fivetran/great_expectations

Pattern Findings

The scanner identified 10381 distinct pattern matches across 25 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.

Self-Referential Comments1262 hits · 5179 pts

Severity	File	Line	Snippet	Context
MEDIUM	versioneer.py	436	# This file is released into the public domain. Generated by	COMMENT
MEDIUM	ci/azure-pipelines-packaging.yml	1	# This file is responsible for configuring the `packaging_and_installation` pipeline (https://dev.azure.com/great-expect	COMMENT
MEDIUM	ci/azure-pipelines-sqlalchemy-compatibility.yml	1	# This file is responsible for configuring the `sqlalchemy-compatibility` pipeline (https://dev.azure.com/great-expectat	COMMENT
MEDIUM	tests/conftest.py	1283	# Create a small in-memory engine with two views, one of which is temporary	COMMENT
MEDIUM	tests/test_setup.py	93	"""# This file contains only comments	STRING
MEDIUM	tests/sqlalchemy_test_doubles.py	51	"""This method is needed because currently we sometimes use a	STRING
MEDIUM	…s/datasource/test_sqlalchemy_datasource_workarounds.py	1	# This file is intended for tests whose functionality is a workaround for deficiencies in upstream libraries. # noqa: E	COMMENT
MEDIUM	tests/data_context/store/test_store_backends.py	119	# Create a new store with the same config and make sure it reports the same store_backend_id	COMMENT
MEDIUM	tests/data_context/store/test_store_backends.py	169	# Create a new store with the same config and make sure it reports the same store_backend_id	STRING
MEDIUM	tests/core/test_expectation_validation_result.py	440	# Create an expectation config with severity enum at top level	COMMENT
MEDIUM	tests/core/test_expectation_suite.py	1327	# Create a suite with expectations that have different severities	COMMENT
MEDIUM⚡	tests/integration/fluent/integration_test_utils.py	40	# Define an expectation suite	COMMENT
MEDIUM⚡	…nfiguration/datasource_configuration_test_utilities.py	7	# The following method is used to ensure that the dictionary used to verify universal configuration elements	COMMENT
MEDIUM	…_column_proportion_of_non_null_values_to_be_between.py	49	# Create a sample dataframe with different proportions of nonnull values	COMMENT
MEDIUM	…_column_proportion_of_non_null_values_to_be_between.py	61	# Create an empty dataframe	COMMENT
MEDIUM	…_column_proportion_of_non_null_values_to_be_between.py	93	# Define a data source config that only includes SQLite	COMMENT
MEDIUM	…ations/test_dataclass_serializable_dot_dict_pattern.py	467	"""This method is an adapter to allow typing of legacy my_class_e dictionary objects, without needing to imm	STRING
MEDIUM	tests/expectations/metrics/test_metrics_util.py	58	# The following class allows for declarative instantiation of base class for SqlAlchemy. Adopted from # noqa: E501 # FI	COMMENT
MEDIUM	tests/expectations/metrics/test_metrics_util.py	1187	# Create a mock engine with the specified dialect	COMMENT
MEDIUM	tests/expectations/metrics/test_metrics_util.py	1191	# Create a mock dialect and engine	COMMENT
MEDIUM	tests/expectations/metrics/test_metrics_util.py	1247	# Create a mock dialect that reports as Redshift	COMMENT
MEDIUM	…pectations/metrics/query_metrics/test_query_metrics.py	271	# Create a Select statement with a column that will be compiled	STRING
MEDIUM	tests/execution_engine/test_sqlalchemy_batch_data.py	62	# # Create a larger table so that we can downsample meaningfully	COMMENT
MEDIUM	tests/actions/test_core_actions.py	118	# Create a real failed expectation validation result	COMMENT
MEDIUM	…allery/azure-pipelines-manual-staging-json-to-prod.yml	1	# This file is responsible for configuring the `manual-staging-json-to-prod` pipeline (https://dev.azure.com/great-expec	COMMENT
MEDIUM	docs/sphinx_api_docs_source/build_sphinx_api_docs.py	1	"""This module provides logic for building Sphinx Docs via an Invoke command.	STRING
MEDIUM	…s/docs/snippets/expect_column_values_to_equal_three.py	38	# This class defines a Metric to support your Expectation.	COMMENT
MEDIUM	…s/docs/snippets/expect_column_values_to_equal_three.py	49	# This method implements the core logic for the PandasExecutionEngine	COMMENT
MEDIUM	…s/docs/snippets/expect_column_values_to_equal_three.py	126	# This class defines the Expectation itself	COMMENT
MEDIUM	…_to_data/dataframes/_examples/_pandas_df_data_asset.py	18	# Define the Data Asset name	COMMENT
MEDIUM	…frames/_examples/_batch_parameters_batch_definition.py	48	# Create an Expectation to test	COMMENT
MEDIUM	…to_data/dataframes/_examples/_pandas_df_data_source.py	9	# Define the Data Source name	COMMENT
MEDIUM	…ta/dataframes/_examples/_pandas_df_batch_definition.py	21	# Define the Batch Definition name	COMMENT
MEDIUM	…s/_examples/_batch_parameters_validation_definition.py	17	# Create an Expectation Suite	COMMENT
MEDIUM	…_to_data/dataframes/_examples/_spark_df_data_source.py	9	# Define the Data Source name	COMMENT
MEDIUM	…lesystem_data/_create_a_data_asset/_gcs/_file_asset.py	12	# Define the Data Asset's parameters:	COMMENT
MEDIUM	…tem_data/_create_a_data_asset/_gcs/_directory_asset.py	12	# Define the Data Asset's parameters:	COMMENT
MEDIUM	…lesystem_data/_create_a_data_asset/_abs/_file_asset.py	12	# Define the Data Asset's parameters:	COMMENT
MEDIUM	…tem_data/_create_a_data_asset/_abs/_directory_asset.py	12	# Define the Data Asset's parameters:	COMMENT
MEDIUM	…create_a_data_asset/_local_or_networked/_file_asset.py	12	# Define the Data Asset's parameters:	COMMENT
MEDIUM	…e_a_data_asset/_local_or_networked/_directory_asset.py	12	# Define the Data Asset's parameters:	COMMENT
MEDIUM	…ilesystem_data/_create_a_data_asset/_s3/_file_asset.py	13	# Define the Data Asset's parameters:	COMMENT
MEDIUM	…stem_data/_create_a_data_asset/_s3/_directory_asset.py	12	# Define the Data Asset's parameters:	COMMENT
MEDIUM	…/filesystem_data/_create_a_data_source/_gcs/_pandas.py	8	# Define the Data Source's parameters:	COMMENT
MEDIUM	…/filesystem_data/_create_a_data_source/_gcs/_pandas.py	15	# Create the Data Source:	COMMENT
MEDIUM	…a/filesystem_data/_create_a_data_source/_gcs/_spark.py	8	# Define the Data Source's parameters:	COMMENT
MEDIUM	…a/filesystem_data/_create_a_data_source/_gcs/_spark.py	17	# Create the Data Source:	COMMENT
MEDIUM	…/filesystem_data/_create_a_data_source/_abs/_pandas.py	6	# Define the Data Source's parameters:	COMMENT
MEDIUM	…/filesystem_data/_create_a_data_source/_abs/_pandas.py	14	# Create the Data Source:	COMMENT
MEDIUM	…a/filesystem_data/_create_a_data_source/_abs/_spark.py	6	# Define the Data Source's parameters:	COMMENT
MEDIUM	…a/filesystem_data/_create_a_data_source/_abs/_spark.py	15	# Create the Data Source:	COMMENT
MEDIUM	…a/_create_a_data_source/_local_or_networked/_pandas.py	6	# Define the Data Source's parameters:	COMMENT
MEDIUM	…a/_create_a_data_source/_local_or_networked/_pandas.py	13	# Create the Data Source:	COMMENT
MEDIUM	…ta/_create_a_data_source/_local_or_networked/_spark.py	6	# Define the Data Source's parameters:	COMMENT
MEDIUM	…ta/_create_a_data_source/_local_or_networked/_spark.py	13	# Create the Data Source:	COMMENT
MEDIUM	…a/filesystem_data/_create_a_data_source/_s3/_pandas.py	8	# Define the Data Source's parameters:	COMMENT
MEDIUM	…a/filesystem_data/_create_a_data_source/_s3/_pandas.py	17	# Create the Data Source:	COMMENT
MEDIUM	…ta/filesystem_data/_create_a_data_source/_s3/_spark.py	8	# Define the Data Source's parameters:	COMMENT
MEDIUM	…ta/filesystem_data/_create_a_data_source/_s3/_spark.py	17	# Create the Data Source:	COMMENT
MEDIUM	…tations/_examples/define_a_custom_expectation_class.py	10	# Create the Data Source	COMMENT
1202 more matches not shown…

Hyper-Verbose Identifiers5192 hits · 4724 pts

Severity	File	Line	Snippet	Context
LOW	tasks.py	572	def _emit_datasource_factory_index(indent: int) -> str:	CODE
LOW	tasks.py	610	def _emit_expectation_catalog_index(	CODE
LOW	tasks.py	814	def _exit_with_error_if_not_in_repo_root(task_name: str):	CODE
LOW	tasks.py	922	def _exit_with_error_if_not_run_from_correct_dir(	CODE
LOW	versioneer.py	590	def git_versions_from_keywords(keywords, tag_prefix, verbose):	CODE
LOW	versioneer.py	982	def git_versions_from_keywords(keywords, tag_prefix, verbose):	STRING
LOW	ci/checks/check_installed_agent_skills.py	65	def check_bundled_skills_resolve() -> list[Path]:	CODE
LOW	ci/checks/check_installed_agent_skills.py	92	def check_schema_counts_nonzero(installed_root: Path) -> dict[str, int]:	CODE
LOW	ci/checks/check_installed_agent_skills.py	103	def check_skills_list_names_all(project_root: Path) -> str:	CODE
LOW	ci/checks/check_installed_agent_skills.py	120	def check_installed_digests_match_manifest(project_root: Path) -> None:	CODE
LOW	ci/checks/check_installed_agent_skills.py	158	def check_every_bundled_file_shipped(source_root: Path, installed_root: Path) -> None:	CODE
LOW	ci/checks/check_integration_test_gets_run.py	106	def get_test_files_in_test_suite(target_dir: pathlib.Path) -> Set[str]:	CODE
LOW	tests/test_configs.py	8	def test_instantiate_class_from_config():	CODE
LOW	tests/test_configs.py	21	def test_instantiate_class_from_config_with_overriden_defaults():	CODE
LOW	tests/test_configs.py	54	def test_instantiate_class_from_config_with_config_defaults():	CODE
LOW	tests/test_the_utils_in_test_utils.py	11	def test_get_awsathena_connection_url(monkeypatch):	CODE
LOW	tests/test_the_utils_in_test_utils.py	32	def test_get_clickhouse_sqlalchemy_potential_type():	CODE
LOW	tests/test_the_utils_in_test_utils.py	49	def test_drop_table_issues_a_single_drop_statement(mocker):	CODE
LOW⚡	tests/test_not_imported.py	14	def test_get_attr_on_not_installed(not_imported):	CODE
LOW⚡	tests/test_not_imported.py	19	def test_set_attr_on_not_installed(not_imported):	CODE
LOW⚡	tests/test_not_imported.py	24	def test_calling_not_installed(not_imported):	CODE
LOW	tests/test_deprecation.py	18	def regex_for_deprecation_comments() -> Pattern:	CODE
LOW	tests/test_deprecation.py	24	def files_with_deprecation_warnings() -> List[str]:	CODE
LOW	tests/test_deprecation.py	40	def _deprecation_emission_count(source: str) -> int:	CODE
LOW	tests/test_deprecation.py	90	def test_deprecation_emission_count_follows_calls_not_mentions() -> None:	STRING
LOW	tests/test_deprecation.py	101	def test_deprecation_warnings_are_accompanied_by_appropriate_comment(	STRING
LOW	tests/test_deprecation.py	126	def test_deprecation_warnings_have_been_removed_after_two_minor_versions(	STRING
LOW	tests/test_utils.py	53	def create_files_in_directory(	CODE
LOW	tests/test_utils.py	103	def get_sqlite_temp_table_names(execution_engine: SqlAlchemyExecutionEngine):	CODE
LOW	tests/test_utils.py	118	def get_sqlite_temp_table_names_from_engine(engine: Engine):	CODE
LOW	tests/test_utils.py	126	def build_tuple_filesystem_store_backend(	CODE
LOW	tests/test_utils.py	159	def save_config_to_filesystem(	CODE
LOW	tests/test_utils.py	179	def load_config_from_filesystem(	CODE
LOW	tests/test_utils.py	197	def build_configuration_store(	CODE
LOW	tests/test_utils.py	234	def delete_config_from_store_backend(	CODE
LOW	tests/test_utils.py	254	def delete_checkpoint_config_from_store_backend(	CODE
LOW	tests/test_utils.py	269	def build_checkpoint_store_using_store_backend(	CODE
LOW	tests/test_utils.py	286	def save_config_to_store_backend(	CODE
LOW	tests/test_utils.py	307	def load_config_from_store_backend(	CODE
LOW	tests/test_utils.py	327	def delete_config_from_filesystem(	CODE
LOW	tests/test_utils.py	346	def get_snowflake_connection_url() -> str:	CODE
LOW	tests/test_utils.py	378	def get_snowflake_private_key() -> Optional[str]:	CODE
LOW	tests/test_utils.py	399	def get_snowflake_connection_kwargs() -> dict:	CODE
LOW	tests/test_utils.py	418	def get_redshift_connection_url() -> str:	CODE
LOW	tests/test_utils.py	434	def get_bigquery_table_prefix() -> str:	CODE
LOW	tests/test_utils.py	452	def get_bigquery_connection_url() -> str:	CODE
LOW	tests/test_utils.py	478	def load_and_concatenate_csvs(	CODE
LOW	tests/test_utils.py	518	def convert_string_columns_to_datetime(	CODE
LOW	tests/test_utils.py	533	def load_data_into_test_database( # noqa: C901, PLR0912, PLR0915 # FIXME CoP	CODE
LOW	tests/test_utils.py	661	def test_load_data_into_test_database_raises_without_csv_path_or_csv_paths():	CODE
LOW	tests/test_utils.py	680	def load_data_into_test_bigquery_database_with_bigquery_client(	CODE
LOW	tests/test_utils.py	714	def load_dataframe_into_test_athena_database_as_table(	CODE
LOW	tests/test_utils.py	861	def get_default_sql_server_url() -> str:	CODE
LOW	tests/test_utils.py	888	def get_awsathena_connection_url(db_name_env_var: str = "ATHENA_DB_NAME") -> str:	CODE
LOW	tests/test_utils.py	904	def get_connection_string_and_dialect(	CODE
LOW⚡	tests/conftest.py	1314	def expectation_suite_identifier():	CODE
LOW⚡	tests/conftest.py	1319	def test_folder_connection_path_csv(tmp_path_factory):	CODE
LOW⚡	tests/conftest.py	1327	def test_db_connection_string(tmp_path_factory, test_backends):	CODE
LOW	tests/conftest.py	440	def pytest_collection_modifyitems(config, items):	CODE
LOW	tests/conftest.py	488	def _reset_batch_parameter_deprecation_call_sites():	CODE
5132 more matches not shown…

