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unit_id
large_stringclasses
1 value
cycle
int64
1
259k
Timestamp
large_stringdate
2024-01-01 00:00:00
2024-01-03 23:59:00
Phase1_Voltage
float64
402
429
Phase2_Voltage
float64
399
426
Phase3_Voltage
float64
401
428
Phase1_Current
float64
1.27
3.72
Phase2_Current
float64
1.32
2.71
Phase3_Current
float64
1.33
2.68
Active_Power
float64
0.46
1.11
Reactive_Power
float64
0.3
0.58
Power_Factor
float64
0.71
0.98
Frequency
float64
49.5
50.5
Stator_Temperature
float64
51.8
79.7
Bearing_Temperature
float64
45.8
80.9
Ambient_Temperature
float64
4.71
54.6
Inlet_Pressure
float64
0.6
2.36
Outlet_Pressure
float64
0.33
4.73
Flow_Rate
float64
2.63
11.6
Vibration_X
float64
0
5.99
Vibration_Y
float64
0.01
5.18
Vibration_Z
float64
0
4.32
Motor_Speed
float64
2.84k
2.92k
Torque
float64
1.98
3.71
Insulation_Resistance
float64
0.8
14.8
Oil_Level
float64
69.4
111
Current_Unbalance
float64
0
25
THD_Current
float64
0.75
30
Bearing_FFT_Harmonics
float64
0.05
0.8
Failure_Code
int64
0
4
crompton_greeves_pump_001
1
01-01-2024 00:00
412.175353
408.162801
408.570136
1.874395
1.957055
1.981316
0.733226
0.463226
0.932878
49.873463
61.866235
61.23094
35.98659
1.311874
3.676442
10.609695
0.946638
1.281942
1.081712
2,883.153262
2.874261
9.442286
90.848923
3.343506
5.175827
0.11317
0
crompton_greeves_pump_001
2
01-01-2024 00:00
409.199354
412.971448
411.580914
2.132437
1.946194
2.157162
0.799914
0.490341
0.824553
50.024168
61.697727
56.363777
28.152014
1.558892
3.726447
9.948656
0.874682
1.275688
0.912586
2,885.310069
2.826666
11.408233
96.224124
1.013638
5.28489
0.093601
0
crompton_greeves_pump_001
3
01-01-2024 00:00
415.612188
411.836185
415.902939
2.111259
2.262882
2.206587
0.764388
0.461047
0.903768
49.965333
62.902249
53.894253
23.44728
1.337691
3.204686
10.153218
1.232688
1.194446
0.952529
2,883.249692
2.774897
11.091204
87.449594
0.374193
5.521281
0.093808
0
crompton_greeves_pump_001
4
01-01-2024 00:00
414.606107
416.305993
411.202729
1.824051
2.301688
2.04451
0.768818
0.501752
0.839548
49.971368
70.213416
55.332236
26.181907
1.513631
3.93647
9.703645
1.624167
1.027996
0.857446
2,888.250034
2.267094
10.665598
88.313734
1.318789
4.987324
0.061005
0
crompton_greeves_pump_001
6
01-01-2024 00:00
413.310849
414.805725
413.964616
2.000432
2.141641
2.056729
0.787261
0.4332
0.849062
49.922183
63.330944
56.269934
21.452127
1.470224
3.1719
10.066871
1.14231
1.047247
0.639589
2,874.89314
2.977052
10.285821
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0.186854
5.846819
0.140732
0
crompton_greeves_pump_001
7
01-01-2024 00:00
413.310219
419.753159
413.902745
2.058684
2.153157
1.962969
0.838687
0.420728
0.849887
50.002017
63.180124
57.449079
38.297615
1.712072
3.541981
10.49357
1.677282
1.406086
0.662671
2,877.464859
2.797018
10.96556
95.142848
0.819696
4.813178
0.056974
0
crompton_greeves_pump_001
8
01-01-2024 00:00
415.692854
417.119619
410.826241
1.952615
2.026432
2.116124
0.725045
0.441601
0.798137
50.048113
62.26138
55.285299
35.66713
1.475045
3.507567
9.956033
0.983522
1.134992
0.55462
2,877.174006
2.999695
8.681358
92.031824
0.713988
6.278853
0.120168
0
crompton_greeves_pump_001
9
01-01-2024 00:00
418.537004
408.614158
415.314839
1.952739
1.760675
2.05351
0.790191
0.417012
0.847921
49.97726
62.545712
59.354868
29.293775
1.139234
3.151017
9.829392
1.010778
0.920181
0.676943
2,882.509687
2.810545
11.382489
88.194031
2.982378
3.229793
0.120952
0
crompton_greeves_pump_001
11
01-01-2024 00:00
411.091563
413.671297
414.633847
1.887884
1.970136
2.14167
0.679696
0.449837
0.853717
50.141591
67.626569
55.466427
39.53776
1.414543
3.857752
10.043271
1.171556
0.957565
0.947834
2,885.142809
2.944663
11.064984
87.715406
1.905109
5.291712
0.071146
0
crompton_greeves_pump_001
12
01-01-2024 00:00
417.140573
415.078562
411.737031
2.001942
2.128471
1.843561
0.702688
0.430183
0.857385
49.922935
66.227082
58.12316
28.454306
1.70972
3.488074
9.573682
1.015443
1.377501
0.815854
2,880.008311
3.005285
10.926937
83.321953
1.036064
3.544592
0.076841
0
crompton_greeves_pump_001
13
01-01-2024 00:00
414.033048
412.37432
411.931969
1.860677
2.129662
1.879693
0.683474
0.506092
0.833792
49.987725
63.738727
55.693432
37.248068
1.670149
3.625094
9.885569
0.818361
0.497355
1.197654
2,895.467341
2.676779
9.76837
84.738968
0.115183
5.228401
0.135715
0
crompton_greeves_pump_001
14
01-01-2024 00:00
413.973848
411.686873
411.251848
1.896084
2.020554
2.104069
0.798035
0.468573
0.8641
49.968384
64.546792
52.615561
35.060289
1.49606
2.841468
9.978633
1.116487
1.096119
0.954032
2,875.876653
2.621913
8.592014
88.715465
1.279434
3.613669
0.053749
0
crompton_greeves_pump_001
16
01-01-2024 00:00
423.198394
411.262525
409.967593
1.844554
2.032195
2.280783
0.768838
0.45978
0.862099
49.903247
68.664272
56.409808
34.634436
1.551857
3.355097
10.440207
1.294424
1.038045
0.798302
2,888.778642
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9.566347
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0.971875
5.410328
0.059466
0
crompton_greeves_pump_001
17
01-01-2024 00:00
416.012534
412.483269
407.351706
2.172372
2.039585
2.018527
0.798474
0.449001
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31.56809
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2,876.716084
3.22985
9.937844
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1.459303
7.181605
0.064291
0
crompton_greeves_pump_001
18
01-01-2024 00:00
411.93475
412.50735
411.875223
1.994923
1.944975
2.135624
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49.770199
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25.84034
1.601002
4.126725
10.177855
1.299093
0.885527
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2,863.578346
2.698106
9.832492
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1.943214
3.095136
0.109113
0
crompton_greeves_pump_001
19
01-01-2024 00:00
409.040286
416.393563
416.280159
2.037865
2.310932
1.858341
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0.445297
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49.837806
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30.880307
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0
crompton_greeves_pump_001
21
01-01-2024 00:00
416.013901
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1.984848
2.184336
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5.824409
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0
crompton_greeves_pump_001
22
