dataops-testgen
DataOps Data Quality TestGen is part of DataKitchen's Open Source Data Observability. DataOps TestGen delivers simple, fast data quality test generation and execution by data profiling, ย new dataset hygiene review, AI generation of data quality validation tests, ongoing testing of data refreshes, & continuous anomaly monitoring
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Download Latest Version (.zip)- action.yaml
- pull_request.yml
- python-job.yml
- release.yaml
- _environment.yaml
- _helpers.tpl
- deployment.yaml
- job.yaml
- secrets.yaml
- service.yaml
- serviceaccount.yaml
- Chart.yaml
- values.yaml
- _helpers.tpl
- secret.yaml
- service.yaml
- serviceaccount.yaml
- statefulset.yaml
- Chart.yaml
- values.yaml
- README.md
- values-app-dev.yaml
- build_api_docs.py
- build_mcp_docs.py
- docker-bake.hcl
- generate_third_party_notices.py
- install_linuxodbc.sh
- testgen-base.dockerfile
- testgen.dockerfile
- configuration.md
- local_development.md
- __init__.py
- ci.py
- dev.py
- toolbox.py
- __init__.py
- login.py
- metadata.py
- routes.py
- server.py
- __init__.py
- app.py
- deps.py
- enums.py
- jobs.py
- runs.py
- schemas.py
- test_definitions.py
- __init__.py
- contingency_query.py
- execute_tests_query.py
- profiling_query.py
- refresh_data_chars_query.py
- rollup_scores_query.py
- __init__.py
- exec_job.py
- job_registry.py
- job_runner.py
- run_data_cleanup.py
- run_get_entities.py
- run_launch_db_config.py
- run_observability_exporter.py
- run_pairwise_contingency_check.py
- run_profiling.py
- run_quick_start.py
- run_recalculate_project_scores.py
- run_refresh_data_chars.py
- run_refresh_score_cards_results.py
- run_rollup_scores.py
- run_score_update.py
- run_test_execution.py
- run_test_metadata_exporter.py
- run_test_validation.py
- run_upgrade_db_config.py
- test_generation.py
- test_thresholds_prediction.py
- __init__.py
- bigquery_flavor_service.py
- databricks_flavor_service.py
- flavor_service.py
- mssql_flavor_service.py
- oracle_flavor_service.py
- postgresql_flavor_service.py
- redshift_flavor_service.py
- redshift_spectrum_flavor_service.py
- salesforce_data360_flavor_service.py
- sap_hana_flavor_service.py
- snowflake_flavor_service.py
- trino_flavor_service.py
- __init__.py
- column_chars.py
- connection_service.py
- database_service.py
- salesforce_data360_dialect.py
- table_group_service.py
- __init__.py
- connection.py
- custom_types.py
- data_column.py
- data_structure_log.py
- data_table.py
- entity.py
- hygiene_issue.py
- job_execution.py
- notification_settings.py
- oauth.py
- profile_result.py
- profiling_run.py
- project.py
- project_membership.py
- scheduler.py
- scores.py
- settings.py
- stg_data_chars_update.py
- stg_functional_table_update.py
- stg_secondary_profile_update.py
- stg_test_definition_update.py
- table_group.py
- test_definition.py
- test_result.py
- test_run.py
- test_suite.py
- user.py
- __init__.py
- base.py
- monitor_run.py
- notifications.py
- profiling_run.py
- score_drop.py
- test_run.py
- __init__.py
- auth.py
- clean_sql.py
- credentials.py
- cron_service.py
- custom_test_validation.py
- data_catalog_service.py
- date_service.py
- display_service.py
- docker_service.py
- encrypt.py
- enums.py
- flavors.py
- freshness_service.py
- holiday_service.py
- job_context.py
- logs.py
- mixpanel_service.py
- monitor_forecast.py
- monitor_service.py
- pii_masking.py
- profile_top_values.py
- read_file.py