Cross-File Repetition406 hits · 2030 pts

Severity	File	Line	Snippet	Context
HIGH	…/fluent/test_pandas_google_cloud_storage_datasource.py	0	tests that the abs_recursive_file_discovery-flag is passed on to the list_keys-function as the recursive-parameter this	STRING
HIGH	…e/fluent/test_spark_google_cloud_storage_datasource.py	0	tests that the abs_recursive_file_discovery-flag is passed on to the list_keys-function as the recursive-parameter this	STRING
HIGH	…rce/fluent/test_spark_azure_blob_storage_datasource.py	0	tests that the abs_recursive_file_discovery-flag is passed on to the list_keys-function as the recursive-parameter this	STRING
HIGH	…ce/fluent/test_pandas_azure_blob_storage_datasource.py	0	tests that the abs_recursive_file_discovery-flag is passed on to the list_keys-function as the recursive-parameter this	STRING
HIGH	tests/datasource/fluent/conftest.py	0	initialize an regular/old-style filedatacontext project config directory. removed on teardown.	STRING
HIGH	tests/datasource/fluent/test_config.py	0	initialize an regular/old-style filedatacontext project config directory. removed on teardown.	STRING
HIGH	tests/integration/fluent/conftest.py	0	initialize an regular/old-style filedatacontext project config directory. removed on teardown.	STRING
HIGH	tests/datasource/fluent/test_fabric.py	0	capture the `reader_options` arguments being passed to the `pandasexecutionengine`. note this fixture is heavily reliant	STRING
HIGH	tests/datasource/fluent/test_pandas_datasource.py	0	capture the `reader_options` arguments being passed to the `pandasexecutionengine`. note this fixture is heavily reliant	STRING
HIGH	…datasource/fluent/test_pandas_filesystem_datasource.py	0	capture the `reader_options` arguments being passed to the `pandasexecutionengine`. note this fixture is heavily reliant	STRING
HIGH	tests/data_context/test_loaded_object_binding.py	0	put the process-wide current data context back as the test found it.	STRING
HIGH	tests/checkpoint/test_checkpoint_actions_context.py	0	put the process-wide current data context back as the test found it.	STRING
HIGH	tests/core/test_multiple_data_contexts.py	0	put the process-wide current data context back as the test found it.	STRING
HIGH	tests/core/test_owner_resolution.py	0	put the process-wide current data context back as the test found it.	STRING
HIGH	tests/core/test_expectation_suite_owner.py	0	put the process-wide current data context back as the test found it.	STRING
HIGH	tests/data_context/store/test_metric_store.py	0	what does this test and why? a store should be able to report it's store_backend_id which is set when the storebackend i	STRING
HIGH	tests/data_context/store/test_expectations_store.py	0	what does this test and why? a store should be able to report it's store_backend_id which is set when the storebackend i	STRING
HIGH	…ts/data_context/store/test_validation_results_store.py	0	what does this test and why? a store should be able to report it's store_backend_id which is set when the storebackend i	STRING
HIGH	…expectations/test_expect_column_values_to_be_unique.py	0	fail loudly if any metric raised instead of producing a value.	STRING
HIGH	…s/test_expect_column_value_z_scores_to_be_less_than.py	0	fail loudly if any metric raised instead of producing a value.	STRING
HIGH	…ta_sources_and_expectations/data_sources/test_mysql.py	0	fail loudly if any metric raised instead of producing a value.	STRING
HIGH	…d_sample/test_sparkdf_execution_engine_partitioning.py	0	what does this test and why? partition_on_date_parts should still build the correct query when passed a single element l	STRING
HIGH	…nd_sample/test_pandas_execution_engine_partitioning.py	0	what does this test and why? partition_on_date_parts should still build the correct query when passed a single element l	STRING
HIGH	…ample/test_sqlalchemy_execution_engine_partitioning.py	0	what does this test and why? partition_on_date_parts should still build the correct query when passed a single element l	STRING
HIGH	…d_sample/test_sparkdf_execution_engine_partitioning.py	0	what does this test and why? partition_on_date_parts should still build the correct query when passed date parts that ar	STRING
HIGH	…nd_sample/test_pandas_execution_engine_partitioning.py	0	what does this test and why? partition_on_date_parts should still build the correct query when passed date parts that ar	STRING
HIGH	…ample/test_sqlalchemy_execution_engine_partitioning.py	0	what does this test and why? partition_on_date_parts should still build the correct query when passed date parts that ar	STRING
HIGH	…d_sample/test_sparkdf_execution_engine_partitioning.py	0	test that a partially pre-filled version of partition_on_date_parts() was called with the appropriate params. for exampl	STRING
HIGH	…nd_sample/test_pandas_execution_engine_partitioning.py	0	test that a partially pre-filled version of partition_on_date_parts() was called with the appropriate params. for exampl	STRING
HIGH	…ample/test_sqlalchemy_execution_engine_partitioning.py	0	test that a partially pre-filled version of partition_on_date_parts() was called with the appropriate params. for exampl	STRING
HIGH	…s/docs/snippets/expect_column_values_to_equal_three.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…n-0.18/snippets/expect_column_values_to_equal_three.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…pect_column_values_to_be_string_integers_increasing.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…filer_metrics/data_profiler_profile_numeric_columns.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…profiler_metrics/data_profiler_profile_percent_diff.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…ct_profile_numeric_columns_diff_less_than_threshold.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…ric_columns_diff_greater_than_or_equal_to_threshold.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…profile_numeric_columns_diff_greater_than_threshold.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…umns_percent_diff_between_exclusive_threshold_range.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…umns_percent_diff_between_inclusive_threshold_range.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…le_numeric_columns_percent_diff_less_than_threshold.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…mns_percent_diff_greater_than_or_equal_to_threshold.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…eric_columns_diff_between_inclusive_threshold_range.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…umeric_columns_diff_less_than_or_equal_to_threshold.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…numeric_columns_percent_diff_greater_than_threshold.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…olumns_percent_diff_less_than_or_equal_to_threshold.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…eric_columns_diff_between_exclusive_threshold_range.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…ics/column_aggregate_metrics/column_distinct_values.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…s/column_aggregate_metrics/column_most_common_value.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…/column_aggregate_metrics/column_standard_deviation.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…ns/metrics/column_map_metrics/column_values_z_score.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…ics/multicolumn_map_metrics/compound_columns_unique.py	0	returns a dictionary of given metric names and their corresponding configuration, specifying the metric types and their	STRING
HIGH	…urus/docs/snippets/aws_redshift_deployment_patterns.py	0	# <snippet name="docs/docusaurus/docs/snippets/aws_cloud_storage_spark.py existing_expectations_store"> stores: expectat	STRING
HIGH	…sion-0.18/snippets/aws_redshift_deployment_patterns.py	0	# <snippet name="docs/docusaurus/docs/snippets/aws_cloud_storage_spark.py existing_expectations_store"> stores: expectat	STRING
HIGH	…docs/version-0.18/snippets/aws_cloud_storage_pandas.py	0	# <snippet name="docs/docusaurus/docs/snippets/aws_cloud_storage_spark.py existing_expectations_store"> stores: expectat	STRING
HIGH	…_docs/version-0.18/snippets/aws_cloud_storage_spark.py	0	# <snippet name="docs/docusaurus/docs/snippets/aws_cloud_storage_spark.py existing_expectations_store"> stores: expectat	STRING
HIGH	…to_explicitly_instantiate_an_ephemeral_data_context.py	0	to run this code as a local test, use the following console command: ``` pytest -v --docs-tests -k "how_to_connect_to_da	STRING
HIGH	…to_explicitly_instantiate_an_ephemeral_data_context.py	0	to run this code as a local test, use the following console command: ``` pytest -v --docs-tests -k "how_to_connect_to_da	STRING
HIGH	…usaurus/docs/snippets/how_to_connect_to_a_sql_table.py	0	to run this code as a local test, use the following console command: ``` pytest -v --docs-tests -k "how_to_connect_to_da	STRING
HIGH	…version-0.18/snippets/how_to_connect_to_a_sql_table.py	0	to run this code as a local test, use the following console command: ``` pytest -v --docs-tests -k "how_to_connect_to_da	STRING
346 more matches not shown…

Unused Imports1508 hits · 1295 pts

Severity	File	Line	Context
LOW	tasks.py	12	CODE
LOW	tasks.py	402	CODE
LOW	ci/checks/validate_docs_snippets.py	7	CODE
LOW	ci/checks/check_installed_agent_skills.py	29	CODE
LOW	tests/conftest.py	1	CODE
LOW	tests/conftest.py	21	CODE
LOW	tests/test_packaging.py	1	CODE
LOW	tests/test_ci_python_versions.py	16	CODE
LOW	tests/test_data_source_wiring.py	30	CODE
LOW	tests/test_markers.py	1	CODE
LOW	tests/sqlalchemy_test_doubles.py	1	CODE
LOW	tests/test_fluent_api_tier.py	12	CODE
LOW	tests/test_the_utils_in_self_check_utils.py	1	CODE
LOW	tests/test_data_source_registry.py	1	CODE
LOW	tests/compatibility/test_snowflake.py	1	CODE
LOW	tests/compatibility/test_bigquery.py	1	CODE
LOW	tests/compatibility/test_bigquery.py	7	CODE
LOW	tests/compatibility/test_aws.py	1	CODE
LOW	tests/compatibility/test_pydantic_model_fields.py	55	CODE
LOW	tests/compatibility/test_postgresql.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/metrics/conftest.py	1	CODE
LOW	tests/datasource/test_datasource_dict.py	1	CODE
LOW	tests/datasource/data_connector/test_batch_filter.py	1	CODE
LOW	…/fluent/test_pandas_google_cloud_storage_datasource.py	1	CODE
LOW	…e/fluent/test_spark_google_cloud_storage_datasource.py	1	CODE
LOW	tests/datasource/fluent/test_schema_catalog_index.py	1	CODE
LOW	tests/datasource/fluent/test_sql_server_datasource.py	1	CODE
LOW	tests/datasource/fluent/conftest.py	1	CODE
LOW	tests/datasource/fluent/tasks.py	5	CODE
LOW	…sts/datasource/fluent/test_datasource_factory_stubs.py	11	CODE
LOW	tests/datasource/fluent/test_metadatasource.py	1	CODE
LOW	tests/datasource/fluent/test_pandas_dbfs_datasource.py	1	CODE
LOW	tests/datasource/fluent/test_spark_s3_datasource.py	1	CODE
LOW	tests/datasource/fluent/test_postgres_datasource.py	1	CODE
LOW	tests/datasource/fluent/test_spark_datasource.py	1	CODE
LOW	tests/datasource/fluent/test_viral_snippets.py	1	CODE
LOW	tests/datasource/fluent/test_contexts.py	1	CODE
LOW	tests/datasource/fluent/test_fabric_datasource.py	1	CODE
LOW	tests/datasource/fluent/crud_contract.py	76	CODE
LOW	tests/datasource/fluent/test_pandas_s3_datasource.py	1	CODE
LOW	tests/datasource/fluent/test_invalid_datasource.py	1	CODE
LOW	tests/datasource/fluent/test_crud_contract.py	16	CODE
LOW	…rce/fluent/test_spark_azure_blob_storage_datasource.py	1	CODE
LOW	tests/datasource/fluent/test_spark_dbfs_datasource.py	1	CODE
LOW	tests/datasource/fluent/test_config.py	1	CODE
LOW	tests/datasource/fluent/test_fabric.py	1	CODE
LOW	tests/datasource/fluent/test_schemas.py	1	CODE
LOW	…atasource/fluent/test_batch_parameter_normalization.py	1	CODE
1448 more matches not shown…

