| { |
| "meta": { |
| "id": "BNDL-SC-BASELINE", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.607558", |
| "created_by": "system", |
| "description": "Supply Chain – Generic Manufacturing bundle", |
| "tags": { |
| "industry": "supply-chain", |
| "story": "STR-SC-DEFAULT" |
| } |
| }, |
| "industry_id": "supply-chain", |
| "dataset_key": "default", |
| "story_id": "STR-SC-DEFAULT", |
| "schema_id": "SCH-SC-001", |
| "industry_profile": { |
| "meta": { |
| "id": "supply-chain", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.551849", |
| "created_by": "system", |
| "description": "Multi-stage supply chain with materials, production stages, and finished goods.", |
| "tags": { |
| "industry": "supply_chain" |
| } |
| }, |
| "name": "Supply Chain – Generic Manufacturing", |
| "description": "A generic multi-stage manufacturing supply chain with raw materials, intermediate goods, and finished products flowing from suppliers to customers.\n", |
| "key_characteristics": [ |
| "Capital intensive inventory and production assets", |
| "Lead times across multiple stages", |
| "Exposure to bottlenecks at critical materials or processes", |
| "Demand uncertainty from downstream customers" |
| ], |
| "typical_metrics": [ |
| "inventory_dwell_days", |
| "production_downtime_rate", |
| "order_fill_rate", |
| "backorder_rate", |
| "revenue", |
| "gross_margin" |
| ], |
| "notes": null |
| }, |
| "axioms": [ |
| { |
| "meta": { |
| "id": "AX-001", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.568991", |
| "created_by": "system", |
| "description": "Investors and firms allocate resources toward opportunities where returns justify their risks.", |
| "tags": { |
| "capital_allocation": "true", |
| "returns": "true", |
| "risk": "true" |
| } |
| }, |
| "text": "Capital flows to the highest risk-adjusted return.", |
| "examples": [], |
| "tags": [ |
| "capital_allocation", |
| "returns", |
| "risk" |
| ] |
| }, |
| { |
| "meta": { |
| "id": "AX-002", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.568995", |
| "created_by": "system", |
| "description": "The slowest or most constrained step in a process limits overall output.", |
| "tags": { |
| "bottleneck": "true", |
| "throughput": "true", |
| "operations": "true" |
| } |
| }, |
| "text": "Bottlenecks constrain overall system throughput.", |
| "examples": [], |
| "tags": [ |
| "bottleneck", |
| "throughput", |
| "operations" |
| ] |
| }, |
| { |
| "meta": { |
| "id": "AX-003", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.568997", |
| "created_by": "system", |
| "description": "Local decisions on inventory and reorder policies can create amplified swings in the supply chain.", |
| "tags": { |
| "inventory": "true", |
| "bullwhip_effect": "true", |
| "supply_chain": "true" |
| } |
| }, |
| "text": "Inventory buffers propagate and amplify upstream and downstream.", |
| "examples": [], |
| "tags": [ |
| "inventory", |
| "bullwhip_effect", |
| "supply_chain" |
| ] |
| }, |
| { |
| "meta": { |
| "id": "AX-004", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.568999", |
| "created_by": "system", |
| "description": "Unexpected changes in supply or demand induce price and quantity adjustments over time.", |
| "tags": { |
| "demand_shock": "true", |
| "supply_shock": "true", |
| "price": "true" |
| } |
| }, |
| "text": "Demand and supply shocks drive price and quantity adjustments.", |
| "examples": [], |
| "tags": [ |
| "demand_shock", |
| "supply_shock", |
| "price" |
| ] |
| } |
| ], |
| "axiom_interpretations": [ |
| { |
| "meta": { |
| "id": "AX-002-SC", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.566799", |
| "created_by": "system", |
| "description": "Supply chain view of bottlenecks and throughput.", |
| "tags": { |
| "industry": "supply_chain" |
| } |
| }, |
| "axiom_id": "AX-002", |
| "industry_id": "supply-chain", |
| "interpretation": "Process throughput is constrained by Premium Sand availability.", |
| "risk_factors": [ |
| "Single-source material dependency", |
| "Long supplier lead times" |
| ], |
| "return_drivers": [ |
| "Inventory buffering at constrained nodes", |
| "Diversified sourcing" |
| ] |
| }, |
| { |
| "meta": { |
| "id": "AX-003-SC", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.566804", |
| "created_by": "system", |
| "description": "Bullwhip effect in the supply chain context.", |
| "tags": { |
| "industry": "supply_chain" |
| } |
| }, |
| "axiom_id": "AX-003", |
| "industry_id": "supply-chain", |
| "interpretation": "Inventory swings at Premium Sand amplify downstream production volatility.", |
| "risk_factors": [ |
| "Poor visibility into upstream stock", |
| "Overreaction to short-term demand" |
| ], |
| "return_drivers": [ |
| "Smoothing reorder policies", |
