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Predictive Maintenance Dataset

Predictive Maintenance · 1,000 rows · seed 3785473830

iotsyn_69d06099cebaa5.85321147

Experimental Engine — Under Scientific Review

This domain is an early-stage research prototype. Its models, units, temporal behaviour, and event semantics are being audited. Outputs should not be treated as empirically validated observations.

engine 3.1.0 · schema unrecorded · evidence unrecorded · seed 3785473830 · generated 2026-04-04T00:51:37Z

maturity experimental · validation audit_pending

#PredictiveMaintenance #Industry40 #Vibration #Weibull #RemainingUsefulLife #ConditionMonitoring #SyntheticData #IoT #OpenData #CC0 #MachineLearning #Experimental

Configuration

Default configuration

Data Points

1,000

License

CC0 1.0

Downloads

15

Views

561

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Data Preview

First 120 of 1,000 rows

Interactive charts generated automatically from a sample of your dataset.

Sensor Readings

Equipment Degradation

Machine Status

Full Dataset Rows

Rows 1–50 of 1,000 · 14 columns · Page 1 / 20

Every row and every column of this dataset is rendered server-side so that search engines and AI crawlers can index the data directly. Use the pagination below to navigate, or download the full CSV above.

# Timestamp Machine_ID Machine_Type Temperature_C Vibration_mm_s Current_A Pressure_kPa RPM Noise_dB Oil_Temp_C Operating_Hours Degradation_Index RUL_Hours Machine_Status
1 2026-03-28 00:51:37 M001 Motor 29.2 1.13 4.94 0 578 67.7 36.5 2261 0.024 7738 Normal
2 2026-03-28 00:56:37 M002 Pump 32.9 2.03 7.67 800.7 1146 75 46.9 868 0.0133 6631 Normal
3 2026-03-28 01:01:37 M003 Compressor 37.2 2.47 16.24 977.3 533 80.6 53.7 1634 0.0253 10865 Normal
4 2026-03-28 01:06:37 M004 Conveyor 27 1.37 3.67 0 211 71.5 32.6 4112 0.0204 10887 Normal
5 2026-03-28 01:11:37 M005 Motor 37.7 3.41 7.66 0 731 71.8 42.6 8329 0.4691 1670 Warning
6 2026-03-28 01:16:37 M006 Pump 34.3 2.82 8.44 738 1137 79.6 46.6 3272 0.1733 4227 Normal
7 2026-03-28 01:21:37 M007 Compressor 40.1 3.25 18.2 951.6 589 79.8 57.2 5286 0.1914 7213 Normal
8 2026-03-28 01:26:37 M008 Conveyor 28.1 2.06 3.39 0 172 71.9 32.3 8767 0.181 6232 Normal
9 2026-03-28 01:31:37 M001 Motor 29 1.23 4.87 0 570 64.7 36.9 2261 0.024 7738 Normal
10 2026-03-28 01:36:37 M002 Pump 32.9 2.16 7.58 787.2 1087 77.8 45.3 868 0.0133 6631 Normal
11 2026-03-28 01:41:37 M003 Compressor 37.7 2.76 16.25 976.3 575 80.2 53.2 1634 0.0253 10865 Normal
12 2026-03-28 01:46:37 M004 Conveyor 26.5 1.84 3.6 0 222 67.7 30.9 4112 0.0204 10887 Normal
13 2026-03-28 01:51:37 M005 Motor 37.8 3.33 7.62 0 763 69 41.6 8329 0.4691 1670 Warning
14 2026-03-28 01:56:37 M006 Pump 33.6 2.75 8.5 772.9 1101 78 47.6 3272 0.1733 4227 Normal
15 2026-03-28 02:01:37 M007 Compressor 39.7 3.46 18.13 928.3 567 81.4 53.9 5286 0.1914 7213 Normal
16 2026-03-28 02:06:37 M008 Conveyor 28.7 2.01 3.35 0 183 70.5 30.4 8767 0.181 6232 Normal
17 2026-03-28 02:11:37 M001 Motor 28.8 1.39 4.89 0 580 65.2 35.9 2261 0.024 7738 Normal