Cross-Language Confusion202 hits · 1078 pts

Severity	File	Line	Snippet	Context
HIGH	tests/datasource/fluent/test_pandas_datasource.py	470	b.data.dataframe.equals(test_df_pandas)	CODE
HIGH⚡	tests/integration/conftest.py	64	self.data.equals(value.data),	CODE
HIGH⚡	tests/integration/conftest.py	72	and self.secondary_data.equals(value.secondary_data)	CODE
HIGH	…sts/integration/metrics/column/test_values_non_null.py	39	assert metric_result.value.equals(expected_value)	CODE
HIGH	…ts/integration/test_utils/test_sql_batch_test_setup.py	557	and test_config.data.equals(_CACHE_REGRESSION_DATA)	CODE
HIGH⚡	tests/integration/fluent/test_integration_datasource.py	475	assert batch.data.dataframe.equals(df)	CODE
HIGH⚡	tests/integration/fluent/test_integration_datasource.py	485	assert batch.data.dataframe.equals(df)	CODE
HIGH⚡	…ces_and_expectations/test_gallery_expectation_suite.py	1365	assert resolved_test_config.data.equals(GALLERY_FIXTURE_DATA)	CODE
HIGH	…ces_and_expectations/gallery_expectation_case_table.py	225	# The default `mostly` (1.0) demands every row be null; four of six are not.	COMMENT
HIGH	…_sources_and_expectations/gallery_expectation_cases.py	134	"""A nullable column with a known null ratio: null, not-null, and ``mostly`` checks."""	STRING
HIGH	…tations/test_expect_column_pair_values_to_be_in_set.py	86	# The row after the ignored (null) row is a genuine violation of value_pairs_set. If	COMMENT
HIGH	…s/test_expect_column_value_z_scores_to_be_less_than.py	274	The sample standard deviation of a single value is undefined, not zero, so this input	STRING
HIGH	…s/test_expect_column_value_z_scores_to_be_less_than.py	326	"""An infinite value makes the variance undefined, so no row can be an outlier.	STRING
HIGH	…ctations/test_expect_multicolumn_values_to_be_equal.py	35	# Row 0 is entirely null, row 1 mixes a null with a value, row 2 matches.	COMMENT
HIGH	…urces_and_expectations/data_sources/test_clickhouse.py	202	column that is entirely null, bypassing this backend's declared type overrides. Confirms a	STRING
HIGH	…urces_and_expectations/data_sources/test_clickhouse.py	250	assert not result.success, "each column carries exactly one null, so each should fail"	CODE
HIGH⚡	tests/expectations/test_expectation_atomic_renderers.py	1630	"template": "$column values must not be null, at least $mostly_pct % of the time.",	CODE
HIGH	tests/expectations/test_expectation_atomic_renderers.py	1318	"template": "$column values must be null, at least $mostly_pct % of the time.",	CODE
HIGH	tests/expectations/metrics/test_core.py	2088	assert ser_expected_lengths.equals(result_series)	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	21	'{"id": null, "meta": null, "notes": null, "result_format": "BASIC", '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	22	'"description": null, "catch_exceptions": false, "rendered_content": null, '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	23	'"severity": "critical", "windows": null, "batch_id": null, '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	24	'"column": "test_column", "row_condition": null, "condition_parser": null, '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	25	'"min_value": 1.0, "max_value": null, "strict_min": false, "strict_max": false}'	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	34	'{"id": null, "meta": null, "notes": null, "result_format": "BASIC", '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	35	'"description": null, "catch_exceptions": true, "rendered_content": null, '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	36	'"severity": "critical", "windows": null, "batch_id": null, '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	37	'"column": "test_column", "mostly": 0.82, "row_condition": null, '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	38	'"condition_parser": null}'	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	47	'{"id": null, "meta": null, "notes": null, "result_format": "BASIC", '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	49	'"rendered_content": null, "severity": "critical", "windows": null, '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	50	'"batch_id": null, "unexpected_rows_query": "SELECT * FROM '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	68	'{"id": null, "meta": null, "notes": null, "result_format": "BASIC", '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	69	'"description": null, "catch_exceptions": true, "rendered_content": null, '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	72	'"negative": 0.2}, "strict": false}], "batch_id": null, '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	73	'"column": "test_column", "mostly": 0.82, "row_condition": null, '	CODE
HIGH⚡	…ts/expectations/core/test_expectation_serialization.py	74	'"condition_parser": null}'	CODE
HIGH	tests/render/test_column_section_renderer.py	1209	"values must not be null, at least $mostly_pct % of the time." in content_block_stringified	CODE
HIGH⚡	tests/execution_engine/test_pandas_execution_engine.py	247	assert data.equals(expected_multicolumn_df), (	CODE
HIGH⚡	tests/execution_engine/test_pandas_execution_engine.py	262	assert data.equals(df), "Data does not match after getting compute domain"	CODE
HIGH⚡	tests/execution_engine/test_pandas_execution_engine.py	270	assert data.equals(df), "Data does not match after getting compute domain"	CODE
HIGH⚡	tests/execution_engine/test_pandas_execution_engine.py	285	assert data.equals(df), "Data does not match after getting compute domain"	CODE
HIGH⚡	tests/execution_engine/test_pandas_execution_engine.py	305	assert data.equals(df), "Data does not match after getting compute domain"	CODE
HIGH⚡	tests/execution_engine/test_pandas_execution_engine.py	320	assert data.equals(df), "Data does not match after getting compute domain"	CODE
HIGH	tests/execution_engine/test_pandas_execution_engine.py	89	assert data.equals(expected_column_df), (	CODE
HIGH	tests/execution_engine/test_pandas_execution_engine.py	125	assert data.equals(expected_column_pair_df), (	CODE
HIGH	tests/execution_engine/test_pandas_execution_engine.py	144	assert data.equals(expected_column_pair_df), (	CODE
HIGH	tests/execution_engine/test_pandas_execution_engine.py	166	assert data.equals(expected_column_pair_df), (	CODE
HIGH	tests/execution_engine/test_pandas_execution_engine.py	198	assert data.equals(expected_multicolumn_df), (	CODE
HIGH	tests/execution_engine/test_pandas_execution_engine.py	216	assert data.equals(expected_multicolumn_df), (	CODE
HIGH	tests/execution_engine/test_pandas_execution_engine.py	456	assert engine.dataframe.equals(df)	CODE
HIGH	…ocusaurus/docs/core/introduction/try_gx_exploratory.py	89	"exception_traceback": null,	CODE
HIGH	…ng_data_docs/how_to_host_and_share_data_docs_on_gcs.py	180	gcloud auth login && gcloud config set project <YOUR GCP PROJECT NAME>	STRING
HIGH	…ng_data_docs/how_to_host_and_share_data_docs_on_gcs.py	186	gcloud auth login && gcloud config set project <YOUR GCP PROJECT NAME>	STRING
HIGH	…amically_load_evaluation_parameters_from_a_database.py	90	"exception_traceback": null,	CODE
HIGH	…ueried_column_pair_values_to_be_both_filled_or_null.py	40	({column_a} is not null and {column_b} is null)	CODE
HIGH	…ueried_column_pair_values_to_be_both_filled_or_null.py	42	({column_a} is null and {column_b} is not null)	CODE
HIGH	…mn_values_to_not_be_null_and_column_to_not_be_empty.py	164	template_str = "values must not be null, at least $mostly_pct % of the time."	CODE
HIGH	…mn_values_to_not_be_null_and_column_to_not_be_empty.py	200	"$column values must not be null, at least $mostly_pct % of the time."	CODE
HIGH	…mn_values_to_not_be_null_and_column_to_not_be_empty.py	203	template_str = "values must not be null, at least $mostly_pct % of the time."	CODE
142 more matches not shown…

