scenario: uk_gcloud_saas generated_from: dependency_graph.jsonl (audited, join-spine-repaired) note: 'every join here was executed against duckdb: it returns rows. `join: via` means a two-hop path through `via.table`; use the `sql` field verbatim.' n_joins: 40 joins: - left_table: fact_service_document left_col: service_id right_table: dim_service right_col: service_id type: CERTIFIED_HARD join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_service_document\" a\n JOIN \"dim_service\" b ON CAST(a.\"service_id\" AS VARCHAR) = CAST(b.\"service_id\" AS VARCHAR)" - left_table: fact_framework_event left_col: framework_id right_table: dim_framework right_col: framework_id type: CERTIFIED_HARD join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_framework_event\" a\n JOIN \"dim_framework\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"framework_id\"\ \ AS VARCHAR)" - left_table: dim_service left_col: service_id right_table: gcloud_service_search_g14 right_col: service_id type: WEAK_PARTIAL join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"gcloud_service_search_g14\" b ON CAST(a.\"service_id\" AS VARCHAR) = CAST(b.\"service_id\" AS\ \ VARCHAR)" - left_table: gcloud_service_search_g14 left_col: framework_id right_table: dim_framework right_col: framework_id type: CERTIFIED_HARD join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"gcloud_service_search_g14\" a\n JOIN \"dim_framework\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"framework_id\"\ \ AS VARCHAR)" - left_table: fact_service_attribute left_col: service_id right_table: dim_service right_col: service_id type: CERTIFIED_HARD join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_service_attribute\" a\n JOIN \"dim_service\" b ON CAST(a.\"service_id\" AS VARCHAR) = CAST(b.\"service_id\" AS VARCHAR)" - left_table: framework_gcloud_framework_rules left_col: framework_id right_table: dim_framework right_col: framework_id type: CERTIFIED_HARD join: direct strength: high key_coverage: 1.0 column_repairs: - table_renamed(gcloud_framework_rules -> framework_gcloud_framework_rules) sql: "SELECT * FROM \"framework_gcloud_framework_rules\" a\n JOIN \"dim_framework\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"framework_id\"\ \ AS VARCHAR)" - left_table: fact_company_event left_col: company_number right_table: dim_company right_col: company_number type: CERTIFIED_HARD join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_company_event\" a\n JOIN \"dim_company\" b ON CAST(a.\"company_number\" AS VARCHAR) = CAST(b.\"company_number\"\ \ AS VARCHAR)" - left_table: fact_buyer_eligibility_rule left_col: buyer_role right_table: dim_buyer_role right_col: buyer_role type: CERTIFIED_HARD join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_buyer_eligibility_rule\" a\n JOIN \"dim_buyer_role\" b ON CAST(a.\"buyer_role\" AS VARCHAR) = CAST(b.\"buyer_role\"\ \ AS VARCHAR)" - left_table: dim_service left_col: service_id right_table: gcloud_service_search_g14 right_col: service_id type: CERTIFIED_HARD join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"gcloud_service_search_g14\" b ON CAST(a.\"service_id\" AS VARCHAR) = CAST(b.\"service_id\" AS\ \ VARCHAR)" - left_table: fact_buyer_eligibility_rule left_col: framework_id right_table: fact_framework_event right_col: framework_id type: CROSSWALK_JOIN join: via via: table: xw_gcloud_framework left_col: raw_value right_col: canonical_framework_id left_cov: 1.0 right_cov: 0.8 two_hop_left_cov: 1.0 strength: high key_coverage: 0.0 sql: "SELECT * FROM \"fact_buyer_eligibility_rule\" a\n JOIN \"xw_gcloud_framework\" x ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(x.\"raw_value\"\ \ AS VARCHAR)\n JOIN \"fact_framework_event\" b ON CAST(x.\"canonical_framework_id\" AS VARCHAR) = CAST(b.\"framework_id\" AS VARCHAR)" - left_table: fact_buyer_eligibility_rule left_col: framework_id right_table: fact_framework_event_2 right_col: framework_id type: CROSSWALK_JOIN join: via via: table: xw_gcloud_framework left_col: raw_value right_col: canonical_framework_id left_cov: 1.0 right_cov: 0.8 two_hop_left_cov: 1.0 strength: high key_coverage: 0.0 sql: "SELECT * FROM \"fact_buyer_eligibility_rule\" a\n JOIN \"xw_gcloud_framework\" x ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(x.\"raw_value\"\ \ AS VARCHAR)\n JOIN \"fact_framework_event_2\" b ON CAST(x.\"canonical_framework_id\" AS VARCHAR) = CAST(b.\"framework_id\" AS VARCHAR)" - left_table: fact_buyer_eligibility_rule left_col: framework_id right_table: framework_gcloud_framework_rules right_col: framework_id type: CROSSWALK_JOIN join: via via: table: xw_gcloud_framework left_col: raw_value right_col: canonical_framework_id left_cov: 1.0 right_cov: 0.8 two_hop_left_cov: 1.0 strength: high key_coverage: 0.0 sql: "SELECT * FROM \"fact_buyer_eligibility_rule\" a\n JOIN \"xw_gcloud_framework\" x ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(x.