synthetic-test / default.bundle.json
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{
"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
}
}