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interval/synthetic-data/industries/supply-chain/default/baseline/customers.parquet

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+size 1869

interval/synthetic-data/industries/supply-chain/default/baseline/inventory.parquet

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+size 3202

interval/synthetic-data/industries/supply-chain/default/baseline/materials.parquet

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+size 2453

interval/synthetic-data/industries/supply-chain/default/baseline/production_runs.parquet

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+size 3875

interval/synthetic-data/industries/supply-chain/default/baseline/products.parquet

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interval/synthetic-data/industries/supply-chain/default/baseline/sales_orders.parquet

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+size 7092

interval/synthetic-data/industries/supply-chain/default/baseline/shipments.parquet

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+size 4245

interval/synthetic-data/industries/supply-chain/default/baseline/suppliers.parquet

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+size 1864

interval/synthetic-data/industries/supply-chain/default/configs/axiom_interpretations.yaml

@@ -0,0 +1,32 @@
+interpretations:
+  - meta:
+      id: "AX-002-SC"
+      version: "v0.1"
+      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"
+      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"

interval/synthetic-data/industries/supply-chain/default/configs/axioms.yaml

@@ -0,0 +1,24 @@
+axioms:
+  - id: AX-001
+    version: v0.1
+    text: "Capital flows to the highest risk-adjusted return."
+    description: "Investors and firms allocate resources toward opportunities where returns justify their risks."
+    tags: ["capital_allocation", "returns", "risk"]
+
+  - id: AX-002
+    version: v0.1
+    text: "Bottlenecks constrain overall system throughput."
+    description: "The slowest or most constrained step in a process limits overall output."
+    tags: ["bottleneck", "throughput", "operations"]
+
+  - id: AX-003
+    version: v0.1
+    text: "Inventory buffers propagate and amplify upstream and downstream."
+    description: "Local decisions on inventory and reorder policies can create amplified swings in the supply chain."
+    tags: ["inventory", "bullwhip_effect", "supply_chain"]
+
+  - id: AX-004
+    version: v0.1
+    text: "Demand and supply shocks drive price and quantity adjustments."
+    description: "Unexpected changes in supply or demand induce price and quantity adjustments over time."
+    tags: ["demand_shock", "supply_shock", "price"]

interval/synthetic-data/industries/supply-chain/default/configs/bottleneck_hidden_premium_sand.yaml

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+meta:
+  id: "STR-SC-BOTTLENECK-001"
+  version: "v0.1"
+  description: "Hidden bottleneck in Premium Sand that impacts production and revenue."
+  tags:
+    story_type: "bottleneck"
+
+industry_id: "supply-chain"
+
+title: "Story: Hidden Bottleneck across Premium Sand → Glass Bottles → Beverage"
+story_type: "bottleneck_supply_chain"
+
+overview: >
+  A critical material 'Premium Sand' accumulates long dwell times in inventory,
+  causing production downtime for 'Glass Bottles' and severe revenue and margin
+  impact for 'Premium Beverage'.
+
+time_scope:
+  length_periods: 12
+  story_onset_period: 4
+
+scenarios:
+  - "default_baseline"
+  - "bottleneck_hidden_premium_sand"
+
+target_question_ids:
+  - "Q-SC-BOTTLENECK-001"
+
+entities:
+  materials:
+    bottleneck_material:
+      id: "MAT-PREMIUM-SAND"
+      name: "Premium Sand"
+    alternate:
+      id: "MAT-INDUSTRIAL-SAND"
+      name: "Industrial Sand"
+  products:
+    intermediate:
+      id: "PROD-GLASS-BOTTLES"
+      name: "Glass Bottles"
+    final:
+      id: "PROD-PREMIUM-BEVERAGE"
+      name: "Premium Beverage"
+  customers:
+    strategic:
+      id: "CUST-STRAT-001"
+      name: "Strategic Wholesale"
+    regional:
+      id: "CUST-REG-002"
+      name: "Regional Retail"
+  suppliers:
+    prime:
+      id: "SUP-ALPHA"
+      name: "Alpha Minerals"
+    backup:
+      id: "SUP-BETA"
+      name: "Beta Aggregates"
+
+expected_signals:
+  - "Premium Sand dwell time >> other materials after period 4."
+  - "Glass Bottles downtime spikes and throughput drops after onset."
+  - "Premium Beverage revenue and margin fall sharply; backorders spike."
+  - "Shipment on-time performance degrades after onset."
+
+qa_expectations_ids:
+  - "QA-SC-BOTTLENECK-001"

interval/synthetic-data/industries/supply-chain/default/configs/config_manifest.json

