Agri Supply Chain Twin Metrics
This dataset provides real-time, synthetic digital twin metrics for agricultural supply chains, including supplier and product details, inventory levels, disruption tracking, risk and climate impact scores, and logistics status. It is ideal for agri-tech startups and supply chain managers seeking to analyze resilience, optimize operations, and model predictive decisions in the face of disruptions and climate challenges.
Sample rows
preview · 8 of 150 rows · all 21 columns| twin_metric_idstring | inventory_statusstring | inventory_levelfloat | location_countrystring | timestampdatetime | supplier_idstring | supplier_namestring | location_street_addressstring | location_citystring | location_statestring | location_postal_codestring | product_idstring | product_namestring | disruption_typestring | disruption_severityinteger | risk_scorefloat | climate_impact_scorefloat | logistics_statusstring | inventory_movement_typestring | predicted_decision_actionstring | notesstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TW-983KJL2 | available | 42.8 | USA | 2024-05-09T10:15:00Z | SUP-081 | Green Valley Growers | 1487 Willow St | Fresno | CA | 93722 | P-54711 | Wheat | none | 0 | 0.12 | 21.3 | on-time | inbound | none | No disruptions. Inventory replenished last week. |
| TW-PLM3D9T6 | low | 13.2 | Canada | 2024-06-01T14:37:00Z | SUP-082 | Harvest Horizon Ltd. | 23 Maple Lane | Hamilton | ON | L8P1A1 | P-78192 | Canola | demand | 2 | 0.62 | 56.9 | delayed | outbound | expedite | High market demand causing delays in outbound shipments. |
| TW-KJ9834Q | out-of-stock | 0 | UK | 2024-04-17T09:04:00Z | SUP-083 | AgroPlus Foods | 15 King St | Manchester | blank | M16 8AA | P-43187 | Barley | logistics | 3 | 0.85 | 98.1 | cancelled | none | reroute | Logistics provider strike halted all shipments. |
| TW-2A1B7V9Q | reserved | 108.5 | Australia | 2024-05-29T13:22:00Z | SUP-084 | Sunrise Organics | 49 Orchard Ave | Melbourne | VIC | 3001 | P-61924 | Soybeans | none | 0 | 0.22 | 38.2 | pending | internal-transfer | hold | Reserved for upcoming production cycle. |
| TW-W8X4Q2B7 | low | 7.3 | South Africa | 2024-04-08T17:40:00Z | SUP-085 | Oceanic Agri Co. | 128 Seaside Blvd | Durban | KZN | 4001 | P-15489 | Maize | weather | 2 | 0.67 | 74.8 | delayed | outbound | increase-inventory | Heavy rains delayed outbound logistics and reduced stock. |
| TW-9M7C5B2X | available | 23.6 | USA | 2024-03-25T08:30:00Z | SUP-086 | Mountain Fields | 790 Aspen Rd | Denver | CO | 80203 | P-92154 | Corn | none | 0 | 0.09 | 15.7 | on-time | inbound | none | Corn deliveries on schedule, no recent issues. |
| TW-6ZB1N3V5 | out-of-stock | 0 | USA | 2024-01-19T16:19:00Z | SUP-087 | Riverbend Farms | 2541 River Rd | Memphis | TN | 38103 | P-35821 | Rice | labor | 2 | 0.71 | 66.3 | cancelled | none | expedite | Labor shortage led to cancelled outgoing shipment. |
| TW-3J8B9Q1S | low | 18.7 | Singapore | 2024-05-24T12:44:00Z | SUP-088 | Pacific Produce Co. | blank | Singapore | blank | 058741 | P-73459 | Lettuce | weather | 1 | 0.43 | 42.7 | pending | outbound | hold | Unusual heat reduced harvest, outbound delayed. |