Docstring Block Structure139 hits · 695 pts

Severity	File	Line	Snippet	Context
HIGH	tests/core/test__docs_decorators.py	599	My docstring. Longer description. Usage: Some usage example. Args: arg_not_decorated: des	STRING
HIGH	tests/core/test_serialization.py	345	Generic assertions for testing configuration serialization. Args: config: config object to check serializat	STRING
HIGH	…ectation_gallery/3-expectation-docstring-formatting.md	14	Expect the column maximum to be between a minimum value and a maximum value. expect_column_max_to_be_between is a \	STRING
HIGH	…pect_column_values_to_be_string_integers_increasing.py	139	Expect a column to contain string-typed integers to be increasing. expect_column_values_to_be_string_integers_incre	STRING
HIGH	…tions/expect_column_values_to_not_contain_character.py	46	Expect the set of column values to not contain a given character. expect_column_values_to_not_contain_character is	STRING
HIGH	…ctations/expect_table_checksum_to_equal_other_table.py	248	Expect the checksum for one batch table to equal the checksum of another table. expect_table_checksum_to_equal_othe	STRING
HIGH	…pectations/expect_column_values_to_match_xml_schema.py	82	Expect column entries to be XML documents matching a given [XMLSchema](https://en.wikipedia.org/wiki/XML_schema). e	STRING
HIGH	…ations/expect_column_discrete_entropy_to_be_between.py	125	Expect the column discrete entropy to be between a minimum value and a maximum value. The Shannon entropy of	STRING
HIGH	…ectations/expect_column_values_to_be_edtf_parseable.py	96	Expect column entries to be parsable using the [Extended Date/Time Format (EDTF) specification](https://www.loc.gov/stan	STRING
HIGH	…mn_values_to_not_be_null_and_column_to_not_be_empty.py	46	Expect column values to not be null and column to not be empty. To be counted as an exception, values must be expli	STRING
HIGH	…tions/expectations/expect_column_values_to_be_ascii.py	58	Expect the set of column values to be ASCII characters. expect_column_values_to_be_ascii is a \ [Column Map Exp	STRING
HIGH	…tations/expect_column_values_to_be_secure_passwords.py	90	Expect column entries to be secure passwords, as defined by expectation parameters. expect_column_values_to_be_secu	STRING
HIGH	…pectations/expect_column_values_to_be_xml_parseable.py	68	Expect column entries to be data written in XML. expect_column_values_to_be_xml_parseable is a \ [Column Map Ex	STRING
HIGH	…s_to_be_lat_lon_coordinates_in_range_of_given_point.py	162	Expect values in a column to be tuples of degree-decimal (latitude, longitude) within a specified range of a given degre	STRING
HIGH	…expect_column_minimum_bounding_radius_to_be_between.py	58	Expect that column values as geometry points to be contained within a bounding circle with a given radius (or diameter).	STRING
HIGH	…ns/expect_column_values_geometry_to_be_within_shape.py	78	Expect that column values as geometries are within a given reference shape. expect_column_values_geometry_to_be_wit	STRING
HIGH	…n_values_geometry_distance_to_address_to_be_between.py	156	Expect that column values as geometry points to be between a certain distance from a geocoded object. expect_column	STRING
HIGH	…ns/expect_column_values_geometry_to_intersect_shape.py	74	Expect that column values as geometries intersect a given reference shape. expect_column_values_geometry_to_interse	STRING
HIGH	…ions/expect_column_values_geometry_to_be_near_shape.py	81	Expect that column values as geometries are near (within a given distance) of a given reference shape in the units of th	STRING
HIGH	…column_values_geometry_centroids_to_be_within_shape.py	77	Expect that column values as geometries each have a centroid that are within a given reference shape. expect_column	STRING
HIGH	…ns/expect_column_values_geometry_to_be_within_place.py	94	Expect that column values as geometries are within a place that can be returned through geocoding (as a shape). exp	STRING
HIGH	…tions/expect_column_max_to_match_prophet_date_model.py	8	Expect the column maximum to match the predictions of a prophet model for a given date. expect_column_max_to_match_	STRING
HIGH	…/expect_batch_row_count_to_match_prophet_date_model.py	16	Expect the number of rows in a batch to match the predictions of a prophet model for a given date. expect_batch_row	STRING
HIGH	…pect_column_pair_values_to_match_prophet_date_model.py	84	Expect the values in column A to match the predictions of a prophet model based on the timestamp in column B. expec	STRING
HIGH	…expectations/generator/hourly_time_series_generator.py	91	Generate a time series as a pandas dataframe. Keyword Args: size: The number of days in the time se	STRING
HIGH	…expectations/generator/weekly_time_series_generator.py	26	Generate a time series as a pandas dataframe. Keyword Args: size: The number of days in the time se	STRING
HIGH	…_expectations/generator/daily_time_series_generator.py	180	Generate a time series as a pandas dataframe. Keyword Args: size: The number of days in the time se	STRING
HIGH	…xpectations/generator/monthly_time_series_generator.py	25	Generate a time series as a pandas dataframe. Keyword Args: size: The number of days in the time se	STRING
HIGH	great_expectations/util.py	1096	Converts an object to one that is JSON-serializable. WARNING, data may be converted in place. Args: da	STRING
HIGH	great_expectations/datasource/fluent/interfaces.py	1184	Validate the Batch using the provided Expectation or Expectation Suite. Args: expect: The	STRING
HIGH	great_expectations/datasource/fluent/interfaces.py	1274	Compute one or more metrics on this Batch. Args: metrics: A single Metric or list of Metrics to com	STRING
HIGH	great_expectations/datasource/fluent/sources.py	426	Validates the input is a datasource or a set of constructor parameters The first argument can be a non-keyword	STRING
HIGH	…ectations/data_context/data_context/context_factory.py	543	Method to return the appropriate Data Context depending on parameters and environment. Usage: `import great	STRING
HIGH	…ons/data_context/data_context/abstract_data_context.py	871	Retrieve a given Datasource by name from the context's underlying DatasourceStore. Args: name: The	STRING
HIGH	…ons/data_context/data_context/abstract_data_context.py	1069	Retrieve a Validator with a batch list and an `ExpectationSuite`. `get_validator` first calls `get_batch_list`	STRING
HIGH	…ons/data_context/data_context/abstract_data_context.py	1245	Get an expectation suite from optional inputs. Also validates inputs. Args: expectation_suite: An E	STRING
HIGH	…ons/data_context/data_context/abstract_data_context.py	1357	Get the list of zero or more batches, based on a variety of flexible input types. `get_batch_list` is the main	STRING
HIGH	…ons/data_context/data_context/abstract_data_context.py	1505	Inspect datasource and batch kwargs generators to provide available data_asset objects. Args: datas	STRING
HIGH	…ons/data_context/data_context/abstract_data_context.py	1820	Utility method to take in an input config and ensure its conversion to a rich DataContextConfig. If the input is	STRING
HIGH	…ons/data_context/data_context/abstract_data_context.py	2136	Build Data Docs for your project. --Documentation-- - https://docs.greatexpectations.io/docs/terms/	STRING
HIGH	…at_expectations/data_context/store/datasource_store.py	152	Retrieves a Datasource persisted in the store by it's given name. Args: name: The name of the Datas	STRING
HIGH	great_expectations/checkpoint/checkpoint.py	313	Runs the Checkpoint's underlying Validation Definitions and Actions. Args: batch_parameter	STRING
HIGH	great_expectations/checkpoint/actions.py	153	Return a ValidationAction class based on its type. Used when instantiating actions from a checkpoint co	STRING
HIGH	great_expectations/core/batch.py	567	A RuntimeBatchRequest creates a Batch for a RuntimeDataConnector. Instead of serving as a description of what data	STRING
HIGH	great_expectations/core/batch_definition.py	95	Retrieves a batch from the underlying asset. Defaults to the last batch from the asset's batch list.	STRING
HIGH	great_expectations/core/batch_definition.py	115	Retrieves a list of available batch identifiers. These identifiers can be used to fetch specific batche	STRING
HIGH	great_expectations/core/expectation_suite.py	412	Remove an ExpectationConfiguration from the ExpectationSuite. Args: expectation_configuration: A po	STRING
HIGH	great_expectations/core/expectation_suite.py	470	Find indexes of Expectations matching the given ExpectationConfiguration on the given match_type. If a	STRING
HIGH	great_expectations/core/expectation_suite.py	524	If successful, upserts ExpectationConfiguration into this ExpectationSuite. Args: expectat	STRING
HIGH	great_expectations/core/expectation_suite.py	584	Upsert a list of ExpectationConfigurations into this ExpectationSuite. Args: expectation_configurat	STRING
HIGH	great_expectations/core/expectation_suite.py	618	Upsert specified ExpectationConfiguration into this ExpectationSuite. Args: expectation_configurati	STRING
HIGH	great_expectations/core/validation_definition.py	500	Fetch all failing rows for an UnexpectedRowsExpectation without the 200-row limit. Args: expectatio	STRING
HIGH	great_expectations/validator/validator.py	883	Remove an ExpectationConfiguration from the ExpectationSuite associated with the Validator. Args: e	STRING
HIGH	great_expectations/validator/validator.py	1133	Run all expectations and return the outcome of the run. Args: expectation_suite: If None, uses the	STRING
HIGH	great_expectations/validator/validator.py	1344	Test a generic expectation function Args: function (func): The function to be tested. (Must be a va	STRING
HIGH	…expectations/expectations/expectation_configuration.py	108	Defines the parameters and name of a specific Expectation. Args: type: The name of the expectation class to	STRING
HIGH	great_expectations/expectations/expectation.py	1461	Validates the expectation against the provided data. Args: validator: A Validator object that can b	STRING
HIGH	great_expectations/expectations/row_conditions.py	448	Validate row_condition according to GX Cloud UI constraints. 1. Flatten nested AndConditions within AndConditions	STRING
HIGH	…ctations/core/expect_column_values_to_not_be_in_set.py	67	{EXPECTATION_SHORT_DESCRIPTION} ExpectColumnValuesToNotBeInSet is a \ Column Map Expectation. Column Map E	STRING
HIGH	…expectations/core/expect_column_values_to_be_unique.py	63	{EXPECTATION_SHORT_DESCRIPTION} This expectation detects duplicates. All duplicated values are counted as exception	STRING
79 more matches not shown…

Decorative Section Separators194 hits · 674 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	334	# -----------------------------------------------------------------	COMMENT
MEDIUM	reqs/requirements-dev-sqlalchemy2.txt	12	# -----------	COMMENT
MEDIUM⚡	tests/test_data_source_wiring.py	191	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_data_source_wiring.py	199	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_data_source_wiring.py	343	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_data_source_wiring.py	351	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_data_source_wiring.py	423	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_data_source_wiring.py	428	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_data_source_wiring.py	503	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_data_source_wiring.py	512	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/crud_contract.py	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/crud_contract.py	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/crud_contract.py	127	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/crud_contract.py	129	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/crud_contract.py	419	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/crud_contract.py	421	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/crud_contract.py	477	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/crud_contract.py	484	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/datasource/fluent/test_crud_contract.py	396	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/datasource/fluent/test_crud_contract.py	398	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/datasource/fluent/test_crud_contract.py	627	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/datasource/fluent/test_crud_contract.py	629	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/test_crud_contract.py	195	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/test_crud_contract.py	203	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/test_crud_contract.py	432	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/datasource/fluent/test_crud_contract.py	434	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	82	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	106	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	108	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	136	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	138	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	150	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	152	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	182	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	184	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	209	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/data_context/test_gx_cloud_shutdown.py	211	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/data_context/test_get_data_context.py	331	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	tests/data_context/test_get_data_context.py	339	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…tion/test_utils/data_source_config/declaration_only.py	39	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…tion/test_utils/data_source_config/declaration_only.py	47	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…tion/test_utils/data_source_config/declaration_only.py	102	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…tion/test_utils/data_source_config/declaration_only.py	109	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ces_and_expectations/test_gallery_expectation_suite.py	605	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ces_and_expectations/test_gallery_expectation_suite.py	607	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ces_and_expectations/test_gallery_expectation_suite.py	1371	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ces_and_expectations/test_gallery_expectation_suite.py	1373	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/test_gallery_expectation_suite.py	718	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/test_gallery_expectation_suite.py	720	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/test_gallery_expectation_suite.py	965	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/test_gallery_expectation_suite.py	967	# --------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/gallery_expectation_case_table.py	114	# ----------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/gallery_expectation_case_table.py	116	# ----------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/gallery_expectation_case_table.py	420	# ----------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/gallery_expectation_case_table.py	429	# ----------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/gallery_expectation_case_table.py	655	# ----------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/gallery_expectation_case_table.py	666	# ----------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/gallery_expectation_case_table.py	766	# ----------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ces_and_expectations/gallery_expectation_case_table.py	772	# ----------------------------------------------------------------------------------------	COMMENT
134 more matches not shown…

Empty Error Handlers119 hits · 588 pts

Severity	File	Line	Snippet	Context
HIGH	versioneer.py	331	except NameError:	CODE
HIGH	versioneer.py	976	except OSError:	CODE
HIGH	versioneer.py	1172	except OSError:	CODE
HIGH	versioneer.py	1484	except NotThisMethod:	CODE
HIGH	versioneer.py	1504	except NotThisMethod:	CODE
HIGH	versioneer.py	1809	except OSError:	CODE
HIGH	versioneer.py	1476	except NotThisMethod:	CODE
HIGH	versioneer.py	1495	except NotThisMethod:	CODE
HIGH	tests/data_context/test_data_context_utils.py	104	except ModuleNotFoundError:	CODE
HIGH	tests/data_context/test_data_context_utils.py	129	except ModuleNotFoundError:	CODE
HIGH	tests/data_context/test_data_context_utils.py	147	except ModuleNotFoundError:	CODE
HIGH	tests/data_context/test_data_context_utils.py	164	except ModuleNotFoundError:	CODE
HIGH	tests/data_context/test_data_context_utils.py	180	except ModuleNotFoundError:	CODE
HIGH	tests/data_context/test_data_context_utils.py	195	except ModuleNotFoundError:	CODE
HIGH	tests/data_context/test_data_context_utils.py	211	except ModuleNotFoundError:	CODE
HIGH	tests/data_context/test_data_context_utils.py	226	except ModuleNotFoundError:	CODE
HIGH	tests/data_context/test_data_context_utils.py	240	except ModuleNotFoundError:	CODE
HIGH	tests/data_context/test_data_context_utils.py	253	except ModuleNotFoundError:	CODE
HIGH	tests/data_context/store/test_store_backends.py	249	except OSError:	CODE
HIGH	tests/integration/fluent/integration_test_utils.py	44	except DataContextError:	CODE
HIGH	tests/expectations/metrics/test_map_metric.py	88	except ValueError:	CODE
HIGH	tests/expectations/metrics/test_map_metric.py	97	except Exception:	CODE
HIGH	tests/expectations/metrics/test_map_metric.py	101	except Exception:	CODE
HIGH	tests/render/test_column_section_renderer.py	92	except KeyError:	CODE
HIGH	tests/render/test_column_section_renderer.py	126	except KeyError:	CODE
HIGH	tests/render/test_render.py	103	except KeyError:	CODE
HIGH	tests/render/test_render.py	147	except KeyError:	CODE
HIGH	tests/render/test_render.py	179	except KeyError:	CODE
HIGH	…urus/docs/snippets/aws_redshift_deployment_patterns.py	92	except DataContextError:	CODE
HIGH	…s/how_to_configure_a_validation_result_store_in_gcs.py	133	except Exception:	CODE
HIGH	…stores/how_to_configure_an_expectation_store_in_gcs.py	98	except Exception:	CODE
HIGH	…ng_data_docs/how_to_host_and_share_data_docs_on_gcs.py	54	except Exception:	CODE
HIGH	…s/how_to_configure_a_validation_result_store_in_gcs.py	138	except Exception:	CODE
HIGH	…stores/how_to_configure_an_expectation_store_in_gcs.py	92	except Exception:	CODE
HIGH	…ect_column_values_number_of_decimal_places_to_equal.py	32	except Exception:	CODE
HIGH	…pectations/expect_column_values_to_be_xml_parseable.py	35	except ImportError:	CODE
HIGH	great_expectations/_version.py	161	except OSError:	CODE
HIGH	great_expectations/_version.py	512	except NotThisMethod:	CODE
HIGH	great_expectations/_version.py	534	except NotThisMethod:	CODE
HIGH	great_expectations/_version.py	540	except NotThisMethod:	CODE
HIGH	great_expectations/util.py	1210	except TypeError:	CODE
HIGH	great_expectations/util.py	1212	except ValueError:	CODE
HIGH	great_expectations/util.py	1341	except TypeError:	CODE
HIGH	great_expectations/util.py	1343	except ValueError:	CODE
HIGH	great_expectations/util.py	791	except (TypeError, ValueError):	CODE
HIGH	great_expectations/metrics/metric_results.py	54	except (ImportError, AttributeError):	CODE
HIGH	great_expectations/metrics/metric_results.py	62	except (ImportError, AttributeError):	CODE
HIGH	…eat_expectations/data_context/store/html_site_store.py	342	except NotImplementedError:	CODE
HIGH	…eat_expectations/data_context/store/html_site_store.py	347	except TypeError:	CODE
HIGH	…expectations/data_context/store/tuple_store_backend.py	409	except (NotADirectoryError, FileNotFoundError):	CODE
HIGH	…eat_expectations/core/expectation_validation_result.py	643	except gx_exceptions.UnavailableMetricError:	CODE
HIGH	great_expectations/core/expectation_suite.py	400	except KeyError:	CODE
HIGH	…ore/expectation_diagnostics/expectation_diagnostics.py	406	except InvalidExpectationConfigurationError:	CODE
HIGH	great_expectations/core/factory/suite_factory.py	136	except ValueError:	CODE
HIGH	great_expectations/validator/util.py	50	except (TypeError, ValueError):	CODE
HIGH	great_expectations/expectations/type_comparison.py	295	except (TypeError, AttributeError):	CODE
HIGH	great_expectations/expectations/type_comparison.py	309	except (TypeError, AttributeError):	CODE
HIGH	great_expectations/expectations/type_comparison.py	322	except (TypeError, AttributeError):	CODE
HIGH	great_expectations/expectations/type_comparison.py	336	except (TypeError, AttributeError):	CODE
HIGH	…eat_expectations/expectations/legacy_row_conditions.py	150	except ValueError:	CODE
59 more matches not shown…