01-01-2024 00:00
411.661796
412.810498
414.498704
2.114019
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4.858744
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0
crompton_greeves_pump_001
23
01-01-2024 00:00
413.521507
410.937362
414.240286
2.079113
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0.134135
0
crompton_greeves_pump_001
24
01-01-2024 00:00
412.191267
414.159875
415.008728
2.122526
2.187235
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0.824253
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4.27185
0.13721
0
crompton_greeves_pump_001
26
01-01-2024 00:00
419.510263
414.183687
413.148976
2.060922
2.058419
1.986816
0.80582
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crompton_greeves_pump_001
27
01-01-2024 00:00
416.963624
412.104917
419.760962
1.897823
1.8708
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crompton_greeves_pump_001
28
01-01-2024 00:00
416.924645
417.726387
413.139343
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crompton_greeves_pump_001
29
01-01-2024 00:00
423.699575
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412.404838
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crompton_greeves_pump_001
31
01-01-2024 00:00
407.718703
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crompton_greeves_pump_001
32
01-01-2024 00:00
408.638556
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crompton_greeves_pump_001
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01-01-2024 00:00
412.367188
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crompton_greeves_pump_001
34
01-01-2024 00:00
410.271656
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crompton_greeves_pump_001
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01-01-2024 00:00
414.39291
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crompton_greeves_pump_001
37
01-01-2024 00:00
418.586496
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crompton_greeves_pump_001
38
01-01-2024 00:00
411.51
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crompton_greeves_pump_001
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01-01-2024 00:00
417.212913
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crompton_greeves_pump_001
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01-01-2024 00:00
414.841027
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crompton_greeves_pump_001
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01-01-2024 00:00
415.535412
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crompton_greeves_pump_001
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01-01-2024 00:00
414.065805
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crompton_greeves_pump_001
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01-01-2024 00:00
417.988286
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crompton_greeves_pump_001
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01-01-2024 00:00
410.366581
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crompton_greeves_pump_001
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01-01-2024 00:00
411.031396
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01-01-2024 00:00
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01-01-2024 00:00
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01-01-2024 00:00
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01-01-2024 00:00
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01-01-2024 00:00
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01-01-2024 00:00
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01-01-2024 00:00
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01-01-2024 00:00
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01-01-2024 00:00
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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01-01-2024 00:01
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crompton_greeves_pump_001
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01-01-2024 00:01
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crompton_greeves_pump_001
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01-01-2024 00:01
417.296624
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crompton_greeves_pump_001
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01-01-2024 00:01
414.444388
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crompton_greeves_pump_001
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01-01-2024 00:01
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crompton_greeves_pump_001
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crompton_greeves_pump_001
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crompton_greeves_pump_001
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01-01-2024 00:01
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crompton_greeves_pump_001
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01-01-2024 00:01
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crompton_greeves_pump_001
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crompton_greeves_pump_001
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01-01-2024 00:01
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crompton_greeves_pump_001
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01-01-2024 00:01
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crompton_greeves_pump_001
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crompton_greeves_pump_001
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crompton_greeves_pump_001
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crompton_greeves_pump_001
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crompton_greeves_pump_001
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crompton_greeves_pump_001
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01-01-2024 00:01
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crompton_greeves_pump_001
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crompton_greeves_pump_001
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crompton_greeves_pump_001
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01-01-2024 00:02
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crompton_greeves_pump_001
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YAML Metadata Warning:The task_categories "anomaly-detection" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

