• Gaming
  • 17 columns
  • 120 rows
  • 8 formats

Gaming Device Predictive Maintenance Signals

This dataset provides comprehensive telemetry signals from gaming devices, enabling predictive maintenance and operational analytics. It includes sensor readings, device metadata, failure probability predictions, and sustainability metrics, supporting proactive management to maximize uptime and energy efficiency across gaming operations.

  • last updated 24 Oct 2025
  • by GoMask
The brief that made it

Predicting hardware failures and scheduling preventative maintenance

Sample rows

preview · 8 of 120 rows · all 17 columns
device_idstringdevice_typestringsignal_qualityfloatmaintenance_requiredbooleanerror_codestringlocation_idstringlocation_namestringinstallation_datedatesignal_timestampdatetimetemperature_celsiusfloathumidity_percentfloatpower_usage_wattsfloatfan_speed_rpmintegerpredicted_failure_probabilityfloatlast_maintenance_datedateuptime_hoursfloatsustainability_scorefloat
SM-00192Aslot_machine0.93falseblankCAS-NV001Golden Oasis Casino2022-10-152024-05-25T18:23:31Z38.444.1155.211680.182024-02-101834.50.91
ACB-4478Carcade_cabinet0.73falseblankARC-CA013Neon Arcade Zone2023-02-202024-05-25T19:12:07Z34.729.8110.79800.392024-04-26367.80.62
CON-61G7Dconsole0.07trueTEMP_OVERENT-WA022GameHub Bellevue2023-11-082024-05-25T20:44:51Z99.1100000.972024-05-2500.04
SM-00413Xslot_machine0.87falseblankCAS-NV002High Rollers Lounge2022-06-222024-05-25T16:12:48Z41.250.3177.813250.262024-01-132098.60.89
ACB-3907Qarcade_cabinet0.58trueFAN_LOWARC-NV004RetroFun Arcade2023-07-132024-05-25T17:29:30Z36.541.7138.611200.592024-05-0155.30.52
OTHER-210Bother0.88falseblankRC-CA014LA Rec Center2023-10-102024-05-25T21:05:12Z18.587.822.34820.162024-04-01863.40.97
SM-00280Hslot_machine0.96falseblankCAS-NV001Golden Oasis Casino2022-08-022024-05-25T18:47:12Z44.637.1178.214120.212024-03-152240.10.82
CON-61G8Aconsole0.06trueTEMP_BELOWENT-NV026Vegas Play Zone2023-12-212024-05-25T19:49:03Z-400000.942024-05-2500.01

What the 120 rows show

from the 120-row sample

Console (device type) stands out: mean signal_quality is 0.07, against 0.83 for the rest.

  • 38%maintenance_required = true
  • 0.83median signal_quality
  • 35.7median temperature_celsius
  • 42.0median humidity_percent
  • 138.1median power_usage_watts
  • 1,210median fan_speed_rpm
Mean signal_quality by device_type120 rows
00.510.92slot_mac…42 rows0.68arcade_c…35 rows0.07console25 rows0.90other18 rows
signal_quality120 rows, in bands of 0.1
0204025001051315214000.51signal_quality →

Median 0.83, from 0.05 to 0.99.

error_code35 rows with a value · 85 left blank
  1. FAN_LOW9
  2. TEMP_BELOW6
  3. OVR_PWR6
  4. TEMP_OVER5
  5. HUM_HIGH5
  6. PWR_PEAK3
  7. SENSOR_FAIL1
17 columns by typefrom the column list below
  • string 5
  • integer 1
  • float 7
  • date 2
  • datetime 1
  • boolean 1

Columns

17 columns in four groups
blueprint · 17 columns
columntypedescriptionexample
Text 5 columns
device_idstringUnique identifier for the gaming deviceuniqueSM-00192A
device_typestringType or model of the gaming device (e.g., slot machine, arcade cabinet)slot_machine · arcade_cabinet · console · otherslot_machine
location_idstringUnique identifier for the device's physical locationCAS-NV001
location_namestringName or description of the device's location (e.g., casino floor, arcade zone)optionalGolden Oasis Casino
error_codestringError or fault code reported by device sensors, if any7 codes · optionalTEMP_OVER
Numbers 8 columns
temperature_celsiusfloatDevice internal temperature in degrees Celsius-40 to 10038.4
humidity_percentfloatInternal humidity percentage as measured by sensors0 to 100 · optional44.1
power_usage_wattsfloatPower consumption of the device in watts at time of signal0 or more155.2
fan_speed_rpmintegerCooling fan speed in revolutions per minute0 or more · optional1168
signal_qualityfloatQuality score of the telemetry signal (0.0-1.0)0 to 1 · optional0.93
predicted_failure_probabilityfloatProbability (0.0-1.0) that device will fail within next 7 days, as predicted by analytics0 to 10.18
uptime_hoursfloatTotal hours device has operated since last maintenance0 or more · optional1834.5
sustainability_scorefloatScore (0.0-1.0) indicating device's operational sustainability based on energy and maintenance metrics0 to 1 · optional0.91
Dates and times 3 columns
installation_datedateDate the device was installed at the locationoptional2022-10-15
signal_timestampdatetimeTimestamp when telemetry signal was recorded2024-05-25T18:23:31Z
last_maintenance_datedateDate of last maintenance performed on the deviceoptional2024-02-10
True or false 1 column
maintenance_requiredbooleanIndicates if device requires maintenance based on predictive analyticsfalse

Use it for

  • maintenance re…38%45 of 120 rowsmean signal quality b…0.92slot…0.68arca…0.07cons…0.90other

    A gaming dashboard

    The maintenance_required rate, signal_quality by device_type and a breakdown of error_code. Excel, Power BI or Tableau.

  • Why do the 25 console rows have a mean signal_quality of 0.07?

    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 devices with device_type, location_id and location_name to fill a screen in front of a buyer.

Not quite right?

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This dataset120 rows17 columns
Yours1,000 rows17 columnslocation_id: UK only

blueprint · gaming-device-predictive-maintenance-signals

Behind this dataset

Same schema. As many rows as you need.

These 120 rows came out of a blueprint — 17 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 row corresponds to a device telemetry snapshot with unique device ID.
  • Maintenance risk score calculated from CPU temp, fan speed, error log frequency.
  • Power consumption flagged if above sustainability threshold.
  • Devices in cloud gaming clusters tagged for priority intervention.
  • Sensor error types mapped to recommended maintenance actions.
Rows
Open the blueprint in Data Factory

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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
gaming-device-predictive-maintenance-signals

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