Farm Equipment Telemetry and Fault Codes

This dataset provides detailed, time-stamped telemetry and fault code logs from farm equipment, including operational parameters, location, and diagnostic error codes. It enables predictive maintenance, downtime reduction, and operational analytics by linking machine health, usage, and fault events to specific equipment and operators. The data is ideal for building machine learning models to forecast failures and optimize maintenance schedules.

  • last updated 12 Jul 2025
  • by GoMask
The brief that made it

Predictive maintenance modeling for farm equipment

Sample rows

preview · 8 of 200 rows · all 18 columns
equipment_idstringfault_severitystringengine_hoursfloatmaintenance_requiredbooleanequipment_manufacturerstringequipment_typestringequipment_modelstringtelemetry_idstringtimestampdatetimelatitudefloatlongitudefloatfuel_level_percentfloatoil_pressure_psifloatcoolant_temperature_cfloatspeed_kphfloatfault_codestringfault_code_descriptionstringoperator_idstring
EQ-0001blank1285.3falseJohn Deeretractor8R 310TLM-000012024-03-04T08:28:42Z36.123456-94.12378982.657.293.16.2blankblankOP-1032
EQ-0002warning785.5falseClaasharvesterLEXION 760TLM-000022024-03-04T09:15:50Z48.8566132.35222226.942.188.33.6E203Hydraulic pressure lowOP-1005
EQ-0003blank634.2falseJohn DeeresprayerR4038TLM-000032024-03-04T11:03:12Z41.878113-87.62979951.349.876.59.7blankblankOP-1099
EQ-0004critical931.6trueCase IHcombineAxial-Flow 8250TLM-000042024-03-04T12:42:55Z52.52000813.40495419.438.798.84.2P0117Coolant sensor low inputOP-1077
EQ-0005blank2102.8falseKubotatractorblankTLM-000052024-03-04T13:22:17Z35.779591-78.63817660.765.1105.413.9blankblankOP-1125
EQ-0006blank307.2falseKinzeplanter3665TLM-000062024-03-04T13:35:19Z38.89511-77.03636947.11862.52.8blankblankblank
EQ-0007blankblankfalseBrenttrailerV1100TLM-000072024-03-04T14:14:03Z40.712776-74.005974blankblankblank0blankblankblank
EQ-0003info636falseJohn DeeresprayerR4038TLM-000082024-03-04T14:28:09Z41.877113-87.62979948.647.377.19.5C152CAN bus error detectedOP-1099

What the 200 rows show

from the 200-row sample

Critical (fault severity) stands out: mean engine_hours is 1,522, against 470.3 for the rest.

  • 8%maintenance_required = true
  • 554.6median engine_hours
  • 10equipment types
  • 45.3median fuel_level_percent
  • 41.0median oil_pressure_psi
  • 84.7median coolant_temperature_c
Mean engine_hours by fault_severity42 rows
01,0002,000178.4info13 rows762.3warning13 rows1,522critical16 rows
engine_hours177 rows, in bands of 500
045908343189138302,0003,500engine_hours →

Median 554.6, from 0.0 to 3,121.

equipment_manufacturer198 rows with a value · 2 left blank
  1. John Deere54
  2. Case IH19
  3. Deutz-Fahr14
  4. Väderstad13
  5. Claas12
  6. Kinze12
  7. Brent12
  8. AGCO12
  9. DJI10
  10. Polaris9
18 columns by typefrom the column list below
  • string 9
  • float 7
  • datetime 1
  • boolean 1

Columns

18 columns in four groups
blueprint · 18 columns
columntypedescriptionexample
Text 9 columns
equipment_idstringUnique identifier for each piece of farm equipmentEQ-0001
equipment_typestringType or model of the farm equipment (e.g., tractor, combine, sprayer)10 typestractor
equipment_manufacturerstringManufacturer or brand of the equipmentoptionalJohn Deere
equipment_modelstringModel name or number of the equipmentoptional8R 310
telemetry_idstringUnique identifier for each telemetry log entryuniqueTLM-00001
fault_codestringMachine error or diagnostic trouble code recorded at the time of telemetryoptionalE203
fault_code_descriptionstringHuman-readable description of the fault codeoptionalHydraulic pressure low
fault_severitystringSeverity level of the fault (e.g., info, warning, critical)info · warning · critical · optionalwarning
operator_idstringIdentifier for the operator using the equipment at the time of telemetryoptionalOP-1032
Numbers 7 columns
latitudefloatLatitude coordinate of the equipment at the time of telemetry-90 to 90 · optional36.123456
longitudefloatLongitude coordinate of the equipment at the time of telemetry-180 to 180 · optional-94.123789
engine_hoursfloatTotal engine run time in hours at the time of log0 or more · optional1285.3
fuel_level_percentfloatFuel level as a percentage (0-100) at the time of telemetry0 to 100 · optional82.6
oil_pressure_psifloatOil pressure in PSI at the time of telemetryoptional57.2
coolant_temperature_cfloatCoolant temperature in degrees Celsius at the time of telemetryoptional93.1
speed_kphfloatEquipment speed in kilometers per hour at the time of telemetry0 or more · optional6.2
Dates and times 1 column
timestampdatetimeDate and time when the telemetry data was recorded2024-03-04T08:28:42Z
True or false 1 column
maintenance_requiredbooleanIndicates if maintenance is required based on the telemetry or fault codeoptionalfalse

Use it for

  • maintenance re…8%16 of 200 rowsmean engine hours by …178.4info762.3warning1.5kcritic…

    An agriculture dashboard

    The maintenance_required rate, engine_hours by fault_severity and a breakdown of equipment_manufacturer. Excel, Power BI or Tableau.

  • Why do the 16 critical rows have a mean engine_hours of 1,522?

    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 equipments with equipment_type, equipment_manufacturer and equipment_model to fill a screen in front of a buyer.

Not quite right?

Make it yours.

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blueprint · farm-equipment-telemetry-and-fault-codes

Behind this dataset

Same schema. As many rows as you need.

These 200 rows came out of a blueprint — 18 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
  • Each record: machine ID, time, telemetry metrics
  • Error/fault codes mapped to events
  • Maintenance action and outcome recorded
  • Field and crop type associated
  • Seasonality impacts failure rates
Rows
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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
farm-equipment-telemetry-and-fault-codes

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