case: fraud detection'\n---\n\n\n\nImagine you’re a data scientist who wor	CODE
MEDIUM⚡	…ls/data-platforms/clickhouse/execute-results/html.json	5	"markdown": "---\ntitle: ClickHouse\nfreeze: auto\n---\n\n[Ibis](https://ibis-project.com) supports reading and quer	CODE
MEDIUM	ibis/backends/pyspark/tests/test_client.py	62	# Create a sample table with a partition column	COMMENT
MEDIUM	ibis/backends/tests/test_aggregation.py	173	# Create a single-row single-column dataframe with the Pandas `agg` result	COMMENT
MEDIUM	ibis/backends/tests/test_window.py	595	# Define a window that is	COMMENT
MEDIUM	ibis/backends/tests/test_window.py	944	# Define a window that is	COMMENT
MEDIUM	ibis/backends/tests/test_client.py	1895	# Create an extra database	COMMENT
MEDIUM	ibis/backends/tests/test_client.py	1935	# Create an extra database	COMMENT
MEDIUM	ibis/backends/duckdb/tests/test_io.py	246	# Create a new connection here because we already have the `ibis_testing`	COMMENT
MEDIUM	ibis/backends/materialize/__init__.py	1150	# Create a new connection with the same parameters	STRING
MEDIUM	…/backends/materialize/tests/test_materialized_views.py	275	# Create a materialized view	COMMENT
MEDIUM⚡	ibis/backends/materialize/tests/test_clusters.py	68	# Create a new connection with cluster specified	COMMENT
MEDIUM	ibis/backends/materialize/tests/test_mz_now.py	52	# Create a mock table with timestamp column	COMMENT
MEDIUM	ibis/backends/materialize/tests/test_mz_now.py	130	# Create a temporary table with timestamp column	COMMENT
MEDIUM	ibis/backends/materialize/tests/test_subscribe.py	30	# Create a materialized view that computes over the bids subsource	COMMENT
MEDIUM⚡	ibis/backends/materialize/tests/test_indexes.py	36	# Create a materialized view to index	COMMENT
MEDIUM	ibis/backends/singlestoredb/tests/conftest.py	128	# Create a custom TestConf class for this specific connection	COMMENT
MEDIUM	ibis/backends/singlestoredb/tests/test_datatypes.py	393	# Create a sample timedelta	COMMENT
MEDIUM	ibis/backends/singlestoredb/tests/test_compiler.py	31	# Create a mock cast operation	COMMENT
MEDIUM	ibis/backends/singlestoredb/tests/test_compiler.py	68	# Create a mock column expression	COMMENT
MEDIUM	ibis/backends/singlestoredb/tests/test_client.py	309	# Create a mock URL with query parameters	COMMENT
MEDIUM	ibis/backends/sql/compilers/singlestoredb.py	86	# Create an anonymous function call since SQLGlot's f.date creates a cast	COMMENT
MEDIUM	ibis/backends/sql/compilers/singlestoredb.py	871	# Create the compiler instance	COMMENT
MEDIUM	ibis/expr/tests/test_newrels.py	972	# Create a subquery	COMMENT
MEDIUM	ibis/expr/tests/test_newrels.py	1014	# Create a subquery	COMMENT
MEDIUM	ibis/common/collections.py	20	# The following classes provide an alternative to the `collections.abc` module	COMMENT