- read_yaml_metadata_records.py
- source_data_service.py
- standalone_postgres.py
- test_definition_export_import_service.py
- test_result_disposition_service.py
- time_series_service.py
- version_service.py
- __init__.py
- workflows.py
- __init__.py
- inventory_service.py
- __init__.py
- common.py
- connections.py
- data_catalog.py
- discovery.py
- execution.py
- hygiene_issues.py
- markdown.py
- monitors.py
- notifications.py
- profile_history.py
- profiling.py
- projects.py
- quality_scores.py
- reference.py
- schedules.py
- source_data.py
- table_groups.py
- test_definitions.py
- test_results.py
- test_runs.py
- test_suites.py
- __init__.py
- auth.py
- exceptions.py
- permissions.py
- server.py
- __init__.py
- base.py
- cli_scheduler.py
- __init__.py
- middleware.py
- contingency_columns.sql
- contingency_counts.sql
- data_chars_staging_delete.sql
- data_chars_update.sql
- 010_create_base_schema.sql
- 020_create_standard_functions_sprocs.sql
- 030_initialize_new_schema_structure.sql
- 040_populate_new_schema_project.sql
- 050_populate_new_schema_metadata.sql
- 055_recreate_metadata_constraints.sql
- 060_create_standard_views.sql
- 070_create_default_users.sql
- 075_grant_role_rights.sql
- 080_set_current_revision.sql
- profile_anomaly_types_Boolean_Value_Mismatch.yaml
- profile_anomaly_types_Char_Column_Date_Values.yaml
- profile_anomaly_types_Char_Column_Number_Units.yaml
- profile_anomaly_types_Char_Column_Number_Values.yaml
- profile_anomaly_types_Column_Pattern_Mismatch.yaml
- profile_anomaly_types_Delimited_Data_Embedded.yaml
- profile_anomaly_types_Inconsistent_Casing.yaml
- profile_anomaly_types_Invalid_Zip3_USA.yaml
- profile_anomaly_types_Invalid_Zip_USA.yaml
- profile_anomaly_types_Leading_Spaces.yaml
- profile_anomaly_types_Multiple_Types_Major.yaml
- profile_anomaly_types_Multiple_Types_Minor.yaml
- profile_anomaly_types_No_Values.yaml
- profile_anomaly_types_Non_Alpha_Name_Address.yaml
- profile_anomaly_types_Non_Alpha_Prefixed_Name.yaml
- profile_anomaly_types_Non_Printing_Chars.yaml
- profile_anomaly_types_Non_Standard_Blanks.yaml
- profile_anomaly_types_Potential_Duplicates.yaml
- profile_anomaly_types_Potential_PII.yaml
- profile_anomaly_types_Quoted_Values.yaml
- profile_anomaly_types_Recency_One_Year.yaml
- profile_anomaly_types_Recency_Six_Months.yaml
- profile_anomaly_types_Small_Divergent_Value_Ct.yaml
- profile_anomaly_types_Small_Missing_Value_Ct.yaml
- profile_anomaly_types_Small_Numeric_Value_Ct.yaml
- profile_anomaly_types_Standardized_Value_Matches.yaml
- profile_anomaly_types_Suggested_Type.yaml
- profile_anomaly_types_Table_Pattern_Mismatch.yaml
- profile_anomaly_types_Unexpected_Emails.yaml
- profile_anomaly_types_Unexpected_US_States.yaml
- profile_anomaly_types_Unlikely_Date_Values.yaml
- profile_anomaly_types_Variant_Coded_Values.yaml
- test_types_Aggregate_Balance.yaml
- test_types_Aggregate_Balance_Percent.yaml
- test_types_Aggregate_Balance_Range.yaml
- test_types_Aggregate_Minimum.yaml
- test_types_Alpha_Trunc.yaml
- test_types_Avg_Shift.yaml
- test_types_Combo_Match.yaml
- test_types_Condition_Flag.yaml
- test_types_Constant.yaml
- test_types_CUSTOM.yaml
- test_types_Daily_Record_Ct.yaml
- test_types_Dec_Trunc.yaml
- test_types_Distinct_Date_Ct.yaml
- test_types_Distinct_Value_Ct.yaml
- test_types_Distribution_Shift.yaml
- test_types_Dupe_Rows.yaml
- test_types_Email_Format.yaml
- test_types_Freshness_Trend.yaml
- test_types_Future_Date.yaml