Over-Commented Block349 hits · 342 pts

Severity	File	Line	Snippet	Context
LOW	constraints-dev.txt	1	# The pip resolver became more strict starting with version 20.3	COMMENT
LOW	tasks.py	1041	# --azure has no marker leg to be green: nothing carries an azure marker, and	COMMENT
LOW	pyproject.toml	341	# PendingDeprecationWarning: these relate to the use of methods that are not even deprecated yet.	COMMENT
LOW	pyproject.toml	361	"ignore:The distutils.sysconfig module is deprecated:DeprecationWarning",	COMMENT
LOW	pyproject.toml	381	# --------------------------------------- Great Expectations Warnings ----------------------------------	COMMENT
LOW	pyproject.toml	401	# UserWarning: Warning. An existing `config_variables.yml` was found here	COMMENT
LOW	pyproject.toml	421	# python	COMMENT
LOW	pyproject.toml	441	# six	COMMENT
LOW	pyproject.toml	461	# Example Actual Warning: DeprecationWarning: The default dtype for empty Series will be 'object' instead of 'float6	COMMENT
LOW	pyproject.toml	481	# This is a legacy pattern that will be removed from GX	COMMENT
LOW	pyproject.toml	501	# ResourceWarning: unclosed <socket.socket fd=231, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=	COMMENT
LOW	pyproject.toml	521	'ignore:\ndump_all will be removed:PendingDeprecationWarning',	COMMENT
LOW	pyproject.toml	541	# https://github.com/python-jsonschema/referencing library,	COMMENT
LOW	setup.py	161	# datasource types. Tooling reads these from the installed package, so they	COMMENT
LOW	versioneer.py	1521	return get_versions()["version"]	COMMENT
LOW	reqs/requirements-dev-oracle.txt	1	# This extra does not stay installable on SQLAlchemy 1.x, and that is deliberate.	COMMENT
LOW	reqs/requirements-dev-spark.txt	1	# The ceiling admits the 4.x line (tested through 4.1.x) while keeping the 2.3.2 floor.	COMMENT
LOW	reqs/requirements-dev-gx-redshift.txt	1	# Deprecated alias for requirements-dev-redshift.txt.	COMMENT
LOW	reqs/requirements-dev-redshift.txt	1	# The floor stays at 0.8.8 rather than 1.0.0 so that the extra stays installable	COMMENT
LOW	ci/azure-pipelines-packaging.yml	1	# This file is responsible for configuring the `packaging_and_installation` pipeline (https://dev.azure.com/great-expect	COMMENT
LOW	ci/user-install-matrix.yml	21	python -c "import great_expectations as gx; print('Successfully imported GX Version:', gx.__version__)"	COMMENT
LOW	ci/user-install-matrix.yml	41	# - script: \|	COMMENT
LOW	ci/constraints-test/pyspark4-install.txt	1	# Lane pin for the dedicated pyspark-4 CI job: exercises great_expectations[spark]	COMMENT
LOW	ci/constraints-test/marshmallow4-install.txt	1	# Lane pin for the dedicated marshmallow-4 CI job. requirements.txt carries no	COMMENT
LOW	tests/test_data_source_registry.py	1561	# backend module and only then imports `tiers`, and before any test in this module runs (in	COMMENT
LOW	tests/test_data_source_registry.py	1581	# The same capture, for the same reason, over the two engine-keyed lists. `tiers.py` builds	COMMENT
LOW	tests/test_data_source_registry.py	3141	# --- The shared canonical expectation parameterization is mandatory -------------------------	COMMENT
LOW	…s/datasource/test_sqlalchemy_datasource_workarounds.py	1	# This file is intended for tests whose functionality is a workaround for deficiencies in upstream libraries. # noqa: E	COMMENT
LOW	tests/datasource/fluent/test_viral_snippets.py	261		COMMENT
LOW	…xtures/great_expectations_custom_local_site_config.yml	21	validation_results_store:	COMMENT
LOW	tests/integration/test_script_runner.py	101	True: After sleeping for 5 seconds.	COMMENT
LOW	tests/integration/test_script_runner.py	121	# backend_dependencies=[BackendDependencies.PANDAS],	COMMENT
LOW	tests/integration/test_script_runner.py	141	backend_dependencies=[],	COMMENT
LOW	tests/integration/test_script_runner.py	201	# name="how_to_create_and_edit_an_expectation_with_domain_knowledge",	COMMENT
LOW	tests/integration/test_script_runner.py	221	name="how_to_organize_batches_in_a_sql_based_data_asset",	COMMENT
LOW	tests/integration/test_script_runner.py	241	# user_flow_script="docs/docusaurus/docs/oss/guides/connecting_to_your_data/fluent/filesystem/how_to_quickly_con	COMMENT
LOW	tests/integration/test_script_runner.py	261	# backend_dependencies=[],	COMMENT
LOW	tests/integration/test_script_runner.py	281	# IntegrationTestFixture(	COMMENT
LOW	tests/integration/test_script_runner.py	301	# backend_dependencies=[],	COMMENT
LOW	…tion/test_utils/data_source_config/declaration_only.py	101		COMMENT
LOW	…ntegration/test_utils/data_source_config/clickhouse.py	41		COMMENT
LOW	…ntegration/test_utils/data_source_config/clickhouse.py	61	# the shared map's narrower `DATE` (starts at 1970) and `DateTime()`, which renders a	COMMENT
LOW	…integration/test_utils/data_source_config/big_query.py	41	# test isolation here: creating and dropping one per test config adds two DDL	COMMENT
LOW	…/integration/test_utils/data_source_config/registry.py	81	# rather than a derived set on purpose: participation in the shared parameterization is the	COMMENT
LOW	…/test_utils/data_source_config/spark_filesystem_csv.py	41	# LOCAL_FILE, not LOCAL_CONTAINER, and the distinction is easy to get backwards here.	COMMENT
LOW	tests/integration/test_utils/data_source_config/sql.py	61	# dialect renders as a type its server does not have.	COMMENT
LOW	tests/integration/test_utils/data_source_config/sql.py	301	# Pass `values` as `execute()`'s parameters rather than via `.values(...)`.	COMMENT
LOW	tests/integration/test_utils/data_source_config/sql.py	341		COMMENT
LOW	…ts/integration/test_utils/data_source_config/oracle.py	41	# No transaction_mode override: Oracle has real transactions and the driver commits	COMMENT
LOW	…test_utils/data_source_config/pandas_filesystem_csv.py	41	# Shared, not dedicated: `filesystem` names tests that use the filesystem as their storage	COMMENT
LOW	…gration/test_definitions/redshift/integration_tests.py	1	from typing import List	COMMENT
LOW	…/integration/test_definitions/gcs/integration_tests.py	21	# user_flow_script="docs/docusaurus/docs/oss/guides/setup/configuring_data_docs/how_to_host_and_share_data_docs_	COMMENT
LOW	…ces_and_expectations/test_gallery_expectation_suite.py	721	#	COMMENT
LOW	…ces_and_expectations/test_gallery_expectation_suite.py	741	# tier for the first time. Neither declares a `tier_case_exclusions` entry for the tier, since	COMMENT
LOW	…ces_and_expectations/test_gallery_expectation_suite.py	961	f"{sorted(expected_removed_labels)}"	COMMENT
LOW	…ces_and_expectations/test_gallery_expectation_suite.py	1361	resolved_case = _param_gallery_case(param)	COMMENT
LOW	…ces_and_expectations/gallery_expectation_case_table.py	421	# Column-aggregate expectations	COMMENT
LOW	…ces_and_expectations/gallery_expectation_case_table.py	441	),	COMMENT
LOW	…ces_and_expectations/gallery_expectation_case_table.py	641	},	COMMENT
LOW	…ces_and_expectations/test_fixture_column_round_trip.py	61	# resolves to a neighbour. A double holds it exactly. Nothing smaller in this column would do --	COMMENT
289 more matches not shown…

Excessive Try-Catch Wrapping194 hits · 222 pts

Severity	File	Line	Snippet	Context
MEDIUM	tasks.py	959	print(f"Error: {response.reason}\n{pf(response.json(), depth=2)}")	CODE
LOW	tests/test_data_source_wiring.py	82	except Exception as error:	CODE
LOW	tests/core/test_batch_related_objects.py	93	except Exception:	CODE
LOW	tests/integration/sql_session_manager.py	90	except Exception:	CODE
LOW	tests/integration/sql_session_manager.py	99	except Exception:	CODE
LOW	tests/integration/sql_session_manager.py	125	except Exception as e:	CODE
LOW	tests/integration/conftest.py	174	except Exception as e:	CODE
LOW	tests/integration/test_script_runner.py	543	except Exception as e:	CODE
LOW	…ntegration/test_utils/data_source_config/sql_server.py	131	except Exception as err:	CODE
LOW	…n/execution_engine/test_databricks_execution_engine.py	59	except Exception as e:	CODE
LOW⚡	…nfiguration/datasource_configuration_test_utilities.py	14	except Exception:	CODE
MEDIUM	tests/expectations/test_expectation.py	122	def test_multicolumn_expectation_has_default_mostly(fake_expectation_cls, config	CODE
LOW	tests/expectations/test_expectation.py	125	except Exception:	CODE
LOW	tests/expectations/metrics/test_map_metric.py	97	except Exception:	CODE
LOW	tests/expectations/metrics/test_map_metric.py	101	except Exception:	CODE
LOW	tests/agent_skills/test_installer.py	811	except Exception as error:	CODE
LOW	tests/agent_skills/test_snippets.py	1613	except Exception as error: # pragma: no cover - the failure is the report	CODE
LOW	…s/how_to_configure_a_validation_result_store_in_gcs.py	133	except Exception:	STRING
LOW	…stores/how_to_configure_an_expectation_store_in_gcs.py	98	except Exception:	STRING
LOW	…ng_data_docs/how_to_host_and_share_data_docs_on_gcs.py	54	except Exception:	CODE
LOW	…ng_data_docs/how_to_host_and_share_data_docs_on_gcs.py	160	except Exception as e:	CODE
LOW	…s/how_to_configure_a_validation_result_store_in_gcs.py	138	except Exception:	STRING
LOW	…stores/how_to_configure_an_expectation_store_in_gcs.py	92	except Exception:	STRING
LOW⚡	…ctations/expect_column_values_not_to_be_future_date.py	32	except Exception:	CODE
LOW⚡	…ect_column_values_number_of_decimal_places_to_equal.py	32	except Exception:	CODE
MEDIUM	…ect_column_values_number_of_decimal_places_to_equal.py	28	def decimal_func(x):	CODE
LOW⚡	…/expectations/expect_column_values_to_be_valid_zip5.py	17	except Exception:	CODE
LOW⚡	…ns/expect_column_values_to_be_valid_general_zipcode.py	22	except Exception:	CODE
LOW⚡	…/expectations/expect_column_values_to_be_valid_zip9.py	17	except Exception:	CODE
LOW⚡	…expectations/expect_column_values_to_be_not_holiday.py	25	except Exception:	CODE
MEDIUM	…expectations/expect_column_values_to_be_not_holiday.py	18	def is_not_holiday(date, country_code) -> bool:	CODE
LOW⚡	…tations/expect_column_values_password_is_not_leaked.py	21	except Exception:	CODE
LOW⚡	…ns/expect_column_values_imsi_belong_to_country_code.py	23	except Exception:	CODE
LOW⚡	…/expectations/expect_column_values_to_be_valid_ismn.py	20	except Exception:	CODE
LOW⚡	…ations/expect_column_values_to_be_valid_ltc_address.py	21	except Exception:	CODE
LOW⚡	…/expectations/expect_column_values_to_be_valid_isin.py	21	except Exception as e:	CODE
LOW⚡	…olumn_values_to_be_gtin_variable_measure_trade_item.py	22	except Exception:	CODE
LOW⚡	…ions/expect_column_values_to_be_valid_formatted_vat.py	21	except Exception:	CODE
LOW⚡	…tions/expect_column_values_to_be_valid_doge_address.py	21	except Exception:	CODE
LOW⚡	…s/expectations/expect_column_values_to_be_valid_ean.py	20	except Exception:	CODE
LOW⚡	…tions/expect_column_values_to_be_valid_dash_address.py	21	except Exception:	CODE
LOW⚡	…/expectations/expect_column_values_to_be_valid_date.py	24	except Exception:	CODE
LOW⚡	…/expectations/expect_column_values_to_be_valid_imei.py	20	except Exception:	CODE
LOW⚡	…s/expect_column_values_to_be_valid_ethereum_address.py	21	except Exception:	CODE
LOW⚡	…/expectations/expect_column_values_to_be_valid_imsi.py	20	except Exception:	CODE
LOW⚡	…ectations/expect_column_values_to_be_gtin_base_unit.py	22	except Exception:	CODE
LOW⚡	…ct_column_values_to_be_valid_mic_match_country_code.py	24	except Exception:	CODE
LOW⚡	…s/expect_column_values_eth_address_positive_balance.py	26	except Exception:	CODE
LOW⚡	…s/expectations/expect_column_values_are_in_language.py	25	except Exception:	CODE
MEDIUM	…s/expectations/expect_column_values_are_in_language.py	22	def identify_language(text):	CODE
LOW⚡	…ectations/expect_column_values_to_be_valid_vies_vat.py	21	except Exception:	CODE
LOW⚡	…ns/expect_column_values_to_be_valid_bitcoin_address.py	21	except Exception as e:	CODE
LOW⚡	…tions/expect_column_values_to_be_private_ipv4_class.py	30	except Exception:	CODE
LOW⚡	…ectations/expect_column_values_to_be_valid_arxiv_id.py	17	except Exception:	CODE
LOW⚡	…ations/expect_column_values_to_be_valid_dot_address.py	21	except Exception:	CODE
LOW⚡	…/expectations/expect_column_values_to_be_valid_meid.py	20	except Exception:	CODE
LOW⚡	…/expectations/expect_column_values_url_is_available.py	20	except Exception:	CODE
LOW	…tations/expect_column_values_url_has_got_valid_cert.py	31	except Exception:	CODE
LOW⚡	…tations/expect_column_values_url_has_got_valid_cert.py	46	except Exception:	CODE
MEDIUM	…tations/expect_column_values_url_has_got_valid_cert.py	21	def get_certificate_exp_date(host, port=443, timeout=1):	CODE
134 more matches not shown…