18 2026-03-28 02:16:37 M002 Pump 33.1 1.98 7.6 805.3 1034 73.4 46.5 868 0.0133 6631 Normal
19 2026-03-28 02:21:37 M003 Compressor 36.9 2.77 16.43 1009.8 545 81.8 52.3 1634 0.0253 10865 Normal
20 2026-03-28 02:26:37 M004 Conveyor 26.7 2 3.64 0 212 72.1 30.7 4112 0.0204 10887 Normal
21 2026-03-28 02:31:37 M005 Motor 37.7 3.1 7.69 0 766 69.5 43.4 8329 0.4691 1670 Warning
22 2026-03-28 02:36:37 M006 Pump 34.2 2.58 8.53 765.5 1106 76.7 47.9 3272 0.1733 4227 Normal
23 2026-03-28 02:41:37 M007 Compressor 40.5 3.65 18.12 918.2 586 85.5 55.7 5286 0.1914 7213 Normal
24 2026-03-28 02:46:37 M008 Conveyor 29 1.98 3.34 0 174 73.6 33.5 8767 0.181 6232 Normal
25 2026-03-28 02:51:37 M001 Motor 29.8 1.05 4.81 0 583 67 38.7 2261 0.024 7738 Normal
26 2026-03-28 02:56:37 M002 Pump 33.3 2.03 7.45 804.7 1057 73.5 46.9 868 0.0133 6631 Normal
27 2026-03-28 03:01:37 M003 Compressor 37.2 2.88 16.35 978.2 522 81.8 53.7 1634 0.0254 10865 Normal
28 2026-03-28 03:06:37 M004 Conveyor 26.9 1.92 3.46 0 215 69.3 31.5 4112 0.0204 10887 Normal
29 2026-03-28 03:11:37 M005 Motor 38 3.02 7.63 0 779 70.7 43.5 8329 0.4691 1670 Warning
30 2026-03-28 03:16:37 M006 Pump 34.5 2.41 8.45 758.1 1065 79.7 48.2 3272 0.1733 4227 Normal
31 2026-03-28 03:21:37 M007 Compressor 40 3.4 18.13 950.6 582 85.4 56.2 5286 0.1914 7213 Normal
32 2026-03-28 03:26:37 M008 Conveyor 28.9 1.97 3.46 0 173 73.4 33.8 8767 0.181 6232 Normal
33 2026-03-28 03:31:37 M001 Motor 30 1.08 4.85 0 618 63.6 38 2261 0.024 7738 Normal
34 2026-03-28 03:36:37 M002 Pump 33.3 2.14 7.56 824.6 1150 80.1 45.1 868 0.0133 6631 Normal
35 2026-03-28 03:41:37 M003 Compressor 37.5 2.84 16.3 986.7 540 81.4 53.2 1634 0.0254 10865 Normal
36 2026-03-28 03:46:37 M004 Conveyor 26.6 2.15 3.39 0 220 70.4 31.5 4112 0.0204 10887 Normal
37 2026-03-28 03:51:37 M005 Motor 37.7 3.18 7.58 0 755 72.5 43.1 8329 0.4691 1670 Warning
38 2026-03-28 03:56:37 M006 Pump 34.6 2.26 8.39 769.2 1147 77.1 48 3272 0.1734 4227 Normal
39 2026-03-28 04:01:37 M007 Compressor 38.8 3.52 18.38 962.6 566 83 53.9 5286 0.1914 7213 Normal
40 2026-03-28 04:06:37 M008 Conveyor 28.4 1.86 3.51 0 178 72.8 32.9 8767 0.181 6232 Normal
41 2026-03-28 04:11:37 M001 Motor 29.4 1.19 4.91 0 584 65.7 37.6 2261 0.024 7738 Normal
42 2026-03-28 04:16:37 M002 Pump 32.6 2.16 7.54 766.8 1030 76.9 47.4 868 0.0133 6631 Normal
43 2026-03-28 04:21:37 M003 Compressor 37.6 2.72 16.28 1007 557 81 55 1634 0.0254 10865 Normal
44 2026-03-28 04:26:37 M004 Conveyor 25.7 1.75 3.59 0 207 69.8 27.8 4112 0.0204 10887 Normal
45 2026-03-28 04:31:37 M005 Motor 37.2 3.12 7.49 0 722 70.1 42.5 8329 0.4691 1670 Warning
46 2026-03-28 04:36:37 M006 Pump 34.6 2.46 8.29 748.4 1135 76.1 48.4 3272 0.1734 4227 Normal
47 2026-03-28 04:41:37 M007 Compressor 38.2 3.59 18.32 926.4 570 83.6 53.5 5286 0.1914 7213 Normal
48 2026-03-28 04:46:37 M008 Conveyor 27.9 1.87 3.52 0 178 74.2 30.4 8767 0.181 6232 Normal
49 2026-03-28 04:51:37 M001 Motor 30.5 1.45 4.98 0 609 65.3 38.8 2261 0.024 7738 Normal
50 2026-03-28 04:56:37 M002 Pump 32.5 2.43 7.49 793.2 1096 76.3 46.2 868 0.0133 6631 Normal