\"raw_value\"\ \ AS VARCHAR)\n JOIN \"framework_gcloud_framework_rules\" b ON CAST(x.\"canonical_framework_id\" AS VARCHAR) = CAST(b.\"framework_id\" AS\ \ VARCHAR)" - left_table: fact_buyer_eligibility_rule left_col: framework_id right_table: dim_framework right_col: framework_id type: CROSSWALK_JOIN join: via via: table: xw_gcloud_framework left_col: raw_value right_col: canonical_framework_id left_cov: 1.0 right_cov: 1.0 two_hop_left_cov: 1.0 strength: high key_coverage: 0.0 sql: "SELECT * FROM \"fact_buyer_eligibility_rule\" a\n JOIN \"xw_gcloud_framework\" x ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(x.\"raw_value\"\ \ AS VARCHAR)\n JOIN \"dim_framework\" b ON CAST(x.\"canonical_framework_id\" AS VARCHAR) = CAST(b.\"framework_id\" AS VARCHAR)" - left_table: fact_framework_event left_col: framework_id right_table: dim_framework right_col: framework_id type: CROSSWALK_JOIN join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_framework_event\" a\n JOIN \"dim_framework\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"framework_id\"\ \ AS VARCHAR)" - left_table: dim_service left_col: contact_email right_table: dim_supplier right_col: contact_email type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"dim_supplier\" b ON CAST(a.\"contact_email\" AS VARCHAR) = CAST(b.\"contact_email\" AS VARCHAR)" - left_table: dim_service left_col: contact_email right_table: dim_supplier_from_services right_col: contact_email type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"dim_supplier_from_services\" b ON CAST(a.\"contact_email\" AS VARCHAR) = CAST(b.\"contact_email\"\ \ AS VARCHAR)" - left_table: dim_supplier_from_services left_col: contact_email right_table: dim_supplier right_col: contact_email type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_supplier_from_services\" a\n JOIN \"dim_supplier\" b ON CAST(a.\"contact_email\" AS VARCHAR) = CAST(b.\"contact_email\"\ \ AS VARCHAR)" - left_table: catalog_gcloud_service_search_g14 left_col: framework_id right_table: fact_framework_event right_col: framework_id type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"catalog_gcloud_service_search_g14\" a\n JOIN \"fact_framework_event\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"\ framework_id\" AS VARCHAR)" - left_table: catalog_gcloud_service_search_g14 left_col: framework_id right_table: fact_framework_event_2 right_col: framework_id type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"catalog_gcloud_service_search_g14\" a\n JOIN \"fact_framework_event_2\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"\ framework_id\" AS VARCHAR)" - left_table: catalog_gcloud_service_search_g14 left_col: framework_id right_table: fact_policy_doc right_col: framework_id type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"catalog_gcloud_service_search_g14\" a\n JOIN \"fact_policy_doc\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"\ framework_id\" AS VARCHAR)" - left_table: catalog_gcloud_service_search_g14 left_col: framework_id right_table: framework_gcloud_framework_rules right_col: framework_id type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"catalog_gcloud_service_search_g14\" a\n JOIN \"framework_gcloud_framework_rules\" b ON CAST(a.\"framework_id\" AS VARCHAR)\ \ = CAST(b.\"framework_id\" AS VARCHAR)" - left_table: fact_buyer_eligibility_rule left_col: framework_id right_table: dim_framework right_col: agreement_number type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_buyer_eligibility_rule\" a\n JOIN \"dim_framework\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"agreement_number\"\ \ AS VARCHAR)" - left_table: dim_service left_col: framework_id right_table: dim_framework right_col: framework_id type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"dim_framework\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"framework_id\" AS VARCHAR)" - left_table: dim_service left_col: framework_id right_table: fact_framework_event right_col: framework_id type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"fact_framework_event\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"framework_id\" AS\ \ VARCHAR)" - left_table: dim_service left_col: framework_id right_table: fact_framework_event_2 right_col: framework_id type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"fact_framework_event_2\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"framework_id\"\ \ AS VARCHAR)" - left_table: dim_service left_col: framework_id right_table: fact_policy_doc right_col: framework_id type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"fact_policy_doc\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"framework_id\" AS VARCHAR)" - left_table: dim_service left_col: framework_id right_table: framework_gcloud_framework_rules right_col: framework_id type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"framework_gcloud_framework_rules\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"framework_id\"\ \ AS VARCHAR)" - left_table: fact_framework_event left_col: framework_id right_table: fact_framework_event_2 right_col: framework_id type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_framework_event\" a\n JOIN \"fact_framework_event_2\" b ON CAST(a.