Modern Structural Boilerplate216 hits · 218 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_utils.py	39	logger = logging.getLogger(__name__)	CODE
LOW	tests/conftest.py	115	logger = logging.getLogger(__name__)	CODE
LOW	tests/metrics/conftest.py	17	__all__ = [	CODE
LOW	tests/datasource/fluent/test_metadatasource.py	46	logger = logging.getLogger(__name__)	CODE
LOW	…/datasource/fluent/test_spark_filesystem_datasource.py	72	logger = logging.getLogger(__name__)	CODE
LOW	…nt/data_asset/data_connector/test_s3_data_connector.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…ta_connector/test_azure_blob_storage_data_connector.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…_connector/test_google_cloud_storage_data_connector.py	27	logger = logging.getLogger(__name__)	CODE
LOW⚡	tests/data_context/test_configuration_storage.py	15	logger = logging.getLogger(__name__)	CODE
LOW	tests/data_context/test_gx_cloud_shutdown.py	57	def set_cloud_env_vars(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/data_context/store/test_configuration_store.py	31	logger = logging.getLogger(__name__)	CODE
LOW⚡	tests/core/test_validation_definition.py	1143	def set_big_built_after_init(self, args, *kwargs) -> None:	CODE
LOW	tests/integration/sql_session_manager.py	14	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration/conftest.py	26	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration/test_script_runner.py	83	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration/metrics/conftest.py	17	__all__ = [	CODE
LOW	…/integration/test_utils/data_source_config/redshift.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…ntegration/test_utils/data_source_config/sql_server.py	37	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration/test_utils/data_source_config/sql.py	40	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration/fluent/conftest.py	50	logger = logging.getLogger(__name__)	CODE
LOW⚡	tests/integration/fluent/integration_test_utils.py	31	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration/spark/test_spark_connect.py	14	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration/spark/test_spark_config.py	11	logger = logging.getLogger(__name__)	CODE
LOW	tests/expectations/test_util.py	52	logger = logging.getLogger(__name__)	CODE
LOW	tests/actions/test_core_actions.py	61	logger = logging.getLogger(__name__)	CODE
LOW	tests/actions/test_action_serialization.py	20	logger = logging.getLogger(__name__)	CODE
LOW	docs/sphinx_api_docs_source/public_api_report.py	76	logger = logging.getLogger(__name__)	CODE
LOW	docs/sphinx_api_docs_source/build_sphinx_api_docs.py	47	logger = logging.getLogger(__name__)	CODE
LOW	…/sphinx_api_docs_source/check_public_api_docstrings.py	28	logger = logging.getLogger(__name__)	CODE
LOW	…al/great_expectations_experimental/metrics/__init__.py	5	__all__ = [	CODE
LOW	…pect_column_values_to_be_string_integers_increasing.py	35	logger = logging.getLogger(__name__)	CODE
LOW⚡	…ctations/expect_table_checksum_to_equal_other_table.py	48	logger = logging.getLogger(__name__)	CODE
LOW	…eat_expectations_experimental/expectations/__init__.py	5	__all__ = [	CODE
LOW	…ental/expectations/expect_column_skew_to_be_between.py	28	logger = logging.getLogger(__name__)	CODE
LOW	contrib/cli/great_expectations_contrib/package.py	20	logger = logging.getLogger(__name__)	CODE
LOW⚡	contrib/cli/great_expectations_contrib/package.py	106	def update_package_state(self) -> None:	CODE
LOW⚡	contrib/cli/great_expectations_contrib/package.py	115	def _update_attrs_with_diagnostics(self, diagnostics: List[ExpectationDiagnostics]) -> None:	CODE
LOW⚡	contrib/cli/great_expectations_contrib/package.py	121	def _update_from_package_info(self, path: str) -> None: # noqa: C901 - too complex	CODE
LOW	contrib/cli/great_expectations_contrib/package.py	186	def _update_expectations(self, diagnostics: List[ExpectationDiagnostics]) -> None:	CODE
LOW	contrib/cli/great_expectations_contrib/package.py	207	def _update_dependencies(self, path: str) -> None:	CODE
LOW	contrib/cli/great_expectations_contrib/package.py	232	def _update_contributors(self, diagnostics: List[ExpectationDiagnostics]) -> None:	CODE
LOW	contrib/cli/great_expectations_contrib/commands.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…filer_metrics/data_profiler_profile_metric_provider.py	11	logger = logging.getLogger(__name__)	CODE
LOW	great_expectations/util.py	81	logger = logging.getLogger(__name__)	CODE
LOW	great_expectations/_docs_decorators.py	14	logger = logging.getLogger(__name__)	CODE
LOW	great_expectations/__init__.py	25	__all__ = [	CODE
LOW	…ons/compatibility/sqlalchemy_compatibility_wrappers.py	13	logger = logging.getLogger(__name__)	CODE
LOW	great_expectations/compatibility/pydantic.py	53	__all__ = [	CODE
LOW	great_expectations/compatibility/pyparsing.py	45	__all__ = [	CODE
LOW	great_expectations/compatibility/typing_extensions.py	20	__all__ = ["Annotated", "override"]	CODE
LOW	great_expectations/datasource/datasource_dict.py	22	logger = logging.getLogger(__name__)	CODE
LOW⚡	great_expectations/datasource/fluent/interfaces.py	465	def update_batch_definition_field_set(self) -> None:	CODE
LOW	great_expectations/datasource/fluent/interfaces.py	71	logger = logging.getLogger(__name__)	CODE
LOW	great_expectations/datasource/fluent/interfaces.py	952	def _update_asset_forward_refs(asset_type: Type[_DataAssetT]) -> None:	CODE
LOW	…ions/datasource/fluent/pandas_filesystem_datasource.py	20	logger = logging.getLogger(__name__)	CODE
LOW	great_expectations/datasource/fluent/config.py	56	logger = logging.getLogger(__name__)	CODE
LOW	great_expectations/datasource/fluent/config.py	155	def update_datasources(self, datasources: Dict[str, Datasource]) -> None:	CODE
LOW	…expectations/datasource/fluent/pandas_s3_datasource.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…asource/fluent/pandas_azure_blob_storage_datasource.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…_expectations/datasource/fluent/spark_s3_datasource.py	28	logger = logging.getLogger(__name__)	CODE
156 more matches not shown…

Deep Nesting223 hits · 200 pts

Severity	File	Line	Context
LOW	tasks.py	706	CODE
LOW	tasks.py	853	CODE
LOW	setup.py	13	CODE
LOW	versioneer.py	953	CODE
LOW	versioneer.py	1144	CODE
LOW	versioneer.py	1396	CODE
LOW	versioneer.py	1753	CODE
LOW	tests/test_utils.py	533	CODE
LOW	tests/test_utils.py	904	CODE
LOW	tests/test_utils.py	926	CODE
LOW	tests/conftest.py	404	CODE
LOW	tests/test_packaging.py	163	CODE
LOW	tests/test_ci_python_versions.py	72	CODE
LOW	…sts/datasource/fluent/test_datasource_factory_stubs.py	70	CODE
LOW	tests/datasource/fluent/test_postgres_datasource.py	1042	CODE
LOW	tests/datasource/fluent/test_config.py	300	CODE
LOW	tests/datasource/fluent/test_schemas.py	62	CODE
LOW	tests/datasource/fluent/test_schemas.py	90	CODE
LOW	tests/integration/test_script_runner.py	451	CODE
LOW	tests/integration/test_script_runner.py	556	CODE
LOW	…ntegration/test_utils/data_source_config/sql_server.py	117	CODE
LOW	tests/integration/fluent/integration_test_utils.py	127	CODE
LOW	tests/expectations/metrics/test_metrics_util.py	1128	CODE
LOW	tests/expectations/metrics/test_metrics_util.py	1151	CODE
LOW	tests/expectations/metrics/test_map_metric.py	47	CODE
LOW	…nd_sample/test_sqlalchemy_execution_engine_sampling.py	132	CODE
LOW	…nd_sample/test_sqlalchemy_execution_engine_sampling.py	199	CODE
LOW	…ample/test_sqlalchemy_execution_engine_partitioning.py	661	CODE
LOW	tests/agent_skills/test_installer.py	301	CODE
LOW	tests/agent_skills/test_skill_content.py	681	CODE
LOW	tests/agent_skills/test_snippets.py	550	CODE
LOW	tests/agent_skills/test_snippets.py	1064	CODE
LOW	docs/sphinx_api_docs_source/conf.py	150	CODE
LOW	docs/sphinx_api_docs_source/utils.py	88	CODE
LOW	…s/docs/snippets/expect_column_values_to_equal_three.py	311	CODE
LOW	…ocs/snippets/expect_column_max_to_be_between_custom.py	256	CODE
LOW	…n-0.18/snippets/expect_column_values_to_equal_three.py	311	CODE
LOW	….18/snippets/expect_column_max_to_be_between_custom.py	258	CODE
LOW	…ations/expect_column_discrete_entropy_to_be_between.py	280	CODE
LOW	…tations/expect_column_values_to_be_secure_passwords.py	25	CODE
LOW	…tations/expect_column_values_to_be_secure_passwords.py	37	CODE
LOW	…tions/expect_column_values_to_be_private_ipv4_class.py	17	CODE
LOW	contrib/cli/great_expectations_contrib/package.py	121	CODE
LOW	…ons/expect_column_values_to_be_polygon_area_between.py	197	CODE
LOW	…s_to_be_lat_lon_coordinates_in_range_of_given_point.py	46	CODE
LOW	…s_to_be_lat_lon_coordinates_in_range_of_given_point.py	72	CODE
LOW	…expect_column_minimum_bounding_radius_to_be_between.py	207	CODE
LOW	…ns/expect_column_values_geometry_to_be_within_shape.py	21	CODE
LOW	…n_values_geometry_distance_to_address_to_be_between.py	38	CODE
LOW	…ns/expect_column_values_geometry_to_intersect_shape.py	21	CODE
LOW	…ions/expect_column_values_geometry_to_be_near_shape.py	26	CODE
LOW	…column_values_geometry_centroids_to_be_within_shape.py	21	CODE
LOW	…umns_percent_diff_between_exclusive_threshold_range.py	40	CODE
LOW	…umns_percent_diff_between_inclusive_threshold_range.py	42	CODE
LOW	…le_numeric_columns_percent_diff_less_than_threshold.py	40	CODE
LOW	…mns_percent_diff_greater_than_or_equal_to_threshold.py	42	CODE
LOW	…numeric_columns_percent_diff_greater_than_threshold.py	40	CODE
LOW	…olumns_percent_diff_less_than_or_equal_to_threshold.py	42	CODE
LOW	great_expectations/_version.py	138	CODE
LOW	great_expectations/_version.py	462	CODE
163 more matches not shown…

