| Forecast_ID,Shipment_Route,Product_SKU,Forecast_Date,Expected_Delivery_Days,Route_Risk_Score,Historical_Delay_Days_AVG,Weather_Index,Port_Congestion_Factor,Predicted_Delay_Days_P30,High_Risk_Flag |
| SCTF001,Shanghai_Rotterdam,IPH-A12,2025-12-26,28,4.5,3.1,0.2,0.85,4.2,Yes |
| SCTF002,LA_NewYork_Rail,PCB-M3,2025-12-26,5,0.9,0.5,0.1,0.10,0.8,No |
| SCTF003,Hamburg_Durban,TEX-C7,2025-12-26,22,3.2,2.5,0.4,0.65,3.0,Yes |
| SCTF004,Singapore_Sydney,CPU-X9,2025-12-27,15,1.5,1.2,0.3,0.30,1.4,No |
| SCTF005,LA_Seattle_Truck,BAT-K2,2025-12-27,3,0.5,0.2,0.0,0.05,0.4,No |
| SCTF006,Shanghai_Rotterdam,IPH-A13,2025-12-28,28,4.8,3.5,0.5,0.90,5.1,Yes |
| SCTF007,LA_NewYork_Rail,PCB-M4,2025-12-28,5,1.1,0.6,0.2,0.15,1.1,No |
| SCTF008,Hamburg_Durban,TEX-C8,2025-12-29,22,3.5,2.8,0.6,0.70,3.7,Yes |
| SCTF009,Singapore_Sydney,CPU-X10,2025-12-29,15,1.8,1.4,0.3,0.35,1.9,No |
| SCTF010,LA_Seattle_Truck,BAT-K3,2025-12-30,3,0.6,0.3,0.1,0.08,0.5,No |
| SCTF011,Shanghai_Rotterdam,IPH-A14,2025-12-30,28,4.3,3.0,0.3,0.80,4.0,Yes |
| SCTF012,LA_NewYork_Rail,PCB-M5,2025-12-31,5,1.0,0.5,0.1,0.12,0.9,No |
| SCTF013,Hamburg_Durban,TEX-C9,2026-01-01,22,3.0,2.4,0.3,0.60,2.8,Yes |
| SCTF014,Singapore_Sydney,CPU-X11,2026-01-01,15,1.4,1.1,0.2,0.25,1.3,No |
| SCTF015,LA_Seattle_Truck,BAT-K4,2026-01-02,3,0.4,0.1,0.0,0.04,0.3,No |
| SCTF016,Shanghai_Rotterdam,IPH-A15,2026-01-02,28,4.7,3.3,0.4,0.88,4.8,Yes |
| SCTF017,LA_NewYork_Rail,PCB-M6,2026-01-03,5,1.2,0.7,0.3,0.18,1.2,No |
| SCTF018,Hamburg_Durban,TEX-C10,2026-01-03,22,3.7,3.0,0.7,0.75,4.1,Yes |
| SCTF019,Singapore_Sydney,CPU-X12,2026-01-04,15,1.9,1.5,0.4,0.40,2.1,No |
| SCTF020,LA_Seattle_Truck,BAT-K5,2026-01-04,3,0.7,0.4,0.2,0.10,0.7,No |
| SCTF021,Shanghai_Rotterdam,IPH-A16,2026-01-05,28,4.6,3.2,0.3,0.82,4.4,Yes |
| SCTF022,LA_NewYork_Rail,PCB-M7,2026-01-05,5,0.8,0.4,0.0,0.09,0.7,No |
| SCTF023,Hamburg_Durban,TEX-C11,2026-01-06,22,3.1,2.6,0.5,0.63,3.1,Yes |
| SCTF024,Singapore_Sydney,CPU-X13,2026-01-06,15,1.6,1.3,0.2,0.32,1.6,No |
| SCTF025,LA_Seattle_Truck,BAT-K6,2026-01-07,3,0.5,0.2,0.1,0.06,0.4,No |
| SCTF026,Shanghai_Rotterdam,IPH-A17,2026-01-07,28,4.9,3.6,0.6,0.92,5.5,Yes |
| SCTF027,LA_NewYork_Rail,PCB-M8,2026-01-08,5,1.3,0.8,0.4,0.20,1.4,No |
| SCTF028,Hamburg_Durban,TEX-C12,2026-01-08,22,3.8,3.1,0.8,0.78,4.5,Yes |
| SCTF029,Singapore_Sydney,CPU-X14,2026-01-09,15,2.0,1.6,0.5,0.45,2.4,No |
| SCTF030,LA_Seattle_Truck,BAT-K7,2026-01-09,3,0.8,0.5,0.3,0.11,0.9,No |
| SCTF031,Shanghai_Rotterdam,IPH-A18,2026-01-10,28,4.2,2.9,0.2,0.79,3.8,Yes |
| SCTF032,LA_NewYork_Rail,PCB-M9,2026-01-10,5,0.7,0.3,0.0,0.07,0.6,No |
| SCTF033,Hamburg_Durban,TEX-C13,2026-01-11,22,2.9,2.3,0.2,0.58,2.7,Yes |
| SCTF034,Singapore_Sydney,CPU-X15,2026-01-11,15,1.3,1.0,0.1,0.20,1.2,No |
| SCTF035,LA_Seattle_Truck,BAT-K8,2026-01-12,3,0.3,0.0,0.0,0.03,0.2,No |