timestamp timestamp[s]date 2026-07-01 00:04:17 2026-09-30 23:58:24 | plant_id stringclasses 9
values | region stringclasses 3
values | quarter stringclasses 1
value | shift stringclasses 4
values | machine_id stringclasses 118
values | energy_kwh float64 0 5k | raw_material_kg float64 0 2k | maintenance_cost_usd float64 0 5k | labor_cost_usd float64 0 400 | downtime_min float64 0 600 | labor_hours float64 0 24 | output_units float64 0 2k | energy_cost float64 0 600 | maintenance_cost float64 0 5k | labor_cost float64 0 400 | total_cost float64 0 5k | unit_cost float64 0 142 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026-07-01T01:05:22 | CN-BJ | China | 2026Q3 | 4,545.7 | 1,036.2 | 0 | 0 | 0 | 0 | 1,398 | 545.484 | 0 | 0 | 545.484 | 0.390189 | ||
2026-07-01T03:31:36 | CN-BJ | China | 2026Q3 | 3,034.5 | 1,953.7 | 0 | 0 | 0 | 0 | 836 | 364.14 | 0 | 0 | 364.14 | 0.435574 | ||
2026-07-01T04:19:08 | CN-BJ | China | 2026Q3 | 970 | 825.3 | 0 | 0 | 0 | 0 | 1,461 | 116.4 | 0 | 0 | 116.4 | 0.079671 | ||
2026-07-01T05:08:41 | CN-BJ | China | 2026Q3 | 917.1 | 1,201.6 | 0 | 0 | 0 | 0 | 1,010 | 110.052 | 0 | 0 | 110.052 | 0.108962 | ||
2026-07-01T06:54:35 | CN-BJ | China | 2026Q3 | 1,564.7 | 572.2 | 0 | 0 | 0 | 0 | 364 | 187.764 | 0 | 0 | 187.764 | 0.515835 | ||
2026-07-01T14:14:28 | CN-BJ | China | 2026Q3 | 3,758.6 | 1,282.6 | 0 | 0 | 0 | 0 | 833 | 451.032 | 0 | 0 | 451.032 | 0.541455 | ||
2026-07-01T14:51:43 | CN-BJ | China | 2026Q3 | 4,922.5 | 1,582.6 | 0 | 0 | 0 | 0 | 1,079 | 590.7 | 0 | 0 | 590.7 | 0.547451 | ||
2026-07-01T14:55:34 | CN-BJ | China | 2026Q3 | 1,276.1 | 1,377.8 | 0 | 0 | 0 | 0 | 524 | 153.132 | 0 | 0 | 153.132 | 0.292237 | ||
2026-07-01T14:59:03 | CN-BJ | China | 2026Q3 | 2,180.1 | 1,655.6 | 0 | 0 | 0 | 0 | 0 | 261.612 | 0 | 0 | 261.612 | null | ||
2026-07-01T16:51:51 | CN-BJ | China | 2026Q3 | 4,024.9 | 1,999.3 | 0 | 0 | 0 | 0 | 1,186 | 482.988 | 0 | 0 | 482.988 | 0.407241 | ||
2026-07-01T17:14:29 | CN-BJ | China | 2026Q3 | 4,878.7 | 769.7 | 0 | 0 | 0 | 0 | 726 | 585.444 | 0 | 0 | 585.444 | 0.806397 | ||
2026-07-01T18:22:41 | CN-BJ | China | 2026Q3 | 2,815.2 | 258.8 | 0 | 0 | 0 | 0 | 304 | 337.824 | 0 | 0 | 337.824 | 1.111263 | ||
2026-07-02T00:59:57 | CN-BJ | China | 2026Q3 | 3,307.6 | 213.7 | 0 | 0 | 0 | 0 | 1,558 | 396.912 | 0 | 0 | 396.912 | 0.254757 | ||