Slop Phrases184 hits · 193 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/render/test_column_section_renderer.py	342	notes=["#### These are expectation notes \n - you can use markdown \n - or just strings"],	CODE
LOW	…_expectations/column_aggregate_expectation_template.py	117	"@your_name_here", # Don't forget to add your github handle here!	CODE
LOW	…ting_custom_expectations/batch_expectation_template.py	156	"@your_name_here", # Don't forget to add your github handle here!	CODE
LOW	…m_expectations/column_pair_map_expectation_template.py	115	"@your_name_here", # Don't forget to add your github handle here!	CODE
LOW	…custom_expectations/column_map_expectation_template.py	108	"@your_name_here", # Don't forget to add your github handle here!	CODE
LOW	…ectations/set_based_column_map_expectation_template.py	47	"@your_name_here", # Don't forget to add your github handle here!	CODE
LOW	…tations/regex_based_column_map_expectation_template.py	44	"@your_name_here", # Don't forget to add your github handle here!	CODE
LOW	…ting_custom_expectations/query_expectation_template.py	97	"@your_name_here", # Don't forget to add your github handle here!	STRING
LOW	…m_expectations/multicolumn_map_expectation_template.py	118	"@your_name_here", # Don't forget to add your github handle here!	CODE
LOW	…xpect_column_values_to_be_valid_scientific_notation.py	70	"@rdodev", # Don't forget to add your github handle here!	CODE
LOW	…n_kolmogoro_smirnov_test_p_value_to_be_greater_than.py	135	"@HaebichanGX", # Don't forget to add your github handle here!	CODE
LOW	…ctations/expect_column_values_not_to_be_future_date.py	145	"@prachijain136", # Don't forget to add your github handle here!	CODE
LOW	…tions/expect_column_values_to_not_contain_character.py	162	# "@your_name_here", # Don't forget to add your github handle here!	COMMENT
LOW	…tions/expect_column_values_after_split_to_be_in_set.py	143	"@ace-racer", # Don't forget to add your github handle here!	CODE
MEDIUM⚡	…ctations/expect_table_checksum_to_equal_other_table.py	54	# a metric that does not yet exist, you can use the template below to implement it!	COMMENT
MEDIUM	…ctations/expect_table_checksum_to_equal_other_table.py	165	# a metric that does not yet exist, you can use the template below to implement it!	COMMENT
LOW	…/expectations/expect_column_values_to_be_valid_json.py	109	"@rdodev", # Don't forget to add your github handle here!	CODE
LOW	…ns/expect_column_distribution_to_match_benfords_law.py	219	"@vinodkri1", # Don't forget to add your github handle here!	CODE
LOW	…mn_chisquare_simple_test_p_value_to_be_greater_than.py	135	"@HaebichanGX", # Don't forget to add your github handle here!	CODE
LOW	…tations/expect_multicolumn_sum_values_to_be_between.py	167	"@swittchawa", # Don't forget to add your github handle here!	CODE
LOW	…ations/expect_multicolumn_values_not_to_be_all_null.py	180	"@itaise", # Don't forget to add your github handle here!	CODE
LOW	…s_experimental/expectations/expect_column_sum_to_be.py	68	"@joshua-stauffer", # Don't forget to add your github handle here!	CODE
LOW	…tions/expect_column_values_after_split_to_be_unique.py	118	"@ace-racer", # Don't forget to add your github handle here!	CODE
LOW	…xpectations/expect_column_values_to_be_alphabetical.py	213	"@Harriee02", # Don't forget to add your github handle here!	CODE
LOW	…ctations/expect_column_percentile_value_to_be_above.py	113	"@kurt1984", # Don't forget to add your github handle here!	CODE
LOW	…s/expect_column_values_to_be_in_set_spark_optimized.py	204	"@derek-hk", # Don't forget to add your github handle here!	CODE
LOW	…tal/expectations/expect_column_values_to_match_thai.py	68	"@swittchawa", # Don't forget to add your github handle here!	CODE
LOW	…ons_experimental/expectations/expect_value_at_index.py	191	# "@your_name_here", # Don't forget to add your github handle here!	COMMENT
LOW	…ations/expect_column_values_to_match_powers_of_base.py	240	"@rifatKomodoDragon", # Don't forget to add your GitHub handle here!	CODE
LOW	…expectations/expect_column_values_to_change_between.py	135	"contributors": ["@maikelpenz"], # Don't forget to add your github handle here!	CODE
LOW	…l/expectations/expect_column_values_to_be_valid_arn.py	90	"@rdodev", # Don't forget to add your github handle here!	CODE
LOW	…tions/expect_column_values_to_be_valid_virginia_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…expect_column_values_to_be_valid_north_carolina_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…tions/expect_column_values_to_be_valid_delaware_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…tions/expect_column_values_to_be_valid_arkansas_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ctations/expect_column_values_to_be_valid_texas_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ations/expect_column_values_to_be_valid_montana_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…tions/expect_column_values_to_be_valid_kentucky_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…tations/expect_column_values_to_be_valid_alaska_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…tations/expect_column_values_to_be_valid_oregon_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…expect_column_values_to_be_valid_south_carolina_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…s/expect_column_values_to_be_valid_pennsylvania_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…s/expect_column_values_to_be_valid_south_dakota_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…/expect_column_values_to_be_valid_washington_dc_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ctations/expect_column_values_to_be_valid_india_zip.py	126	"@jainamshahh", # Don't forget to add your github handle here!	CODE
LOW	…/expect_column_values_to_be_valid_west_virginia_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…expect_column_values_to_be_valid_new_york_state_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ations/expect_column_values_to_be_valid_florida_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…tions/expect_column_values_to_be_valid_colorado_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ons/expect_column_values_to_be_valid_california_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ons/expect_column_values_to_be_valid_washington_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ectations/expect_column_values_to_be_valid_iowa_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ectations/expect_column_values_to_be_valid_ohio_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ns/expect_column_values_to_be_valid_connecticut_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…/expectations/expect_column_values_to_be_valid_zip5.py	96	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ons/expect_column_values_to_be_valid_new_mexico_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…ations/expect_column_values_to_be_valid_georgia_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…s/expect_column_values_to_be_valid_north_dakota_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…/expect_column_values_to_be_valid_new_hampshire_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
LOW	…tions/expect_column_values_to_be_valid_nebraska_zip.py	94	"@derekma73", # Don't forget to add your github handle here!	CODE
124 more matches not shown…

AI Slop Vocabulary33 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW	versioneer.py	452	# each be defined on a line of their own. _version.py will just call	COMMENT
MEDIUM⚡	…tion/test_utils/data_source_config/declaration_only.py	105	# Each has a fluent datasource class in the shipped package and no harness config, no marker, no	COMMENT
MEDIUM	…ntegration/test_utils/data_source_config/clickhouse.py	50	# reject nulls at insert. The harness's insert path converts pandas/numpy null sentinels to real	COMMENT
MEDIUM	…/integration/test_utils/data_source_config/registry.py	92	# config that the harness drives, and it was carried by the shared data-source lists back when	COMMENT
MEDIUM	…ts/integration/test_utils/data_source_config/oracle.py	38	# tear one down either way. Isolation rides the harness's generated random table names	COMMENT
MEDIUM	…test_utils/data_source_config/pandas_filesystem_csv.py	34	# user, and the public name names the data source rather than the harness variant that	COMMENT
MEDIUM	…ces_and_expectations/test_gallery_expectation_suite.py	109	# parametrize it: the harness's own indirect batch-setup fixture, and the gallery case itself.	COMMENT
MEDIUM	…ces_and_expectations/test_fixture_column_round_trip.py	37	# Every data source the harness declares, not just the canonical-expectations tier. The curated	COMMENT
MEDIUM	…xpectations/test_expect_column_values_to_be_of_type.py	90	# Avoid the shared all-NULL column, which the SQL harness types as a	COMMENT
LOW	docs/sphinx_api_docs_source/build_sphinx_api_docs.py	313	# NOTE: this can be simplified to just use pathlib.Path::relative_to with walk_up=True in python 3.12	COMMENT
MEDIUM⚡	…m_expectations/column_pair_map_expectation_template.py	31	# These point your metric at the provided keys to facilitate calculation	COMMENT
MEDIUM	…m_expectations/multicolumn_map_expectation_template.py	31	# These point your metric at the provided keys to facilitate calculation	COMMENT
MEDIUM	…lumn_datetime_difference_to_be_less_than_two_months.py	24	# These point your metric at the provided keys to facilitate calculation	COMMENT
MEDIUM	…ctations/expect_table_checksum_to_equal_other_table.py	478	# This method will utilize the computed metric to validate that your Expectation about the Table is true	COMMENT
MEDIUM	…multicolumn_sum_values_to_be_equal_to_single_column.py	27	# These point your metric at the provided keys to facilitate calculation	COMMENT
MEDIUM	…ns/expect_multicolumn_datetime_difference_in_months.py	22	# These point your metric at the provided keys to facilitate calculation	COMMENT
MEDIUM	…tations/expect_multicolumn_sum_values_to_be_between.py	27	# These point your metric at the provided keys to facilitate calculation	COMMENT
MEDIUM	…ations/expect_multicolumn_values_not_to_be_all_null.py	22	# These point your metric at the provided keys to facilitate calculation	COMMENT
MEDIUM	…icolumn_product_values_to_be_equal_to_single_column.py	26	# These point your metric at the provided keys to facilitate calculation	COMMENT
LOW	great_expectations/_version.py	23	# each be defined on a line of their own. _version.py will just call	COMMENT
MEDIUM⚡	great_expectations/datasource/fluent/sql_datasource.py	480	# The superclass version of param_defaults is correct, but here we leverage that	COMMENT
MEDIUM⚡	…s/datasource/fluent/data_asset/path/path_data_asset.py	219	"""If present, override DataConnector behavior in order to	STRING
MEDIUM	…ations/datasource/fluent/schemas/SqliteDatasource.json	3	"description": "--Public API--Adds a sqlite datasource to the data context.\n\nArgs:\n name: The name of this sql	CODE
MEDIUM	…ectations/datasource/fluent/schemas/SQLDatasource.json	3	"description": "--Public API--Adds a generic SQL datasource to the data context.\n\nArgs:\n name: The name of thi	CODE
MEDIUM	…xpectations/data_context/types/resource_identifiers.py	175	"""A MetricIdentifier serves as a key to store and retrieve Metrics."""	STRING
LOW	great_expectations/data_context/types/base.py	1497	# If missing individual stores, just add what is missing	COMMENT
MEDIUM	great_expectations/validator/validation_graph.py	165	# TODO: <Alex>In the future, provide a more robust cycle detection mechanism.</Alex>	COMMENT
MEDIUM	…expectations/expectations/expectation_configuration.py	106	# Please utilize Expectation objects directly when possible.	COMMENT
MEDIUM	scripts/cleanup/cleanup_big_query.py	71	# A pattern that has drifted away from what the harness generates and a dataset that is	COMMENT
LOW	.github/teams.yml	1	# To add an additional team, simply add a top-level key with a list of users.	COMMENT
MEDIUM	.github/workflows/ci.yml	3	# This pipeline is intended to facilitate the full coverage of tests for OSS GX.	COMMENT
MEDIUM	assets/docker/oracle/docker-compose.yml	33	# MATERIALIZED VIEW, CREATE SYNONYM. This is the user the harness connects as, so	COMMENT
MEDIUM	assets/docker/oracle/docker-compose.yml	51	# own listener port and runs a real query, so "healthy" means what the harness actually	COMMENT