@@ -0,0 +1,11 @@
+{
+  "axioms.yaml": "085a3373e55cd70209c1ece084dc8a0196ecdadd1a3c81273c2a769a9bb4e3da"
+  "axiom_interpretations.yaml": "056d6645a7c5ec747713fa037d58b658479f3cfbb40c81c71801a2fb1a626f35"
+  "supply_chain_profile.yaml": "a7e3106bca1b257376b13e6f83ed9e66d40643799c445845825e2ef31a70461d"
+  "domain_model.yaml": "4888a8b1ffed89e0e3e80a35bc0a10d60c020e026094538dd902d01a3bb22cba"
+  "supply_chain_schema_v1.yaml": "e7919cf1d4a99d487755dc1e59d8854f18c9fcf6171b8ee2413d6a98b4f06bb0"
+  "bottleneck_hidden_premium_sand.yaml": "4868591740283dc60a8ab44910f9d3ccfe736578c3845cb7b38d83cdf95cdcd5"
+  "supply_chain_questions.yaml": "537cf29c122ad31363147f3430b00c0f993e0f4d4051c2434a4460d7f96e4961"
+  "supply_chain_signals.yaml": "43e3bb06f59a7ca480a144ecddd4e0517696c8a5678464273f6f8276547b9a95"
+  "supply_chain_expectations.yaml": "fae598420f0cff6f33a29303bd853ce246cc80857729ab348bfce8a5b3e4a489"
+}

interval/synthetic-data/industries/supply-chain/default/configs/domain_model.yaml

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+meta:
+  id: "DM-SC-001"
+  version: "v0.1"
+  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"

interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_expectations.yaml

@@ -0,0 +1,18 @@
+expectations:
+  - id: "QA-SC-BOTTLENECK-001"
+    name: "Premium Sand dwell time increases after story onset"
+    kind: "dwell_increase"
+    threshold_multiplier: 2.5
+    material_id: "MAT-PREMIUM-SAND"
+
+  - id: "QA-SC-BOTTLENECK-002"
+    name: "Glass Bottles downtime spikes after story onset"
+    kind: "downtime_increase"
+    threshold_multiplier: 3.0
+    product_id: "PROD-GLASS-BOTTLES"
+
+  - id: "QA-SC-BOTTLENECK-003"
+    name: "Premium Beverage gross margin drops after story onset"
+    kind: "margin_drop"
+    threshold_fraction: 0.25
+    product_id: "PROD-PREMIUM-BEVERAGE"

interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_profile.yaml

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+meta:
+  id: "supply-chain"
+  version: "v0.1"
+  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.
+
+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

interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_questions.yaml

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+questions:
+  - id: "Q-SC-BOTTLENECK-001"
+    text: "What hidden bottleneck is driving downtime and backorders?"
+    category: "diagnostics"
+    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"
+    axiom_ids:
+      - "AX-002"
+      - "AX-003"

interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_schema_v1.yaml

@@ -0,0 +1,209 @@
+meta:
+  id: "SCH-SC-001"
+  version: "v0.1"
+  description: "Richer multi-table schema for supply chain synthetic data (parquet)."
+  tags:
+    industry: "supply_chain"
+
+industry_id: "supply-chain"
+time_resolution: "monthly"
+
+tables:
+  - name: "materials"
+    description: "Material master data."
+    primary_key: ["material_id"]
+    fields:
+      - name: "material_id"
+        dtype: "string"
+        nullable: false
+      - name: "material_name"
+        dtype: "string"
+        nullable: false
+      - name: "material_category"
+        dtype: "string"
+        nullable: false
+      - name: "material_type"
+        dtype: "string"
+        nullable: false
+      - name: "criticality"
+        dtype: "string"
+        nullable: false
+      - name: "unit_cost"
+        dtype: "float"
+        nullable: false
+      - name: "supplier_id"
+        dtype: "string"
+        nullable: false
+        references:
+          table: "suppliers"
+          field: "supplier_id"
+      - name: "units_per_pallet"
+        dtype: "int"
+        nullable: false
+
+  - name: "suppliers"
+    description: "Suppliers with ratings and locations."
+    primary_key: ["supplier_id"]
+    fields:
+      - name: "supplier_id"
+        dtype: "string"
+        nullable: false
+      - name: "supplier_name"
+        dtype: "string"
+        nullable: false
+      - name: "supplier_location"
+        dtype: "string"
+        nullable: false
+      - name: "supplier_rating"
+        dtype: "int"
+        nullable: false
+
+  - name: "products"
+    description: "Product master data."
+    primary_key: ["product_id"]
+    fields:
+      - name: "product_id"
+        dtype: "string"
+        nullable: false
+      - name: "product_name"
+        dtype: "string"
+        nullable: false
+      - name: "product_category"
+        dtype: "string"
+        nullable: false
+      - name: "product_type"
+        dtype: "string"
+        nullable: false
+      - name: "standard_cost_per_unit"
+        dtype: "float"
+        nullable: false
+      - name: "target_margin"
+        dtype: "float"
+        nullable: false
+
+  - name: "customers"
+    description: "Customers with segment and region."
+    primary_key: ["customer_id"]
+    fields:
+      - name: "customer_id"
+        dtype: "string"
+        nullable: false
+      - name: "customer_name"
+        dtype: "string"
+        nullable: false
+      - name: "customer_segment"
+        dtype: "string"
+        nullable: false
+      - name: "region"
+        dtype: "string"
+        nullable: false
+
+  - name: "inventory"
+    description: "Inventory dwell and quantity for materials."
+    primary_key: ["period", "material_id"]
+    fields:
+      - name: "period"
+        dtype: "string"
+        nullable: false
+      - name: "material_id"
+        dtype: "string"
+        nullable: false
+        references:
+          table: "materials"
+          field: "material_id"
+      - name: "on_hand_qty"
+        dtype: "int"
+        nullable: false
+      - name: "dwell_time_days"
+        dtype: "float"
+        nullable: false
+
+  - name: "production_runs"
+    description: "Production output, downtime, and scrap."
+    primary_key: ["period", "product_id"]
+    fields:
+      - name: "period"
+        dtype: "string"
+        nullable: false
+      - name: "product_id"
+        dtype: "string"
+        nullable: false
+        references:
+          table: "products"
+          field: "product_id"
+      - name: "produced_qty"
+        dtype: "int"
+        nullable: false
+      - name: "downtime_rate"
+        dtype: "float"
+        nullable: false
+      - name: "scrap_rate"
+        dtype: "float"
+        nullable: false
+
+  - name: "sales_orders"
+    description: "Aggregated sales orders per product per period."
+    primary_key: ["period", "product_id", "order_id"]
+    fields:
+      - name: "period"
+        dtype: "string"
+        nullable: false
+      - name: "order_id"
+        dtype: "string"
+        nullable: false
+      - name: "product_id"
+        dtype: "string"
+        nullable: false
+        references:
+          table: "products"
+          field: "product_id"
+      - name: "customer_id"
+        dtype: "string"
+        nullable: false
+        references:
+          table: "customers"
+          field: "customer_id"
+      - name: "quantity"
+        dtype: "int"
+        nullable: false
+      - name: "price_per_unit"
+        dtype: "float"
+        nullable: false
+      - name: "cost_per_unit"
+        dtype: "float"
+        nullable: false
+      - name: "backorder_rate"
+        dtype: "float"
+        nullable: false
+      - name: "revenue"
+        dtype: "float"
+        nullable: false
+      - name: "gross_margin"
+        dtype: "float"
+        nullable: false
+
+  - name: "shipments"
+    description: "Shipment performance linked to orders."
+    primary_key: ["period", "shipment_id"]
+    fields:
+      - name: "period"
+        dtype: "string"
+        nullable: false
+      - name: "shipment_id"
+        dtype: "string"
+        nullable: false
+      - name: "order_id"
+        dtype: "string"
+        nullable: false
+        references:
+          table: "sales_orders"
+          field: "order_id"
+      - name: "carrier"
+        dtype: "string"
+        nullable: false
+      - name: "on_time_rate"
+        dtype: "float"
+        nullable: false
+      - name: "transit_days"
+        dtype: "float"
+        nullable: false

interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_signals.yaml

@@ -0,0 +1,17 @@
+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)"

interval/synthetic-data/industries/supply-chain/default/default.bundle.json

@@ -0,0 +1,962 @@
+{
+  "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
+  }
+}

interval/synthetic-data/industries/supply-chain/default/story/customers.parquet

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