- test_types_Future_Date_1Y.yaml
- test_types_Incr_Avg_Shift.yaml
- test_types_LOV_All.yaml
- test_types_LOV_Match.yaml
- test_types_Metric_Trend.yaml
- test_types_Min_Date.yaml
- test_types_Min_Val.yaml
- test_types_Missing_Pct.yaml
- test_types_Monthly_Rec_Ct.yaml
- test_types_Outlier_Pct_Above.yaml
- test_types_Outlier_Pct_Below.yaml
- test_types_Pattern_Match.yaml
- test_types_Recency.yaml
- test_types_Required.yaml
- test_types_Row_Ct.yaml
- test_types_Row_Ct_Pct.yaml
- test_types_Schema_Drift.yaml
- test_types_Street_Addr_Pattern.yaml
- test_types_Table_Freshness.yaml
- test_types_Timeframe_Combo_Gain.yaml
- test_types_Timeframe_Combo_Match.yaml
- test_types_Unique.yaml
- test_types_Unique_Pct.yaml
- test_types_US_State.yaml
- test_types_Valid_Characters.yaml
- test_types_Valid_Month.yaml
- test_types_Valid_US_Zip.yaml
- test_types_Valid_US_Zip3.yaml
- test_types_Variability_Decrease.yaml
- test_types_Variability_Increase.yaml
- test_types_Volume_Trend.yaml
- test_types_Weekly_Rec_Ct.yaml
- 0100_incremental_upgrade.sql
- 0101_incremental_upgrade.sql
- 0102_incremental_upgrade.sql
- 0103_incremental_upgrade.sql
- 0104_incremental_upgrade.sql
- 0105_incremental_upgrade.sql
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- 0195_incremental_upgrade.sql
- 0196_incremental_upgrade.sql
- 0197_incremental_upgrade.sql
- 0198_incremental_upgrade.sql
- 0199_incremental_upgrade.sql
- get_tg_revision.sql
- disable_invalid_test_definitions.sql
- ex_get_tests_metadata.sql
- get_active_test_definitions.sql
- get_current_freshness_signal.sql
- get_errored_autogen_monitors.sql
- get_missing_freshness_monitors.sql
- has_schema_changes.sql
- update_history_calc_thresholds.sql
- update_test_results.sql
- update_test_run_stats.sql
- get_schema_ddf.sql
- gen_Freshness_Trend.sql
- gen_Table_Freshness.sql
- project_profiling_query.sql
- project_secondary_profiling_query.sql
- templated_functions.yaml
- get_target_identifiers.sql
- get_schema_ddf.sql
- gen_Freshness_Trend.sql
- gen_Table_Freshness.sql
- project_profiling_query.sql
- project_secondary_profiling_query.sql
- templated_functions.yaml
- get_target_identifiers.sql
- get_schema_ddf.sql
- gen_Freshness_Trend.sql
- gen_Table_Freshness.sql
- project_profiling_query.sql
- project_secondary_profiling_query.sql
- templated_functions.yaml
- get_schema_ddf.sql
- gen_Dupe_Rows.sql
- gen_Freshness_Trend.sql
- gen_Table_Freshness.sql
- project_profiling_query.sql
- project_secondary_profiling_query.sql
- templated_functions.yaml
- get_target_identifiers.sql
- get_schema_ddf.sql
- project_profiling_query.sql
- project_secondary_profiling_query.sql
- templated_functions.yaml
- get_schema_ddf.sql
- project_profiling_query.sql
- project_secondary_profiling_query.sql
- templated_functions.yaml
- get_schema_ddf.sql
- project_profiling_query.sql
- project_secondary_profiling_query.sql
- templated_functions.yaml
- get_target_identifiers.sql
- gen_Dupe_Rows.sql
- gen_Freshness_Trend.sql
- gen_Table_Freshness.sql
- project_profiling_query.sql
- project_secondary_profiling_query.sql
- templated_functions.yaml
- get_schema_ddf.sql
- gen_Dupe_Rows.sql
- gen_Freshness_Trend.sql
- gen_Table_Freshness.sql
- project_profiling_query.sql
- project_secondary_profiling_query.sql
- templated_functions.yaml
- get_target_identifiers.sql
- get_schema_ddf.sql
- project_profiling_query.sql
- project_secondary_profiling_query.sql
- templated_functions.yaml
- project_profiling_query.yaml
- gen_Constant.sql