2026-07-02T01:34:55 | CN-BJ | China | 2026Q3 | 1,938.7 | 914.7 | 0 | 0 | 0 | 0 | 1,422 | 232.644 | 0 | 0 | 232.644 | 0.163603 | ||
2026-07-02T03:49:39 | CN-BJ | China | 2026Q3 | 0 | 1,982 | 0 | 0 | 0 | 0 | 158 | 0 | 0 | 0 | 0 | 0 | ||
2026-07-02T04:49:57 | CN-BJ | China | 2026Q3 | 4,249.8 | 1,377.3 | 0 | 0 | 0 | 0 | 1,491 | 509.976 | 0 | 0 | 509.976 | 0.342036 | ||
2026-07-02T08:45:35 | CN-BJ | China | 2026Q3 | 3,994.8 | 1,259.1 | 0 | 0 | 0 | 0 | 1,342 | 479.376 | 0 | 0 | 479.376 | 0.35721 | ||
2026-07-02T10:50:52 | CN-BJ | China | 2026Q3 | 805.6 | 1,746.6 | 0 | 0 | 0 | 0 | 1,934 | 96.672 | 0 | 0 | 96.672 | 0.049986 | ||
2026-07-02T11:43:16 | CN-BJ | China | 2026Q3 | 4,872.9 | 1,105.2 | 0 | 0 | 0 | 0 | 1,668 | 584.748 | 0 | 0 | 584.748 | 0.350568 | ||
2026-07-02T12:02:03 | CN-BJ | China | 2026Q3 | 3,212.2 | 483.6 | 0 | 0 | 0 | 0 | 576 | 385.464 | 0 | 0 | 385.464 | 0.669208 | ||
2026-07-02T15:55:56 | CN-BJ | China | 2026Q3 | 3,911.3 | 981.3 | 0 | 0 | 0 | 0 | 1,405 | 469.356 | 0 | 0 | 469.356 | 0.334061 | ||
2026-07-02T17:29:41 | CN-BJ | China | 2026Q3 | 4,986.6 | 120.2 | 0 | 0 | 0 | 0 | 856 | 598.392 | 0 | 0 | 598.392 | 0.699056 | ||
2026-07-02T22:57:16 | CN-BJ | China | 2026Q3 | 4,013.6 | 594.7 | 0 | 0 | 0 | 0 | 926 | 481.632 | 0 | 0 | 481.632 | 0.520121 | ||
2026-07-03T00:35:30 | CN-BJ | China | 2026Q3 | 1,072.1 | 1,165 | 0 | 0 | 0 | 0 | 1,083 | 128.652 | 0 | 0 | 128.652 | 0.118792 | ||
2026-07-03T01:59:08 | CN-BJ | China | 2026Q3 | 4,360.9 | 534.4 | 0 | 0 | 0 | 0 | 1,318 | 523.308 | 0 | 0 | 523.308 | 0.397047 | ||
2026-07-03T02:17:54 | CN-BJ | China | 2026Q3 | 721.8 | 857.8 | 0 | 0 | 0 | 0 | 92 | 86.616 | 0 | 0 | 86.616 | 0.941478 | ||
2026-07-03T08:07:26 | CN-BJ | China | 2026Q3 | 4,245.6 | 686.4 | 0 | 0 | 0 | 0 | 1,651 | 509.472 | 0 | 0 | 509.472 | 0.308584 | ||
2026-07-03T11:42:31 | CN-BJ | China | 2026Q3 | 4,110.4 | 1,839.4 | 0 | 0 | 0 | 0 | 863 | 493.248 | 0 | 0 | 493.248 | 0.57155 | ||
2026-07-03T13:52:18 | CN-BJ | China | 2026Q3 | 3,917.2 | 360.8 | 0 | 0 | 0 | 0 | 1,212 | 470.064 | 0 | 0 | 470.064 | 0.387842 | ||
2026-07-03T14:07:35 | CN-BJ | China | 2026Q3 | 4,075 | 1,547.6 | 0 | 0 | 0 | 0 | 0 | 489 | 0 | 0 | 489 | null | ||
