Factory Sensor Equipment Readings

This dataset provides granular, time-stamped sensor readings from factory equipment, including operational status, alert flags, and maintenance indicators. It enables predictive maintenance, anomaly detection, and real-time optimization for Industry 4.0 manufacturing environments by linking sensor data to specific machines and factory locations.

  • last updated 20 Aug 2025
  • by GoMask
The brief that made it

Predictive maintenance and downtime prevention

Sample rows

preview · 8 of 200 rows · all 20 columns
reading_idstringsensor_typestringthreshold_maxfloatmaintenance_flagbooleanfactory_citystringequipment_idstringequipment_typestringsensor_idstringreading_valuefloatreading_unitstringreading_timestampdatetimefactory_idstringfactory_namestringfactory_street_addressstringfactory_statestringfactory_postal_codestringfactory_countrystringoperational_statusstringalert_flagbooleanthreshold_minfloat
R00001temperature80falseDaytonEQ01CNC machineS0155.6Celsius2024-03-28T10:24:16ZF001Summit Precision Works123 Industrial AveOH45402USArunningfalse35
R00002vibration4falseDaytonEQ02conveyor beltS022.4mm/s2024-03-28T10:26:15ZF001Summit Precision Works123 Industrial AveOH45402USArunningfalse0.2
R00003pressure15falseTulsaEQ03pumpS0314.3bar2024-03-28T10:29:23ZF002Apex Fluid Solutions200 Pump RdOK74104USArunningfalse8
R00004current50falseLas VegasEQ04robotic armS0427.6Amp2024-03-28T10:32:50ZF003Robo Assembly West41 Assembly PkwyNV89109USArunningfalse15
R00005temperature1050trueSan JoseEQ05furnaceS05890.2Celsius2024-03-28T10:34:35ZF004ThermoMetals Foundry77 Heat StCA95134USAmaintenancefalse650
R00006pressure8falseSan JoseEQ06air compressorS066.7bar2024-03-28T10:36:01ZF004ThermoMetals Foundry77 Heat StCA95134USArunningfalse2
R00007vibration4.8falseTorontoEQ07sorting machineS075.3mm/s2024-03-28T10:37:15ZF005Precision Sorters Canada88 Sorting AveONM5A2B3Canadarunningtrue0.2
R00008pressure15falseBerlinEQ08hydraulic pressS0815.7bar2024-03-28T10:39:33ZF006Global Press Systems300 Hydraulic BlvdBE10115Germanyrunningtrue3

What the 200 rows show

from the 200-row sample

Temperature (sensor type) stands out: mean threshold_max is 700.3, against 73.0 for the rest.

  • 18%maintenance_flag = true
  • 40.0median threshold_max
  • 5operational statuses
  • 7reading units
  • 7factory countries
  • 10equipment types
Mean threshold_max by sensor_type185 rows
0400800700.3tempe…37 rows4.8vibra…33 rows13.0press…56 rows90.2humid…22 rows84.5curre…20 rows367.1volta…17 rows
threshold_max185 rows, in bands of 200
075150141511691306001,200threshold_max →

Median 40.0, from 4.0 to 1,100.

factory_city200 rows · top 10 of 25 values
  1. Berlin20
  2. Las Vegas17
  3. Toronto17
  4. Singapore13
  5. Mumbai13
  6. San Jose12
  7. Reykjavik12
  8. Tulsa11
  9. Columbus9
  10. Houston8
20 columns by typefrom the column list below
  • string 14
  • float 3
  • datetime 1
  • boolean 2

Columns

20 columns in four groups
blueprint · 20 columns
columntypedescriptionexample
Text 14 columns
reading_idstringUnique identifier for each sensor reading recorduniqueR00001
equipment_idstringUnique identifier for the equipment/machine where the sensor is installedEQ01
equipment_typestringType or category of the equipment (e.g., CNC machine, conveyor belt, pump)10 typesCNC machine
sensor_idstringUnique identifier for the sensor deviceS01
sensor_typestringType of sensor (e.g., temperature, vibration, pressure, humidity)7 valuestemperature
reading_unitstringUnit of measurement for the sensor reading (e.g., Celsius, mm/s, bar)7 unitsCelsius
factory_idstringUnique identifier for the factory or plant locationF001
factory_namestringName of the factory or plantoptionalSummit Precision Works
factory_street_addressstringStreet address of the factoryoptional123 Industrial Ave
factory_citystringCity where the factory is locatedoptionalDayton
factory_statestringState or province where the factory is locatedoptionalOH
factory_postal_codestringPostal code for the factory locationoptional45402
factory_countrystringCountry where the factory is located7 countries · optionalUSA
operational_statusstringOperational status of the equipment at the time of reading (e.g., running, stopped, maintenance, error)running · stopped · maintenance · error · idle · optionalrunning
Numbers 3 columns
reading_valuefloatMeasured value from the sensor55.6
threshold_minfloatMinimum threshold value for the sensor reading (if applicable)optional35
threshold_maxfloatMaximum threshold value for the sensor reading (if applicable)optional80
Dates and times 1 column
reading_timestampdatetimeDate and time when the sensor reading was recorded2024-03-28T10:24:16Z
True or false 2 columns
maintenance_flagbooleanIndicates if the reading was taken during a maintenance eventoptionalfalse
alert_flagbooleanIndicates if the reading triggered an alert or exceeded a thresholdoptionalfalse

Use it for

  • maintenance fl…18%36 of 200 rowsmean threshold max by…700.3temp…4.8vibr…13.0pres…90.2humi…

    A manufacturing dashboard

    The maintenance_flag rate, threshold_max by sensor_type and a breakdown of factory_city. Excel, Power BI or Tableau.

  • Why do the 37 temperature rows have a mean threshold_max of 700.3?

    A root-cause class exercise

    Hand out the rows and one question. The answer is in the data, not in the brief.

  • A software demo

    Believable readings with equipment_id, equipment_type and sensor_id to fill a screen in front of a buyer.

Not quite right?

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This dataset200 rows20 columns
Yours1,000 rows20 columnsfactory_street_address: UK only

blueprint · factory-sensor-equipment-readings

Behind this dataset

Same schema. As many rows as you need.

These 200 rows came out of a blueprint — 20 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with
  • Track equipment ID and reading type
  • Record timestamped sensor values
  • Flag abnormal readings
  • Exclude offline equipment
Rows
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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
factory-sensor-equipment-readings

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