- gen_Distinct_Value_Ct.sql
- gen_Dupe_Rows.sql
- gen_Freshness_Trend.sql
- gen_Schema_Drift.sql
- gen_Table_Freshness.sql
- gen_Volume_Trend.sql
- delete_stale_autogen_tests.sql
- delete_stale_monitors.sql
- gen_selection_tests.sql
- get_test_types.sql
- get_connections_list.sql
- get_profile_info.sql
- get_profile_list.sql
- get_profile_screen.sql
- get_project_list.sql
- get_table_group_list.sql
- get_test_generation_list.sql
- get_test_info.sql
- get_test_results_for_run_cli.sql
- get_test_run_list.sql
- get_test_suite.sql
- get_test_suite_list.sql
- list_test_types.sql
- get_event_data.sql
- get_test_results.sql
- update_test_results_exported_to_observability.sql
- delete_staging_test_definitions.sql
- get_freshness_fingerprint_events.sql
- get_historical_test_results.sql
- update_predicted_test_thresholds.sql
- cde_flagger_query.sql
- datatype_suggestions.sql
- dq_score_weight_update.sql
- functional_datatype.sql
- functional_tabletype_stage.sql
- functional_tabletype_update.sql
- pii_flag.sql
- pii_flag_update.sql
- profile_anomalies_screen_column.sql
- profile_anomalies_screen_multi_column.sql
- profile_anomalies_screen_table.sql
- profile_anomalies_screen_table_dates.sql
- profile_anomalies_screen_variants.sql
- profile_anomaly_scoring.sql
- profile_anomaly_types_get.sql
- project_update_profile_results_to_estimates.sql
- refresh_anomalies.sql
- secondary_profiling_columns.sql
- secondary_profiling_delete.sql
- secondary_profiling_update.sql
- add_cat_tests.sql
- initial_data_seeding.sql
- populate_target_data.sql
- recreate_target_data_schema.sql
- run_monitor_iteration.sql
- update_cat_tests.sql
- update_target_data.sql
- update_target_data_iter0.sql
- update_target_data_iter1.sql
- update_target_data_iter2.sql
- update_target_data_iter3.sql
- calc_prevalence_test_results.sql
- rollup_scores_profile_run.sql
- rollup_scores_profile_table_group.sql
- rollup_scores_test_run.sql
- rollup_scores_test_table_group.sql
- add_latest_runs.sql
- get_category_scores_by_column.sql
- get_category_scores_by_dimension.sql
- get_category_scores_by_impact_dimension.sql
- get_historical_overall_scores_by_column.sql
- get_overall_scores_by_column.sql
- get_score_card_breakdown_by_column.sql
- get_score_card_breakdown_by_dimension.sql
- get_score_card_breakdown_by_impact_dimension.sql
- get_score_card_issues_by_column.sql
- get_score_card_issues_by_dimension.sql
- get_score_card_issues_by_impact_dimension.sql
- __init__.py
- fixtures.py
- azure_sql.svg
- azure_synapse_table.svg
- bigquery.svg
- databricks.svg
- mssql.svg
- oracle.svg
- postgresql.svg
- redshift.svg
- salesforce_data360.svg
- sap_hana.svg
- snowflake.svg
- dk_icon.svg
- dk_logo.svg
- favicon.ico
- question_mark.png
- column_distribution.js
- column_profiling_history.js
- column_profiling_results.js
- data_characteristics.js
- data_issues.js
- data_profiling_utils.js
- metadata_tags.js
- table_create_script.js
- table_size.js
- application_logs.js
- breadcrumbs.js
- column_selector_dialog.js
- confirmation_dialog.js
- connections.js
- data_catalog.js
- edit_monitor_settings.js
- edit_table_monitors.js
- feedback_widget.js
- help_menu.js
- hygiene_issues.js
- import_metadata_dialog.js
- monitors_dashboard.js
- notification_settings.js
- profiling_results.js
- profiling_runs.js
- project_dashboard.js
- quality_dashboard.js
- schedule_list.js
- schema_changes_dialog.js
- score_details.js
- score_explorer.js
- sidebar.js
