{"name":"Cattle Market Pulse knowledge graph","description":"Unified graph connecting public source layers, live observations, market events, causal impacts, historical lead-lag drivers, scenarios, geo markets, local markets, and producer decisions.","generatedAt":"2026-06-06T22:10:22.019Z","snapshotGeneratedAt":"2026-06-06T11:33:23.605Z","updateCadence":"daily","isAccessibleForFree":true,"canonicalUrl":"https://cattleweightestimation.com/market-pulse/knowledge-graph.json","filters":{"region":"all","sector":"all","kind":"all","category":"all","source":"all","q":null,"lang":"en","limit":1,"offset":0,"edgeLimit":1,"chainLimit":1},"summary":{"fullNodes":6461,"fullEdges":37232,"matchingNodes":6461,"returnedNodes":1,"returnedRelatedNodes":2,"returnedEdges":1,"explainabilityChains":1,"sourceFamilies":146,"sourceTargets":4017,"discoveryCountries":103,"estimatedDiscoverySeries":229175,"mappedPublicSeries":302037,"liveObservations":617,"liveDriverImpacts":614,"marketEvents":189,"historicalDrivers":12,"scenarioModels":13,"localMarketNodes":515,"sourceRegistry":{"liveConnectorFamilies":43,"apiReadyFamilies":17,"parserNeededFamilies":79,"keyRequiredFamilies":5,"licensedFamilies":2}},"pagination":{"offset":0,"limit":1,"nextOffset":1},"queryExamples":["https://cattleweightestimation.com/market-pulse/knowledge-graph.json?region=latin-america&sector=dairy&lang=es","https://cattleweightestimation.com/market-pulse/knowledge-graph.json?region=latin-america&q=Brazil&kind=local-market&lang=pt","https://cattleweightestimation.com/market-pulse/knowledge-graph.json?source=usda-wasde&sector=feed&lang=en","https://cattleweightestimation.com/market-pulse/knowledge-graph.json?kind=scenario&region=africa-asia&lang=en"],"nodes":[{"id":"live-observation:ibge-brazil-cattle-herd","kind":"live-observation","label":"Brazil cattle herd by state","detail":"IBGE reports 238M cattle head in 2024. Largest states: Mato Grosso 33M, Pará 26M, Goiás 23M, Minas Gerais 22M. Mato Grosso is 13.8% of the national herd, so pasture, freight, and export bids there have national weight.","regionIds":["latin-america"],"sectors":["beef","dairy","feed"],"category":"Inventory","sourceIds":["ibge-sidra"],"score":238180757,"confidence":86,"href":"https://apisidra.ibge.gov.br/values/t/3939/n3/all/v/105/p/last/c79/2670?formato=json","metadata":{"metric":"cattle_herd_heads","unit":"heads","observationDate":"2024","value":238180757,"country":null,"geoNodeId":"mato-grosso"}}],"relatedNodes":[{"id":"live-observation:ibge-brazil-cattle-herd","kind":"live-observation","label":"Brazil cattle herd by state","detail":"IBGE reports 238M cattle head in 2024. Largest states: Mato Grosso 33M, Pará 26M, Goiás 23M, Minas Gerais 22M. Mato Grosso is 13.8% of the national herd, so pasture, freight, and export bids there have national weight.","regionIds":["latin-america"],"sectors":["beef","dairy","feed"],"category":"Inventory","sourceIds":["ibge-sidra"],"score":238180757,"confidence":86,"href":"https://apisidra.ibge.gov.br/values/t/3939/n3/all/v/105/p/last/c79/2670?formato=json","metadata":{"metric":"cattle_herd_heads","unit":"heads","observationDate":"2024","value":238180757,"country":null,"geoNodeId":"mato-grosso"}},{"id":"driver-impact:ibge-brazil-cattle-herd-impact","kind":"driver-impact","label":"Brazil herd structure sets the regional supply baseline","detail":"Use state supply plus current rainfall and FX before trusting a national cattle price headline.","regionIds":["latin-america"],"sectors":["beef","feed","crops"],"category":"Inventory","sourceIds":["ibge-sidra"],"score":90,"confidence":86,"href":"https://apisidra.ibge.gov.br/","metadata":{"severity":"medium","observations":1,"sourceGraphEdges":1,"historicalDrivers":1,"scenarios":1,"geoNodeId":"mato-grosso"}}],"edges":[{"id":"live-observation:ibge-brazil-cattle-herd->creates-driver-impact->driver-impact:ibge-brazil-cattle-herd-impact","from":"live-observation:ibge-brazil-cattle-herd","to":"driver-impact:ibge-brazil-cattle-herd-impact","relation":"creates-driver-impact","label":"creates driver impact","regionIds":["latin-america"],"sectors":["beef","feed","crops"],"confidence":86,"evidenceIds":["ibge-brazil-cattle-herd","ibge-brazil-cattle-herd-impact"]}],"explainabilityChains":[{"id":"path-africa-asia-event-reliefweb-agriculture-rss-kenya-key-message-update-long-rains-ease-conditions-but-cr","regionId":"africa-asia","regionName":"Africa and Asia","sectors":["beef","dairy","feed","crops","animal-health"],"severity":"high","confidence":82,"source":{"id":"reliefweb-agriculture","name":"ReliefWeb agriculture and disaster reports","url":"https://reliefweb.int/report/kenya/kenya-key-message-update-long-rains-ease-conditions-crisis-ipc-phase-3-persist-pastoral-areas-may-september-2026"},"title":"Africa and Asia: Kenya - Key Message Update: Long rains ease conditions but Crisis (IPC Phase 3) to persist in pastoral areas, May - September 2026","currentSignal":"ReliefWeb agriculture and disaster reports published a weather or forage signal. Confirm it against local water, hay, and pasture days before stocking changes.","howItAffects":"Regional event, policy, and local-market context: Local prices, buyer behavior, public policy, logistics, input access, and producer confidence","pastPattern":"Same day to 3 years history usually shows up in Same week to 12 months: Delivered feed and fertilizer become more expensive or less reliable Local basis can diverge from headline futures or export values Local feed substitution, earlier sale timing, or destination hedging becomes valuable","forwardScenario":"War and shipping disruption: Conflict, sanctions, canal disruption, or route risk changes grain, fertilizer, fuel, freight, and protein trade costs.","producerDecision":"Convert the signal into forage days, water checks, and a sale-or-hold threshold.","sourceGraphEdges":[{"id":"reliefweb-agriculture-category-causal-edge","driver":"Regional event, policy, and local-market context","affects":"Local prices, buyer behavior, public policy, logistics, input access, and producer confidence","lag":"Same day to 1 year"},{"id":"gdelt-news-to-market-event-risk","driver":"Early event awareness before official reports update","affects":"Buyer access, disease movement risk, export demand, feed input cost, weather pressure, and local sale timing","lag":"Same day to 8 weeks"},{"id":"eia-diesel-to-freight-feed-cost","driver":"Freight and feed-delivery cost pressure","affects":"Hay hauling, feed delivery, yardage, crop inputs, feeder bids, and sale timing","lag":"Same week to 8 weeks"},{"id":"feed-energy-to-breakeven","driver":"Feed, fertilizer, freight, and pasture input cost","affects":"Backgrounding breakeven, finishing margin, hay cost, and stocking decision","lag":"1-6 weeks"},{"id":"wasde-feed-balance-to-cattle-margin","driver":"Forward feed availability and ration cost","affects":"Backgrounding margin, finishing days, milk-feed spread, and crop planting incentives","lag":"1-12 months"}],"historicalDrivers":[{"id":"geopolitical-shock-to-feed-freight","driver":"Geopolitical shocks become feed, freight, and basis risk","lookbackWindow":"Same day to 3 years","forwardWindow":"Same week to 12 months","producerDecision":"Treat global conflict and shipping risk as a delivered-cost problem before changing sale timing, feed coverage, or crop-input purchases."},{"id":"logistics-to-local-basis","driver":"Logistics shocks become local basis gaps","lookbackWindow":"7 days to 3 years","forwardWindow":"Same week to 9 months","producerDecision":"Price the delivered destination, not the benchmark, before moving cattle, feed, milk, or crop volume."},{"id":"crop-balance-to-feed-margin","driver":"Crop balance becomes feed margin","lookbackWindow":"90 days to 5 years","forwardWindow":"1-18 months","producerDecision":"Use the crop balance to decide feed coverage, hay buying, grain pricing, and stocking rate."}],"scenarios":[{"id":"geopolitical-shipping-shock","name":"War and shipping disruption","sector":"feed","defaultIntensity":37,"producerDecision":"Before holding cattle for more gain, check whether war or shipping risk has changed delivered feed, fertilizer, freight, or buyer access."},{"id":"port-freight-shock","name":"Port and freight shock","sector":"feed","defaultIntensity":36,"producerDecision":"Before moving cattle, hay, grain, milk, or inputs, test whether freight has already eaten the price signal."},{"id":"feed-cost-spike","name":"Feed cost spike","sector":"feed","defaultIntensity":35,"producerDecision":"Recalculate whether the next gain period is still worth feeding."},{"id":"drought-shock","name":"Drought tightens forage","sector":"feed","defaultIntensity":42,"producerDecision":"Check forage inventory, water, and the value of selling lighter cattle before everyone else is forced to."},{"id":"crop-yield-shock","name":"Crop yield shock","sector":"crops","defaultIntensity":38,"producerDecision":"Decide whether to protect feed needs, price grain, adjust planting, or buy hay before local shortages are obvious."}]}]}