\"framework_id\" AS VARCHAR) = CAST(b.\"framework_id\"\ \ AS VARCHAR)" - left_table: catalog_gcloud_service_search_g14 left_col: framework_name right_table: dim_framework right_col: framework_name type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"catalog_gcloud_service_search_g14\" a\n JOIN \"dim_framework\" b ON CAST(a.\"framework_name\" AS VARCHAR) = CAST(b.\"\ framework_name\" AS VARCHAR)" - left_table: catalog_gcloud_service_search_g14 left_col: framework_name right_table: dim_service right_col: framework_name type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"catalog_gcloud_service_search_g14\" a\n JOIN \"dim_service\" b ON CAST(a.\"framework_name\" AS VARCHAR) = CAST(b.\"framework_name\"\ \ AS VARCHAR)" - left_table: dim_service left_col: service_url right_table: catalog_gcloud_service_search_g14 right_col: service_url type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"catalog_gcloud_service_search_g14\" b ON CAST(a.\"service_url\" AS VARCHAR) = CAST(b.\"service_url\"\ \ AS VARCHAR)" - left_table: fact_procurement_award left_col: notice_identifier right_table: fact_procurement_award_panel right_col: notice_identifier type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_procurement_award\" a\n JOIN \"fact_procurement_award_panel\" b ON CAST(a.\"notice_identifier\" AS VARCHAR) = CAST(b.\"\ notice_identifier\" AS VARCHAR)" - left_table: dim_company left_col: company_name right_table: fact_procurement_award right_col: supplier_name type: confirmed_value_fk join: direct via: table: dim_company left_col: company_name right_col: matched_supplier_names left_cov: 1.0 right_cov: 0.5841 strength: medium key_coverage: 0.9027 caveat: 'partial key coverage: 0.903 of left values match' sql: "SELECT * FROM \"dim_company\" a\n JOIN \"fact_procurement_award\" b ON CAST(a.\"company_name\" AS VARCHAR) = CAST(b.\"supplier_name\"\ \ AS VARCHAR)" - left_table: dim_company left_col: company_name right_table: fact_procurement_award_panel right_col: supplier_name type: confirmed_value_fk join: direct via: table: dim_company left_col: company_name right_col: matched_supplier_names left_cov: 1.0 right_cov: 0.5841 strength: medium key_coverage: 0.9027 caveat: 'partial key coverage: 0.903 of left values match' sql: "SELECT * FROM \"dim_company\" a\n JOIN \"fact_procurement_award_panel\" b ON CAST(a.\"company_name\" AS VARCHAR) = CAST(b.\"supplier_name\"\ \ AS VARCHAR)" - left_table: dim_service left_col: supplier_name right_table: dim_supplier right_col: supplier_name type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"dim_supplier\" b ON CAST(a.\"supplier_name\" AS VARCHAR) = CAST(b.\"supplier_name\" AS VARCHAR)" - left_table: dim_service left_col: supplier_name right_table: dim_supplier_from_services right_col: supplier_name type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_service\" a\n JOIN \"dim_supplier_from_services\" b ON CAST(a.\"supplier_name\" AS VARCHAR) = CAST(b.\"supplier_name\"\ \ AS VARCHAR)" - left_table: dim_supplier_from_services left_col: supplier_name right_table: dim_supplier right_col: supplier_name type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"dim_supplier_from_services\" a\n JOIN \"dim_supplier\" b ON CAST(a.\"supplier_name\" AS VARCHAR) = CAST(b.\"supplier_name\"\ \ AS VARCHAR)" - left_table: fact_procurement_award left_col: buyer_name right_table: fact_procurement_award_panel right_col: buyer_name type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_procurement_award\" a\n JOIN \"fact_procurement_award_panel\" b ON CAST(a.\"buyer_name\" AS VARCHAR) = CAST(b.\"\ buyer_name\" AS VARCHAR)" - left_table: fact_procurement_award left_col: supplier_name right_table: fact_procurement_award_panel right_col: supplier_name type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_procurement_award\" a\n JOIN \"fact_procurement_award_panel\" b ON CAST(a.\"supplier_name\" AS VARCHAR) = CAST(b.\"\ supplier_name\" AS VARCHAR)" - left_table: fact_procurement_award left_col: notice_url right_table: fact_procurement_award_panel right_col: notice_url type: confirmed_value_fk join: direct strength: high key_coverage: 1.0 sql: "SELECT * FROM \"fact_procurement_award\" a\n JOIN \"fact_procurement_award_panel\" b ON CAST(a.\"notice_url\" AS VARCHAR) = CAST(b.\"\ notice_url\" AS VARCHAR)"