- table_create_script_dialog.js
- table_group_delete_confirmation.js
- table_group_list.js
- table_group_wizard.js
- table_monitoring_trends.js
- test_definition_notes.js
- test_definition_summary.js
- test_definitions.js
- test_results.js
- test_results_chart.js
- test_runs.js
- test_suites.js
- application_logs_dialog.js
- column_history_dialog.js
- data_preview_dialog.js
- profiling_results_dialog.js
- source_data_dialog.js
- types.js
- index.js
- .gitkeep
- __init__.py
- callbacks.py
- component.py
- __init__.py
- card.py
- download_dialog.py
- page.py
- select.py
- sidebar.py
- summary.py
- __init__.py
- __init__.py
- menu.py
- page.py
- router.py
- __init__.py
- dataframe_table.py
- dk_logo.py
- hygiene_issue_report.py
- style.py
- templates.py
- test_result_report.py
- __init__.py
- profiling_queries.py
- scoring_queries.py
- source_data_queries.py
- table_group_queries.py
- test_result_queries.py
- __init__.py
- patch_streamlit.py
- __init__.py
- database_service.py
- form_service.py
- javascript_service.py
- query_cache.py
- rerun_service.py
- string_service.py
- highlight-default-theme.min.css
- material-symbols-rounded.css
- roboto-font-faces.css
- shared.css
- style.css
- KFOlCnqEu92Fr1MmEU9fBBc4.woff2
- KFOlCnqEu92Fr1MmEU9fChc4EsA.woff2
- KFOmCnqEu92Fr1Mu4mxK.woff2
- KFOmCnqEu92Fr1Mu7GxKOzY.woff2
- material-symbols-rounded.woff2
- alert.js
- attribute.js
- box_plot.js
- breadcrumbs.js
- button.js
- caption.js
- card.js
- chart_canvas.js
- checkbox.js
- code.js
- column_selector_dialog.js
- connection_form.js
- crontab_input.js
- dialog.js
- dot.js
- dropdown_button.js
- dual_pane.js
- editable_card.js
- empty_state.js
- expander_toggle.js
- expansion_panel.js
- explorer_column_selector.js
- file_input.js
- frequency_bars.js
- freshness_chart.js
- generate_tests_dialog.js
- help_menu.js
- icon.js
- input.js
- line_chart.js
- link.js
- monitor_anomalies_summary.js
- monitor_settings_form.js
- monitoring_sparkline.js
- notification_settings.js
- paginator.js
- percent_bar.js
- portal.js
- radio_group.js
- run_profiling_dialog.js
- run_tests_dialog.js
- schedule_list.js
- schema_changes_chart.js
- schema_changes_dialog.js
- schema_changes_list.js
- score_breakdown.js
- score_card.js
- score_history.js
- score_issues.js
- score_legend.js
- score_metric.js
- select.js
- slider.js
- spark_line.js
- spinner.js
- summary_bar.js
- summary_counts.js
- table.js
- table_create_script_dialog.js
- table_group_edit_dialog.js
- table_group_form.js
- table_group_stats.js
- table_group_test.js
- table_group_wizard.js
- tabs.js
- test_definition_form.js
- test_picker_taxonomy.js
- textarea.js
- threshold_chart.js
- toggle.js
- tooltip.js
- tree.js
- truncated_text.js
- wizard_progress_indicator.js
- axis_utils.js
- display_utils.js
- form_validators.js
- highlight.min.js
- page_lifecycle.js
- score_utils.js
- scripts.js
- sidebar.js
- timers.js
- utils.js
- values.js
- van.min.js
- generate_tests_dialog.py
- import_metadata_dialog.py
- manage_notifications.py
- manage_schedules.py
- run_profiling_dialog.py
- run_tests_dialog.py
- __init__.py
- connections.py
- data_catalog.py
- hygiene_issues.py
- login.py
- monitors_dashboard.py
- profiling_results.py
- profiling_runs.py
- project_dashboard.py
- project_settings.py
- quality_dashboard.py
- score_details.py
- score_explorer.py
- table_groups.py
- test_definitions.py
- test_results.py
- test_runs.py
- test_suites.py
- __init__.py
- app.py
- assets.py