2026-07-03T19:27:19 | CN-BJ | China | 2026Q3 | 3,008.3 | 1,698.8 | 0 | 0 | 0 | 0 | 1,016 | 360.996 | 0 | 0 | 360.996 | 0.355311 | ||
2026-07-03T21:22:17 | CN-BJ | China | 2026Q3 | 567.3 | 648.6 | 0 | 0 | 0 | 0 | 1,994 | 68.076 | 0 | 0 | 68.076 | 0.03414 | ||
2026-07-03T21:24:07 | CN-BJ | China | 2026Q3 | 2,576.5 | 1,435 | 0 | 0 | 0 | 0 | 1,517 | 309.18 | 0 | 0 | 309.18 | 0.20381 | ||
2026-07-03T22:24:25 | CN-BJ | China | 2026Q3 | 2,968.6 | 1,017.2 | 0 | 0 | 0 | 0 | 1,995 | 356.232 | 0 | 0 | 356.232 | 0.178562 | ||
2026-07-03T22:55:34 | CN-BJ | China | 2026Q3 | 3,566.6 | 268.8 | 0 | 0 | 0 | 0 | 407 | 427.992 | 0 | 0 | 427.992 | 1.051577 | ||
2026-07-04T01:11:26 | CN-BJ | China | 2026Q3 | 3,447.7 | 1,786.8 | 0 | 0 | 0 | 0 | 1,121 | 413.724 | 0 | 0 | 413.724 | 0.369067 | ||
2026-07-04T01:32:53 | CN-BJ | China | 2026Q3 | 4,534.7 | 1,815.2 | 0 | 0 | 0 | 0 | 1,301 | 544.164 | 0 | 0 | 544.164 | 0.418266 | ||
2026-07-04T06:05:08 | CN-BJ | China | 2026Q3 | 3,022.2 | 1,961 | 0 | 0 | 0 | 0 | 978 | 362.664 | 0 | 0 | 362.664 | 0.370822 | ||
2026-07-04T10:36:54 | CN-BJ | China | 2026Q3 | 3,013.3 | 1,305.5 | 0 | 0 | 0 | 0 | 1,075 | 361.596 | 0 | 0 | 361.596 | 0.336368 | ||
2026-07-04T10:52:56 | CN-BJ | China | 2026Q3 | 4,895.8 | 1,503.4 | 0 | 0 | 0 | 0 | 461 | 587.496 | 0 | 0 | 587.496 | 1.274395 | ||
2026-07-04T12:46:33 | CN-BJ | China | 2026Q3 | 1,775 | 961.1 | 0 | 0 | 0 | 0 | 245 | 213 | 0 | 0 | 213 | 0.869388 | ||
2026-07-04T17:00:27 | CN-BJ | China | 2026Q3 | 3,375.5 | 1,253.1 | 0 | 0 | 0 | 0 | 93 | 405.06 | 0 | 0 | 405.06 | 4.355484 | ||
2026-07-04T22:31:20 | CN-BJ | China | 2026Q3 | 3,116.7 | 1,922.9 | 0 | 0 | 0 | 0 | 1,584 | 374.004 | 0 | 0 | 374.004 | 0.236114 | ||
2026-07-04T23:54:04 | CN-BJ | China | 2026Q3 | 4,992.9 | 1,590.6 | 0 | 0 | 0 | 0 | 622 | 599.148 | 0 | 0 | 599.148 | 0.96326 | ||
2026-07-05T06:11:57 | CN-BJ | China | 2026Q3 | 1,200.9 | 1,275.7 | 0 | 0 | 0 | 0 | 622 | 144.108 | 0 | 0 | 144.108 | 0.231685 | ||
2026-07-05T06:17:40 | CN-BJ | China | 2026Q3 | 2,724.1 | 877.3 | 0 | 0 | 0 | 0 | 1,097 | 326.892 | 0 | 0 | 326.892 | 0.297987 | ||
2026-07-05T06:39:23 | CN-BJ | China | 2026Q3 | 4,576.6 | 1,406.2 | 0 | 0 | 0 | 0 | 1,372 | 549.192 | 0 | 0 | 549.192 | 0.400286 | ||
2026-07-05T10:00:17 | CN-BJ | China | 2026Q3 | 1,697.2 | 882.9 | 0 | 0 | 0 | 0 | 374 | 203.664 | 0 | 0 | 203.664 | 0.544556 | ||
2026-07-05T13:43:34 | CN-BJ | China | 2026Q3 | 4,465.3 | 1,886.4 | 0 | 0 | 0 | 0 | 963 | 535.836 | 0 | 0 | 535.836 | 0.556424 | ||
2026-07-05T15:19:29 | CN-BJ | China | 2026Q3 | 1,188.2 | 1,183 | 0 | 0 | 0 | 0 | 606 | 142.584 | 0 | 0 | 142.584 | 0.235287 | ||
2026-07-05T16:20:41 | CN-BJ | China | 2026Q3 | 2,353 | 1,433.7 | 0 | 0 | 0 | 0 | 1,902 | 282.36 | 0 | 0 | 282.36 | 0.148454 | ||
2026-07-05T18:15:24 | CN-BJ | China | 2026Q3 | 3,026.9 | 1,317.7 | 0 | 0 | 0 | 0 | 863 | 363.228 | 0 | 0 | 363.228 | 0.42089 | ||
2026-07-05T18:53:53 | CN-BJ | China | 2026Q3 | 3,809.6 | 1,018.3 | 0 | 0 | 0 | 0 | 1,587 | 457.152 | 0 | 0 | 457.152 | 0.28806 | ||
2026-07-05T23:38:26 | CN-BJ | China | 2026Q3 | 0 | 1,873.2 | 0 | 0 | 0 | 0 | 112 | 0 | 0 | 0 | 0 | 0 | ||
2026-07-06T04:15:57 | CN-BJ | China | 2026Q3 | 4,701.9 | 1,139.2 | 0 | 0 | 0 | 0 | 1,712 | 564.228 | 0 | 0 | 564.228 | 0.329572 | ||
2026-07-06T08:33:21 | CN-BJ | China | 2026Q3 | 3,864.7 | 522.8 | 0 | 0 | 0 | 0 | 239 | 463.764 | 0 | 0 | 463.764 | 1.940435 | ||
2026-07-06T09:10:22 | CN-BJ | China | 2026Q3 | 2,906.4 | 1,091.2 | 0 | 0 | 0 | 0 | 724 | 348.768 | 0 | 0 | 348.768 | 0.481724 | ||
2026-07-06T09:33:35 | CN-BJ | China | 2026Q3 | 1,645.8 | 1,506.5 | 0 | 0 | 0 | 0 | 1,969 | 197.496 | 0 | 0 | 197.496 | 0.100303 | ||
2026-07-06T12:33:31 | CN-BJ | China | 2026Q3 | 1,400.7 | 584.3 | 0 | 0 | 0 | 0 | 1,547 | 168.084 | 0 | 0 | 168.084 | 0.108652 | ||
2026-07-06T13:33:27 | CN-BJ | China | 2026Q3 | 4,564.9 | 493.1 | 0 | 0 | 0 | 0 | 1,184 | 547.788 | 0 | 0 | 547.788 | 0.462659 | ||
2026-07-06T15:30:05 | CN-BJ | China | 2026Q3 | 4,788.7 | 1,941.7 | 0 | 0 | 0 | 0 | 1,947 | 574.644 | 0 | 0 | 574.644 | 0.295143 | ||
2026-07-06T15:55:04 | CN-BJ | China | 2026Q3 | 4,106.5 | 1,885.4 | 0 | 0 | 0 | 0 | 883 | 492.78 | 0 | 0 | 492.78 | 0.558075 | ||
2026-07-06T17:52:03 | CN-BJ | China | 2026Q3 | 1,637 | 1,884.7 | 0 | 0 | 0 | 0 | 977 | 196.44 | 0 | 0 | 196.44 | 0.201064 | ||
2026-07-06T18:31:28 | CN-BJ | China | 2026Q3 | 1,554.3 | 1,537.8 | 0 | 0 | 0 | 0 | 965 | 186.516 | 0 | 0 | 186.516 | 0.193281 | ||
2026-07-06T22:29:27 | CN-BJ | China | 2026Q3 | 1,344.5 | 718.9 | 0 | 0 | 0 | 0 | 1,966 | 161.34 | 0 | 0 | 161.34 | 0.082065 | ||
2026-07-07T00:55:05 | CN-BJ | China | 2026Q3 | 1,737.9 | 188.4 | 0 | 0 | 0 | 0 | 187 | 208.548 | 0 | 0 | 208.548 | 1.11523 | ||
2026-07-07T01:39:16 | CN-BJ | China | 2026Q3 | 3,823.4 | 1,976.1 | 0 | 0 | 0 | 0 | 1,713 | 458.808 | 0 | 0 | 458.808 | 0.267839 | ||
2026-07-07T01:41:46 | CN-BJ | China | 2026Q3 | 1,865.5 | 1,557.6 | 0 | 0 | 0 | 0 | 99 | 223.86 | 0 | 0 | 223.86 | 2.261212 | ||
2026-07-07T03:12:19 | CN-BJ | China | 2026Q3 | 4,067.8 | 1,037.6 | 0 | 0 | 0 | 0 | 1,708 | 488.136 | 0 | 0 | 488.136 | 0.285794 | ||
2026-07-07T08:31:49 | CN-BJ | China | 2026Q3 | 3,004.2 | 215.4 | 0 | 0 | 0 | 0 | 0 | 360.504 | 0 | 0 | 360.504 | null | ||
2026-07-07T08:37:14 | CN-BJ | China | 2026Q3 | 4,872.8 | 153.6 | 0 | 0 | 0 | 0 | 287 | 584.736 | 0 | 0 | 584.736 | 2.037408 | ||
2026-07-07T10:16:07 | CN-BJ | China | 2026Q3 | 4,855.4 | 1,997.5 | 0 | 0 | 0 | 0 | 193 | 582.648 | 0 | 0 | 582.648 | 3.018902 | ||
2026-07-07T11:49:33 | CN-BJ | China | 2026Q3 | 955.2 | 477 | 0 | 0 | 0 | 0 | 1,525 | 114.624 | 0 | 0 | 114.624 | 0.075163 | ||
2026-07-07T11:50:08 | CN-BJ | China | 2026Q3 | 1,349 | 840 | 0 | 0 | 0 | 0 | 1,298 | 161.88 | 0 | 0 | 161.88 | 0.124715 | ||
2026-07-07T15:58:12 | CN-BJ | China | 2026Q3 | 2,053.7 | 729.4 | 0 | 0 | 0 | 0 | 848 | 246.444 | 0 | 0 | 246.444 | 0.290618 | ||
2026-07-07T16:47:32 | CN-BJ | China | 2026Q3 | 3,240.1 | 141.2 | 0 | 0 | 0 | 0 | 1,393 | 388.812 | 0 | 0 | 388.812 | 0.279118 | ||
2026-07-07T20:18:44 | CN-BJ | China | 2026Q3 | 1,548 | 1,363.5 | 0 | 0 | 0 | 0 | 1,532 | 185.76 | 0 | 0 | 185.76 | 0.121253 | ||
2026-07-07T22:18:32 | CN-BJ | China | 2026Q3 | 1,877.9 | 1,006.4 | 0 | 0 | 0 | 0 | 748 | 225.348 | 0 | 0 | 225.348 | 0.301267 | ||
2026-07-08T00:04:44 | CN-BJ | China | 2026Q3 | 1,291.5 | 1,337.1 | 0 | 0 | 0 | 0 | 496 | 154.98 | 0 | 0 | 154.98 | 0.31246 | ||
2026-07-08T00:25:54 | CN-BJ | China | 2026Q3 | 2,678.4 | 499.7 | 0 | 0 | 0 | 0 | 908 | 321.408 | 0 | 0 | 321.408 | 0.353974 | ||
2026-07-08T00:34:37 | CN-BJ | China | 2026Q3 | 2,143.3 | 1,631.8 | 0 | 0 | 0 | 0 | 1,824 | 257.196 | 0 | 0 | 257.196 | 0.141007 | ||
2026-07-08T07:53:47 | CN-BJ | China | 2026Q3 | 1,749.4 | 373.4 | 0 | 0 | 0 | 0 | 1,770 | 209.928 | 0 | 0 | 209.928 | 0.118603 | ||
2026-07-08T11:24:24 | CN-BJ | China | 2026Q3 | 1,864.8 | 1,902.5 | 0 | 0 | 0 | 0 | 1,852 | 223.776 | 0 | 0 | 223.776 | 0.120829 | ||
2026-07-08T15:42:33 | CN-BJ | China | 2026Q3 | 957.8 | 809.2 | 0 | 0 | 0 | 0 | 1,916 | 114.936 | 0 | 0 | 114.936 | 0.059987 | ||
2026-07-08T18:23:11 | CN-BJ | China | 2026Q3 | 3,078.4 | 1,082.4 | 0 | 0 | 0 | 0 | 676 | 369.408 | 0 | 0 | 369.408 | 0.546462 | ||
2026-07-08T22:35:46 | CN-BJ | China | 2026Q3 | 2,116.9 | 631.7 | 0 | 0 | 0 | 0 | 365 | 254.028 | 0 | 0 | 254.028 | 0.695967 | ||
2026-07-08T23:49:47 | CN-BJ | China | 2026Q3 | 2,629.1 | 1,486.9 | 0 | 0 | 0 | 0 | 1,449 | 315.492 | 0 | 0 | 315.492 | 0.217731 | ||
2026-07-09T03:51:56 | CN-BJ | China | 2026Q3 | 2,533.3 | 608.5 | 0 | 0 | 0 | 0 | 529 | 303.996 | 0 | 0 | 303.996 | 0.574662 | ||
2026-07-09T09:47:58 | CN-BJ | China | 2026Q3 | 2,849.5 | 547.2 | 0 | 0 | 0 | 0 | 1,692 | 341.94 | 0 | 0 | 341.94 | 0.202092 | ||
2026-07-09T15:26:31 | CN-BJ | China | 2026Q3 | 899.4 | 162.1 | 0 | 0 | 0 | 0 | 461 | 107.928 | 0 | 0 | 107.928 | 0.234117 | ||
2026-07-09T15:34:18 | CN-BJ | China | 2026Q3 | 3,385.9 | 222.9 | 0 | 0 | 0 | 0 | 1,206 | 406.308 | 0 | 0 | 406.308 | 0.336905 | ||
2026-07-09T17:35:37 | CN-BJ | China | 2026Q3 | 1,314.9 | 347.5 | 0 | 0 | 0 | 0 | 1,528 | 157.788 | 0 | 0 | 157.788 | 0.103264 | ||
2026-07-09T19:36:51 | CN-BJ | China | 2026Q3 | 3,674.2 | 1,766.6 | 0 | 0 | 0 | 0 | 713 | 440.904 | 0 | 0 | 440.904 | 0.618379 | ||
2026-07-09T21:10:20 | CN-BJ | China | 2026Q3 | 4,061.5 | 706.3 | 0 | 0 | 0 | 0 | 1,771 | 487.38 | 0 | 0 | 487.38 | 0.2752 | ||
2026-07-09T23:08:25 | CN-BJ | China | 2026Q3 | 2,125.1 | 1,832.8 | 0 | 0 | 0 | 0 | 1,000 | 255.012 | 0 | 0 | 255.012 | 0.255012 | ||
2026-07-09T23:26:05 | CN-BJ | China | 2026Q3 | 4,069.2 | 1,455 | 0 | 0 | 0 | 0 | 1,929 | 488.304 | 0 | 0 | 488.304 | 0.253138 | ||
2026-07-10T00:09:55 | CN-BJ | China | 2026Q3 | 611.2 | 606.5 | 0 | 0 | 0 | 0 | 1,672 | 73.344 | 0 | 0 | 73.344 | 0.043866 | ||
2026-07-10T00:18:07 | CN-BJ | China | 2026Q3 | 4,946.1 | 352.6 | 0 | 0 | 0 | 0 | 380 | 593.532 | 0 | 0 | 593.532 | 1.561926 | ||
2026-07-10T02:16:21 | CN-BJ | China | 2026Q3 | 0 | 1,074.8 | 0 | 0 | 0 | 0 | 933 | 0 | 0 | 0 | 0 | 0 | ||
2026-07-10T02:42:56 | CN-BJ | China | 2026Q3 | 3,010.6 | 114.5 | 0 | 0 | 0 | 0 | 1,749 | 361.272 | 0 | 0 | 361.272 | 0.206559 |
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