| "Shared demand signals across tiers" |
| ] |
| } |
| ], |
| "domain_model": { |
| "meta": { |
| "id": "DM-SC-001", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.567903", |
| "created_by": "system", |
| "description": "Key entities and relationships for the supply chain domain.", |
| "tags": { |
| "industry": "supply_chain" |
| } |
| }, |
| "industry_id": "supply-chain", |
| "entities": [ |
| { |
| "name": "Material", |
| "description": "Inputs to production with lead times and quality attributes.", |
| "attributes": { |
| "id": "Material identifier", |
| "lead_time_days": "Supplier lead time", |
| "dwell_time_days": "Inventory dwell" |
| } |
| }, |
| { |
| "name": "Product", |
| "description": "Intermediate or finished goods produced from materials.", |
| "attributes": { |
| "id": "Product identifier", |
| "stage": "Production stage (intermediate/final)", |
| "downtime_rate": "Proportion of time the line is down" |
| } |
| }, |
| { |
| "name": "Order", |
| "description": "Customer orders for finished products.", |
| "attributes": { |
| "id": "Order identifier", |
| "quantity_per_order": "Units per order", |
| "price_per_unit": "Unit selling price", |
| "cost_per_unit": "Unit cost", |
| "backorder_rate": "Proportion of unfilled orders" |
| } |
| } |
| ], |
| "relationships": [ |
| "Material -> Product: materials feed production stages", |
| "Product -> Order: products fulfill customer demand" |
| ] |
| }, |
| "questions": [ |
| { |
| "id": "Q-SC-BOTTLENECK-001", |
| "text": "What hidden bottleneck is driving downtime and backorders?", |
| "category": "diagnostics", |
| "parent_id": null, |
| "axiom_ids": [ |
| "AX-002", |
| "AX-003" |
| ] |
| }, |
| { |
| "id": "Q-SC-BOTTLENECK-002", |
| "text": "Which signals confirm the Premium Sand constraint is the root cause?", |
| "category": "validation", |
| "parent_id": null, |
| "axiom_ids": [ |
| "AX-002", |
| "AX-003" |
| ] |
| } |
| ], |
| "story": { |
| "meta": { |
| "id": "STR-SC-DEFAULT", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.560421", |
| "created_by": "system", |
| "description": "Baseline operations only (no injected story).", |
| "tags": { |
| "story_type": "baseline" |
| } |
| }, |
| "industry_id": "supply-chain", |
| "title": "Story: Default Baseline Operations", |
| "story_type": "baseline_only", |
| "overview": "Baseline operational performance with no injected disruption scenarios.\n", |
| "time_scope": { |
| "length_periods": 12, |
| "story_onset_period": 1 |
| }, |
| "target_question_ids": [], |
| "scenarios": [ |
| "default" |
| ], |
| "entities": { |
| "materials": { |
| "baseline_material": { |
| "id": "MAT-BASELINE-001", |
| "name": "Generic Material" |
| } |
| }, |
| "products": { |
| "baseline_product": { |
| "id": "PROD-BASELINE-001", |
| "name": "Generic Product" |
| } |
| }, |
| "customers": { |
| "baseline_customer": { |
| "id": "CUST-BASELINE-001", |
| "name": "Generic Customer" |
| } |
| }, |
| "suppliers": { |
| "baseline_supplier": { |
| "id": "SUP-BASELINE-001", |
| "name": "Generic Supplier" |
| } |
| } |
| }, |
| "expected_signals": [], |
| "qa_expectations_ids": [] |
| }, |
| "scenarios": [ |
| { |
| "meta": { |
| "id": "SCEN-SC-DEFAULT", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.563740", |
| "created_by": "system", |
| "description": "Baseline operations (default) for supply chain.", |
| "tags": { |
| "scenario_type": "baseline" |
| } |
| }, |
| "industry_id": "supply-chain", |
| "title": "Scenario: Default Operations", |
| "priority": 0, |
| "merge_strategy": "override", |
| "time_scope": {}, |
| "table_rules": { |
| "inventory": [ |
| { |
| "name": "default_inventory", |
| "material_ids": [ |
| "*" |
| ], |
| "dwell_time_days": { |
| "baseline_mean": 7, |
| "baseline_std": 0.8, |
| "story_mean": 7, |
| "story_std": 0.8, |
| "min": 1, |
| "max": 40 |
| }, |
| "on_hand_qty": { |
| "baseline_mean": 600, |
| "baseline_std": 80, |
| "story_mean": 600, |
| "story_std": 80, |
| "min": 50, |
| "max": 2000 |
| } |
| } |
| ], |
| "production_runs": [ |
| { |
| "name": "default_production", |
| "product_ids": [ |
| "*" |
| ], |
| "produced_qty": { |
| "baseline_mean": 5200, |
| "baseline_std": 400, |
| "story_mean": 5200, |
| "story_std": 400, |
| "min": 1000, |
| "max": 10000 |
| }, |
| "downtime_rate": { |
| "baseline_mean": 0.06, |
| "baseline_std": 0.01, |
| "story_mean": 0.06, |
| "story_std": 0.01, |
| "min": 0, |
| "max": 1 |
| }, |
| "scrap_rate": { |
| "baseline_mean": 0.02, |
| "baseline_std": 0.01, |
| "story_mean": 0.02, |
| "story_std": 0.01, |
| "min": 0, |
| "max": 0.5 |
| } |
| } |
| ], |
| "sales_orders": [ |
| { |
| "name": "default_sales", |
| "product_ids": [ |
| "*" |
| ], |
| "customer_ids": [ |
| "*" |
| ], |
| "quantity": { |