AI Structural Patterns83 hits · 77 pts

Severity	File	Line	Context
LOW	tasks.py	244	CODE
LOW	tasks.py	360	CODE
LOW	tasks.py	1327	CODE
LOW	tests/test_utils.py	533	CODE
LOW	tests/datasource/data_connector/sorters/conftest.py	22	CODE
LOW	tests/data_context/test_data_context_config_ui.py	38	CODE
LOW	tests/expectations/metrics/test_map_metric.py	188	CODE
LOW	docs/sphinx_api_docs_source/build_sphinx_api_docs.py	318	CODE
LOW	…ctations/expect_column_values_not_to_be_future_date.py	55	CODE
LOW	…n_average_lat_lon_pairwise_distance_to_be_less_than.py	29	CODE
LOW	…pect_column_pair_values_to_match_prophet_date_model.py	80	CODE
LOW	…expectations/generator/hourly_time_series_generator.py	78	CODE
LOW	…expectations/generator/weekly_time_series_generator.py	14	CODE
LOW	…_expectations/generator/daily_time_series_generator.py	169	CODE
LOW	…xpectations/generator/monthly_time_series_generator.py	14	CODE
LOW	…/domain_builder/data_profiler_column_domain_builder.py	34	CODE
LOW	…eat_expectations/compatibility/pandas_compatibility.py	12	CODE
LOW	great_expectations/datasource/fluent/config.py	260	CODE
LOW	great_expectations/datasource/fluent/config.py	276	CODE
LOW	great_expectations/datasource/fluent/config.py	292	CODE
LOW	great_expectations/datasource/fluent/config_str.py	150	CODE
LOW	…at_expectations/datasource/fluent/pandas_datasource.py	257	CODE
LOW	…at_expectations/datasource/fluent/pandas_datasource.py	550	CODE
LOW	great_expectations/datasource/fluent/batch_request.py	144	CODE
LOW	…at_expectations/datasource/fluent/fluent_base_model.py	77	CODE
LOW	…at_expectations/datasource/fluent/fluent_base_model.py	93	CODE
LOW	…at_expectations/datasource/fluent/fluent_base_model.py	108	CODE
LOW	…at_expectations/datasource/fluent/fluent_base_model.py	150	CODE
LOW	…at_expectations/datasource/fluent/fluent_base_model.py	192	CODE
LOW	…at_expectations/datasource/fluent/fluent_base_model.py	224	CODE
LOW	…ations/data_context/data_context/cloud_data_context.py	66	CODE
LOW	…ectations/data_context/data_context/context_factory.py	435	CODE
LOW	…ectations/data_context/data_context/context_factory.py	451	CODE
LOW	…ectations/data_context/data_context/context_factory.py	466	CODE
LOW	…ectations/data_context/data_context/context_factory.py	482	CODE
LOW	…ectations/data_context/data_context/context_factory.py	498	CODE
LOW	…ectations/data_context/data_context/context_factory.py	514	CODE
LOW	…ectations/data_context/data_context/context_factory.py	530	CODE
LOW	…ectations/data_context/data_context/context_factory.py	64	CODE
LOW	…ectations/data_context/data_context/context_factory.py	167	CODE
LOW	…ectations/data_context/data_context/context_factory.py	269	CODE
LOW	…ectations/data_context/data_context/context_factory.py	336	CODE
LOW	…ons/data_context/data_context/abstract_data_context.py	1039	CODE
LOW	…ons/data_context/data_context/abstract_data_context.py	1333	CODE
LOW	…ons/data_context/data_context/abstract_data_context.py	1430	CODE
LOW	great_expectations/data_context/types/base.py	309	CODE
LOW	great_expectations/data_context/types/base.py	472	CODE
LOW	great_expectations/data_context/types/base.py	927	CODE
LOW	great_expectations/data_context/types/base.py	1442	CODE
LOW	…expectations/data_context/store/tuple_store_backend.py	32	CODE
LOW	…expectations/data_context/store/tuple_store_backend.py	225	CODE
LOW	great_expectations/data_context/store/_store_backend.py	123	CODE
LOW	great_expectations/checkpoint/checkpoint.py	158	CODE
LOW	great_expectations/core/batch.py	977	CODE
LOW	great_expectations/core/batch.py	1137	CODE
LOW	great_expectations/core/expectation_suite.py	729	CODE
LOW	great_expectations/core/validation_definition.py	445	CODE
LOW	great_expectations/validator/validator.py	1119	CODE
LOW	…expectations/expectations/expectation_configuration.py	133	CODE
LOW	great_expectations/expectations/expectation.py	2957	CODE
23 more matches not shown…

Structural Annotation Overuse44 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	docs/docusaurus/docs/snippets/result_format.py	18	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…s/how_to_configure_a_validation_result_store_in_gcs.py	18	# NOTE: The following code is only for testing and depends on an environment	COMMENT
LOW	…stores/how_to_configure_an_expectation_store_in_gcs.py	15	# NOTE: The following code is only for testing and depends on an environment	COMMENT
LOW	…uides/expectations/how_to_edit_an_expectation_suite.py	11	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…/how_to_pass_an_in_memory_dataframe_to_a_checkpoint.py	31	# NOTE: The following code is only for testing and can be ignored	COMMENT
LOW	…/how_to_pass_an_in_memory_dataframe_to_a_checkpoint.py	56	# NOTE: The following code is only for testing and can be ignored	COMMENT
LOW	…_docs/version-0.18/snippets/redshift_python_example.py	75	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…_docs/version-0.18/snippets/redshift_python_example.py	92	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…ion-0.18/snippets/inferred_and_runtime_yaml_example.py	75	# NOTE: The following code is only for testing and can be ignored by users.	STRING
LOW	…ion-0.18/snippets/inferred_and_runtime_yaml_example.py	107	# NOTE: The following code is only for testing and can be ignored by users.	STRING
LOW	…ed_docs/version-0.18/snippets/redshift_yaml_example.py	77	# NOTE: The following code is only for testing and can be ignored by users.	STRING
LOW	…ed_docs/version-0.18/snippets/redshift_yaml_example.py	92	# NOTE: The following code is only for testing and can be ignored by users.	STRING
LOW	…n-0.18/snippets/inferred_and_runtime_python_example.py	71	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…n-0.18/snippets/inferred_and_runtime_python_example.py	99	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…n-0.18/snippets/how_to_configure_a_spark_datasource.py	815	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…oned_docs/version-0.18/snippets/pandas_yaml_example.py	66	# NOTE: The following code is only for testing and can be ignored by users.	STRING
LOW	…oned_docs/version-0.18/snippets/pandas_yaml_example.py	107	# NOTE: The following code is only for testing and can be ignored by users.	STRING
LOW⚡	…-0.18/snippets/how_to_configure_a_pandas_datasource.py	1279	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…-0.18/snippets/how_to_configure_a_pandas_datasource.py	1135	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…-0.18/snippets/how_to_configure_a_pandas_datasource.py	1177	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…-0.18/snippets/how_to_configure_a_pandas_datasource.py	1206	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…-0.18/snippets/how_to_configure_a_pandas_datasource.py	1249	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…/versioned_docs/version-0.18/snippets/result_format.py	27	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…/versioned_docs/version-0.18/snippets/result_format.py	200	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…ng_data_docs/how_to_host_and_share_data_docs_on_gcs.py	25	# NOTE: The following code is only for testing and depends on an environment	COMMENT
LOW	…s/how_to_configure_a_validation_result_store_in_gcs.py	15	# NOTE: The following code is only for testing and depends on an environment	COMMENT
LOW	…stores/how_to_configure_an_expectation_store_in_gcs.py	14	# NOTE: The following code is only for testing and depends on an environment	COMMENT
LOW	…uides/expectations/how_to_edit_an_expectation_suite.py	10	# NOTE: The following code is only for testing and can be ignored by users.	COMMENT
LOW	…uent/database/gcp_deployment_patterns_file_bigquery.py	20	# NOTE: The following code is only for testing and depends on an environment	COMMENT
LOW	…ta/fluent/database/gcp_deployment_patterns_file_gcs.py	22	# NOTE: The following code is only for testing and depends on an environment	COMMENT
LOW	…ta/fluent/database/gcp_deployment_patterns_file_gcs.py	273	# NOTE: The following code is only for testing and can be ignored by users.	STRING
LOW	…/how_to_pass_an_in_memory_dataframe_to_a_checkpoint.py	26	# NOTE: The following code is only for testing and can be ignored	COMMENT
LOW	…/how_to_pass_an_in_memory_dataframe_to_a_checkpoint.py	53	# NOTE: The following code is only for testing and can be ignored	COMMENT
LOW	…expectations/data_context/store/tuple_store_backend.py	104	# NOTE: This method uses a hard-coded forward slash as a separator,	STRING
LOW	…configure-data-source/references/datasource-catalog.md	37	## Step 1: the type index gives you the factory name	COMMENT
LOW	…configure-data-source/references/datasource-catalog.md	63	## Step 2: the connection schema gives you the arguments	COMMENT
LOW	…configure-data-source/references/datasource-catalog.md	98	## Step 3: the sibling directory gives you the asset types	COMMENT
LOW	…configure-data-source/references/datasource-catalog.md	129	## Step 4: the asset object gives you the batch-definition surface	COMMENT
LOW	…nfigure-expectations/references/expectation-catalog.md	39	## Step 1: what each index entry carries	COMMENT
LOW	…nfigure-expectations/references/expectation-catalog.md	77	## Step 2: matching what the user described	COMMENT
LOW	…nfigure-expectations/references/expectation-catalog.md	117	## Step 3: from a matched entry to a constructed expectation	COMMENT
LOW	…expectations/expectations/expectation_configuration.py	104	# NOTE: This class is a legacy class that is being replaced by the new class-first expectations.	COMMENT
LOW	…xpectations/core/expect_column_values_to_be_between.py	360	# NOTE: This method is a pretty good example of good usage of `params`.	STRING
LOW	great_expectations/render/renderer/site_builder.py	502	# NOTE: This method is almost identical to DefaultSiteSectionBuilder	STRING

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…xpectations/test_expect_column_values_to_be_of_type.py	177	dialect_name = batch_for_datasource.data.execution_engine.engine.dialect.name.lower()	CODE
CRITICAL	…ctations/expectations/test_expect_column_type_to_be.py	327	dialect_name = batch_for_datasource.data.execution_engine.engine.dialect.name.lower()	CODE

Redundant / Tautological Comments12 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	tests/datasource/fluent/test_snowflake_datasource.py	961	# Check if this config has private_key in connect_args (deprecated pattern)	COMMENT
LOW	tests/integration/test_utils/data_source_config/sql.py	466	# Check if all values match the normalized type	COMMENT
LOW	…pair_values_to_have_difference_of_custom_percentage.py	124	# Check if both columns are provided and values of mostly and percentage are correct	COMMENT
LOW⚡	…ations/expect_column_values_point_within_geo_region.py	40	# Check if the parameter are None	COMMENT
LOW⚡	…pectations/expect_column_values_to_be_valid_geojson.py	36	# Check if values is a valid GeoJSON by parsing it and returning False if there's an error	COMMENT
LOW⚡	…ect_column_values_to_be_line_miles_distance_between.py	29	# Set crs to meters	COMMENT
LOW⚡	…expectations/expect_column_values_to_have_elevation.py	26	# Set crs to meters	COMMENT
LOW⚡	…expect_column_values_to_be_line_km_distance_between.py	29	# Set crs to meters	COMMENT
LOW	great_expectations/expectations/metrics/util.py	1365	# Check if all parameter values are present in the query	COMMENT
LOW	great_expectations/expectations/metrics/util.py	1376	# Check if this name appears in ANY of the parameter values	COMMENT
LOW	great_expectations/expectations/metrics/util.py	1491	# Check if substitution failed and fall back to literal_binds if needed	COMMENT
LOW	great_expectations/render/renderer/page_renderer.py	92	# Check if expectation_suite_name follows datasource.batch_kwargs_generator.data_asset_name.suite_name patte	COMMENT

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…kills/gx-configure-data-source/references/preflight.md	77	## Never scaffold a project yourself	COMMENT
MEDIUM	…skills/gx-configure-checkpoint/references/preflight.md	77	## Never scaffold a project yourself	COMMENT
MEDIUM	…ills/gx-configure-expectations/references/preflight.md	77	## Never scaffold a project yourself	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	tests/core/factory/test_suite_factory.py	231	# in a bad state. To do that I've created this FakeExpectation.	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…igger_opsgenie_notifications_as_a_validation_action.md	38	opsgenie_api_key: YOUR-API-KEY	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	docs/docusaurus/src/css/typography.scss	37	/* TODO: this rule should probably be deleted but we need to check if it is still necessary */	COMMENT
LOW	contrib/cli/great_expectations_contrib/package.py	138	# If the user has provided an icon, we need to check if it is a relative URL.	COMMENT
LOW	contrib/cli/great_expectations_contrib/package.py	169	# If the user has provided a picture, we need to check if it is a relative URL.	COMMENT

Overly Generic Function Names6 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/core/test__docs_decorators.py	80	def my_method(self):	STRING
LOW	great_expectations/_docs_decorators.py	144	def my_method(some_argument):	STRING
LOW	great_expectations/_docs_decorators.py	164	def my_method(some_argument):	STRING
LOW	great_expectations/_docs_decorators.py	199	def my_method(some_argument):	STRING
LOW	great_expectations/_docs_decorators.py	235	def my_method(some_argument):	STRING
LOW	great_expectations/_docs_decorators.py	278	def my_method(some_argument):	STRING

Fake / Example Data4 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/docusaurus/docs/oss/changelog.md	1432	username="user@example.com",	CODE
LOW	…ions/expect_queried_custom_query_to_return_num_rows.py	47	"value": "dummy_value",	STRING
LOW	contrib/cli/tests/test_package.py	113	code_owners = [GitHubUser("John Doe")]	STRING
LOW	contrib/cli/tests/test_package.py	133	code_owners = [GitHubUser("John Doe")]	STRING

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	great_expectations/render/renderer/page_renderer.py	765	# TODO: Update tests	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings