sample_id string | tick int64 | sim_date string | scenario string | applicable_skills string | product_id string | product_name string | category string | base_demand float64 | unit_cost int64 | location string | location_name string | location_type string | capacity int64 | external_factors string | current_demand float64 | predicted_demand float64 | trend string | spike_detected bool | spike_magnitude float64 | historical_avg float64 | std_deviation float64 | demand_z_score float64 | demand_anomaly bool | demand_anomaly_severity string | current_stock int64 | daily_demand float64 | reorder_point int64 | fill_rate float64 | status string | days_of_supply float64 | needs_reorder bool | from_location string | to_location string | quantity int64 | reason string | shipment_id string | origin string | destination string | distance_km float64 | weather_condition string | traffic_level string | expected_hours float64 | revised_hours float64 | delay_hours float64 | delay_reason string | shipment_status string | progress float64 | departed_tick int64 | current_tick int64 | expected_duration_ticks int64 | inventory_anomaly_type string | inventory_anomaly_severity string | logistics_anomaly_type string | logistics_anomaly_severity string | anomalies_json string | inventory_data_json string | demand_data_json string | events_summary_json string | alerts_json string | event_history_json string | risks_json string | causes_json string | predictions_json string | recommendations_json string | summary string | confidence float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
S-00001 | 62 | 2025-03-03 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-001 | Laptop Pro 15 | electronics | 25 | 899 | LOC-007 | Miami Distribution | distribution_center | 2,500 | none | 27.5 | 26.12 | decreasing | false | 0 | 24.33 | 8.28 | 0.383 | false | low | 1,817 | 27.5 | 192 | 0.7268 | normal | 66.1 | false | LOC-006 | LOC-007 | 250 | pre-position seasonal build | SHP-00001 | LOC-001 | LOC-002 | 10,431.6 | rain | severe | 173.86 | 452.04 | 278.18 | weather:rain, traffic:severe | critical | 0.5 | 55 | 62 | 14 | none | low | route_disruption | critical | [{"shipment_id":"SHP-00001","route":"LOC-001\u2192LOC-002","is_anomaly":true,"anomaly_type":"route_disruption","severity":"critical","description":"route_disruption for SHP-00001 on LOC-001\u2192LOC-002: 278.2h vs avg 39.9h."}] | [{"product_id":"SKU-001","location":"LOC-007","current_stock":1817,"fill_rate":0.7268,"status":"normal"}] | [{"product_id":"SKU-001","location":"LOC-007","current_demand":27.5,"avg_demand":24.33,"predicted_demand":26.12}] | {"event_counts_by_type":{"simulation_tick":62,"demand_signal":33,"inventory_update":7,"logistics_delay":15,"anomaly_detected":1,"insight":12}} | [{"id":"RA-00000000","severity":"critical","category":"route_disruption","title":"Anomaly: route_disruption","description":"route_disruption for SHP-00001 on LOC-001\u2192LOC-002: 278.2h vs avg 39.9h.","affected_skus":["SKU-001"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":62}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":62,"summary":"Laptop Pro 15 at Miami Distribution: 28 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":62,"summary":"Laptop Pro 15 at Miami Distribution: normal, 66.1d supply"},{"event_type":"logistics_delay","agent":"logi... | [{"id":"RA-00000000","severity":"critical","category":"route_disruption","title":"Anomaly: route_disruption","description":"route_disruption for SHP-00001 on LOC-001\u2192LOC-002: 278.2h vs avg 39.9h.","affected_skus":["SKU-001"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":62}] | [{"factor":"Logistics bottleneck","contribution":0.898,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: route_disruption","Severity: critical"]}] | [{"sku_id":"SKU-001","sku_name":"Laptop Pro 15","location_id":"LOC-007","location_name":"Miami Distribution","probability":0.01,"predicted_stockout_date":"2025-05-08","days_until_stockout":66,"current_inventory":1817,"daily_demand_avg":27.5,"confidence":0.637}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-001"],"affected_locations":... | Tick 62: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.577 |
S-00002 | 119 | 2025-04-29 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-004 | Running Shoes | clothing | 45 | 120 | LOC-003 | Chicago Warehouse | warehouse | 1,875 | none | 49.75 | 52.24 | increasing | false | 0 | 46.72 | 6.8 | 0.446 | false | low | 615 | 49.75 | 348 | 0.328 | low | 12.4 | false | LOC-005 | LOC-003 | 249 | demand spike protection | SHP-00002 | LOC-008 | LOC-001 | 1,213.2 | clear | medium | 20.22 | 24.26 | 4.04 | traffic:medium | delayed | 0.5 | 118 | 119 | 2 | sudden_drop | high | severe_delay | high | [{"product_id":"SKU-004","location":"LOC-003","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high","description":"sudden_drop for SKU-004 at LOC-003 (fill 32.8% vs expected 63.5%)."},{"shipment_id":"SHP-00002","route":"LOC-008\u2192LOC-001","is_anomaly":true,"anomaly_type":"severe_delay","severity":"high","... | [{"product_id":"SKU-004","location":"LOC-003","current_stock":615,"fill_rate":0.328,"status":"low"}] | [{"product_id":"SKU-004","location":"LOC-003","current_demand":49.75,"avg_demand":46.72,"predicted_demand":52.24}] | {"event_counts_by_type":{"simulation_tick":119,"demand_signal":11,"inventory_update":37,"logistics_delay":2,"anomaly_detected":2,"insight":23}} | [{"id":"RA-00000001","severity":"high","category":"sudden_drop","title":"Anomaly: sudden_drop","description":"sudden_drop for SKU-004 at LOC-003 (fill 32.8% vs expected 63.5%).","affected_skus":["SKU-004"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":119}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":119,"summary":"Running Shoes at Chicago Warehouse: 50 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":119,"summary":"Running Shoes at Chicago Warehouse: low, 12.4d supply"},{"event_type":"logistics_delay","agent":"logisti... | [{"id":"RA-00000001","severity":"high","category":"sudden_drop","title":"Anomaly: sudden_drop","description":"sudden_drop for SKU-004 at LOC-003 (fill 32.8% vs expected 63.5%).","affected_skus":["SKU-004"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":119}] | [{"factor":"Unexpected demand surge","contribution":0.508,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: sudden_drop","Severity: high"]}] | [{"sku_id":"SKU-004","sku_name":"Running Shoes","location_id":"LOC-003","location_name":"Chicago Warehouse","probability":0.165,"predicted_stockout_date":"2025-05-11","days_until_stockout":12,"current_inventory":615,"daily_demand_avg":49.75,"confidence":0.836}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-004"],"affected_locations":... | Tick 119: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.723 |
S-00003 | 100 | 2025-04-10 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-002 | Wireless Earbuds | electronics | 100 | 79 | LOC-002 | LA Distribution Center | distribution_center | 2,500 | supply_disruption | 101.41 | 96.34 | decreasing | false | 0 | 93.59 | 25.66 | 0.305 | false | low | 1,081 | 101.41 | 709 | 0.4324 | normal | 10.7 | false | LOC-006 | LOC-002 | 250 | critical stock | SHP-00003 | LOC-001 | LOC-002 | 10,431.6 | rain | medium | 173.86 | 271.22 | 97.36 | weather:rain, traffic:medium | critical | 0.7143 | 90 | 100 | 14 | moderate_drop | medium | route_disruption | critical | [{"product_id":"SKU-002","location":"LOC-002","is_anomaly":true,"anomaly_type":"moderate_drop","severity":"medium","description":"moderate_drop for SKU-002 at LOC-002 (fill 43.2% vs expected 65.2%)."},{"shipment_id":"SHP-00003","route":"LOC-001\u2192LOC-002","is_anomaly":true,"anomaly_type":"route_disruption","severity... | [{"product_id":"SKU-002","location":"LOC-002","current_stock":1081,"fill_rate":0.4324,"status":"normal"}] | [{"product_id":"SKU-002","location":"LOC-002","current_demand":101.41,"avg_demand":93.59,"predicted_demand":96.34}] | {"event_counts_by_type":{"simulation_tick":100,"demand_signal":14,"inventory_update":24,"logistics_delay":5,"anomaly_detected":2,"insight":20}} | [{"id":"RA-00000002","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-002 at LOC-002 (fill 43.2% vs expected 65.2%).","affected_skus":["SKU-002"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":100}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":100,"summary":"Wireless Earbuds at LA Distribution Center: 101 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":100,"summary":"Wireless Earbuds at LA Distribution Center: normal, 10.7d supply"},{"event_type":"logistics_del... | [{"id":"RA-00000002","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-002 at LOC-002 (fill 43.2% vs expected 65.2%).","affected_skus":["SKU-002"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":100}] | [{"factor":"Logistics bottleneck","contribution":0.829,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: moderate_drop","Severity: medium"]}] | [{"sku_id":"SKU-002","sku_name":"Wireless Earbuds","location_id":"LOC-002","location_name":"LA Distribution Center","probability":0.248,"predicted_stockout_date":"2025-04-20","days_until_stockout":10,"current_inventory":1081,"daily_demand_avg":101.41,"confidence":0.784}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-002"],"affected_locations":... | Tick 100: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.726 |
S-00004 | 72 | 2025-03-13 | demand_spike | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-005 | Vitamin D Supplements | health | 30 | 25 | LOC-008 | Shenzhen Supplier | supplier | 6,250 | none | 33.36 | 35.03 | increasing | false | 0 | 28.02 | 7.95 | 0.672 | false | low | 2,595 | 33.36 | 233 | 0.4152 | normal | 77.8 | false | LOC-007 | LOC-008 | 625 | regional imbalance | SHP-00004 | LOC-002 | LOC-006 | 1,554.9 | clear | low | 25.92 | 25.92 | 0 | none | on_time | 1 | 70 | 72 | 2 | none | low | none | low | [] | [{"product_id":"SKU-005","location":"LOC-008","current_stock":2595,"fill_rate":0.4152,"status":"normal"}] | [{"product_id":"SKU-005","location":"LOC-008","current_demand":33.36,"avg_demand":28.02,"predicted_demand":35.03}] | {"event_counts_by_type":{"simulation_tick":72,"demand_signal":39,"inventory_update":30,"logistics_delay":2,"anomaly_detected":0,"insight":14}} | [] | [{"event_type":"demand_signal","agent":"demand_agent","tick":72,"summary":"Vitamin D Supplements at Shenzhen Supplier: 33 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":72,"summary":"Vitamin D Supplements at Shenzhen Supplier: normal, 77.8d supply"},{"event_type":"logistics_delay"... | [] | [] | [{"sku_id":"SKU-005","sku_name":"Vitamin D Supplements","location_id":"LOC-008","location_name":"Shenzhen Supplier","probability":0.01,"predicted_stockout_date":"2025-05-29","days_until_stockout":77,"current_inventory":2595,"daily_demand_avg":33.36,"confidence":0.792}] | [] | Tick 72: 1 stockout risks, 0 alerts (0 critical), 0 anomalies in window. | 0.636 |
S-00005 | 295 | 2025-10-22 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-003 | Organic Coffee Beans | food | 100 | 15 | LOC-001 | Shanghai Port | port | 5,000 | promotion,social_media_trend,holiday | 206.42 | 196.1 | decreasing | true | 1.248 | 91.83 | 29.29 | 3.912 | true | critical | 1,688 | 206.42 | 1,444 | 0.3376 | low | 8.2 | false | LOC-004 | LOC-001 | 500 | below reorder point | SHP-00005 | LOC-002 | LOC-005 | 2,007.4 | clear | low | 33.46 | 33.46 | 0 | none | on_time | 1 | 291 | 295 | 4 | sudden_drop | high | none | low | [{"product_id":"SKU-003","location":"LOC-001","is_anomaly":true,"z_score":3.912,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-003 at LOC-001 is 3.91 std devs from average."},{"product_id":"SKU-003","location":"LOC-001","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high",... | [{"product_id":"SKU-003","location":"LOC-001","current_stock":1688,"fill_rate":0.3376,"status":"low"}] | [{"product_id":"SKU-003","location":"LOC-001","current_demand":206.42,"avg_demand":91.83,"predicted_demand":196.1}] | {"event_counts_by_type":{"simulation_tick":295,"demand_signal":19,"inventory_update":27,"logistics_delay":6,"anomaly_detected":2,"insight":59}} | [{"id":"RA-00000004","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-003 at LOC-001 is 3.91 std devs from average.","affected_skus":["SKU-003"],"affected_locations":["LOC-001"],"detected_at":"2025-01-01T00:00:00+00:00","tick":295}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":295,"summary":"Organic Coffee Beans at Shanghai Port: 206 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":295,"summary":"Organic Coffee Beans at Shanghai Port: low, 8.2d supply"},{"event_type":"logistics_delay","agent":"l... | [{"id":"RA-00000004","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-003 at LOC-001 is 3.91 std devs from average.","affected_skus":["SKU-003"],"affected_locations":["LOC-001"],"detected_at":"2025-01-01T00:00:00+00:00","tick":295}] | [{"factor":"Logistics bottleneck","contribution":0.692,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-003","sku_name":"Organic Coffee Beans","location_id":"LOC-001","location_name":"Shanghai Port","probability":0.411,"predicted_stockout_date":"2025-10-30","days_until_stockout":8,"current_inventory":1688,"daily_demand_avg":206.42,"confidence":0.831}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-003"],"affected_locations":... | Tick 295: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.847 |
S-00006 | 229 | 2025-08-17 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-004 | Running Shoes | clothing | 45 | 120 | LOC-005 | Dallas Warehouse | warehouse | 1,875 | weather,economic_downturn | 40.98 | 40.98 | stable | false | 0 | 51.39 | 6.32 | 1.647 | false | medium | 1,141 | 45 | 315 | 0.6085 | normal | 25.4 | false | LOC-006 | LOC-005 | 187 | critical stock | SHP-00006 | LOC-005 | LOC-007 | 1,787.3 | clear | medium | 29.79 | 35.75 | 5.96 | traffic:medium | delayed | 0.6 | 226 | 229 | 5 | none | low | none | low | [] | [{"product_id":"SKU-004","location":"LOC-005","current_stock":1141,"fill_rate":0.6085,"status":"normal"}] | [{"product_id":"SKU-004","location":"LOC-005","current_demand":40.98,"avg_demand":51.39,"predicted_demand":40.98}] | {"event_counts_by_type":{"simulation_tick":229,"demand_signal":21,"inventory_update":2,"logistics_delay":13,"anomaly_detected":0,"insight":45}} | [] | [{"event_type":"demand_signal","agent":"demand_agent","tick":229,"summary":"Running Shoes at Dallas Warehouse: 41 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":229,"summary":"Running Shoes at Dallas Warehouse: normal, 25.4d supply"},{"event_type":"logistics_delay","agent":"logistics_... | [] | [] | [{"sku_id":"SKU-004","sku_name":"Running Shoes","location_id":"LOC-005","location_name":"Dallas Warehouse","probability":0.01,"predicted_stockout_date":"2025-09-11","days_until_stockout":25,"current_inventory":1141,"daily_demand_avg":45.0,"confidence":0.696}] | [] | Tick 229: 1 stockout risks, 0 alerts (0 critical), 0 anomalies in window. | 0.656 |
S-00007 | 207 | 2025-07-26 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-001 | Laptop Pro 15 | electronics | 25 | 899 | LOC-007 | Miami Distribution | distribution_center | 2,500 | economic_downturn,social_media_trend,competitor_stockout | 36.91 | 35.06 | decreasing | false | 0 | 34.42 | 10.11 | 0.246 | false | low | 1,831 | 36.91 | 258 | 0.7324 | normal | 49.6 | false | LOC-005 | LOC-007 | 250 | below reorder point | SHP-00007 | LOC-002 | LOC-006 | 1,554.9 | storm | high | 25.92 | 69.97 | 44.05 | weather:storm, traffic:high | critical | 0.5 | 205 | 207 | 4 | none | low | route_disruption | critical | [{"shipment_id":"SHP-00007","route":"LOC-002\u2192LOC-006","is_anomaly":true,"anomaly_type":"route_disruption","severity":"critical","description":"route_disruption for SHP-00007 on LOC-002\u2192LOC-006: 44.0h vs avg 2.9h."}] | [{"product_id":"SKU-001","location":"LOC-007","current_stock":1831,"fill_rate":0.7324,"status":"normal"}] | [{"product_id":"SKU-001","location":"LOC-007","current_demand":36.91,"avg_demand":34.42,"predicted_demand":35.06}] | {"event_counts_by_type":{"simulation_tick":207,"demand_signal":26,"inventory_update":35,"logistics_delay":21,"anomaly_detected":1,"insight":41}} | [{"id":"RA-00000006","severity":"critical","category":"route_disruption","title":"Anomaly: route_disruption","description":"route_disruption for SHP-00007 on LOC-002\u2192LOC-006: 44.0h vs avg 2.9h.","affected_skus":["SKU-001"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":207}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":207,"summary":"Laptop Pro 15 at Miami Distribution: 37 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":207,"summary":"Laptop Pro 15 at Miami Distribution: normal, 49.6d supply"},{"event_type":"logistics_delay","agent":"lo... | [{"id":"RA-00000006","severity":"critical","category":"route_disruption","title":"Anomaly: route_disruption","description":"route_disruption for SHP-00007 on LOC-002\u2192LOC-006: 44.0h vs avg 2.9h.","affected_skus":["SKU-001"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":207}] | [{"factor":"Logistics bottleneck","contribution":0.714,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: route_disruption","Severity: critical"]}] | [{"sku_id":"SKU-001","sku_name":"Laptop Pro 15","location_id":"LOC-007","location_name":"Miami Distribution","probability":0.01,"predicted_stockout_date":"2025-09-13","days_until_stockout":49,"current_inventory":1831,"daily_demand_avg":36.91,"confidence":0.634}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-001"],"affected_locations":... | Tick 207: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.906 |
S-00008 | 114 | 2025-04-24 | demand_spike | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-002 | Wireless Earbuds | electronics | 60 | 79 | LOC-005 | Dallas Warehouse | warehouse | 1,875 | holiday | 292.38 | 292.38 | stable | true | 3.901 | 59.66 | 4.44 | 52.414 | true | critical | 1,023 | 292.38 | 2,046 | 0.5456 | normal | 3.5 | true | LOC-008 | LOC-005 | 2,227 | regional imbalance | SHP-00008 | LOC-003 | LOC-004 | 1,144 | storm | medium | 19.07 | 41.18 | 22.11 | weather:storm, traffic:medium | critical | 0.5 | 113 | 114 | 2 | none | low | route_disruption | critical | [{"product_id":"SKU-002","location":"LOC-005","is_anomaly":true,"z_score":52.414,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-002 at LOC-005 is 52.41 std devs from average."},{"shipment_id":"SHP-00008","route":"LOC-003\u2192LOC-004","is_anomaly":true,"anomaly_type":"route_disruption... | [{"product_id":"SKU-002","location":"LOC-005","current_stock":1023,"fill_rate":0.5456,"status":"normal"}] | [{"product_id":"SKU-002","location":"LOC-005","current_demand":292.38,"avg_demand":59.66,"predicted_demand":292.38}] | {"event_counts_by_type":{"simulation_tick":114,"demand_signal":23,"inventory_update":19,"logistics_delay":0,"anomaly_detected":2,"insight":22}} | [{"id":"RA-00000007","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-002 at LOC-005 is 52.41 std devs from average.","affected_skus":["SKU-002"],"affected_locations":["LOC-005"],"detected_at":"2025-01-01T00:00:00+00:00","tick":114}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":114,"summary":"Wireless Earbuds at Dallas Warehouse: 292 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":114,"summary":"Wireless Earbuds at Dallas Warehouse: normal, 3.5d supply"},{"event_type":"logistics_delay","agent":"logi... | [{"id":"RA-00000007","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-002 at LOC-005 is 52.41 std devs from average.","affected_skus":["SKU-002"],"affected_locations":["LOC-005"],"detected_at":"2025-01-01T00:00:00+00:00","tick":114}] | [{"factor":"Logistics bottleneck","contribution":0.899,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-002","sku_name":"Wireless Earbuds","location_id":"LOC-005","location_name":"Dallas Warehouse","probability":0.741,"predicted_stockout_date":"2025-04-27","days_until_stockout":3,"current_inventory":1023,"daily_demand_avg":292.38,"confidence":0.727}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-002"],"affected_locations":... | Tick 114: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.88 |
S-00009 | 227 | 2025-08-15 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-005 | Vitamin D Supplements | health | 90 | 25 | LOC-003 | Chicago Warehouse | warehouse | 1,875 | none | 82.79 | 82.79 | stable | false | 0 | 102.69 | 19.07 | 1.044 | false | low | 712 | 90 | 630 | 0.3797 | low | 7.9 | false | LOC-004 | LOC-003 | 187 | pre-position seasonal build | SHP-00009 | LOC-002 | LOC-003 | 2,823.3 | clear | medium | 47.05 | 56.47 | 9.41 | traffic:medium | delayed | 0 | 227 | 227 | 3 | moderate_drop | medium | none | low | [{"product_id":"SKU-005","location":"LOC-003","is_anomaly":true,"anomaly_type":"moderate_drop","severity":"medium","description":"moderate_drop for SKU-005 at LOC-003 (fill 38.0% vs expected 54.7%)."}] | [{"product_id":"SKU-005","location":"LOC-003","current_stock":712,"fill_rate":0.3797,"status":"low"}] | [{"product_id":"SKU-005","location":"LOC-003","current_demand":82.79,"avg_demand":102.69,"predicted_demand":82.79}] | {"event_counts_by_type":{"simulation_tick":227,"demand_signal":25,"inventory_update":40,"logistics_delay":7,"anomaly_detected":1,"insight":45}} | [{"id":"RA-00000008","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-005 at LOC-003 (fill 38.0% vs expected 54.7%).","affected_skus":["SKU-005"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":227}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":227,"summary":"Vitamin D Supplements at Chicago Warehouse: 83 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":227,"summary":"Vitamin D Supplements at Chicago Warehouse: low, 7.9d supply"},{"event_type":"logistics_delay","agen... | [{"id":"RA-00000008","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-005 at LOC-003 (fill 38.0% vs expected 54.7%).","affected_skus":["SKU-005"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":227}] | [{"factor":"Logistics bottleneck","contribution":0.893,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: moderate_drop","Severity: medium"]}] | [{"sku_id":"SKU-005","sku_name":"Vitamin D Supplements","location_id":"LOC-003","location_name":"Chicago Warehouse","probability":0.433,"predicted_stockout_date":"2025-08-22","days_until_stockout":7,"current_inventory":712,"daily_demand_avg":90.0,"confidence":0.81}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-005"],"affected_locations":... | Tick 227: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.591 |
S-00010 | 44 | 2025-02-13 | holiday_season | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-005 | Vitamin D Supplements | health | 90 | 25 | LOC-003 | Chicago Warehouse | warehouse | 1,875 | supply_disruption | 105.3 | 105.3 | stable | true | 0.583 | 66.54 | 12.07 | 3.211 | true | critical | 1,373 | 105.3 | 737 | 0.7323 | normal | 13 | false | LOC-007 | LOC-003 | 72 | demand spike protection | SHP-00010 | LOC-003 | LOC-004 | 1,144 | clear | medium | 19.07 | 22.88 | 3.81 | traffic:medium | delayed | 1 | 40 | 44 | 4 | none | low | route_disruption | critical | [{"product_id":"SKU-005","location":"LOC-003","is_anomaly":true,"z_score":3.211,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-005 at LOC-003 is 3.21 std devs from average."},{"shipment_id":"SHP-00010","route":"LOC-003\u2192LOC-004","is_anomaly":true,"anomaly_type":"route_disruption",... | [{"product_id":"SKU-005","location":"LOC-003","current_stock":1373,"fill_rate":0.7323,"status":"normal"}] | [{"product_id":"SKU-005","location":"LOC-003","current_demand":105.3,"avg_demand":66.54,"predicted_demand":105.3}] | {"event_counts_by_type":{"simulation_tick":44,"demand_signal":37,"inventory_update":29,"logistics_delay":1,"anomaly_detected":2,"insight":8}} | [{"id":"RA-00000009","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-005 at LOC-003 is 3.21 std devs from average.","affected_skus":["SKU-005"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":44}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":44,"summary":"Vitamin D Supplements at Chicago Warehouse: 105 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":44,"summary":"Vitamin D Supplements at Chicago Warehouse: normal, 13.0d supply"},{"event_type":"logistics_delay","a... | [{"id":"RA-00000009","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-005 at LOC-003 is 3.21 std devs from average.","affected_skus":["SKU-005"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":44}] | [{"factor":"Logistics bottleneck","contribution":0.837,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-005","sku_name":"Vitamin D Supplements","location_id":"LOC-003","location_name":"Chicago Warehouse","probability":0.142,"predicted_stockout_date":"2025-02-26","days_until_stockout":13,"current_inventory":1373,"daily_demand_avg":105.3,"confidence":0.634}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-005"],"affected_locations":... | Tick 44: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.617 |
S-00011 | 80 | 2025-03-21 | supply_disruption | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-007 | Protein Bars (24pk) | food | 200 | 30 | LOC-002 | LA Distribution Center | distribution_center | 2,500 | supply_disruption | 191.1 | 200.66 | increasing | false | 0 | 170.29 | 37.05 | 0.562 | false | low | 486 | 200 | 1,400 | 0.1944 | critical | 2.4 | true | LOC-007 | LOC-002 | 790 | regional imbalance | SHP-00011 | LOC-002 | LOC-006 | 1,554.9 | clear | severe | 25.92 | 51.83 | 25.91 | traffic:severe | critical | 1 | 78 | 80 | 2 | unexpected_stockout | critical | severe_delay | high | [{"product_id":"SKU-007","location":"LOC-002","is_anomaly":true,"anomaly_type":"unexpected_stockout","severity":"critical","description":"unexpected_stockout for SKU-007 at LOC-002 (fill 19.4% vs expected 76.6%)."},{"shipment_id":"SHP-00011","route":"LOC-002\u2192LOC-006","is_anomaly":true,"anomaly_type":"severe_delay"... | [{"product_id":"SKU-007","location":"LOC-002","current_stock":486,"fill_rate":0.1944,"status":"critical"}] | [{"product_id":"SKU-007","location":"LOC-002","current_demand":191.1,"avg_demand":170.29,"predicted_demand":200.66}] | {"event_counts_by_type":{"simulation_tick":80,"demand_signal":31,"inventory_update":16,"logistics_delay":24,"anomaly_detected":2,"insight":16}} | [{"id":"RA-0000000a","severity":"critical","category":"unexpected_stockout","title":"Anomaly: unexpected_stockout","description":"unexpected_stockout for SKU-007 at LOC-002 (fill 19.4% vs expected 76.6%).","affected_skus":["SKU-007"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":80}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":80,"summary":"Protein Bars (24pk) at LA Distribution Center: 191 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":80,"summary":"Protein Bars (24pk) at LA Distribution Center: critical, 2.4d supply"},{"event_type":"logistic... | [{"id":"RA-0000000a","severity":"critical","category":"unexpected_stockout","title":"Anomaly: unexpected_stockout","description":"unexpected_stockout for SKU-007 at LOC-002 (fill 19.4% vs expected 76.6%).","affected_skus":["SKU-007"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":80}] | [{"factor":"Unexpected demand surge","contribution":0.421,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: unexpected_stockout","Severity: critical"]}] | [{"sku_id":"SKU-007","sku_name":"Protein Bars (24pk)","location_id":"LOC-002","location_name":"LA Distribution Center","probability":0.799,"predicted_stockout_date":"2025-03-23","days_until_stockout":2,"current_inventory":486,"daily_demand_avg":200.0,"confidence":0.903}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-007"],"affected_locations":... | Tick 80: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.867 |
S-00012 | 348 | 2025-12-14 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-004 | Running Shoes | clothing | 75 | 120 | LOC-002 | LA Distribution Center | distribution_center | 2,500 | none | 55.37 | 52.6 | decreasing | false | 0 | 62.15 | 16.22 | 0.418 | false | low | 673 | 75 | 525 | 0.2692 | low | 9 | false | LOC-003 | LOC-002 | 287 | critical stock | SHP-00012 | LOC-007 | LOC-004 | 1,757.7 | clear | high | 29.3 | 43.94 | 14.64 | traffic:high | critical | 0.5 | 347 | 348 | 2 | sudden_drop | high | unusual_delay | medium | [{"product_id":"SKU-004","location":"LOC-002","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high","description":"sudden_drop for SKU-004 at LOC-002 (fill 26.9% vs expected 62.6%)."},{"shipment_id":"SHP-00012","route":"LOC-007\u2192LOC-004","is_anomaly":true,"anomaly_type":"unusual_delay","severity":"medium... | [{"product_id":"SKU-004","location":"LOC-002","current_stock":673,"fill_rate":0.2692,"status":"low"}] | [{"product_id":"SKU-004","location":"LOC-002","current_demand":55.37,"avg_demand":62.15,"predicted_demand":52.6}] | {"event_counts_by_type":{"simulation_tick":348,"demand_signal":11,"inventory_update":24,"logistics_delay":12,"anomaly_detected":2,"insight":69}} | [{"id":"RA-0000000b","severity":"high","category":"sudden_drop","title":"Anomaly: sudden_drop","description":"sudden_drop for SKU-004 at LOC-002 (fill 26.9% vs expected 62.6%).","affected_skus":["SKU-004"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":348}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":348,"summary":"Running Shoes at LA Distribution Center: 55 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":348,"summary":"Running Shoes at LA Distribution Center: low, 9.0d supply"},{"event_type":"logistics_delay","agent"... | [{"id":"RA-0000000b","severity":"high","category":"sudden_drop","title":"Anomaly: sudden_drop","description":"sudden_drop for SKU-004 at LOC-002 (fill 26.9% vs expected 62.6%).","affected_skus":["SKU-004"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":348}] | [{"factor":"Logistics bottleneck","contribution":0.793,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: sudden_drop","Severity: high"]}] | [{"sku_id":"SKU-004","sku_name":"Running Shoes","location_id":"LOC-002","location_name":"LA Distribution Center","probability":0.354,"predicted_stockout_date":"2025-12-23","days_until_stockout":9,"current_inventory":673,"daily_demand_avg":75.0,"confidence":0.865}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-004"],"affected_locations":... | Tick 348: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.871 |
S-00013 | 170 | 2025-06-19 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-004 | Running Shoes | clothing | 45 | 120 | LOC-003 | Chicago Warehouse | warehouse | 1,875 | none | 59.16 | 62.12 | increasing | false | 0 | 52.64 | 13.7 | 0.476 | false | low | 969 | 59.16 | 414 | 0.5168 | normal | 16.4 | false | LOC-002 | LOC-003 | 388 | critical stock | SHP-00013 | LOC-005 | LOC-007 | 1,787.3 | clear | medium | 29.79 | 35.75 | 5.96 | traffic:medium | delayed | 1 | 166 | 170 | 4 | none | low | none | low | [] | [{"product_id":"SKU-004","location":"LOC-003","current_stock":969,"fill_rate":0.5168,"status":"normal"}] | [{"product_id":"SKU-004","location":"LOC-003","current_demand":59.16,"avg_demand":52.64,"predicted_demand":62.12}] | {"event_counts_by_type":{"simulation_tick":170,"demand_signal":25,"inventory_update":10,"logistics_delay":24,"anomaly_detected":0,"insight":34}} | [] | [{"event_type":"demand_signal","agent":"demand_agent","tick":170,"summary":"Running Shoes at Chicago Warehouse: 59 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":170,"summary":"Running Shoes at Chicago Warehouse: normal, 16.4d supply"},{"event_type":"logistics_delay","agent":"logi... | [] | [] | [{"sku_id":"SKU-004","sku_name":"Running Shoes","location_id":"LOC-003","location_name":"Chicago Warehouse","probability":0.056,"predicted_stockout_date":"2025-07-05","days_until_stockout":16,"current_inventory":969,"daily_demand_avg":59.16,"confidence":0.742}] | [] | Tick 170: 1 stockout risks, 0 alerts (0 critical), 0 anomalies in window. | 0.571 |
S-00014 | 345 | 2025-12-11 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-002 | Wireless Earbuds | electronics | 100 | 79 | LOC-007 | Miami Distribution | distribution_center | 2,500 | promotion,social_media_trend,competitor_stockout | 144.68 | 137.45 | decreasing | true | 0.69 | 85.6 | 13.8 | 4.281 | true | critical | 865 | 144.68 | 1,012 | 0.346 | low | 6 | true | LOC-006 | LOC-007 | 250 | demand spike protection | SHP-00014 | LOC-002 | LOC-006 | 1,554.9 | clear | low | 25.92 | 25.92 | 0 | none | on_time | 0 | 345 | 345 | 2 | sudden_drop | high | none | low | [{"product_id":"SKU-002","location":"LOC-007","is_anomaly":true,"z_score":4.281,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-002 at LOC-007 is 4.28 std devs from average."},{"product_id":"SKU-002","location":"LOC-007","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high",... | [{"product_id":"SKU-002","location":"LOC-007","current_stock":865,"fill_rate":0.346,"status":"low"}] | [{"product_id":"SKU-002","location":"LOC-007","current_demand":144.68,"avg_demand":85.6,"predicted_demand":137.45}] | {"event_counts_by_type":{"simulation_tick":345,"demand_signal":11,"inventory_update":36,"logistics_delay":0,"anomaly_detected":2,"insight":69}} | [{"id":"RA-0000000d","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-002 at LOC-007 is 4.28 std devs from average.","affected_skus":["SKU-002"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":345}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":345,"summary":"Wireless Earbuds at Miami Distribution: 145 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":345,"summary":"Wireless Earbuds at Miami Distribution: low, 6.0d supply"},{"event_type":"logistics_delay","agent":... | [{"id":"RA-0000000d","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-002 at LOC-007 is 4.28 std devs from average.","affected_skus":["SKU-002"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":345}] | [{"factor":"Logistics bottleneck","contribution":0.583,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-002","sku_name":"Wireless Earbuds","location_id":"LOC-007","location_name":"Miami Distribution","probability":0.574,"predicted_stockout_date":"2025-12-17","days_until_stockout":6,"current_inventory":865,"daily_demand_avg":144.68,"confidence":0.827}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-002"],"affected_locations":... | Tick 345: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.813 |
S-00015 | 98 | 2025-04-08 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-003 | Organic Coffee Beans | food | 250 | 15 | LOC-002 | LA Distribution Center | distribution_center | 2,500 | weather | 314.16 | 329.87 | increasing | false | 0 | 249.48 | 69.83 | 0.926 | false | low | 866 | 314.16 | 2,199 | 0.3464 | low | 2.8 | true | LOC-008 | LOC-002 | 2,280 | demand spike protection | SHP-00015 | LOC-002 | LOC-003 | 2,823.3 | clear | medium | 47.05 | 56.47 | 9.41 | traffic:medium | delayed | 0.6667 | 96 | 98 | 3 | sudden_drop | high | route_disruption | critical | [{"product_id":"SKU-003","location":"LOC-002","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high","description":"sudden_drop for SKU-003 at LOC-002 (fill 34.6% vs expected 80.3%)."},{"shipment_id":"SHP-00015","route":"LOC-002\u2192LOC-003","is_anomaly":true,"anomaly_type":"route_disruption","severity":"cri... | [{"product_id":"SKU-003","location":"LOC-002","current_stock":866,"fill_rate":0.3464,"status":"low"}] | [{"product_id":"SKU-003","location":"LOC-002","current_demand":314.16,"avg_demand":249.48,"predicted_demand":329.87}] | {"event_counts_by_type":{"simulation_tick":98,"demand_signal":40,"inventory_update":27,"logistics_delay":17,"anomaly_detected":2,"insight":19}} | [{"id":"RA-0000000e","severity":"high","category":"sudden_drop","title":"Anomaly: sudden_drop","description":"sudden_drop for SKU-003 at LOC-002 (fill 34.6% vs expected 80.3%).","affected_skus":["SKU-003"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":98}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":98,"summary":"Organic Coffee Beans at LA Distribution Center: 314 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":98,"summary":"Organic Coffee Beans at LA Distribution Center: low, 2.8d supply"},{"event_type":"logistics_d... | [{"id":"RA-0000000e","severity":"high","category":"sudden_drop","title":"Anomaly: sudden_drop","description":"sudden_drop for SKU-003 at LOC-002 (fill 34.6% vs expected 80.3%).","affected_skus":["SKU-003"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":98}] | [{"factor":"Unexpected demand surge","contribution":0.834,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: sudden_drop","Severity: high"]}] | [{"sku_id":"SKU-003","sku_name":"Organic Coffee Beans","location_id":"LOC-002","location_name":"LA Distribution Center","probability":0.779,"predicted_stockout_date":"2025-04-10","days_until_stockout":2,"current_inventory":866,"daily_demand_avg":314.16,"confidence":0.827}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-003"],"affected_locations":... | Tick 98: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.94 |
S-00016 | 237 | 2025-08-25 | supply_disruption | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-006 | Smart Watch | electronics | 30 | 299 | LOC-005 | Dallas Warehouse | warehouse | 1,875 | weather,economic_downturn | 35.46 | 35.46 | stable | false | 0 | 30.02 | 10.05 | 0.541 | false | low | 1,470 | 35.46 | 248 | 0.784 | normal | 41.5 | false | LOC-007 | LOC-005 | 395 | pre-position seasonal build | SHP-00016 | LOC-007 | LOC-004 | 1,757.7 | storm | medium | 29.3 | 63.28 | 33.98 | weather:storm, traffic:medium | critical | 0.5 | 235 | 237 | 4 | none | low | route_disruption | critical | [{"shipment_id":"SHP-00016","route":"LOC-007\u2192LOC-004","is_anomaly":true,"anomaly_type":"route_disruption","severity":"critical","description":"route_disruption for SHP-00016 on LOC-007\u2192LOC-004: 34.0h vs avg 2.2h."}] | [{"product_id":"SKU-006","location":"LOC-005","current_stock":1470,"fill_rate":0.784,"status":"normal"}] | [{"product_id":"SKU-006","location":"LOC-005","current_demand":35.46,"avg_demand":30.02,"predicted_demand":35.46}] | {"event_counts_by_type":{"simulation_tick":237,"demand_signal":30,"inventory_update":5,"logistics_delay":4,"anomaly_detected":1,"insight":47}} | [{"id":"RA-0000000f","severity":"critical","category":"route_disruption","title":"Anomaly: route_disruption","description":"route_disruption for SHP-00016 on LOC-007\u2192LOC-004: 34.0h vs avg 2.2h.","affected_skus":["SKU-006"],"affected_locations":["LOC-005"],"detected_at":"2025-01-01T00:00:00+00:00","tick":237}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":237,"summary":"Smart Watch at Dallas Warehouse: 35 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":237,"summary":"Smart Watch at Dallas Warehouse: normal, 41.5d supply"},{"event_type":"logistics_delay","agent":"logistics_agen... | [{"id":"RA-0000000f","severity":"critical","category":"route_disruption","title":"Anomaly: route_disruption","description":"route_disruption for SHP-00016 on LOC-007\u2192LOC-004: 34.0h vs avg 2.2h.","affected_skus":["SKU-006"],"affected_locations":["LOC-005"],"detected_at":"2025-01-01T00:00:00+00:00","tick":237}] | [{"factor":"Logistics bottleneck","contribution":0.544,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: route_disruption","Severity: critical"]}] | [{"sku_id":"SKU-006","sku_name":"Smart Watch","location_id":"LOC-005","location_name":"Dallas Warehouse","probability":0.01,"predicted_stockout_date":"2025-10-05","days_until_stockout":41,"current_inventory":1470,"daily_demand_avg":35.46,"confidence":0.608}] | [{"id":"REC-0000000","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-006"],"affected_locations":... | Tick 237: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.653 |
S-00017 | 334 | 2025-11-30 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-002 | Wireless Earbuds | electronics | 60 | 79 | LOC-003 | Chicago Warehouse | warehouse | 1,875 | none | 34.65 | 36.38 | increasing | false | 0 | 49.05 | 11.28 | 1.277 | false | low | 65 | 60 | 420 | 0.0347 | critical | 1.1 | true | LOC-005 | LOC-003 | 657 | pre-position seasonal build | SHP-00017 | LOC-001 | LOC-002 | 10,431.6 | clear | low | 173.86 | 173.86 | 0 | none | on_time | 1 | 320 | 334 | 14 | unexpected_stockout | critical | none | low | [{"product_id":"SKU-002","location":"LOC-003","is_anomaly":true,"anomaly_type":"unexpected_stockout","severity":"critical","description":"unexpected_stockout for SKU-002 at LOC-003 (fill 3.5% vs expected 57.1%)."}] | [{"product_id":"SKU-002","location":"LOC-003","current_stock":65,"fill_rate":0.0347,"status":"critical"}] | [{"product_id":"SKU-002","location":"LOC-003","current_demand":34.65,"avg_demand":49.05,"predicted_demand":36.38}] | {"event_counts_by_type":{"simulation_tick":334,"demand_signal":24,"inventory_update":27,"logistics_delay":10,"anomaly_detected":1,"insight":66}} | [{"id":"RA-00000010","severity":"critical","category":"unexpected_stockout","title":"Anomaly: unexpected_stockout","description":"unexpected_stockout for SKU-002 at LOC-003 (fill 3.5% vs expected 57.1%).","affected_skus":["SKU-002"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":334}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":334,"summary":"Wireless Earbuds at Chicago Warehouse: 35 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":334,"summary":"Wireless Earbuds at Chicago Warehouse: critical, 1.1d supply"},{"event_type":"logistics_delay","agent... | [{"id":"RA-00000010","severity":"critical","category":"unexpected_stockout","title":"Anomaly: unexpected_stockout","description":"unexpected_stockout for SKU-002 at LOC-003 (fill 3.5% vs expected 57.1%).","affected_skus":["SKU-002"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":334}] | [{"factor":"Unexpected demand surge","contribution":0.603,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: unexpected_stockout","Severity: critical"]}] | [{"sku_id":"SKU-002","sku_name":"Wireless Earbuds","location_id":"LOC-003","location_name":"Chicago Warehouse","probability":0.854,"predicted_stockout_date":"2025-12-01","days_until_stockout":1,"current_inventory":65,"daily_demand_avg":60.0,"confidence":0.983}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-002"],"affected_locations":... | Tick 334: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.938 |
S-00018 | 170 | 2025-06-19 | holiday_season | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-002 | Wireless Earbuds | electronics | 200 | 79 | LOC-004 | NYC Store Hub | store | 625 | promotion | 629.86 | 661.35 | increasing | true | 1.369 | 265.89 | 43.6 | 8.348 | true | critical | 144 | 629.86 | 4,409 | 0.2304 | low | 0.2 | true | LOC-008 | LOC-004 | 2,538 | below reorder point | SHP-00018 | LOC-003 | LOC-004 | 1,144 | clear | severe | 19.07 | 38.13 | 19.06 | traffic:severe | critical | 1 | 168 | 170 | 2 | sudden_drop | high | severe_delay | high | [{"product_id":"SKU-002","location":"LOC-004","is_anomaly":true,"z_score":8.348,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-002 at LOC-004 is 8.35 std devs from average."},{"product_id":"SKU-002","location":"LOC-004","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high",... | [{"product_id":"SKU-002","location":"LOC-004","current_stock":144,"fill_rate":0.2304,"status":"low"}] | [{"product_id":"SKU-002","location":"LOC-004","current_demand":629.86,"avg_demand":265.89,"predicted_demand":661.35}] | {"event_counts_by_type":{"simulation_tick":170,"demand_signal":30,"inventory_update":40,"logistics_delay":17,"anomaly_detected":3,"insight":34}} | [{"id":"RA-00000011","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-002 at LOC-004 is 8.35 std devs from average.","affected_skus":["SKU-002"],"affected_locations":["LOC-004"],"detected_at":"2025-01-01T00:00:00+00:00","tick":170}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":170,"summary":"Wireless Earbuds at NYC Store Hub: 630 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":170,"summary":"Wireless Earbuds at NYC Store Hub: low, 0.2d supply"},{"event_type":"logistics_delay","agent":"logistics... | [{"id":"RA-00000011","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-002 at LOC-004 is 8.35 std devs from average.","affected_skus":["SKU-002"],"affected_locations":["LOC-004"],"detected_at":"2025-01-01T00:00:00+00:00","tick":170}] | [{"factor":"Unexpected demand surge","contribution":0.446,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-002","sku_name":"Wireless Earbuds","location_id":"LOC-004","location_name":"NYC Store Hub","probability":0.885,"predicted_stockout_date":"2025-06-19","days_until_stockout":0,"current_inventory":144,"daily_demand_avg":629.86,"confidence":0.885}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-002"],"affected_locations":... | Tick 170: 1 stockout risks, 1 alerts (1 critical), 3 anomalies in window. | 0.665 |
S-00019 | 114 | 2025-04-24 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-008 | Yoga Mat Premium | fitness | 80 | 45 | LOC-006 | Seattle Store | store | 625 | none | 92.13 | 92.13 | stable | false | 0 | 79.41 | 24.39 | 0.522 | false | low | 114 | 92.13 | 644 | 0.1824 | critical | 1.2 | true | LOC-005 | LOC-006 | 490 | critical stock | SHP-00019 | LOC-007 | LOC-004 | 1,757.7 | clear | low | 29.3 | 29.3 | 0 | none | on_time | 0 | 114 | 114 | 2 | unexpected_stockout | critical | none | low | [{"product_id":"SKU-008","location":"LOC-006","is_anomaly":true,"anomaly_type":"unexpected_stockout","severity":"critical","description":"unexpected_stockout for SKU-008 at LOC-006 (fill 18.2% vs expected 51.4%)."}] | [{"product_id":"SKU-008","location":"LOC-006","current_stock":114,"fill_rate":0.1824,"status":"critical"}] | [{"product_id":"SKU-008","location":"LOC-006","current_demand":92.13,"avg_demand":79.41,"predicted_demand":92.13}] | {"event_counts_by_type":{"simulation_tick":114,"demand_signal":21,"inventory_update":1,"logistics_delay":13,"anomaly_detected":1,"insight":22}} | [{"id":"RA-00000012","severity":"critical","category":"unexpected_stockout","title":"Anomaly: unexpected_stockout","description":"unexpected_stockout for SKU-008 at LOC-006 (fill 18.2% vs expected 51.4%).","affected_skus":["SKU-008"],"affected_locations":["LOC-006"],"detected_at":"2025-01-01T00:00:00+00:00","tick":114}... | [{"event_type":"demand_signal","agent":"demand_agent","tick":114,"summary":"Yoga Mat Premium at Seattle Store: 92 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":114,"summary":"Yoga Mat Premium at Seattle Store: critical, 1.2d supply"},{"event_type":"logistics_delay","agent":"logistics... | [{"id":"RA-00000012","severity":"critical","category":"unexpected_stockout","title":"Anomaly: unexpected_stockout","description":"unexpected_stockout for SKU-008 at LOC-006 (fill 18.2% vs expected 51.4%).","affected_skus":["SKU-008"],"affected_locations":["LOC-006"],"detected_at":"2025-01-01T00:00:00+00:00","tick":114}... | [{"factor":"Logistics bottleneck","contribution":0.77,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: unexpected_stockout","Severity: critical"]}] | [{"sku_id":"SKU-008","sku_name":"Yoga Mat Premium","location_id":"LOC-006","location_name":"Seattle Store","probability":0.851,"predicted_stockout_date":"2025-04-25","days_until_stockout":1,"current_inventory":114,"daily_demand_avg":92.13,"confidence":0.909}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-008"],"affected_locations":... | Tick 114: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.635 |
S-00020 | 341 | 2025-12-07 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-004 | Running Shoes | clothing | 150 | 120 | LOC-006 | Seattle Store | store | 625 | supply_disruption,promotion | 156.96 | 156.96 | stable | false | 0 | 122.73 | 8.44 | 4.056 | true | critical | 16 | 156.96 | 1,098 | 0.0256 | critical | 0.1 | true | LOC-002 | LOC-006 | 946 | below reorder point | SHP-00020 | LOC-003 | LOC-004 | 1,144 | clear | low | 19.07 | 19.07 | 0 | none | on_time | 0.5 | 340 | 341 | 2 | unexpected_stockout | critical | none | low | [{"product_id":"SKU-004","location":"LOC-006","is_anomaly":true,"z_score":4.056,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-004 at LOC-006 is 4.06 std devs from average."},{"product_id":"SKU-004","location":"LOC-006","is_anomaly":true,"anomaly_type":"unexpected_stockout","severity"... | [{"product_id":"SKU-004","location":"LOC-006","current_stock":16,"fill_rate":0.0256,"status":"critical"}] | [{"product_id":"SKU-004","location":"LOC-006","current_demand":156.96,"avg_demand":122.73,"predicted_demand":156.96}] | {"event_counts_by_type":{"simulation_tick":341,"demand_signal":37,"inventory_update":14,"logistics_delay":5,"anomaly_detected":2,"insight":68}} | [{"id":"RA-00000013","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-004 at LOC-006 is 4.06 std devs from average.","affected_skus":["SKU-004"],"affected_locations":["LOC-006"],"detected_at":"2025-01-01T00:00:00+00:00","tick":341}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":341,"summary":"Running Shoes at Seattle Store: 157 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":341,"summary":"Running Shoes at Seattle Store: critical, 0.1d supply"},{"event_type":"logistics_delay","agent":"logistics_agen... | [{"id":"RA-00000013","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-004 at LOC-006 is 4.06 std devs from average.","affected_skus":["SKU-004"],"affected_locations":["LOC-006"],"detected_at":"2025-01-01T00:00:00+00:00","tick":341}] | [{"factor":"Logistics bottleneck","contribution":0.874,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-004","sku_name":"Running Shoes","location_id":"LOC-006","location_name":"Seattle Store","probability":0.888,"predicted_stockout_date":"2025-12-07","days_until_stockout":0,"current_inventory":16,"daily_demand_avg":156.96,"confidence":0.987}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-004"],"affected_locations":... | Tick 341: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.941 |
S-00021 | 16 | 2025-01-16 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-002 | Wireless Earbuds | electronics | 60 | 79 | LOC-005 | Dallas Warehouse | warehouse | 1,875 | none | 44.65 | 42.42 | decreasing | false | 0 | 52.31 | 12.66 | 0.605 | false | low | 1,199 | 60 | 420 | 0.6395 | normal | 20 | false | LOC-007 | LOC-005 | 525 | pre-position seasonal build | SHP-00021 | LOC-007 | LOC-004 | 1,757.7 | clear | medium | 29.3 | 35.15 | 5.85 | traffic:medium | delayed | 0 | 16 | 16 | 3 | none | low | none | low | [] | [{"product_id":"SKU-002","location":"LOC-005","current_stock":1199,"fill_rate":0.6395,"status":"normal"}] | [{"product_id":"SKU-002","location":"LOC-005","current_demand":44.65,"avg_demand":52.31,"predicted_demand":42.42}] | {"event_counts_by_type":{"simulation_tick":16,"demand_signal":12,"inventory_update":6,"logistics_delay":13,"anomaly_detected":0,"insight":3}} | [] | [{"event_type":"demand_signal","agent":"demand_agent","tick":16,"summary":"Wireless Earbuds at Dallas Warehouse: 45 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":16,"summary":"Wireless Earbuds at Dallas Warehouse: normal, 20.0d supply"},{"event_type":"logistics_delay","agent":"lo... | [] | [] | [{"sku_id":"SKU-002","sku_name":"Wireless Earbuds","location_id":"LOC-005","location_name":"Dallas Warehouse","probability":0.02,"predicted_stockout_date":"2025-02-05","days_until_stockout":20,"current_inventory":1199,"daily_demand_avg":60.0,"confidence":0.68}] | [] | Tick 16: 1 stockout risks, 0 alerts (0 critical), 0 anomalies in window. | 0.559 |
S-00022 | 146 | 2025-05-26 | holiday_season | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-005 | Vitamin D Supplements | health | 30 | 25 | LOC-008 | Shenzhen Supplier | supplier | 6,250 | none | 73.2 | 73.2 | stable | true | 1.083 | 35.14 | 1.8 | 21.144 | true | critical | 4,899 | 73.2 | 512 | 0.7838 | normal | 66.9 | false | LOC-001 | LOC-008 | 625 | demand spike protection | SHP-00022 | LOC-002 | LOC-003 | 2,823.3 | clear | medium | 47.05 | 56.47 | 9.41 | traffic:medium | delayed | 1 | 142 | 146 | 4 | none | low | none | low | [{"product_id":"SKU-005","location":"LOC-008","is_anomaly":true,"z_score":21.144,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-005 at LOC-008 is 21.14 std devs from average."}] | [{"product_id":"SKU-005","location":"LOC-008","current_stock":4899,"fill_rate":0.7838,"status":"normal"}] | [{"product_id":"SKU-005","location":"LOC-008","current_demand":73.2,"avg_demand":35.14,"predicted_demand":73.2}] | {"event_counts_by_type":{"simulation_tick":146,"demand_signal":15,"inventory_update":6,"logistics_delay":3,"anomaly_detected":1,"insight":29}} | [{"id":"RA-00000015","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-005 at LOC-008 is 21.14 std devs from average.","affected_skus":["SKU-005"],"affected_locations":["LOC-008"],"detected_at":"2025-01-01T00:00:00+00:00","tick":146}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":146,"summary":"Vitamin D Supplements at Shenzhen Supplier: 73 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":146,"summary":"Vitamin D Supplements at Shenzhen Supplier: normal, 66.9d supply"},{"event_type":"logistics_delay","... | [{"id":"RA-00000015","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-005 at LOC-008 is 21.14 std devs from average.","affected_skus":["SKU-005"],"affected_locations":["LOC-008"],"detected_at":"2025-01-01T00:00:00+00:00","tick":146}] | [{"factor":"Logistics bottleneck","contribution":0.502,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-005","sku_name":"Vitamin D Supplements","location_id":"LOC-008","location_name":"Shenzhen Supplier","probability":0.01,"predicted_stockout_date":"2025-07-31","days_until_stockout":66,"current_inventory":4899,"daily_demand_avg":73.2,"confidence":0.608}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-005"],"affected_locations":... | Tick 146: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.813 |
S-00023 | 30 | 2025-01-30 | holiday_season | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-006 | Smart Watch | electronics | 10 | 299 | LOC-008 | Shenzhen Supplier | supplier | 6,250 | competitor_stockout | 11.56 | 11.56 | stable | true | 0.303 | 8.87 | 2.99 | 0.9 | false | low | 3,833 | 11.56 | 80 | 0.6133 | normal | 331.6 | false | LOC-004 | LOC-008 | 625 | regional imbalance | SHP-00023 | LOC-008 | LOC-001 | 1,213.2 | clear | low | 20.22 | 20.22 | -0 | none | on_time | 0.5 | 29 | 30 | 2 | moderate_drop | medium | none | low | [{"product_id":"SKU-006","location":"LOC-008","is_anomaly":true,"anomaly_type":"moderate_drop","severity":"medium","description":"moderate_drop for SKU-006 at LOC-008 (fill 61.3% vs expected 80.7%)."}] | [{"product_id":"SKU-006","location":"LOC-008","current_stock":3833,"fill_rate":0.6133,"status":"normal"}] | [{"product_id":"SKU-006","location":"LOC-008","current_demand":11.56,"avg_demand":8.87,"predicted_demand":11.56}] | {"event_counts_by_type":{"simulation_tick":30,"demand_signal":36,"inventory_update":1,"logistics_delay":10,"anomaly_detected":1,"insight":6}} | [{"id":"RA-00000016","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-006 at LOC-008 (fill 61.3% vs expected 80.7%).","affected_skus":["SKU-006"],"affected_locations":["LOC-008"],"detected_at":"2025-01-01T00:00:00+00:00","tick":30}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":30,"summary":"Smart Watch at Shenzhen Supplier: 12 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":30,"summary":"Smart Watch at Shenzhen Supplier: normal, 331.6d supply"},{"event_type":"logistics_delay","agent":"logistics_age... | [{"id":"RA-00000016","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-006 at LOC-008 (fill 61.3% vs expected 80.7%).","affected_skus":["SKU-006"],"affected_locations":["LOC-008"],"detected_at":"2025-01-01T00:00:00+00:00","tick":30}] | [{"factor":"Logistics bottleneck","contribution":0.815,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: moderate_drop","Severity: medium"]}] | [{"sku_id":"SKU-006","sku_name":"Smart Watch","location_id":"LOC-008","location_name":"Shenzhen Supplier","probability":0.01,"predicted_stockout_date":"2025-12-27","days_until_stockout":331,"current_inventory":3833,"daily_demand_avg":11.56,"confidence":0.693}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-006"],"affected_locations":... | Tick 30: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.602 |
S-00024 | 249 | 2025-09-06 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-003 | Organic Coffee Beans | food | 250 | 15 | LOC-002 | LA Distribution Center | distribution_center | 2,500 | economic_downturn,holiday | 455.54 | 455.54 | stable | true | 0.838 | 247.91 | 61.46 | 3.378 | true | critical | 720 | 455.54 | 3,188 | 0.288 | low | 1.6 | true | LOC-005 | LOC-002 | 321 | regional imbalance | SHP-00024 | LOC-001 | LOC-002 | 10,431.6 | clear | severe | 173.86 | 347.72 | 173.86 | traffic:severe | critical | 0.4667 | 242 | 249 | 15 | moderate_drop | medium | route_disruption | critical | [{"product_id":"SKU-003","location":"LOC-002","is_anomaly":true,"z_score":3.378,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-003 at LOC-002 is 3.38 std devs from average."},{"product_id":"SKU-003","location":"LOC-002","is_anomaly":true,"anomaly_type":"moderate_drop","severity":"medi... | [{"product_id":"SKU-003","location":"LOC-002","current_stock":720,"fill_rate":0.288,"status":"low"}] | [{"product_id":"SKU-003","location":"LOC-002","current_demand":455.54,"avg_demand":247.91,"predicted_demand":455.54}] | {"event_counts_by_type":{"simulation_tick":249,"demand_signal":29,"inventory_update":1,"logistics_delay":7,"anomaly_detected":3,"insight":49}} | [{"id":"RA-00000017","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-003 at LOC-002 is 3.38 std devs from average.","affected_skus":["SKU-003"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":249}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":249,"summary":"Organic Coffee Beans at LA Distribution Center: 456 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":249,"summary":"Organic Coffee Beans at LA Distribution Center: low, 1.6d supply"},{"event_type":"logistics_del... | [{"id":"RA-00000017","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-003 at LOC-002 is 3.38 std devs from average.","affected_skus":["SKU-003"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":249}] | [{"factor":"Logistics bottleneck","contribution":0.719,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-003","sku_name":"Organic Coffee Beans","location_id":"LOC-002","location_name":"LA Distribution Center","probability":0.835,"predicted_stockout_date":"2025-09-07","days_until_stockout":1,"current_inventory":720,"daily_demand_avg":455.54,"confidence":0.856}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-003"],"affected_locations":... | Tick 249: 1 stockout risks, 1 alerts (1 critical), 3 anomalies in window. | 0.776 |
S-00025 | 111 | 2025-04-21 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-005 | Vitamin D Supplements | health | 300 | 25 | LOC-004 | NYC Store Hub | store | 625 | social_media_trend,weather | 401.16 | 381.1 | decreasing | false | 0 | 354.64 | 53.95 | 0.862 | false | low | 278 | 401.16 | 2,808 | 0.4448 | normal | 0.7 | true | LOC-007 | LOC-004 | 1,038 | critical stock | SHP-00025 | LOC-005 | LOC-007 | 1,787.3 | clear | low | 29.79 | 29.79 | 0 | none | on_time | 0.6667 | 109 | 111 | 3 | moderate_drop | medium | none | low | [{"product_id":"SKU-005","location":"LOC-004","is_anomaly":true,"anomaly_type":"moderate_drop","severity":"medium","description":"moderate_drop for SKU-005 at LOC-004 (fill 44.5% vs expected 70.1%)."}] | [{"product_id":"SKU-005","location":"LOC-004","current_stock":278,"fill_rate":0.4448,"status":"normal"}] | [{"product_id":"SKU-005","location":"LOC-004","current_demand":401.16,"avg_demand":354.64,"predicted_demand":381.1}] | {"event_counts_by_type":{"simulation_tick":111,"demand_signal":16,"inventory_update":4,"logistics_delay":20,"anomaly_detected":1,"insight":22}} | [{"id":"RA-00000018","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-005 at LOC-004 (fill 44.5% vs expected 70.1%).","affected_skus":["SKU-005"],"affected_locations":["LOC-004"],"detected_at":"2025-01-01T00:00:00+00:00","tick":111}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":111,"summary":"Vitamin D Supplements at NYC Store Hub: 401 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":111,"summary":"Vitamin D Supplements at NYC Store Hub: normal, 0.7d supply"},{"event_type":"logistics_delay","agen... | [{"id":"RA-00000018","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-005 at LOC-004 (fill 44.5% vs expected 70.1%).","affected_skus":["SKU-005"],"affected_locations":["LOC-004"],"detected_at":"2025-01-01T00:00:00+00:00","tick":111}] | [{"factor":"Logistics bottleneck","contribution":0.83,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: moderate_drop","Severity: medium"]}] | [{"sku_id":"SKU-005","sku_name":"Vitamin D Supplements","location_id":"LOC-004","location_name":"NYC Store Hub","probability":0.869,"predicted_stockout_date":"2025-04-21","days_until_stockout":0,"current_inventory":278,"daily_demand_avg":401.16,"confidence":0.778}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-005"],"affected_locations":... | Tick 111: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.91 |
S-00026 | 2 | 2025-01-02 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-002 | Wireless Earbuds | electronics | 200 | 79 | LOC-006 | Seattle Store | store | 625 | weather,promotion,social_media_trend | 190.3 | 180.78 | decreasing | false | 0 | 161.49 | 11.45 | 2.516 | true | high | 181 | 200 | 1,400 | 0.2896 | low | 0.9 | true | LOC-002 | LOC-006 | 959 | pre-position seasonal build | SHP-00026 | LOC-007 | LOC-004 | 1,757.7 | clear | severe | 29.3 | 58.59 | 29.3 | traffic:severe | critical | 0.6667 | 0 | 2 | 3 | moderate_drop | medium | severe_delay | high | [{"product_id":"SKU-002","location":"LOC-006","is_anomaly":true,"z_score":2.516,"severity":"high","anomaly_type":"demand_spike","description":"Demand for SKU-002 at LOC-006 is 2.52 std devs from average."},{"product_id":"SKU-002","location":"LOC-006","is_anomaly":true,"anomaly_type":"moderate_drop","severity":"medium",... | [{"product_id":"SKU-002","location":"LOC-006","current_stock":181,"fill_rate":0.2896,"status":"low"}] | [{"product_id":"SKU-002","location":"LOC-006","current_demand":190.3,"avg_demand":161.49,"predicted_demand":180.78}] | {"event_counts_by_type":{"simulation_tick":2,"demand_signal":39,"inventory_update":37,"logistics_delay":18,"anomaly_detected":3,"insight":1}} | [{"id":"RA-00000019","severity":"high","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-002 at LOC-006 is 2.52 std devs from average.","affected_skus":["SKU-002"],"affected_locations":["LOC-006"],"detected_at":"2025-01-01T00:00:00+00:00","tick":2}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":2,"summary":"Wireless Earbuds at Seattle Store: 190 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":2,"summary":"Wireless Earbuds at Seattle Store: low, 0.9d supply"},{"event_type":"logistics_delay","agent":"logistics_age... | [{"id":"RA-00000019","severity":"high","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-002 at LOC-006 is 2.52 std devs from average.","affected_skus":["SKU-002"],"affected_locations":["LOC-006"],"detected_at":"2025-01-01T00:00:00+00:00","tick":2}] | [{"factor":"Logistics bottleneck","contribution":0.596,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: high"]}] | [{"sku_id":"SKU-002","sku_name":"Wireless Earbuds","location_id":"LOC-006","location_name":"Seattle Store","probability":0.862,"predicted_stockout_date":"2025-01-02","days_until_stockout":0,"current_inventory":181,"daily_demand_avg":200.0,"confidence":0.855}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-002"],"affected_locations":... | Tick 2: 1 stockout risks, 1 alerts (1 critical), 3 anomalies in window. | 0.715 |
S-00027 | 226 | 2025-08-14 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-001 | Laptop Pro 15 | electronics | 10 | 899 | LOC-001 | Shanghai Port | port | 5,000 | none | 10.65 | 10.65 | stable | false | 0 | 12.88 | 2.75 | 0.811 | false | low | 1,503 | 10.65 | 74 | 0.3006 | low | 141.1 | false | LOC-003 | LOC-001 | 500 | below reorder point | SHP-00027 | LOC-002 | LOC-006 | 1,554.9 | clear | low | 25.92 | 25.92 | 0 | none | on_time | 0.5 | 225 | 226 | 2 | moderate_drop | medium | none | low | [{"product_id":"SKU-001","location":"LOC-001","is_anomaly":true,"anomaly_type":"moderate_drop","severity":"medium","description":"moderate_drop for SKU-001 at LOC-001 (fill 30.1% vs expected 45.4%)."}] | [{"product_id":"SKU-001","location":"LOC-001","current_stock":1503,"fill_rate":0.3006,"status":"low"}] | [{"product_id":"SKU-001","location":"LOC-001","current_demand":10.65,"avg_demand":12.88,"predicted_demand":10.65}] | {"event_counts_by_type":{"simulation_tick":226,"demand_signal":31,"inventory_update":11,"logistics_delay":25,"anomaly_detected":1,"insight":45}} | [{"id":"RA-0000001a","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-001 at LOC-001 (fill 30.1% vs expected 45.4%).","affected_skus":["SKU-001"],"affected_locations":["LOC-001"],"detected_at":"2025-01-01T00:00:00+00:00","tick":226}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":226,"summary":"Laptop Pro 15 at Shanghai Port: 11 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":226,"summary":"Laptop Pro 15 at Shanghai Port: low, 141.1d supply"},{"event_type":"logistics_delay","agent":"logistics_agent","... | [{"id":"RA-0000001a","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-001 at LOC-001 (fill 30.1% vs expected 45.4%).","affected_skus":["SKU-001"],"affected_locations":["LOC-001"],"detected_at":"2025-01-01T00:00:00+00:00","tick":226}] | [{"factor":"Logistics bottleneck","contribution":0.851,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: moderate_drop","Severity: medium"]}] | [{"sku_id":"SKU-001","sku_name":"Laptop Pro 15","location_id":"LOC-001","location_name":"Shanghai Port","probability":0.01,"predicted_stockout_date":"2026-01-02","days_until_stockout":141,"current_inventory":1503,"daily_demand_avg":10.65,"confidence":0.85}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-001"],"affected_locations":... | Tick 226: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.663 |
S-00028 | 174 | 2025-06-23 | demand_spike | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-002 | Wireless Earbuds | electronics | 60 | 79 | LOC-003 | Chicago Warehouse | warehouse | 1,875 | none | 206.57 | 216.9 | increasing | true | 1.418 | 85.42 | 27.47 | 4.41 | true | critical | 1,237 | 206.57 | 1,445 | 0.6597 | normal | 6 | true | LOC-006 | LOC-003 | 187 | regional imbalance | SHP-00028 | LOC-005 | LOC-007 | 1,787.3 | clear | medium | 29.79 | 35.75 | 5.96 | traffic:medium | delayed | 0 | 174 | 174 | 4 | none | low | none | low | [{"product_id":"SKU-002","location":"LOC-003","is_anomaly":true,"z_score":4.41,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-002 at LOC-003 is 4.41 std devs from average."}] | [{"product_id":"SKU-002","location":"LOC-003","current_stock":1237,"fill_rate":0.6597,"status":"normal"}] | [{"product_id":"SKU-002","location":"LOC-003","current_demand":206.57,"avg_demand":85.42,"predicted_demand":216.9}] | {"event_counts_by_type":{"simulation_tick":174,"demand_signal":15,"inventory_update":4,"logistics_delay":1,"anomaly_detected":1,"insight":34}} | [{"id":"RA-0000001b","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-002 at LOC-003 is 4.41 std devs from average.","affected_skus":["SKU-002"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":174}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":174,"summary":"Wireless Earbuds at Chicago Warehouse: 207 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":174,"summary":"Wireless Earbuds at Chicago Warehouse: normal, 6.0d supply"},{"event_type":"logistics_delay","agent"... | [{"id":"RA-0000001b","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-002 at LOC-003 is 4.41 std devs from average.","affected_skus":["SKU-002"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":174}] | [{"factor":"Unexpected demand surge","contribution":0.69,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-002","sku_name":"Wireless Earbuds","location_id":"LOC-003","location_name":"Chicago Warehouse","probability":0.574,"predicted_stockout_date":"2025-06-29","days_until_stockout":6,"current_inventory":1237,"daily_demand_avg":206.57,"confidence":0.67}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-002"],"affected_locations":... | Tick 174: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.753 |
S-00029 | 157 | 2025-06-06 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-001 | Laptop Pro 15 | electronics | 25 | 899 | LOC-002 | LA Distribution Center | distribution_center | 2,500 | competitor_stockout,holiday | 57.73 | 57.73 | stable | true | 0.881 | 30.69 | 4.55 | 5.943 | true | critical | 1,865 | 57.73 | 404 | 0.746 | normal | 32.3 | false | LOC-004 | LOC-002 | 250 | demand spike protection | SHP-00029 | LOC-005 | LOC-007 | 1,787.3 | rain | medium | 29.79 | 46.47 | 16.68 | weather:rain, traffic:medium | critical | 1 | 153 | 157 | 4 | none | low | severe_delay | high | [{"product_id":"SKU-001","location":"LOC-002","is_anomaly":true,"z_score":5.943,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-001 at LOC-002 is 5.94 std devs from average."},{"shipment_id":"SHP-00029","route":"LOC-005\u2192LOC-007","is_anomaly":true,"anomaly_type":"severe_delay","sev... | [{"product_id":"SKU-001","location":"LOC-002","current_stock":1865,"fill_rate":0.746,"status":"normal"}] | [{"product_id":"SKU-001","location":"LOC-002","current_demand":57.73,"avg_demand":30.69,"predicted_demand":57.73}] | {"event_counts_by_type":{"simulation_tick":157,"demand_signal":1,"inventory_update":1,"logistics_delay":1,"anomaly_detected":2,"insight":31}} | [{"id":"RA-0000001c","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-001 at LOC-002 is 5.94 std devs from average.","affected_skus":["SKU-001"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":157}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":157,"summary":"Laptop Pro 15 at LA Distribution Center: 58 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":157,"summary":"Laptop Pro 15 at LA Distribution Center: normal, 32.3d supply"},{"event_type":"logistics_delay","agent"... | [{"id":"RA-0000001c","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-001 at LOC-002 is 5.94 std devs from average.","affected_skus":["SKU-001"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":157}] | [{"factor":"Logistics bottleneck","contribution":0.446,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-001","sku_name":"Laptop Pro 15","location_id":"LOC-002","location_name":"LA Distribution Center","probability":0.01,"predicted_stockout_date":"2025-07-08","days_until_stockout":32,"current_inventory":1865,"daily_demand_avg":57.73,"confidence":0.627}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-001"],"affected_locations":... | Tick 157: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.716 |
S-00030 | 361 | 2025-12-27 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-005 | Vitamin D Supplements | health | 60 | 25 | LOC-001 | Shanghai Port | port | 5,000 | supply_disruption | 34.6 | 36.33 | increasing | false | 0 | 45.75 | 6.42 | 1.737 | false | medium | 2,687 | 60 | 420 | 0.5374 | normal | 44.8 | false | LOC-003 | LOC-001 | 500 | pre-position seasonal build | SHP-00030 | LOC-002 | LOC-003 | 2,823.3 | clear | medium | 47.05 | 56.47 | 9.41 | traffic:medium | delayed | 1 | 358 | 361 | 3 | none | low | unusual_delay | medium | [{"shipment_id":"SHP-00030","route":"LOC-002\u2192LOC-003","is_anomaly":true,"anomaly_type":"unusual_delay","severity":"medium","description":"unusual_delay for SHP-00030 on LOC-002\u2192LOC-003: 9.4h vs avg 3.9h."}] | [{"product_id":"SKU-005","location":"LOC-001","current_stock":2687,"fill_rate":0.5374,"status":"normal"}] | [{"product_id":"SKU-005","location":"LOC-001","current_demand":34.6,"avg_demand":45.75,"predicted_demand":36.33}] | {"event_counts_by_type":{"simulation_tick":361,"demand_signal":5,"inventory_update":33,"logistics_delay":9,"anomaly_detected":1,"insight":72}} | [{"id":"RA-0000001d","severity":"medium","category":"unusual_delay","title":"Anomaly: unusual_delay","description":"unusual_delay for SHP-00030 on LOC-002\u2192LOC-003: 9.4h vs avg 3.9h.","affected_skus":["SKU-005"],"affected_locations":["LOC-001"],"detected_at":"2025-01-01T00:00:00+00:00","tick":361}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":361,"summary":"Vitamin D Supplements at Shanghai Port: 35 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":361,"summary":"Vitamin D Supplements at Shanghai Port: normal, 44.8d supply"},{"event_type":"logistics_delay","agen... | [{"id":"RA-0000001d","severity":"medium","category":"unusual_delay","title":"Anomaly: unusual_delay","description":"unusual_delay for SHP-00030 on LOC-002\u2192LOC-003: 9.4h vs avg 3.9h.","affected_skus":["SKU-005"],"affected_locations":["LOC-001"],"detected_at":"2025-01-01T00:00:00+00:00","tick":361}] | [{"factor":"Unexpected demand surge","contribution":0.629,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: unusual_delay","Severity: medium"]}] | [{"sku_id":"SKU-005","sku_name":"Vitamin D Supplements","location_id":"LOC-001","location_name":"Shanghai Port","probability":0.01,"predicted_stockout_date":"2026-02-09","days_until_stockout":44,"current_inventory":2687,"daily_demand_avg":60.0,"confidence":0.731}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-005"],"affected_locations":... | Tick 361: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.948 |
S-00031 | 63 | 2025-03-04 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-006 | Smart Watch | electronics | 50 | 299 | LOC-007 | Miami Distribution | distribution_center | 2,500 | social_media_trend | 52.81 | 52.81 | stable | false | 0 | 43.21 | 9.39 | 1.022 | false | low | 1,652 | 52.81 | 369 | 0.6608 | normal | 31.3 | false | LOC-005 | LOC-007 | 250 | critical stock | SHP-00031 | LOC-002 | LOC-006 | 1,554.9 | clear | severe | 25.92 | 51.83 | 25.91 | traffic:severe | critical | 1 | 60 | 63 | 3 | none | low | route_disruption | critical | [{"shipment_id":"SHP-00031","route":"LOC-002\u2192LOC-006","is_anomaly":true,"anomaly_type":"route_disruption","severity":"critical","description":"route_disruption for SHP-00031 on LOC-002\u2192LOC-006: 25.9h vs avg 4.8h."}] | [{"product_id":"SKU-006","location":"LOC-007","current_stock":1652,"fill_rate":0.6608,"status":"normal"}] | [{"product_id":"SKU-006","location":"LOC-007","current_demand":52.81,"avg_demand":43.21,"predicted_demand":52.81}] | {"event_counts_by_type":{"simulation_tick":63,"demand_signal":38,"inventory_update":17,"logistics_delay":2,"anomaly_detected":1,"insight":12}} | [{"id":"RA-0000001e","severity":"critical","category":"route_disruption","title":"Anomaly: route_disruption","description":"route_disruption for SHP-00031 on LOC-002\u2192LOC-006: 25.9h vs avg 4.8h.","affected_skus":["SKU-006"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":63}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":63,"summary":"Smart Watch at Miami Distribution: 53 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":63,"summary":"Smart Watch at Miami Distribution: normal, 31.3d supply"},{"event_type":"logistics_delay","agent":"logistics_ag... | [{"id":"RA-0000001e","severity":"critical","category":"route_disruption","title":"Anomaly: route_disruption","description":"route_disruption for SHP-00031 on LOC-002\u2192LOC-006: 25.9h vs avg 4.8h.","affected_skus":["SKU-006"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":63}] | [{"factor":"Logistics bottleneck","contribution":0.816,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: route_disruption","Severity: critical"]}] | [{"sku_id":"SKU-006","sku_name":"Smart Watch","location_id":"LOC-007","location_name":"Miami Distribution","probability":0.01,"predicted_stockout_date":"2025-04-04","days_until_stockout":31,"current_inventory":1652,"daily_demand_avg":52.81,"confidence":0.67}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-006"],"affected_locations":... | Tick 63: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.852 |
S-00032 | 123 | 2025-05-03 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-003 | Organic Coffee Beans | food | 50 | 15 | LOC-008 | Shenzhen Supplier | supplier | 6,250 | competitor_stockout | 77.45 | 77.45 | stable | true | 0.341 | 57.75 | 19.17 | 1.028 | false | low | 2,215 | 77.45 | 542 | 0.3544 | low | 28.6 | false | LOC-007 | LOC-008 | 625 | regional imbalance | SHP-00032 | LOC-002 | LOC-003 | 2,823.3 | clear | medium | 47.05 | 56.47 | 9.41 | traffic:medium | delayed | 0.8 | 119 | 123 | 5 | sudden_drop | high | none | low | [{"product_id":"SKU-003","location":"LOC-008","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high","description":"sudden_drop for SKU-003 at LOC-008 (fill 35.4% vs expected 65.8%)."}] | [{"product_id":"SKU-003","location":"LOC-008","current_stock":2215,"fill_rate":0.3544,"status":"low"}] | [{"product_id":"SKU-003","location":"LOC-008","current_demand":77.45,"avg_demand":57.75,"predicted_demand":77.45}] | {"event_counts_by_type":{"simulation_tick":123,"demand_signal":4,"inventory_update":27,"logistics_delay":1,"anomaly_detected":1,"insight":24}} | [{"id":"RA-0000001f","severity":"high","category":"sudden_drop","title":"Anomaly: sudden_drop","description":"sudden_drop for SKU-003 at LOC-008 (fill 35.4% vs expected 65.8%).","affected_skus":["SKU-003"],"affected_locations":["LOC-008"],"detected_at":"2025-01-01T00:00:00+00:00","tick":123}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":123,"summary":"Organic Coffee Beans at Shenzhen Supplier: 77 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":123,"summary":"Organic Coffee Beans at Shenzhen Supplier: low, 28.6d supply"},{"event_type":"logistics_delay","agent... | [{"id":"RA-0000001f","severity":"high","category":"sudden_drop","title":"Anomaly: sudden_drop","description":"sudden_drop for SKU-003 at LOC-008 (fill 35.4% vs expected 65.8%).","affected_skus":["SKU-003"],"affected_locations":["LOC-008"],"detected_at":"2025-01-01T00:00:00+00:00","tick":123}] | [{"factor":"Logistics bottleneck","contribution":0.607,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: sudden_drop","Severity: high"]}] | [{"sku_id":"SKU-003","sku_name":"Organic Coffee Beans","location_id":"LOC-008","location_name":"Shenzhen Supplier","probability":0.01,"predicted_stockout_date":"2025-05-31","days_until_stockout":28,"current_inventory":2215,"daily_demand_avg":77.45,"confidence":0.823}] | [{"id":"REC-0000001","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-003"],"affected_locations":... | Tick 123: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.691 |
S-00033 | 284 | 2025-10-11 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-008 | Yoga Mat Premium | fitness | 40 | 45 | LOC-007 | Miami Distribution | distribution_center | 2,500 | holiday | 41.89 | 41.89 | stable | true | 0.349 | 31.06 | 9.07 | 1.194 | false | low | 493 | 41.89 | 293 | 0.1972 | critical | 11.8 | false | LOC-006 | LOC-007 | 6 | pre-position seasonal build | SHP-00033 | LOC-001 | LOC-002 | 10,431.6 | clear | severe | 173.86 | 347.72 | 173.86 | traffic:severe | critical | 0.4667 | 277 | 284 | 15 | unexpected_stockout | critical | route_disruption | critical | [{"product_id":"SKU-008","location":"LOC-007","is_anomaly":true,"anomaly_type":"unexpected_stockout","severity":"critical","description":"unexpected_stockout for SKU-008 at LOC-007 (fill 19.7% vs expected 45.7%)."},{"shipment_id":"SHP-00033","route":"LOC-001\u2192LOC-002","is_anomaly":true,"anomaly_type":"route_disrupt... | [{"product_id":"SKU-008","location":"LOC-007","current_stock":493,"fill_rate":0.1972,"status":"critical"}] | [{"product_id":"SKU-008","location":"LOC-007","current_demand":41.89,"avg_demand":31.06,"predicted_demand":41.89}] | {"event_counts_by_type":{"simulation_tick":284,"demand_signal":35,"inventory_update":19,"logistics_delay":5,"anomaly_detected":2,"insight":56}} | [{"id":"RA-00000020","severity":"critical","category":"unexpected_stockout","title":"Anomaly: unexpected_stockout","description":"unexpected_stockout for SKU-008 at LOC-007 (fill 19.7% vs expected 45.7%).","affected_skus":["SKU-008"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":284}... | [{"event_type":"demand_signal","agent":"demand_agent","tick":284,"summary":"Yoga Mat Premium at Miami Distribution: 42 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":284,"summary":"Yoga Mat Premium at Miami Distribution: critical, 11.8d supply"},{"event_type":"logistics_delay","agent"... | [{"id":"RA-00000020","severity":"critical","category":"unexpected_stockout","title":"Anomaly: unexpected_stockout","description":"unexpected_stockout for SKU-008 at LOC-007 (fill 19.7% vs expected 45.7%).","affected_skus":["SKU-008"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":284}... | [{"factor":"Logistics bottleneck","contribution":0.445,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: unexpected_stockout","Severity: critical"]}] | [{"sku_id":"SKU-008","sku_name":"Yoga Mat Premium","location_id":"LOC-007","location_name":"Miami Distribution","probability":0.192,"predicted_stockout_date":"2025-10-22","days_until_stockout":11,"current_inventory":493,"daily_demand_avg":41.89,"confidence":0.901}] | [{"id":"REC-0000002","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-008"],"affected_locations":... | Tick 284: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.86 |
S-00034 | 65 | 2025-03-06 | demand_spike | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-007 | Protein Bars (24pk) | food | 80 | 30 | LOC-001 | Shanghai Port | port | 5,000 | social_media_trend,holiday | 128.66 | 135.09 | increasing | true | 0.645 | 78.19 | 7.33 | 6.885 | true | critical | 1,614 | 128.66 | 900 | 0.3228 | low | 12.5 | false | LOC-004 | LOC-001 | 500 | below reorder point | SHP-00034 | LOC-002 | LOC-005 | 2,007.4 | clear | medium | 33.46 | 40.15 | 6.69 | traffic:medium | delayed | 0 | 65 | 65 | 2 | sudden_drop | high | severe_delay | high | [{"product_id":"SKU-007","location":"LOC-001","is_anomaly":true,"z_score":6.885,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-007 at LOC-001 is 6.88 std devs from average."},{"product_id":"SKU-007","location":"LOC-001","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high",... | [{"product_id":"SKU-007","location":"LOC-001","current_stock":1614,"fill_rate":0.3228,"status":"low"}] | [{"product_id":"SKU-007","location":"LOC-001","current_demand":128.66,"avg_demand":78.19,"predicted_demand":135.09}] | {"event_counts_by_type":{"simulation_tick":65,"demand_signal":20,"inventory_update":9,"logistics_delay":24,"anomaly_detected":3,"insight":13}} | [{"id":"RA-00000021","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-007 at LOC-001 is 6.88 std devs from average.","affected_skus":["SKU-007"],"affected_locations":["LOC-001"],"detected_at":"2025-01-01T00:00:00+00:00","tick":65}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":65,"summary":"Protein Bars (24pk) at Shanghai Port: 129 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":65,"summary":"Protein Bars (24pk) at Shanghai Port: low, 12.5d supply"},{"event_type":"logistics_delay","agent":"logi... | [{"id":"RA-00000021","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-007 at LOC-001 is 6.88 std devs from average.","affected_skus":["SKU-007"],"affected_locations":["LOC-001"],"detected_at":"2025-01-01T00:00:00+00:00","tick":65}] | [{"factor":"Unexpected demand surge","contribution":0.505,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-007","sku_name":"Protein Bars (24pk)","location_id":"LOC-001","location_name":"Shanghai Port","probability":0.161,"predicted_stockout_date":"2025-03-18","days_until_stockout":12,"current_inventory":1614,"daily_demand_avg":128.66,"confidence":0.839}] | [{"id":"REC-0000002","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-007"],"affected_locations":... | Tick 65: 1 stockout risks, 1 alerts (1 critical), 3 anomalies in window. | 0.664 |
S-00035 | 140 | 2025-05-20 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-008 | Yoga Mat Premium | fitness | 24 | 45 | LOC-003 | Chicago Warehouse | warehouse | 1,875 | competitor_stockout,supply_disruption,promotion | 50.65 | 50.65 | stable | true | 0.971 | 25.7 | 4.38 | 5.696 | true | critical | 533 | 50.65 | 354 | 0.2843 | low | 10.5 | false | LOC-006 | LOC-003 | 1 | below reorder point | SHP-00035 | LOC-001 | LOC-002 | 10,431.6 | clear | medium | 173.86 | 208.63 | 34.77 | traffic:medium | delayed | 1 | 126 | 140 | 14 | sudden_drop | high | severe_delay | high | [{"product_id":"SKU-008","location":"LOC-003","is_anomaly":true,"z_score":5.696,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-008 at LOC-003 is 5.70 std devs from average."},{"product_id":"SKU-008","location":"LOC-003","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high",... | [{"product_id":"SKU-008","location":"LOC-003","current_stock":533,"fill_rate":0.2843,"status":"low"}] | [{"product_id":"SKU-008","location":"LOC-003","current_demand":50.65,"avg_demand":25.7,"predicted_demand":50.65}] | {"event_counts_by_type":{"simulation_tick":140,"demand_signal":2,"inventory_update":1,"logistics_delay":23,"anomaly_detected":3,"insight":28}} | [{"id":"RA-00000022","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-008 at LOC-003 is 5.70 std devs from average.","affected_skus":["SKU-008"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":140}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":140,"summary":"Yoga Mat Premium at Chicago Warehouse: 51 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":140,"summary":"Yoga Mat Premium at Chicago Warehouse: low, 10.5d supply"},{"event_type":"logistics_delay","agent":"logis... | [{"id":"RA-00000022","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-008 at LOC-003 is 5.70 std devs from average.","affected_skus":["SKU-008"],"affected_locations":["LOC-003"],"detected_at":"2025-01-01T00:00:00+00:00","tick":140}] | [{"factor":"Logistics bottleneck","contribution":0.458,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-008","sku_name":"Yoga Mat Premium","location_id":"LOC-003","location_name":"Chicago Warehouse","probability":0.259,"predicted_stockout_date":"2025-05-30","days_until_stockout":10,"current_inventory":533,"daily_demand_avg":50.65,"confidence":0.858}] | [{"id":"REC-0000002","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-008"],"affected_locations":... | Tick 140: 1 stockout risks, 1 alerts (1 critical), 3 anomalies in window. | 0.85 |
S-00036 | 136 | 2025-05-16 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-005 | Vitamin D Supplements | health | 90 | 25 | LOC-005 | Dallas Warehouse | warehouse | 1,875 | social_media_trend,economic_downturn,promotion | 155.12 | 155.12 | stable | true | 0.346 | 115.21 | 13.44 | 2.969 | true | high | 387 | 155.12 | 1,085 | 0.2064 | low | 2.5 | true | LOC-006 | LOC-005 | 23 | pre-position seasonal build | SHP-00036 | LOC-001 | LOC-002 | 10,431.6 | clear | low | 173.86 | 173.86 | 0 | none | on_time | 0.2143 | 133 | 136 | 14 | sudden_drop | high | none | low | [{"product_id":"SKU-005","location":"LOC-005","is_anomaly":true,"z_score":2.969,"severity":"high","anomaly_type":"demand_spike","description":"Demand for SKU-005 at LOC-005 is 2.97 std devs from average."},{"product_id":"SKU-005","location":"LOC-005","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high","des... | [{"product_id":"SKU-005","location":"LOC-005","current_stock":387,"fill_rate":0.2064,"status":"low"}] | [{"product_id":"SKU-005","location":"LOC-005","current_demand":155.12,"avg_demand":115.21,"predicted_demand":155.12}] | {"event_counts_by_type":{"simulation_tick":136,"demand_signal":22,"inventory_update":25,"logistics_delay":9,"anomaly_detected":2,"insight":27}} | [{"id":"RA-00000023","severity":"high","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-005 at LOC-005 is 2.97 std devs from average.","affected_skus":["SKU-005"],"affected_locations":["LOC-005"],"detected_at":"2025-01-01T00:00:00+00:00","tick":136}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":136,"summary":"Vitamin D Supplements at Dallas Warehouse: 155 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":136,"summary":"Vitamin D Supplements at Dallas Warehouse: low, 2.5d supply"},{"event_type":"logistics_delay","agent... | [{"id":"RA-00000023","severity":"high","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-005 at LOC-005 is 2.97 std devs from average.","affected_skus":["SKU-005"],"affected_locations":["LOC-005"],"detected_at":"2025-01-01T00:00:00+00:00","tick":136}] | [{"factor":"Logistics bottleneck","contribution":0.899,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: high"]}] | [{"sku_id":"SKU-005","sku_name":"Vitamin D Supplements","location_id":"LOC-005","location_name":"Dallas Warehouse","probability":0.794,"predicted_stockout_date":"2025-05-18","days_until_stockout":2,"current_inventory":387,"daily_demand_avg":155.12,"confidence":0.897}] | [{"id":"REC-0000002","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-005"],"affected_locations":... | Tick 136: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.857 |
S-00037 | 246 | 2025-09-03 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-004 | Running Shoes | clothing | 75 | 120 | LOC-002 | LA Distribution Center | distribution_center | 2,500 | none | 81.39 | 85.46 | increasing | false | 0 | 72.8 | 17.49 | 0.491 | false | low | 1,532 | 81.39 | 569 | 0.6128 | normal | 18.8 | false | LOC-006 | LOC-002 | 250 | regional imbalance | SHP-00037 | LOC-002 | LOC-006 | 1,554.9 | clear | medium | 25.92 | 31.1 | 5.18 | traffic:medium | delayed | 0.3333 | 245 | 246 | 3 | none | low | route_disruption | critical | [{"shipment_id":"SHP-00037","route":"LOC-002\u2192LOC-006","is_anomaly":true,"anomaly_type":"route_disruption","severity":"critical","description":"route_disruption for SHP-00037 on LOC-002\u2192LOC-006: 5.2h vs avg 0.7h."}] | [{"product_id":"SKU-004","location":"LOC-002","current_stock":1532,"fill_rate":0.6128,"status":"normal"}] | [{"product_id":"SKU-004","location":"LOC-002","current_demand":81.39,"avg_demand":72.8,"predicted_demand":85.46}] | {"event_counts_by_type":{"simulation_tick":246,"demand_signal":40,"inventory_update":23,"logistics_delay":10,"anomaly_detected":1,"insight":49}} | [{"id":"RA-00000024","severity":"critical","category":"route_disruption","title":"Anomaly: route_disruption","description":"route_disruption for SHP-00037 on LOC-002\u2192LOC-006: 5.2h vs avg 0.7h.","affected_skus":["SKU-004"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":246}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":246,"summary":"Running Shoes at LA Distribution Center: 81 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":246,"summary":"Running Shoes at LA Distribution Center: normal, 18.8d supply"},{"event_type":"logistics_delay","ag... | [{"id":"RA-00000024","severity":"critical","category":"route_disruption","title":"Anomaly: route_disruption","description":"route_disruption for SHP-00037 on LOC-002\u2192LOC-006: 5.2h vs avg 0.7h.","affected_skus":["SKU-004"],"affected_locations":["LOC-002"],"detected_at":"2025-01-01T00:00:00+00:00","tick":246}] | [{"factor":"Unexpected demand surge","contribution":0.678,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: route_disruption","Severity: critical"]}] | [{"sku_id":"SKU-004","sku_name":"Running Shoes","location_id":"LOC-002","location_name":"LA Distribution Center","probability":0.028,"predicted_stockout_date":"2025-09-21","days_until_stockout":18,"current_inventory":1532,"daily_demand_avg":81.39,"confidence":0.694}] | [{"id":"REC-0000002","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-004"],"affected_locations":... | Tick 246: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.765 |
S-00038 | 341 | 2025-12-07 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-001 | Laptop Pro 15 | electronics | 25 | 899 | LOC-007 | Miami Distribution | distribution_center | 2,500 | none | 21.5 | 22.57 | increasing | false | 0 | 21.63 | 3.73 | 0.035 | false | low | 1,624 | 25 | 175 | 0.6496 | normal | 65 | false | LOC-005 | LOC-007 | 250 | below reorder point | SHP-00038 | LOC-001 | LOC-002 | 10,431.6 | clear | low | 173.86 | 173.86 | 0 | none | on_time | 0.6429 | 332 | 341 | 14 | moderate_drop | medium | none | low | [{"product_id":"SKU-001","location":"LOC-007","is_anomaly":true,"anomaly_type":"moderate_drop","severity":"medium","description":"moderate_drop for SKU-001 at LOC-007 (fill 65.0% vs expected 84.3%)."}] | [{"product_id":"SKU-001","location":"LOC-007","current_stock":1624,"fill_rate":0.6496,"status":"normal"}] | [{"product_id":"SKU-001","location":"LOC-007","current_demand":21.5,"avg_demand":21.63,"predicted_demand":22.57}] | {"event_counts_by_type":{"simulation_tick":341,"demand_signal":12,"inventory_update":34,"logistics_delay":13,"anomaly_detected":1,"insight":68}} | [{"id":"RA-00000025","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-001 at LOC-007 (fill 65.0% vs expected 84.3%).","affected_skus":["SKU-001"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":341}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":341,"summary":"Laptop Pro 15 at Miami Distribution: 22 units, increasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":341,"summary":"Laptop Pro 15 at Miami Distribution: normal, 65.0d supply"},{"event_type":"logistics_delay","agent":"lo... | [{"id":"RA-00000025","severity":"medium","category":"moderate_drop","title":"Anomaly: moderate_drop","description":"moderate_drop for SKU-001 at LOC-007 (fill 65.0% vs expected 84.3%).","affected_skus":["SKU-001"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":341}] | [{"factor":"Unexpected demand surge","contribution":0.673,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: moderate_drop","Severity: medium"]}] | [{"sku_id":"SKU-001","sku_name":"Laptop Pro 15","location_id":"LOC-007","location_name":"Miami Distribution","probability":0.01,"predicted_stockout_date":"2026-02-10","days_until_stockout":65,"current_inventory":1624,"daily_demand_avg":25.0,"confidence":0.675}] | [{"id":"REC-0000002","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-001"],"affected_locations":... | Tick 341: 1 stockout risks, 1 alerts (1 critical), 1 anomalies in window. | 0.765 |