- auth.py
- bootstrap.py
- session.py
- utils.py
- __init__.py
- plugins.py
- singleton.py
- __init__.py
- __main__.py
- settings.py
- __init__.py
- conftest.py
- test_login.py
- test_metadata.py
- test_routes.py
- test_server.py
- __init__.py
- test_deps.py
- test_jobs.py
- test_runs.py
- test_td_export_import.py
- test_execute_tests_query.py
- test_profiling_query.py
- test_refresh_data_chars_query.py
- test_exec_job.py
- test_job_runner.py
- test_recalculate_project_scores.py
- test_run_data_cleanup.py
- test_run_observability_exporter.py
- test_run_test_validation.py
- test_score_cards.py
- test_thresholds_prediction.py
- test_custom_types.py
- test_impact_dimension.py
- test_job_execution.py
- test_notification_settings.py
- test_oauth.py
- test_scheduler.py
- test_score_definition.py
- test_test_definition.py
- test_test_type_columns.py
- test_common_email.py
- test_monitor_run_notifications.py
- test_profiling_run_notifications.py
- test_score_drop_notifications.py
- test_test_run_notifications.py
- __init__.py
- conftest.py
- test_auth.py
- test_clean_sql.py
- test_connection_service.py
- test_custom_test_validation.py
- test_data_catalog_service.py
- test_database_session.py
- test_date_service.py
- test_enums.py
- test_flavor_sampling.py
- test_flavors.py
- test_freshness_scenarios.py
- test_freshness_service.py
- test_holiday_service.py
- test_mixpanel_service.py
- test_monitor_service.py
- test_no_streamlit_in_common.py
- test_pii_masking.py
- test_profile_top_values.py
- test_read_file.py
- test_salesforce_data360_flavor.py
- test_source_data_service.py
- test_standalone_postgres.py
- test_table_group_service.py
- test_test_result_disposition_service.py
- test_time_series_service.py
- __init__.py
- conftest.py
- test_auth.py
- test_connection_schema.py
- test_error_boundary.py
- test_inventory_service.py
- test_markdown.py
- test_model_data_column.py
- test_model_data_table.py
- test_model_hygiene_issue.py
- test_model_profile_result.py
- test_model_profiling_run.py
- test_model_test_definition.py
- test_model_test_result.py
- test_permissions.py
- test_prompts_workflows.py
- test_server_instrumentation.py
- test_tools_common.py
- test_tools_connections.py
- test_tools_data_catalog.py
- test_tools_discovery.py
- test_tools_execution.py
- test_tools_hygiene_issues.py
- test_tools_monitors.py
- test_tools_notifications.py
- test_tools_profile_history.py
- test_tools_profiling.py
- test_tools_projects.py
- test_tools_quality_scores.py
- test_tools_reference.py
- test_tools_schedules.py
- test_tools_source_data.py
- test_tools_table_groups.py
- test_tools_test_definitions.py
- test_tools_test_results.py
- test_tools_test_runs.py
- test_tools_test_suites.py
- test_transport_security.py
- test_scheduler_base.py
- test_scheduler_cli.py
- test_scheduler_poll.py
- __init__.py
- test_middleware.py
- test_server.py
- __init__.py
- test_query_cache.py
- __init__.py
- conftest.py
- test_data_catalog.py
- test_import_metadata.py
- test_monitors_dashboard.py
- test_project_settings.py
- __init__.py
- conftest.py
- test_test_criteria.py
- test_test_type_taxonomy.py
- test_utils.py
- __init__.py
- .dockerignore
- .gitignore
- .invoke.yml
- .pre-commit-config.yaml
- CONTRIBUTING.md
- CONTRIBUTORS.md
- docker-compose.local.yml
- docker-compose.yml
- LICENSE
- NOTICE
- pyproject.toml
- README.md
- setup.py
- tasks.py
// repository documentation
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