timestamp stringdate 2025-12-29 08:00:00 2025-12-29 12:00:00 | machine_id stringclasses 3 values | vibration_frequency_hz float64 38.4 62.4 | bearing_temperature_c float64 58.2 95.1 | lubricant_viscosity_cst float64 35.4 55.1 | operational_cycles int64 8.21k 15.8k | power_draw_kw float64 10.2 21.2 | failure_risk_probability float64 0.01 0.97 | maintenance_status stringclasses 4 values | ambient_humidity_pct float64 35.4 52.4 |
|---|---|---|---|---|---|---|---|---|---|
2025-12-29T08:00:00Z | MCH-A102 | 42.5 | 65.2 | 45.8 | 12,450 | 12.4 | 0.02 | Optimal | 45.2 |
2025-12-29T08:15:00Z | MCH-A102 | 43.1 | 65.8 | 45.6 | 12,455 | 12.5 | 0.02 | Optimal | 45.1 |
2025-12-29T08:30:00Z | MCH-A102 | 48.9 | 72.4 | 44.2 | 12,460 | 13.8 | 0.15 | Caution | 44.8 |
2025-12-29T08:45:00Z | MCH-A102 | 55.2 | 84.1 | 41.5 | 12,465 | 15.2 | 0.68 | Warning | 44.5 |
2025-12-29T09:00:00Z | MCH-A102 | 58.8 | 92.5 | 38.4 | 12,470 | 16.4 | 0.92 | Critical | 44.2 |
2025-12-29T08:00:00Z | MCH-B205 | 38.4 | 58.2 | 48.1 | 8,210 | 10.2 | 0.01 | Optimal | 52.4 |
2025-12-29T08:15:00Z | MCH-B205 | 38.6 | 58.5 | 48 | 8,215 | 10.3 | 0.01 | Optimal | 52.2 |
2025-12-29T08:30:00Z | MCH-B205 | 39.2 | 59.1 | 47.8 | 8,220 | 10.5 | 0.02 | Optimal | 51.8 |
2025-12-29T08:45:00Z | MCH-B205 | 40.5 | 60.4 | 47.5 | 8,225 | 10.8 | 0.04 | Optimal | 51.5 |
2025-12-29T09:00:00Z | MCH-B205 | 42.1 | 62.8 | 47 | 8,230 | 11.2 | 0.08 | Optimal | 51.2 |
2025-12-29T08:00:00Z | MCH-C310 | 45.6 | 68.4 | 42.5 | 15,680 | 14.5 | 0.12 | Caution | 38.5 |
2025-12-29T08:15:00Z | MCH-C310 | 46.2 | 69.5 | 42.2 | 15,688 | 14.8 | 0.18 | Caution | 38.2 |
2025-12-29T08:30:00Z | MCH-C310 | 47.8 | 71.2 | 41.8 | 15,696 | 15.2 | 0.25 | Caution | 37.9 |
2025-12-29T08:45:00Z | MCH-C310 | 52.1 | 78.5 | 40.2 | 15,704 | 16.5 | 0.55 | Warning | 37.5 |
2025-12-29T09:00:00Z | MCH-C310 | 56.4 | 85.2 | 38.1 | 15,712 | 18.1 | 0.84 | Critical | 37.1 |
2025-12-29T10:00:00Z | MCH-A102 | 41.2 | 64.1 | 52.5 | 12,485 | 12.1 | 0.02 | Optimal | 42.5 |
2025-12-29T10:15:00Z | MCH-A102 | 41.5 | 64.5 | 52.2 | 12,490 | 12.2 | 0.02 | Optimal | 42.4 |
2025-12-29T10:30:00Z | MCH-A102 | 42.1 | 65 | 51.8 | 12,495 | 12.4 | 0.03 | Optimal | 42.1 |
2025-12-29T10:45:00Z | MCH-A102 | 45.8 | 70.2 | 50.1 | 12,500 | 13.5 | 0.22 | Caution | 41.8 |
2025-12-29T11:00:00Z | MCH-A102 | 51.2 | 82.4 | 48.5 | 12,505 | 15.8 | 0.61 | Warning | 41.5 |
2025-12-29T10:00:00Z | MCH-B205 | 39.1 | 59.5 | 47.2 | 8,245 | 10.6 | 0.02 | Optimal | 50.8 |
2025-12-29T10:15:00Z | MCH-B205 | 39.4 | 59.8 | 47 | 8,250 | 10.7 | 0.02 | Optimal | 50.5 |
2025-12-29T10:30:00Z | MCH-B205 | 40.2 | 60.5 | 46.8 | 8,255 | 11 | 0.03 | Optimal | 50.1 |
2025-12-29T10:45:00Z | MCH-B205 | 42.8 | 63.2 | 46.2 | 8,260 | 11.5 | 0.09 | Optimal | 49.8 |
2025-12-29T11:00:00Z | MCH-B205 | 45.5 | 68.1 | 45.5 | 8,265 | 12.4 | 0.18 | Caution | 49.5 |
2025-12-29T10:00:00Z | MCH-C310 | 48.2 | 72.5 | 41.2 | 15,725 | 15.5 | 0.32 | Caution | 36.8 |
2025-12-29T10:15:00Z | MCH-C310 | 48.8 | 73.8 | 40.9 | 15,733 | 15.9 | 0.38 | Caution | 36.5 |
2025-12-29T10:30:00Z | MCH-C310 | 50.5 | 76.4 | 40.5 | 15,741 | 16.4 | 0.48 | Warning | 36.2 |
2025-12-29T10:45:00Z | MCH-C310 | 58.2 | 88.9 | 38.2 | 15,749 | 18.9 | 0.89 | Critical | 35.8 |
2025-12-29T11:00:00Z | MCH-C310 | 62.4 | 95.1 | 35.4 | 15,757 | 21.2 | 0.97 | Critical | 35.4 |
2025-12-29T12:00:00Z | MCH-A102 | 40.8 | 63.5 | 55.1 | 12,515 | 11.9 | 0.01 | Optimal | 40.2 |
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