| TW-X6V3KQ5B | available | 29.3 | Bolivia | 2024-02-11T11:02:00Z | SUP-089 | Bolivia Grain Group | 11 Miraflores Dr | La Paz | blank | 0102 | P-24167 | Quinoa | none | 0 | 0.13 | 19.1 | on-time | inbound | none | Consistent inbound supply, no disruptions. |
| TW-8N2Q5X7B | reserved | 97.5 | Colombia | 2023-12-21T15:12:00Z | SUP-090 | Colombia Fresh | 123 Avenida Sur | Bogota | blank | 110111 | P-22156 | Coffee | none | 0 | 0.25 | 33.5 | pending | internal-transfer | hold | Stock reserved for major client; transfer scheduled. |
| TW-5V9X2C1Q | available | 61.2 | USA | 2024-06-03T19:31:00Z | SUP-091 | Sunbelt Foods | 900 Peach St | Atlanta | GA | 30303 | P-36842 | Peaches | none | 0 | 0.11 | 13.2 | on-time | inbound | none | Fresh inbound shipment, no issues reported. |
| TW-E4X7Q5B2 | low | 8.9 | China | 2024-03-11T20:22:00Z | SUP-092 | China Harvest | 88 Golden Rd | Hangzhou | blank | 310000 | P-86423 | Rice | weather | 2 | 0.55 | 61.7 | delayed | outbound | increase-inventory | Flooding delayed outbound logistics, stocks low. |
| TW-9KX2B7C3 | low | 17.4 | Finland | 2024-04-23T06:45:00Z | SUP-093 | Golden Harvesters | 77 Autumn Rd | Helsinki | blank | 00100 | P-31288 | Oats | demand | 1 | 0.47 | 38.4 | pending | outbound | hold | Market demand higher than forecast; outbound pending. |
| TW-7JX5B2Q9 | available | 44.6 | Mexico | 2024-05-05T14:08:00Z | SUP-094 | Mexico Agro Export | 72 Calle Verde | Monterrey | NL | 64000 | P-12875 | Avocado | none | 0 | 0.16 | 22.4 | on-time | inbound | none | Regular inbound delivery from local farm. |
| TW-3V2K8Q1X | low | 5.1 | Ghana | 2024-03-04T15:23:00Z | SUP-095 | Ghana Grown Ltd. | 39 Mango St | Accra | GA | 00233 | P-65814 | Cassava | labor | 1 | 0.42 | 41.8 | delayed | outbound | expedite | Labor issues affecting outbound shipments. |
| TW-L3X9C2B7 | available | 36.7 | Ireland | 2024-06-04T21:15:00Z | SUP-096 | Emerald Isles Ltd. | 16 Clover Rd | Dublin | blank | D02Y006 | P-37124 | Potato | none | 0 | 0.08 | 13.9 | on-time | inbound | none | On-time inbound potato shipment; stable operations. |
| TW-1Q9K7X3B | low | 8.4 | Germany | 2024-05-13T08:54:00Z | SUP-097 | Berlin Agri Supply | 55 Lindenweg | Berlin | blank | 10115 | P-52417 | Rye | demand | 2 | 0.53 | 58.1 | delayed | outbound | increase-inventory | Unexpected demand spike; inventory low and outbound delayed. |
| TW-6C8V5K2B | available | 27.9 | USA | 2024-01-28T17:55:00Z | SUP-098 | Santa Fe Harvest | 1877 Plaza St | Santa Fe | NM | 87501 | P-48173 | Chili | none | 0 | 0.07 | 8.2 | on-time | inbound | none | Chili inbound shipment arrived on schedule. |
| TW-N3B8X2K4 | out-of-stock | 0 | Finland | 2024-02-22T10:48:00Z | SUP-099 | Finland Agri | 7 Frost Ave | Oulu | blank | 90100 | P-57216 | Barley | weather | 3 | 0.91 | 100 | cancelled | none | reroute | Blizzard cancelled all outbound logistics, no stock. |
| TW-X1B7K2Q9 | low | 15.8 | Bolivia | 2024-06-06T16:18:00Z | SUP-100 | Bolivia Produce Corp | 55 Andes St | Cochabamba | blank | 0401 | P-41276 | Soybeans | other | 2 | 0.57 | 62.8 | delayed | outbound | hold | Unexpected customs review delayed outbound. |
What the 150 rows show
from the 150-row sampleReserved (inventory status) stands out: mean inventory_
- 16.3median inventory_
level - 4inventory movement types
- 5logistics statuses
- 5predicted decision actions
- 6disruption types
- 1median disruption_
severity
Median 16.3, from 0.0 to 145.9.
