├── .dockerignore ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ ├── documentation-request.md │ └── feature_request.md ├── pull_request_template.md └── workflows │ ├── ci.yml │ ├── codeql.yml │ ├── docs.yml │ ├── manual_approver.yaml │ ├── poetry_publish.yaml │ └── pypi_publish.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── Dockerfile ├── LICENSE ├── Makefile ├── README.md ├── codecov.yml ├── dcs_core ├── __init__.py ├── __main__.py ├── __version__.py ├── cli │ ├── __init__.py │ └── cli.py ├── core │ ├── __init__.py │ ├── common │ │ ├── __init__.py │ │ ├── errors.py │ │ └── models │ │ │ ├── __init__.py │ │ │ ├── configuration.py │ │ │ ├── dashboard.py │ │ │ ├── data_source_resource.py │ │ │ ├── metric.py │ │ │ ├── profile.py │ │ │ ├── validation.py │ │ │ └── widget.py │ ├── configuration │ │ ├── __init__.py │ │ ├── config_loader.py │ │ ├── configuration_parser.py │ │ └── configuration_parser_arc.py │ ├── datasource │ │ ├── __init__.py │ │ ├── base.py │ │ ├── manager.py │ │ ├── search_datasource.py │ │ └── sql_datasource.py │ ├── inspect.py │ ├── logger │ │ ├── __init__.py │ │ ├── base.py │ │ └── default_logger.py │ ├── metric │ │ ├── __init__.py │ │ ├── base.py │ │ ├── combined_metric.py │ │ ├── custom_metric.py │ │ ├── manager.py │ │ ├── numeric_metric.py │ │ └── reliability_metric.py │ ├── profiling │ │ ├── __init__.py │ │ ├── datasource_profiling.py │ │ ├── numeric_field_profiling.py │ │ └── text_field_profiling.py │ ├── repository │ │ ├── __init__.py │ │ └── metric_repository.py │ ├── utils │ │ ├── __init__.py │ │ ├── log.py │ │ ├── tracking.py │ │ └── utils.py │ └── validation │ │ ├── __init__.py │ │ ├── base.py │ │ ├── completeness_validation.py │ │ ├── custom_query_validation.py │ │ ├── manager.py │ │ ├── numeric_validation.py │ │ ├── reliability_validation.py │ │ ├── uniqueness_validation.py │ │ └── validity_validation.py ├── integrations │ ├── __init__.py │ ├── databases │ │ ├── __init__.py │ │ ├── bigquery.py │ │ ├── databricks.py │ │ ├── db2.py │ │ ├── elasticsearch.py │ │ ├── mssql.py │ │ ├── mysql.py │ │ ├── opensearch.py │ │ ├── oracle.py │ │ ├── postgres.py │ │ ├── redshift.py │ │ ├── snowflake.py │ │ ├── spark_df.py │ │ └── sybase.py │ ├── storage │ │ ├── __init__.py │ │ └── local_file.py │ └── utils │ │ ├── __init__.py │ │ └── utils.py └── report │ ├── __init__.py │ ├── dashboard.py │ ├── models.py │ └── static │ ├── assets │ ├── fonts │ │ ├── DMSans-Bold.ttf │ │ ├── DMSans-Medium.ttf │ │ ├── DMSans-Regular.ttf │ │ └── DMSans-SemiBold.ttf │ └── images │ │ ├── docs.svg │ │ ├── github.svg │ │ ├── logo.svg │ │ └── slack.svg │ ├── index.js │ └── index.js.LICENSE.txt ├── docker-compose-test.yaml ├── docs ├── CNAME ├── assets │ ├── data_check_architecture.svg │ ├── datacheck_config_overview.png │ ├── datachecks_banner_logo.svg │ ├── datachecks_cli_output.png │ ├── datachecks_config.png │ ├── datachecks_dashboard.png │ ├── datachecks_does_not_do.svg │ ├── datachecks_favicon.png │ ├── datachecks_full_logo.svg │ ├── datachecks_getting_started_cli.png │ └── datachecks_why_data_observability.svg ├── configuration │ ├── datasource_configuration.md │ └── metric_configuration.md ├── getting_started.md ├── index.md ├── integrations │ ├── bigquery.md │ ├── databricks.md │ ├── elasticsearch.md │ ├── ibm_db2.md │ ├── mssql.md │ ├── mysql.md │ ├── opensearch.md │ ├── postgres.md │ ├── redshift.md │ └── snowflake.md ├── stylesheets │ └── extra.css ├── support │ ├── contact.md │ └── usage_analytics.md └── validations │ ├── combined.md │ ├── completeness.md │ ├── custom_sql.md │ ├── numeric_distribution.md │ ├── reliability.md │ ├── uniqueness.md │ └── validity.md ├── examples ├── README.md ├── __init__.py ├── configurations │ ├── bigquery │ │ ├── data_source.yaml │ │ └── example_bigquery_config.yaml │ ├── databricks │ │ ├── data_source.yaml │ │ └── example_databricks_config.yaml │ ├── db2 │ │ ├── data_source.yaml │ │ └── example_db2_config.yaml │ ├── elasticsearch │ │ ├── data_source.yaml │ │ └── example_elasticsearch_config.yaml │ ├── example_postgres_config_date.yaml │ ├── mssql │ │ ├── data_source.yaml │ │ └── example_mssql_config.yaml │ ├── mysql │ │ ├── data_source.yaml │ │ └── example_mysql_config.yaml │ ├── opensearch │ │ ├── data_source.yaml │ │ └── example_opensearch_config.yaml │ ├── postgres │ │ ├── data_source.yaml │ │ └── example_postgres_config.yaml │ ├── redshift │ │ ├── data_source.yaml │ │ └── example_redshift_config.yaml │ ├── snowflake │ │ ├── data_source.yaml │ │ └── example_snowflake_config.yaml │ └── sybase │ │ ├── data_source.yaml │ │ └── example_sybase_config.yaml ├── data_generator │ ├── __init__.py │ ├── __main__.py │ ├── datasets.py │ └── datasource.py ├── docker-compose.yaml ├── example.env └── example_spark_df.py ├── license_header.txt ├── mkdocs.yml ├── poetry.lock ├── pyproject.toml ├── tests ├── __init__.py ├── cli │ ├── __init__.py │ ├── run_cli.py │ ├── test_cli.py │ └── test_config.yaml ├── conftest.py ├── core │ ├── __init__.py │ ├── common │ │ ├── __init__.py │ │ └── models │ │ │ ├── __init__.py │ │ │ ├── test_metric.py │ │ │ └── test_validations.py │ ├── configuration │ │ ├── __init__.py │ │ ├── test_configuration.py │ │ ├── test_configuration_loader.py │ │ └── test_configuration_v1.py │ ├── logger │ │ ├── __init__.py │ │ └── test_default_logger.py │ ├── metric │ │ ├── __init__.py │ │ ├── test_combined_metric.py │ │ ├── test_metric_manager.py │ │ ├── test_numeric_metric.py │ │ └── test_reliability_metric.py │ ├── profile │ │ ├── __init__.py │ │ ├── test_datasource_profiling.py │ │ └── test_numeric_field_profiling.py │ ├── test_inspect.py │ └── utils │ │ ├── __init__.py │ │ └── test_utils.py ├── integration │ ├── __init__.py │ ├── configuration │ │ ├── __init__.py │ │ ├── test_config.yaml │ │ ├── test_config_v1.yaml │ │ ├── test_configurations.py │ │ ├── test_configurations │ │ │ ├── test_config_1.yaml │ │ │ └── test_config_2.yaml │ │ ├── test_configurations_v1.py │ │ └── test_configurations_v1 │ │ │ ├── test_config_v1_1.yaml │ │ │ ├── test_config_v1_2.yaml │ │ │ └── test_config_v1_sources.yaml │ ├── conftest.py │ ├── datasource │ │ ├── __init__.py │ │ ├── test_elasticsearch_datasource.py │ │ ├── test_postgres_datasource.py │ │ ├── test_search_datasource.py │ │ └── test_sql_datasource.py │ ├── storage │ │ ├── __init__.py │ │ └── test_storage_local_file.py │ ├── test_databases_availability.py │ └── test_inspect.py └── utils.py └── ui ├── package.json ├── src ├── App.tsx ├── api │ └── Api.ts ├── components │ ├── Card │ │ ├── Card.module.css │ │ ├── Card.tsx │ │ └── index.tsx │ ├── Navbar │ │ ├── Navbar.module.css │ │ ├── Navbar.tsx │ │ └── index.tsx │ ├── Overall │ │ ├── Content │ │ │ ├── Content.module.css │ │ │ ├── Content.tsx │ │ │ └── index.tsx │ │ ├── Overall.module.css │ │ ├── Overall.tsx │ │ └── index.tsx │ ├── Piechart │ │ ├── Piechart.module.css │ │ ├── Piechart.tsx │ │ └── index.tsx │ ├── Preview │ │ ├── Overview │ │ │ ├── MetricContent │ │ │ │ ├── MetricContent.module.css │ │ │ │ ├── MetricContent.tsx │ │ │ │ └── index.tsx │ │ │ ├── MetricInfoIcon │ │ │ │ ├── MetricInfoIcon.module.css │ │ │ │ ├── MetricInfoIcon.tsx │ │ │ │ └── index.tsx │ │ │ ├── MetricVerticalTabs │ │ │ │ ├── VerticalTabs.module.css │ │ │ │ ├── VerticalTabs.tsx │ │ │ │ └── index.tsx │ │ │ ├── Overview.module.css │ │ │ ├── Overview.tsx │ │ │ └── index.tsx │ │ ├── Preview.module.css │ │ ├── Preview.tsx │ │ ├── Snapshot │ │ │ ├── Snapshot.tsx │ │ │ └── index.tsx │ │ └── index.tsx │ ├── Tabs │ │ ├── Tabs.module.css │ │ ├── Tabs.tsx │ │ └── index.tsx │ └── Tooltip │ │ └── BootstrapTooltip.tsx ├── index.tsx ├── pages │ ├── Dashboard │ │ ├── Dashboard.module.css │ │ ├── Dashboard.tsx │ │ └── index.tsx │ └── Metrics │ │ ├── Metrics.module.css │ │ ├── Metrics.tsx │ │ └── index.tsx ├── plotly.d.ts ├── style │ └── global.css ├── types │ ├── component.type.ts │ └── index.d.ts └── utils │ ├── metricTable.tsx │ └── staticData.ts ├── tsconfig.json └── 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