AI Slop Vocabulary25 hits · 63 pts

Severity	File	Line	Snippet	Context
MEDIUM	…s/unified-stream-batch/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Stream-batch unification through Ibis\"\nauthor: \"Chloe He\"\ndate: 2024-02-26\ncategori	CODE
MEDIUM	…k-unified-stream-batch/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Stream-batch unification through Ibis lens\"\nauthor: \"Chloe\"\ndate: 2024-02-08\ncatego	CODE
MEDIUM⚡	…cs/_freeze/posts/torch/index/execute-results/html.json	4	"markdown": "---\ntitle: \"Ibis on 🔥: Supercharge Your Workflow with DuckDB and PyTorch\"\nauthor: \"Phillip	CODE
MEDIUM⚡	…/_freeze/posts/hamilton-ibis/execute-results/html.json	5	"markdown": "---\ntitle: Portable dataflows with Ibis and Hamilton\nauthor: \"Thierry Jean\"\ndate: \"2024-03-28\"\n	CODE
MEDIUM⚡	…ze/posts/hamilton-ibis/index/execute-results/html.json	5	"markdown": "---\ntitle: Portable dataflows with Ibis and Hamilton\nauthor: \"Thierry Jean\"\ndate: \"2024-04-02\"\n	CODE
MEDIUM⚡	…-version-8.0.0-release/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis 8.0: streaming and more!\"\nauthor: \"Ibis team\"\ndate: \"2024-02-12\"\ncategories:	CODE
MEDIUM⚡	…-version-8.0.0-release/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis 8.0: streaming and more!\"\nauthor: \"Ibis team\"\ndate: \"2024-02-12\"\ncategories:	CODE
MEDIUM⚡	docs/_freeze/posts/1tbc/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Querying 1TB on a laptop with Python dataframes\"\nauthor: \"Cody Peterson\"\ndate: \"202	CODE
MEDIUM⚡	docs/_freeze/posts/1tbc/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Querying 1TB on a laptop with Python dataframes\"\nauthor: \"Cody Peterson\"\ndate: \"202	CODE
MEDIUM⚡	docs/_freeze/posts/1tbc/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Querying 1TB on a laptop with Python dataframes\"\nauthor: \"Cody Peterson\"\ndate: \"202	CODE
MEDIUM⚡	…eze/posts/lms-for-data/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using language models for data\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-05\"\nimage:	CODE
MEDIUM	…sts/flink-announcement/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis goes real-time! Introducing the new Flink backend for Ibis\"\nauthor: \"Deepyaman Da	CODE
MEDIUM⚡	…posts/campaign-finance/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Exploring campaign finance data\"\nauthor: \"Nick Crews\"\ndate: \"2023-03-24\"\ncategori	CODE
MEDIUM⚡	…s/_freeze/posts/ibisml/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using IbisML and DuckDB for a Kaggle competition: credit risk model stability\"\nauthor:	CODE
MEDIUM⚡	…s/_freeze/posts/ibisml/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using IbisML and DuckDB for a Kaggle competition: credit risk model stability\"\nauthor:	CODE
MEDIUM⚡	…eeze/posts/ibis-athena/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Querying Amazon Athena from the comfort of your Python interpreter\"\nauthor: \"Anja Bosk	CODE
MEDIUM⚡	…eeze/posts/ibis-athena/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Querying Amazon Athena from the comfort of your Python interpreter\"\nauthor: \"Anja Bosk	CODE
LOW	…ackends/apache-flink/0_setup/execute-results/html.json	5	"markdown": "---\ntitle: Getting started\n---\n\n\n\nIn this tutorial, you will learn how to set up and use Flink wi	CODE
LOW	ibis/backends/materialize/tests/test_mz_now.py	245	# Use mz_now() in aggregate - since it's scalar, just add it as a column	COMMENT
MEDIUM	ibis/backends/singlestoredb/__init__.py	3	# ruff: noqa: BLE001, S110, S608, SIM105 - Performance optimization methods require comprehensive exception handling	COMMENT
LOW	ibis/backends/sql/compilers/mssql.py	208	# length of the string, MSSQL will just return the rest of the string	COMMENT
LOW	ibis/backends/sql/compilers/materialize.py	361	# No path specified, just return the arg cast to text	COMMENT
MEDIUM	ibis/backends/sql/compilers/bigquery/udf/find.py	27	# TODO not sure if this is robust to scope changes	COMMENT
MEDIUM⚡	ibis/tests/expr/test_selectors.py	446	# a bit silly, but robust nonetheless	COMMENT
LOW	ibis/expr/rules.py	91	# TODO(kszucs): might just use bounds instead of actual literal values	COMMENT

Over-Commented Block64 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW	ci/make_geography_db.py	1	#!/usr/bin/env python	COMMENT
LOW	ci/udf/CMakeLists.txt	1	# Copyright 2012 Cloudera Inc.	COMMENT
LOW	ci/udf/uda-sample.h	1	// Copyright 2012 Cloudera Inc.	COMMENT
LOW	ci/udf/udf-sample.h	1	// Copyright 2012 Cloudera Inc.	COMMENT
LOW	ci/udf/udf-sample.h	21	using namespace impala_udf;	COMMENT
LOW	ci/udf/udf-sample.h	41	// > select hasvowels(c1) from t1;	COMMENT
LOW	ci/udf/lib/udf-debug.h	1	// Copyright 2012 Cloudera Inc.	COMMENT
LOW	ci/udf/lib/udf.h	1	// Copyright 2012 Cloudera Inc.	COMMENT
LOW	ci/udf/lib/udf.h	81		COMMENT
LOW	ci/udf/lib/udf.h	101	/// does not need to be thread-safe. However, this state will be initialized (via the	COMMENT
LOW	ci/udf/lib/udf.h	141	/// If Allocate() fails or causes the memory limit to be exceeded, the error will be	COMMENT
LOW	ci/udf/lib/udf.h	161	void Free(uint8_t* buffer);	COMMENT
LOW	ci/udf/lib/udf.h	181		COMMENT
LOW	ci/udf/lib/udf.h	221		COMMENT
LOW	ci/udf/lib/udf.h	241	///	COMMENT
LOW	ci/udf/lib/udf.h	261	/// For StringVal return values, the UDF can use StringVal(FunctionContext*, int)	COMMENT
LOW	ci/udf/lib/udf.h	281	/// ---------------------------------	COMMENT
LOW	ci/udf/lib/udf.h	301	//	COMMENT
LOW	ci/udf/lib/udf.h	321	/// TYPE_FIXED_BUFFER and Impala will allocate the buffer. If the UDA needs an unknown	COMMENT
LOW	ci/udf/lib/udf.h	341	/// Similarly, FunctionContext::Allocate()/Reallocate() may also fail to allocate	COMMENT
LOW	ci/udf/lib/udf.h	561	};	COMMENT
LOW	ci/udf/lib/udf.h	601	/// Decimal data is stored as an unscaled integer value. For example, the decimal 1.00	COMMENT
LOW	ibis/backends/conftest.py	181	# exist	COMMENT
LOW	ibis/backends/clickhouse/converter.py	21	# this can only mean a numpy or pandas timestamp because they	COMMENT
LOW	ibis/backends/clickhouse/tests/test_select.py	101		COMMENT
LOW	ibis/backends/clickhouse/tests/test_select.py	121	# SELECT avg(`value`) AS `mean`	COMMENT
LOW	ibis/backends/pyspark/__init__.py	281	# 1. set catalog	COMMENT
LOW	ibis/backends/tests/test_window.py	1321	# AND	COMMENT
LOW	ibis/backends/tests/test_impure.py	121	)	COMMENT
LOW	ibis/backends/tests/test_interactive.py	1	# Copyright 2014 Cloudera Inc.	COMMENT
LOW	ibis/backends/tests/sql/test_sql.py	1	# Copyright 2015 Cloudera Inc.	COMMENT
LOW	ibis/backends/tests/sql/test_select_sql.py	661		COMMENT
LOW	ibis/backends/impala/metadata.py	1	from __future__ import annotations	COMMENT
LOW	ibis/backends/impala/udf.py	1	# Copyright 2015 Cloudera Inc	COMMENT
LOW	ibis/backends/exasol/converter.py	41	# exasol can return intervals as the number of integer days (e.g.,	COMMENT
LOW	ibis/backends/postgres/tests/conftest.py	1	from __future__ import annotations	COMMENT
LOW	ibis/backends/postgres/tests/test_client.py	1	# Copyright 2015 Cloudera Inc.	COMMENT
LOW	ibis/backends/postgres/tests/test_client.py	341		COMMENT
LOW	ibis/backends/mssql/__init__.py	61	datetime.timezone(datetime.timedelta(hours=tz_hour, minutes=tz_minutes)),	COMMENT
LOW	ibis/backends/mssql/__init__.py	321	tsql = sge.convert(str(query)).sql(self.dialect)	COMMENT
LOW	ibis/backends/sql/rewrites.py	281	return _	COMMENT
LOW	ibis/backends/sql/compilers/flink.py	41	#	COMMENT
LOW	ibis/backends/sql/compilers/mssql.py	41	start = var("start")	COMMENT
LOW	ibis/backends/sql/compilers/oracle.py	401	# accept a windowing clause) are those functions which are marked with	COMMENT
LOW	ibis/backends/sql/compilers/duckdb.py	621	)	COMMENT
LOW	ibis/backends/sql/compilers/bigquery/__init__.py	941		COMMENT
LOW	ibis/tests/__init__.py	1	from __future__ import annotations	COMMENT
LOW	ibis/tests/expr/conftest.py	1	from __future__ import annotations	COMMENT
LOW	ibis/tests/expr/test_table.py	1121	# Test a case where there is column name overlap, but the projection	COMMENT
LOW	ibis/tests/expr/test_table.py	1741		COMMENT
LOW	ibis/tests/expr/test_sql_builtins.py	1	# Copyright 2014 Cloudera Inc.	COMMENT
LOW	ibis/tests/expr/test_string.py	1	# Copyright 2014 Cloudera Inc.	COMMENT
LOW	ibis/tests/expr/test_analytics.py	1	# Copyright 2014 Cloudera Inc.	COMMENT
LOW	ibis/tests/expr/test_pipe.py	1	# Copyright 2014 Cloudera Inc.	COMMENT
LOW	ibis/tests/expr/mocks.py	1	# Copyright 2014 Cloudera Inc.	COMMENT
LOW	ibis/expr/rewrites.py	261	if _.relations == {rel}:	COMMENT
LOW	ibis/expr/sql.py	121	# - "l_returnflag"	COMMENT
LOW	ibis/expr/sql.py	221	left_table = apply_limit(left_table, join)	COMMENT
LOW	ibis/expr/types/groupby.py	1	# Copyright 2014 Cloudera Inc.	COMMENT
LOW	ibis/expr/tests/test_newrels.py	1361	# TODO(kszucs): this use case could be supported if `_get_column` gets	COMMENT
4 more matches not shown…

Excessive Try-Catch Wrapping44 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	ibis/formats/pandas.py	200	except Exception: # noqa: BLE001	CODE
LOW	ibis/backends/__init__.py	57	except Exception as exc:	CODE
LOW	ibis/backends/__init__.py	65	except Exception as exc:	CODE
LOW	ibis/backends/__init__.py	951	except Exception:	CODE
LOW	ibis/backends/trino/__init__.py	83	except Exception:	CODE
LOW	ibis/backends/trino/__init__.py	100	except Exception:	CODE
LOW	ibis/backends/trino/__init__.py	525	except Exception:	CODE
LOW	ibis/backends/pyspark/__init__.py	614	except Exception as e:	CODE
LOW	ibis/backends/oracle/__init__.py	258	except Exception:	CODE
LOW	ibis/backends/oracle/__init__.py	280	except Exception:	CODE
LOW	ibis/backends/oracle/__init__.py	655	except Exception:	CODE
LOW	ibis/backends/databricks/__init__.py	118	except Exception:	CODE
LOW	ibis/backends/impala/__init__.py	861	except Exception as e: # noqa: BLE001	CODE
LOW	ibis/backends/impala/__init__.py	864	except Exception: # noqa: BLE001	CODE
LOW	ibis/backends/snowflake/__init__.py	325	except Exception as e: # noqa: BLE001	CODE
LOW	ibis/backends/snowflake/__init__.py	716	except Exception:	CODE
LOW	ibis/backends/sqlite/__init__.py	173	except Exception:	CODE
LOW	ibis/backends/exasol/__init__.py	183	except Exception:	CODE
LOW	ibis/backends/exasol/__init__.py	334	except Exception:	CODE
LOW	ibis/backends/postgres/__init__.py	709	except Exception:	CODE
LOW	ibis/backends/risingwave/__init__.py	97	except Exception:	CODE
LOW	ibis/backends/risingwave/__init__.py	114	except Exception:	CODE
LOW	ibis/backends/risingwave/__init__.py	923	except Exception:	CODE
LOW	ibis/backends/mysql/__init__.py	160	except Exception as e: # noqa: BLE001	CODE
LOW	ibis/backends/mysql/__init__.py	261	except Exception:	CODE
LOW	ibis/backends/mysql/__init__.py	292	except Exception:	CODE
LOW	ibis/backends/druid/__init__.py	190	except Exception:	CODE
LOW	ibis/backends/mssql/__init__.py	414	except Exception:	STRING
LOW	ibis/backends/singlestoredb/__init__.py	63	except Exception:	CODE
LOW	ibis/backends/singlestoredb/__init__.py	183	except Exception as e:	CODE
LOW	ibis/backends/singlestoredb/__init__.py	404	except Exception as e:	CODE
LOW	ibis/backends/singlestoredb/__init__.py	448	except Exception:	CODE
LOW	ibis/backends/singlestoredb/__init__.py	611	except Exception:	CODE
LOW	ibis/backends/singlestoredb/__init__.py	863	except Exception:	CODE
LOW⚡	ibis/backends/singlestoredb/__init__.py	888	except Exception as e:	CODE
LOW⚡	ibis/backends/singlestoredb/__init__.py	894	except Exception:	CODE
LOW⚡	ibis/backends/singlestoredb/__init__.py	898	except Exception:	CODE
LOW	ibis/backends/athena/__init__.py	66	except Exception:	CODE
LOW	ibis/backends/sql/__init__.py	68	except Exception:	CODE
LOW	ibis/expr/types/rich.py	35	except Exception: # noqa: BLE001	CODE
MEDIUM	ibis/expr/types/rich.py	31	def _repr_mimebundle_(self, args, *kwargs):	CODE
LOW	ibis/expr/types/_rich.py	79	except Exception: # noqa: BLE001	CODE
LOW	ibis/expr/types/_rich.py	244	except Exception: # noqa: BLE001	CODE
LOW	ibis/examples/__init__.py	126	except Exception as e:	STRING

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	ibis/backends/flink/__init__.py	1082	batches_iterator = gateway.jvm.org.apache.flink.table.runtime.arrow.ArrowUtils.collectAsPandasDataFrame(	CODE
CRITICAL	ibis/backends/flink/tests/conftest.py	62	gateway.jvm.org.apache.flink.table.api.EnvironmentSettings.inStreamingMode()	CODE
CRITICAL	ibis/backends/flink/tests/conftest.py	64	else gateway.jvm.org.apache.flink.table.api.EnvironmentSettings.inBatchMode()	CODE
CRITICAL	ibis/backends/sql/compilers/clickhouse.py	705	unit = op.step.dtype.unit.name.lower()	CODE

Redundant / Tautological Comments21 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	ibis/backends/conftest.py	282	# Check if this is one of the uninstantiated backend class fixture	COMMENT
LOW	ibis/backends/flink/ddl.py	103	# Check if `primary_keys` is a subset of the columns in `schema`.	COMMENT
LOW	ibis/backends/materialize/__init__.py	270	# Check if schema contains complex types that CSV doesn't support	COMMENT
LOW	ibis/backends/materialize/__init__.py	1568	# Check if value looks like a SECRET() call	STRING
LOW	ibis/backends/materialize/__init__.py	1730	# Check if value is a SECRET() reference	STRING
LOW	ibis/backends/materialize/__init__.py	1897	# Check if value contains SQL functions (like decode), don't quote if so	STRING
LOW⚡	ibis/backends/materialize/tests/test_clusters.py	61	# Set back to initial	COMMENT
LOW	ibis/backends/singlestoredb/tests/conftest.py	56	# Check if we're using HTTP protocol by inspecting the connection	COMMENT
LOW	ibis/backends/sql/datatypes.py	1492	# Check if it has explicit length parameter	COMMENT
LOW	ibis/backends/sql/compilers/materialize.py	423	# Check if all metrics are First operations	COMMENT
LOW	ibis/backends/sql/compilers/materialize.py	458	# Check if any metrics contain First (mixed case - not supported)	COMMENT
LOW	ibis/backends/sql/compilers/singlestoredb.py	453	# Check if the JSON value when cast to CHAR starts with a quote (indicating a string)	COMMENT
LOW⚡	ibis/backends/sql/compilers/singlestoredb.py	467	# Check if it's not a boolean	COMMENT
LOW⚡	ibis/backends/sql/compilers/singlestoredb.py	470	# Check if it's not a string (doesn't start with quote)	COMMENT
LOW⚡	ibis/backends/sql/compilers/singlestoredb.py	472	# Check if it's not null	COMMENT
LOW⚡	ibis/backends/sql/compilers/singlestoredb.py	474	# Check if it matches an integer pattern (no decimal point)	COMMENT
LOW⚡	ibis/backends/sql/compilers/singlestoredb.py	490	# Check if it's not a boolean (true/false)	COMMENT
LOW⚡	ibis/backends/sql/compilers/singlestoredb.py	493	# Check if it's not a string (doesn't start with quote)	COMMENT
LOW⚡	ibis/backends/sql/compilers/singlestoredb.py	495	# Check if it's not null	COMMENT
LOW⚡	ibis/backends/sql/compilers/singlestoredb.py	497	# Check if it matches a number pattern (integer or decimal)	COMMENT
LOW	ibis/common/collections.py	203	# Check if there are conflicting key-value pairs between self and other.	COMMENT

Slop Phrases13 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW⚡	…osts/ibis-overturemaps/index/execute-results/html.json	5	"markdown": "---\ntitle: \"From query to plot: Exploring GeoParquet Overture Maps with Ibis, DuckDB, and Lonboard\"\	CODE
LOW⚡	…eze/posts/ibis-to-file/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Ibis sneak peek: writing to files\"\nauthor: Kae Suarez\ndate: 2023-03-09\ncategories:\n	CODE
MEDIUM⚡	…e/posts/duckdb-for-rag/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using DuckDB + Ibis for RAG\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-22\"\nimage: th	CODE
MEDIUM⚡	docs/_freeze/posts/1tbc/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Querying 1TB on a laptop with Python dataframes\"\nauthor: \"Cody Peterson\"\ndate: \"202	CODE
MEDIUM⚡	…eze/posts/lms-for-data/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using language models for data\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-05\"\nimage:	CODE
MEDIUM⚡	…s/_freeze/posts/ibisml/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using IbisML and DuckDB for a Kaggle competition: credit risk model stability\"\nauthor:	CODE
MEDIUM⚡	…/tutorials/coming-from/dplyr/execute-results/html.json	5	"markdown": "---\nexecute:\n freeze: auto\ntitle: \"dplyr\"\n---\n\n\n\n\n[R](https://www.r-project.org/) users fam	CODE
MEDIUM	ibis/streamlit/__init__.py	53	# Now you can use `con` as if it were an ibis backend	STRING
MEDIUM	ibis/backends/impala/udf.py	100	"""Feel free to customize my __doc__ or wrap in a nicer user API."""	STRING
LOW	ibis/backends/bigquery/__init__.py	105	# make sure to quote table location	COMMENT
MEDIUM	ibis/backends/sql/compilers/oracle.py	391	# Oracle has two (more?) types of analytic functions you can use inside OVER.	COMMENT
LOW	ibis/backends/sql/compilers/bigquery/__init__.py	52	# make sure to quote table location	COMMENT
MEDIUM	.github/workflows/codeql.yml	60	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