Showing 50 rows on this page. To work with the data programmatically, prefer the CSV download.

Cite This Dataset

Use one of the following formats for your research papers:

Experimental Engine — Under Scientific Review. This domain is an early-stage research prototype. Its models, units, temporal behaviour, and event semantics are being audited. Outputs should not be treated as empirically validated observations. State this when citing the record.

APA 
IoTSyn Engine v3.1.0. (2026). Predictive Maintenance Dataset [iotsyn_69d06099cebaa5.85321147] [Data set]. IoTSyn Dataset Generator. https://iotsyn.com/view.php?uid=iotsyn_69d06099cebaa5.85321147
MLA 
"Predictive Maintenance Dataset." IoTSyn Engine v3.1.0, 2026, https://iotsyn.com/view.php?uid=iotsyn_69d06099cebaa5.85321147. Accessed 13 Oct. 2026.
CHICAGO 
IoTSyn. "Predictive Maintenance Dataset." Version v3.1.0. Dataset, 2026. https://iotsyn.com/view.php?uid=iotsyn_69d06099cebaa5.85321147. Accessed October 13, 2026.
IEEE 
IoTSyn, "Predictive Maintenance Dataset," IoTSyn Dataset Generator v3.1.0, Apr. 2026. [Online]. Available: https://iotsyn.com/view.php?uid=iotsyn_69d06099cebaa5.85321147
BIBTEX 
@misc{iotsyn69d06099cebaa585321147,
    author = {{IoTSyn}},
    title = {{Predictive Maintenance Dataset}},
    year = {2026},
    month = {apr},
    publisher = {{IoTSyn Dataset Generator}},
    url = {{https://iotsyn.com/view.php?uid=iotsyn_69d06099cebaa5.85321147}},
    note = {{Generated by IoTSyn Engine v3.1.0. Dataset ID: iotsyn_69d06099cebaa5.85321147}}
}
HARVARD 
IoTSyn Engine v3.1.0 (2026) Predictive Maintenance Dataset. Available at: https://iotsyn.com/view.php?uid=iotsyn_69d06099cebaa5.85321147 (Accessed: 13 October 2026).

Cite the IoTSyn Platform

Also cite the platform if you used it in your research:

BIBTEX 
@misc{iotsyn_platform_2026,
  author  = {IoTSyn},
  title   = {IoTSyn Engine: A Physics-Based Synthetic IoT Dataset Generator},
  year    = {2026},
  version = {4.5.0},
  url     = {https://iotsyn.com},
  note    = {Software platform}
}

All citation formats →

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Generated: Apr 04, 2026 00:51 UTC · Seed: 3785473830