Crompton Greeves Three Phase Pump Predictive Maintenance Dataset

This Praxis mirror contains processed Parquet files for the Crompton Greaves CG-IPM-15 synthetic pump predictive-maintenance dataset used as TwinnableAgent Dataset 11.

Source and Attribution

  • Primary metadata/source page: IEEE DataPort, DOI 10.21227/1bzr-hq65
  • Public source repository cited by the IEEE README: https://github.com/rajesh-amrita/pump_maintenance
  • Authors/attribution: Rajesh T and Anju S Pillai, Amrita Vishwa Vidyapeetham

The IEEE page describes the dataset as synthetic data emulating six months of continuous operation of a Crompton Greaves CG-IPM-15 three-phase industrial centrifugal pump.

Files

  • data/train.parquet: deterministic 80% split, preserving temporal order coverage by assigning every fifth row to validation.
  • data/val.parquet: deterministic 20% split.
  • metadata.json: source, schema, row-count, and split metadata.

Schema

Replay columns added by Praxis:

  • unit_id: constant unit identifier for the pump run.
  • cycle: deterministic one-based row counter used for replay.

Source fields retained:

  • Timestamp
  • Phase1_Voltage, Phase2_Voltage, Phase3_Voltage
  • Phase1_Current, Phase2_Current, Phase3_Current
  • Active_Power, Reactive_Power, Power_Factor, Frequency
  • Stator_Temperature, Bearing_Temperature, Ambient_Temperature
  • Inlet_Pressure, Outlet_Pressure, Flow_Rate
  • Vibration_X, Vibration_Y, Vibration_Z
  • Motor_Speed, Torque
  • Insulation_Resistance, Oil_Level, Current_Unbalance, THD_Current, Bearing_FFT_Harmonics
  • Failure_Code: 0 normal, 1 bearing wear, 2 winding insulation degradation, 3 impeller damage/cavitation, 4 multi-fault condition.

Praxis Role

Dataset 11: cross-domain pump deployment context for H1 generalization and future cross-domain predictive-maintenance experiments.

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