- string 16
- integer 1
- float 3
- datetime 1
Columns
21 columns in three groups| column | type | description | example |
|---|---|---|---|
| Text 16 columns | |||
twin_metric_id | string | Unique identifier for each digital twin metric recordunique | TW-983KJL2 |
supplier_id | string | Unique identifier for the supplier | SUP-081 |
supplier_name | string | Name of the supplier | Green Valley Growers |
location_street_address | string | Supplier's street addressoptional | 1487 Willow St |
location_city | string | Supplier's cityoptional | Fresno |
location_state | string | Supplier's state or regionoptional | CA |
location_postal_code | string | Supplier's postal codeoptional | 93722 |
location_country | string | Supplier's country | USA |
product_id | string | Unique identifier for the agricultural product | P-54711 |
product_name | string | Name of the agricultural product | Wheat |
inventory_status | string | Status of inventory (e.g., available, low, out-of-stock)available · low · out-of-stock · reserved · in-transit | available |
disruption_type | string | Type of supply chain disruption (e.g., weather, labor, logistics)6 values · optional | none |
logistics_status | string | Status of logistics (e.g., on-time, delayed, rerouted)on-time · delayed · rerouted · pending · cancelled | on-time |
inventory_movement_type | string | Type of inventory movement (e.g., inbound, outbound, internal transfer)inbound · outbound · internal-transfer · none | inbound |
predicted_decision_action | string | Recommended action based on predictive modeling (e.g., reroute, expedite, hold)6 values · optional | none |
notes | string | Additional notes or comments regarding the metric recordoptional | No disruptions. Inventory… |
| Numbers 4 columns | |||
inventory_level | float | Current inventory level (in metric tons or units)0 or more | 42.8 |
disruption_severity | integer | Severity of disruption (0=no disruption, 1=minor, 2=moderate, 3=severe)0 to 3 · optional | 0 |
risk_score | float | Calculated risk score for supply chain resilience (0-1 scale)0 to 1 | 0.12 |
climate_impact_score | float | Benchmark score for climate impact (0-100 scale)0 to 100 | 21.3 |
| Dates and times 1 column | |||
timestamp | datetime | Date and time when the metric was recorded | 2024-05-09T10:15:00Z |
Use it for
An agriculture dashboard
Inventory_
level by inventory_ status and a breakdown of location_ country. Excel, Power BI or Tableau. Why do the 15 reserved rows have a mean inventory_
level of 105.8? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Twin metrics150TW-983KJL242.8availableTW-PLM3D9T613.2lowTW-KJ9834Q0out-of-s…
A software demo
Believable twin metrics with timestamp, supplier_
id and supplier_ name to fill a screen in front of a buyer.
blueprint · agri-supply-chain-twin-metrics
Behind this dataset
Same schema. As many rows as you need.
These 150 rows came out of a blueprint — 21 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.
- Each supply chain node has unique digital twin attributes (status, latency, emissions, risk level)
- Disruption events must impact at least two nodes per supply chain route
- Climate-related risk scores update weekly, influencing logistics delay forecasts
- Inventory movement logs reflect batch IDs, timestamps, and route deviations
- Supplier resilience ratings are recalculated after any incident or disruption
1 credit per row. Preview 20 rows free. Buy rows for the full run.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- agri-supply-chain-twin-metrics