AI Structural Patterns29 hits · 28 pts

Severity	File	Line	Context
LOW	ibis/backends/clickhouse/__init__.py	93	CODE
LOW	ibis/backends/clickhouse/__init__.py	611	CODE
LOW	ibis/backends/flink/ddl.py	78	CODE
LOW	ibis/backends/flink/__init__.py	430	CODE
LOW	ibis/backends/trino/__init__.py	245	CODE
LOW	ibis/backends/trino/tests/conftest.py	116	CODE
LOW	ibis/backends/databricks/__init__.py	123	CODE
LOW	ibis/backends/databricks/__init__.py	375	CODE
LOW	ibis/backends/impala/__init__.py	97	CODE
LOW	ibis/backends/impala/__init__.py	431	CODE
LOW	ibis/backends/impala/udf.py	114	CODE
LOW	ibis/backends/bigquery/client.py	46	CODE
LOW	ibis/backends/bigquery/__init__.py	443	CODE
LOW	ibis/backends/bigquery/__init__.py	1135	CODE
LOW	ibis/backends/snowflake/tests/conftest.py	134	CODE
LOW	ibis/backends/risingwave/__init__.py	467	CODE
LOW	ibis/backends/materialize/__init__.py	40	CODE
LOW	ibis/backends/materialize/__init__.py	713	CODE
LOW	ibis/backends/materialize/__init__.py	1281	CODE
LOW	ibis/backends/singlestoredb/__init__.py	1089	CODE
LOW	ibis/backends/singlestoredb/__init__.py	970	CODE
LOW	ibis/backends/athena/__init__.py	71	CODE
LOW	ibis/backends/sql/compilers/base.py	704	CODE
LOW	ibis/backends/sql/compilers/bigquery/udf/core.py	153	CODE
LOW	ibis/backends/sql/compilers/bigquery/udf/core.py	519	CODE
LOW	ibis/expr/api.py	1094	CODE
LOW	ibis/expr/decompile.py	222	CODE
LOW	ibis/expr/types/temporal.py	944	CODE
LOW	ibis/expr/types/relations.py	4540	CODE

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…/_freeze/posts/hamilton-ibis/execute-results/html.json	5	"markdown": "---\ntitle: Portable dataflows with Ibis and Hamilton\nauthor: \"Thierry Jean\"\ndate: \"2024-03-28\"\n	CODE
MEDIUM⚡	…ze/posts/hamilton-ibis/index/execute-results/html.json	5	"markdown": "---\ntitle: Portable dataflows with Ibis and Hamilton\nauthor: \"Thierry Jean\"\ndate: \"2024-04-02\"\n	CODE
MEDIUM⚡	…e/posts/duckdb-for-rag/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using DuckDB + Ibis for RAG\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-22\"\nimage: th	CODE

Modern Structural Boilerplate9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	ibis/__init__.py	19	__all__ = [ # noqa: PLE0604	CODE
LOW	ibis/interactive.py	11	__all__ = ["_", "ex", "ibis", "s", "udf"]	CODE
LOW	ibis/streamlit/__init__.py	11	__all__ = ["IbisConnection"]	CODE
LOW	ibis/backends/impala/udf.py	24	__all__ = ["aggregate_function", "scalar_function", "wrap_uda", "wrap_udf"]	CODE
LOW	ibis/backends/bigquery/__init__.py	1393	__all__ = ["Backend", "compile"]	CODE
LOW	ibis/backends/materialize/__init__.py	183	def set_cluster(self, name: str) -> None:	CODE
LOW	ibis/backends/sql/compilers/__init__.py	3	__all__ = [	CODE
LOW	ibis/expr/api.py	1757	def set_backend(backend: str \| BaseBackend, /) -> None:	CODE
LOW	ibis/expr/types/typing.py	6	__all__ = ["K", "V"]	CODE

Magic Placeholder Names1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	…e/posts/duckdb-for-rag/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using DuckDB + Ibis for RAG\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-22\"\nimage: th	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	…e/posts/duckdb-for-rag/index/execute-results/html.json	5	"markdown": "---\ntitle: \"Using DuckDB + Ibis for RAG\"\nauthor: \"Cody Peterson\"\ndate: \"2024-02-22\"\nimage: th	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	ibis/backends/bigquery/tests/unit/udf/test_core.py	275	def do_stuff(self):	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	ibis/backends/singlestoredb/README.md	289	("John Doe", "john@example.com")	CODE

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