| "baseline_mean": 450, |
| "baseline_std": 90, |
| "story_mean": 450, |
| "story_std": 90, |
| "min": 10, |
| "max": 2000 |
| }, |
| "price_per_unit": { |
| "baseline_mean": 180, |
| "baseline_std": 15, |
| "story_mean": 180, |
| "story_std": 15, |
| "min": 40, |
| "max": 400 |
| }, |
| "cost_per_unit": { |
| "baseline_mean": 120, |
| "baseline_std": 10, |
| "story_mean": 120, |
| "story_std": 10, |
| "min": 30, |
| "max": 300 |
| }, |
| "backorder_rate": { |
| "baseline_mean": 0.04, |
| "baseline_std": 0.02, |
| "story_mean": 0.04, |
| "story_std": 0.02, |
| "min": 0, |
| "max": 1 |
| } |
| } |
| ], |
| "shipments": [ |
| { |
| "name": "default_shipments", |
| "carrier": { |
| "choices": [ |
| "UPS", |
| "FedEx", |
| "DHL" |
| ] |
| }, |
| "on_time_rate": { |
| "baseline_mean": 0.95, |
| "baseline_std": 0.02, |
| "story_mean": 0.95, |
| "story_std": 0.02, |
| "min": 0.5, |
| "max": 1.0 |
| }, |
| "transit_days": { |
| "baseline_mean": 3.0, |
| "baseline_std": 0.5, |
| "story_mean": 3.0, |
| "story_std": 0.5, |
| "min": 1.0, |
| "max": 14.0 |
| } |
| } |
| ] |
| }, |
| "expected_signals": [] |
| } |
| ], |
| "dataset_schema": { |
| "meta": { |
| "id": "SCH-SC-001", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.559231", |
| "created_by": "system", |
| "description": "Richer multi-table schema for supply chain synthetic data (parquet).", |
| "tags": { |
| "industry": "supply_chain" |
| } |
| }, |
| "industry_id": "supply-chain", |
| "tables": [ |
| { |
| "name": "materials", |
| "fields": [ |
| { |
| "name": "material_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "material_name", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "material_category", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "material_type", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "criticality", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "unit_cost", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "supplier_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": { |
| "table": "suppliers", |
| "field": "supplier_id" |
| } |
| }, |
| { |
| "name": "units_per_pallet", |
| "dtype": "int", |
| "description": null, |
| "nullable": false, |
| "references": null |
| } |
| ], |
| "primary_key": [ |
| "material_id" |
| ], |
| "description": "Material master data." |
| }, |
| { |
| "name": "suppliers", |
| "fields": [ |
| { |
| "name": "supplier_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "supplier_name", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "supplier_location", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "supplier_rating", |
| "dtype": "int", |
| "description": null, |
| "nullable": false, |
| "references": null |
| } |
| ], |
| "primary_key": [ |
| "supplier_id" |
| ], |
| "description": "Suppliers with ratings and locations." |
| }, |
| { |
| "name": "products", |
| "fields": [ |
| { |
| "name": "product_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "product_name", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "product_category", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "product_type", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "standard_cost_per_unit", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "target_margin", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| } |
| ], |
| "primary_key": [ |
| "product_id" |
| ], |
| "description": "Product master data." |
| }, |
| { |
| "name": "customers", |
| "fields": [ |
| { |
| "name": "customer_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "customer_name", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "customer_segment", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "region", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| } |
| ], |
| "primary_key": [ |
| "customer_id" |
| ], |
| "description": "Customers with segment and region." |
| }, |
| { |
| "name": "inventory", |
| "fields": [ |
| { |
| "name": "period", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "material_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": { |
| "table": "materials", |
| "field": "material_id" |
| } |
| }, |
| { |
| "name": "on_hand_qty", |
| "dtype": "int", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "dwell_time_days", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| } |
| ], |
| "primary_key": [ |
| "period", |
| "material_id" |
| ], |
| "description": "Inventory dwell and quantity for materials." |
| }, |
| { |
| "name": "production_runs", |
| "fields": [ |
| { |
| "name": "period", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "product_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": { |
| "table": "products", |
| "field": "product_id" |
| } |
| }, |
| { |
| "name": "produced_qty", |