S-00039 | 328 | 2025-11-24 | normal | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-006 | Smart Watch | electronics | 100 | 299 | LOC-004 | NYC Store Hub | store | 625 | holiday | 125.76 | 119.47 | decreasing | true | 0.546 | 81.32 | 22.28 | 1.995 | false | medium | 63 | 125.76 | 880 | 0.1008 | critical | 0.5 | true | LOC-003 | LOC-004 | 772 | pre-position seasonal build | SHP-00039 | LOC-002 | LOC-005 | 2,007.4 | rain | low | 33.46 | 43.49 | 10.03 | weather:rain | delayed | 0.75 | 325 | 328 | 4 | unexpected_stockout | critical | severe_delay | high | [{"product_id":"SKU-006","location":"LOC-004","is_anomaly":true,"anomaly_type":"unexpected_stockout","severity":"critical","description":"unexpected_stockout for SKU-006 at LOC-004 (fill 10.1% vs expected 66.6%)."},{"shipment_id":"SHP-00039","route":"LOC-002\u2192LOC-005","is_anomaly":true,"anomaly_type":"severe_delay"... | [{"product_id":"SKU-006","location":"LOC-004","current_stock":63,"fill_rate":0.1008,"status":"critical"}] | [{"product_id":"SKU-006","location":"LOC-004","current_demand":125.76,"avg_demand":81.32,"predicted_demand":119.47}] | {"event_counts_by_type":{"simulation_tick":328,"demand_signal":19,"inventory_update":19,"logistics_delay":25,"anomaly_detected":2,"insight":65}} | [{"id":"RA-00000026","severity":"critical","category":"unexpected_stockout","title":"Anomaly: unexpected_stockout","description":"unexpected_stockout for SKU-006 at LOC-004 (fill 10.1% vs expected 66.6%).","affected_skus":["SKU-006"],"affected_locations":["LOC-004"],"detected_at":"2025-01-01T00:00:00+00:00","tick":328}... | [{"event_type":"demand_signal","agent":"demand_agent","tick":328,"summary":"Smart Watch at NYC Store Hub: 126 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":328,"summary":"Smart Watch at NYC Store Hub: critical, 0.5d supply"},{"event_type":"logistics_delay","agent":"logistics_agen... | [{"id":"RA-00000026","severity":"critical","category":"unexpected_stockout","title":"Anomaly: unexpected_stockout","description":"unexpected_stockout for SKU-006 at LOC-004 (fill 10.1% vs expected 66.6%).","affected_skus":["SKU-006"],"affected_locations":["LOC-004"],"detected_at":"2025-01-01T00:00:00+00:00","tick":328}... | [{"factor":"Logistics bottleneck","contribution":0.457,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: unexpected_stockout","Severity: critical"]}] | [{"sku_id":"SKU-006","sku_name":"Smart Watch","location_id":"LOC-004","location_name":"NYC Store Hub","probability":0.875,"predicted_stockout_date":"2025-11-24","days_until_stockout":0,"current_inventory":63,"daily_demand_avg":125.76,"confidence":0.95}] | [{"id":"REC-0000002","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-006"],"affected_locations":... | Tick 328: 1 stockout risks, 1 alerts (1 critical), 2 anomalies in window. | 0.722 |
S-00040 | 282 | 2025-10-09 | holiday_season | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-007 | Protein Bars (24pk) | food | 80 | 30 | LOC-001 | Shanghai Port | port | 5,000 | promotion,competitor_stockout,supply_disruption | 233.1 | 233.1 | stable | true | 2.223 | 72.32 | 25.17 | 6.388 | true | critical | 1,015 | 233.1 | 1,631 | 0.203 | low | 4.4 | true | LOC-006 | LOC-001 | 500 | pre-position seasonal build | SHP-00040 | LOC-002 | LOC-006 | 1,554.9 | snow | low | 25.92 | 38.87 | 12.95 | weather:snow | critical | 1 | 280 | 282 | 2 | sudden_drop | high | unusual_delay | medium | [{"product_id":"SKU-007","location":"LOC-001","is_anomaly":true,"z_score":6.388,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-007 at LOC-001 is 6.39 std devs from average."},{"product_id":"SKU-007","location":"LOC-001","is_anomaly":true,"anomaly_type":"sudden_drop","severity":"high",... | [{"product_id":"SKU-007","location":"LOC-001","current_stock":1015,"fill_rate":0.203,"status":"low"}] | [{"product_id":"SKU-007","location":"LOC-001","current_demand":233.1,"avg_demand":72.32,"predicted_demand":233.1}] | {"event_counts_by_type":{"simulation_tick":282,"demand_signal":4,"inventory_update":5,"logistics_delay":23,"anomaly_detected":3,"insight":56}} | [{"id":"RA-00000027","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-007 at LOC-001 is 6.39 std devs from average.","affected_skus":["SKU-007"],"affected_locations":["LOC-001"],"detected_at":"2025-01-01T00:00:00+00:00","tick":282}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":282,"summary":"Protein Bars (24pk) at Shanghai Port: 233 units, stable"},{"event_type":"inventory_update","agent":"inventory_agent","tick":282,"summary":"Protein Bars (24pk) at Shanghai Port: low, 4.4d supply"},{"event_type":"logistics_delay","agent":"logisti... | [{"id":"RA-00000027","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-007 at LOC-001 is 6.39 std devs from average.","affected_skus":["SKU-007"],"affected_locations":["LOC-001"],"detected_at":"2025-01-01T00:00:00+00:00","tick":282}] | [{"factor":"Logistics bottleneck","contribution":0.609,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-007","sku_name":"Protein Bars (24pk)","location_id":"LOC-001","location_name":"Shanghai Port","probability":0.686,"predicted_stockout_date":"2025-10-13","days_until_stockout":4,"current_inventory":1015,"daily_demand_avg":233.1,"confidence":0.898}] | [{"id":"REC-0000002","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-007"],"affected_locations":... | Tick 282: 1 stockout risks, 1 alerts (1 critical), 3 anomalies in window. | 0.862 |
S-00041 | 45 | 2025-02-14 | holiday_season | analyze_demand,get_demand_history,check_inventory,suggest_reallocation,evaluate_shipment,analyze_demand_anomaly,analyze_inventory_anomaly,analyze_logistics_anomaly,correlate_anomalies,predict_stockouts,assess_risks,analyze_root_causes,generate_recommendations,emit_insight | SKU-008 | Yoga Mat Premium | fitness | 40 | 45 | LOC-007 | Miami Distribution | distribution_center | 2,500 | none | 62.6 | 59.47 | decreasing | true | 1.065 | 30.32 | 7.76 | 4.16 | true | critical | 1,447 | 62.6 | 438 | 0.5788 | normal | 23.1 | false | LOC-002 | LOC-007 | 383 | below reorder point | SHP-00041 | LOC-002 | LOC-006 | 1,554.9 | clear | high | 25.92 | 38.87 | 12.95 | traffic:high | critical | 0 | 45 | 45 | 3 | moderate_drop | medium | unusual_delay | medium | [{"product_id":"SKU-008","location":"LOC-007","is_anomaly":true,"z_score":4.16,"severity":"critical","anomaly_type":"demand_spike","description":"Demand for SKU-008 at LOC-007 is 4.16 std devs from average."},{"product_id":"SKU-008","location":"LOC-007","is_anomaly":true,"anomaly_type":"moderate_drop","severity":"mediu... | [{"product_id":"SKU-008","location":"LOC-007","current_stock":1447,"fill_rate":0.5788,"status":"normal"}] | [{"product_id":"SKU-008","location":"LOC-007","current_demand":62.6,"avg_demand":30.32,"predicted_demand":59.47}] | {"event_counts_by_type":{"simulation_tick":45,"demand_signal":36,"inventory_update":13,"logistics_delay":0,"anomaly_detected":3,"insight":9}} | [{"id":"RA-00000028","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-008 at LOC-007 is 4.16 std devs from average.","affected_skus":["SKU-008"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":45}] | [{"event_type":"demand_signal","agent":"demand_agent","tick":45,"summary":"Yoga Mat Premium at Miami Distribution: 63 units, decreasing"},{"event_type":"inventory_update","agent":"inventory_agent","tick":45,"summary":"Yoga Mat Premium at Miami Distribution: normal, 23.1d supply"},{"event_type":"logistics_delay","agent"... | [{"id":"RA-00000028","severity":"critical","category":"demand_spike","title":"Anomaly: demand_spike","description":"Demand for SKU-008 at LOC-007 is 4.16 std devs from average.","affected_skus":["SKU-008"],"affected_locations":["LOC-007"],"detected_at":"2025-01-01T00:00:00+00:00","tick":45}] | [{"factor":"Logistics bottleneck","contribution":0.83,"explanation":"Derived from the correlated anomaly window.","evidence":["Alert: Anomaly: demand_spike","Severity: critical"]}] | [{"sku_id":"SKU-008","sku_name":"Yoga Mat Premium","location_id":"LOC-007","location_name":"Miami Distribution","probability":0.01,"predicted_stockout_date":"2025-03-09","days_until_stockout":23,"current_inventory":1447,"daily_demand_avg":62.6,"confidence":0.711}] | [{"id":"REC-0000002","action_type":"reorder","priority":"high","title":"Emergency reorder for high-demand SKUs","description":"Place expedited orders to prevent stockout at the flagged location.","expected_impact":"Reduce stockout probability by 40-60% within 2-3 days.","affected_skus":["SKU-008"],"affected_locations":... | Tick 45: 1 stockout risks, 1 alerts (1 critical), 3 anomalies in window. | 0.741 |
End of preview. Expand in Data Studio
Supply Chain Agent Input Samples
Synthetic input samples for a five-agent supply-chain platform (aizenio/supplychain-ops).
Each row is one internally consistent snapshot that satisfies the input contract of every agent skill — 67 columns covering demand forecasting, inventory monitoring, logistics/shipment evaluation, anomaly detection and strategic analysis. A single row can be fed to any agent without post-processing.
Why it exists
The agents needed realistic, reproducible inputs to be exercised against without standing up the live world simulation. This dataset is the recorded input side of that system, generated from the platform's own reference data and formulas so the values stay consistent with agent behaviour.
Contents
| Column group | Fields |
|---|---|
| Identity | sample_id, tick, sim_date, scenario, applicable_skills |
| Product | product_id, product_name, category, base_demand, unit_cost |
| Location | location, location_name, location_type, capacity |
| Demand | external_factors, current_demand, predicted_demand, trend, spike_detected, spike_magnitude, historical_avg, std_deviation |
| Demand anomaly | demand_z_score, demand_anomaly, demand_anomaly_severity |
| Inventory | current_stock, daily_demand, reorder_point, fill_rate, status, days_of_supply, needs_reorder |
| Reallocation | from_location, to_location, quantity, reason |
| Logistics | shipment_id, origin, destination, distance_km, weather_condition, traffic_level, expected_hours, revised_hours, delay_hours, delay_reason, shipment_status, progress, departed_tick, current_tick, expected_duration_ticks |
| Anomaly | inventory_anomaly_type, inventory_anomaly_severity, logistics_anomaly_type, logistics_anomaly_severity |
| Correlation | anomalies_json |
| GOD agent | inventory_data_json, demand_data_json, events_summary_json, alerts_json, event_history_json, risks_json, causes_json |
| Insight | predictions_json, recommendations_json, summary, confidence |
Rows: 250,000 × 67 columns.
How it was generated
Values are derived from the platform's own reference data and formulas, not sampled arbitrarily:
PRODUCTS,LOCATIONS,ROUTESand_CAPACITYfromapp/core/simulation.py— 8 SKUs × 8 locations, real coordinates used for haversine distances.- Seasonal curve
1 + 0.25·sin(2π(doy−80)/365)and the external-factor weight map fromdemand_agent.py. - Weather/traffic delay multipliers from
logistics_agent.py(clear 1.0 … storm 1.8,low 1.0 … severe 2.0). reorder_point = daily_demand × 7and fill-rate status thresholds (<0.20 critical,<0.40 low,>0.90 excess) frominventory_agent.py.- z-score anomaly bands (
>3 critical,>2 high,>1.5 medium) fromanomaly_agent.py.
The sampling universe is 8 SKUs × 8 locations × 365 ticks = 23,360 unique combinations, so 250k rows covers every combination roughly ten times over.
Regenerate with:
python scripts/generate_agent_input_samples.py 250000 --out docs/samples.csv
python scripts/build_local_sqlite.py --rows 250000
Usage
from datasets import load_dataset
ds = load_dataset("<hf-username>/supplychain-agent-input-samples", split="train")
row = ds[0]
Intended use and limits
- Intended: exercising, testing and benchmarking the agent network; query-heavy demos; as a template for supply-chain tabular schemas.
- Not intended: real operational planning. The data is synthetic and the network topology is a fixed 8×8 reference graph.
- Values reflect one platform's formulas, so statistical properties are internally consistent rather than drawn from real-world distributions.
License
MIT, matching the source repository.
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