| "dtype": "int", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "downtime_rate", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "scrap_rate", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| } |
| ], |
| "primary_key": [ |
| "period", |
| "product_id" |
| ], |
| "description": "Production output, downtime, and scrap." |
| }, |
| { |
| "name": "sales_orders", |
| "fields": [ |
| { |
| "name": "period", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "order_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "product_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": { |
| "table": "products", |
| "field": "product_id" |
| } |
| }, |
| { |
| "name": "customer_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": { |
| "table": "customers", |
| "field": "customer_id" |
| } |
| }, |
| { |
| "name": "quantity", |
| "dtype": "int", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "price_per_unit", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "cost_per_unit", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "backorder_rate", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "revenue", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "gross_margin", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| } |
| ], |
| "primary_key": [ |
| "period", |
| "product_id", |
| "order_id" |
| ], |
| "description": "Aggregated sales orders per product per period." |
| }, |
| { |
| "name": "shipments", |
| "fields": [ |
| { |
| "name": "period", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "shipment_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "order_id", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": { |
| "table": "sales_orders", |
| "field": "order_id" |
| } |
| }, |
| { |
| "name": "carrier", |
| "dtype": "string", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "on_time_rate", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| }, |
| { |
| "name": "transit_days", |
| "dtype": "float", |
| "description": null, |
| "nullable": false, |
| "references": null |
| } |
| ], |
| "primary_key": [ |
| "period", |
| "shipment_id" |
| ], |
| "description": "Shipment performance linked to orders." |
| } |
| ], |
| "time_resolution": "monthly" |
| }, |
| "signals": [ |
| { |
| "name": "premium_sand_dwell_time", |
| "description": "Average dwell time for Premium Sand in inventory.", |
| "table": "inventory", |
| "expression": "mean(dwell_time_days)" |
| }, |
| { |
| "name": "premium_beverage_backorder_rate", |
| "description": "Backorder rate for Premium Beverage in sales.", |
| "table": "sales", |
| "expression": "mean(backorder_rate)" |
| }, |
| { |
| "name": "glass_bottle_downtime", |
| "description": "Downtime rate for glass bottle production.", |
| "table": "production_runs", |
| "expression": "mean(downtime_rate)" |
| }, |
| { |
| "name": "shipment_on_time_rate", |
| "description": "Average on-time performance for shipments.", |
| "table": "shipments", |
| "expression": "mean(on_time_rate)" |
| } |
| ], |
| "dataset_ref": { |
| "storage_type": "parquet", |
| "location": "interval/synthetic-data/industries/supply-chain/default", |
| "n_rows": 52, |
| "n_tables": 8 |
| }, |
| "qa_report": { |
| "meta": { |
| "id": "QA-REPORT", |
| "version": "v0.1", |
| "created_at": "2025-12-01T23:16:23.607544", |
| "created_by": "system", |
| "description": "QA placeholder", |
| "tags": { |
| "industry": "supply-chain" |
| } |
| }, |
| "industry_id": "supply-chain", |
| "story_id": "STR-SC-DEFAULT", |
| "schema_id": "SCH-SC-001", |
| "checks": [ |
| { |
| "name": "not_run", |
| "status": "warning", |
| "details": "QA skipped" |
| } |
| ] |
| }, |
| "lineage": { |
| "source_commit": "2be5c5a7a0abad00cff8eed73d365eb5f9d36de7", |
| "prompt_versions": {}, |
| "config_files": { |
| "axioms": "interval/synthetic-data/industries/supply-chain/default/configs/axioms.yaml", |
| "axiom_interpretations": "interval/synthetic-data/industries/supply-chain/default/configs/axiom_interpretations.yaml", |
| "industry_profile": "interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_profile.yaml", |
| "domain_model": "interval/synthetic-data/industries/supply-chain/default/configs/domain_model.yaml", |
| "schema": "interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_schema_v1.yaml", |
| "story": "interval/synthetic-data/industries/supply-chain/default/configs/bottleneck_hidden_premium_sand.yaml", |
| "questions": "interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_questions.yaml", |
| "signals": "interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_signals.yaml", |
| "qa_expectations": "interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_expectations.yaml" |
| }, |
| "generator_version": "v0.1", |
| "random_seed": 42 |
| } |
| } |
