Remote Real Estate Asset Monitoring

This dataset provides comprehensive monitoring of remote real estate assets, capturing sensor readings, energy consumption, and incident logs to enable proactive maintenance and operational efficiency. It supports AI/ML-driven insights for property management, risk reduction, and sustainability reporting across distributed portfolios.

  • last updated 7 Jan 2026
  • by GoMask
The brief that made it

Predictive maintenance and anomaly detection for property assets

Sample rows

preview · 8 of 112 rows · all 23 columns
property_idstringincident_statusstringsensor_reading_valuefloatmaintenance_requiredbooleanincident_typestringproperty_namestringaddress_streetstringaddress_citystringaddress_statestringaddress_postal_codestringaddress_countrystringsensor_idstringsensor_typestringsensor_locationstringreading_timestampdatetimesensor_reading_unitstringincident_idstringincident_timestampdatetimeenergy_usage_period_startdatetimeenergy_usage_period_enddatetimeenergy_usage_kwhfloatlast_maintenance_datedateincident_descriptionstring
PROP-001blank7894.22falseblankRiverfront Plaza1420 Riverside DrSacramentoCA95814USASENS-ENERGY-001energy_meterBasement2024-05-15T11:42:00ZkWhblankblank2024-05-01T00:00:00Z2024-05-15T00:00:00Z7894.222024-03-15blank
PROP-002open72.6trueequipment_failureNorthgate Towers101 Northgate AveChicagoIL60642USASENS-TEMP-002temperatureLobby2024-05-17T09:19:00ZFahrenheitINC-20240517-0022024-05-17T10:00:00Zblankblankblank2024-04-27Temperature sensor reported anomalous readings, investigation required.
PROP-003blank56.4falseblankPinecrest Residences88 Pinecrest RdTorontoONM5V 2T6CanadaSENS-HUMID-003humidityStairwell2024-05-16T13:08:00Z%blankblankblankblankblank2024-02-23blank
PROP-004resolved17354.53falsescheduled_maintenanceKingston Factory451 Industrial WayKingstonONK7L 5A2CanadaSENS-ENERGY-004energy_meterMain Electrical Room2024-05-10T15:34:00ZkWhINC-20240510-0042024-05-10T16:00:00Z2024-05-01T00:00:00Z2024-05-10T00:00:00Z17354.532024-05-10Routine energy meter calibration performed as scheduled.
PROP-005blank27.5falseblankSunset View Condos703 Sunset BlvdSan DiegoCA92101USASENS-SMOKE-005smokeKitchen2024-05-14T17:51:00Zppmblankblankblankblankblank2024-04-11blank
PROP-006open1truealertWillow Grove Park156 Willow StPhiladelphiaPA19123USASENS-MOTION-006motionEntrance2024-05-13T08:27:00ZotherINC-20240513-0062024-05-13T09:00:00Zblankblankblank2024-04-17Unexpected motion detected in the main entrance during off-hours.
PROP-007blank22.3falseblankEastbrook Center990 Eastbrook AveDenverCO80203USASENS-TEMP-007temperatureMain Hall2024-05-18T18:23:00ZCelsiusblankblankblankblankblank2024-04-10blank
PROP-008resolved41.5falseinspectionMeadowlands Industrial210 Meadowlands PkwySecaucusNJ07094USASENS-HUMID-008humidityProduction Line2024-05-11T12:10:00Z%INC-20240511-0082024-05-11T13:00:00Zblankblankblank2024-05-11Annual humidity sensor inspection and cleaning performed.

What the 112 rows show

from the 112-row sample

Open (incident status) stands out: 14 of its 14 rows have maintenance_required = true, against 4 of 15 for the rest.

  • 16%maintenance_required = true
  • 63.5median sensor_reading_value
  • 4address countries
  • 7sensor types
  • 7sensor reading units
  • 13sensor locations
Maintenance required rate by incident_statusmaintenance_required = true
0%50%100%100%open14 of 140%resolved0 of 7100%in_progr…4 of 40%closed0 of 4
sensor_reading_value112 rows, in bands of 10k
04590852600000001050k100ksensor_reading_value →

Median 63.5, from 0.0 to 100,000.

incident_type29 rows with a value · 83 left blank
  1. alert11
  2. equipment_failure7
  3. inspection6
  4. scheduled_maintenance5
23 columns by typefrom the column list below
  • string 15
  • float 2
  • date 1
  • datetime 4
  • boolean 1

Columns

23 columns in four groups
blueprint · 23 columns
columntypedescriptionexample
Text 15 columns
property_idstringUnique identifier for the remote property assetuniquePROP-001
property_namestringName or label of the propertyRiverfront Plaza
address_streetstringStreet address of the property1420 Riverside Dr
address_citystringCity where the property is locatedSacramento
address_statestringState or province of the propertyCA
address_postal_codestringPostal or ZIP code of the property95814
address_countrystringCountry where the property is located4 countriesUSA
sensor_idstringUnique identifier for the sensor deviceSENS-ENERGY-001
sensor_typestringType of sensor (e.g., temperature, humidity, energy meter, motion)7 valuesenergy_meter
sensor_locationstringPhysical location of the sensor within the property (e.g., basement, lobby)optionalBasement
sensor_reading_unitstringUnit of measurement for the sensor reading (e.g., Celsius, kWh, %)7 valueskWh
incident_idstringUnique identifier for a maintenance or incident log entryunique · optionalINC-20240517-002
incident_typestringType of incident or maintenance event (e.g., equipment failure, scheduled maintenance, alert)5 values · optionalequipment_failure
incident_descriptionstringDetailed description of the incident or maintenance eventoptionalTemperature sensor report…
incident_statusstringCurrent status of the incident (e.g., open, resolved, in_progress)open · resolved · in_progress · closed · optionalopen
Numbers 2 columns
sensor_reading_valuefloatValue recorded by the sensor (e.g., temperature in Celsius, kWh for energy meter)7894.22
energy_usage_kwhfloatTotal energy usage in kilowatt-hours for the given period0 or more · optional7894.22
Dates and times 5 columns
reading_timestampdatetimeTimestamp when the sensor reading was recorded2024-05-15T11:42:00Z
incident_timestampdatetimeTimestamp when the incident or maintenance event occurredoptional2024-05-17T10:00:00Z
energy_usage_period_startdatetimeStart timestamp for the energy usage periodoptional2024-05-01T00:00:00Z
energy_usage_period_enddatetimeEnd timestamp for the energy usage periodoptional2024-05-15T00:00:00Z
last_maintenance_datedateDate of the last completed maintenance for the propertyoptional2024-03-15
True or false 1 column
maintenance_requiredbooleanIndicates if maintenance is required for the property based on sensor readings or incident logsoptionalfalse

Use it for

  • maintenance re…16%18 of 112 rowsmean sensor reading v…9.1kopen9.1kreso…7.1kin_p…3.8kclos…

    A real estate dashboard

    The maintenance_required rate, sensor_reading_value by incident_status and a breakdown of incident_type. Excel, Power BI or Tableau.

  • Why do 18 of 112 rows have maintenance_required = true?

    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 properties with property_name, address_street and address_city to fill a screen in front of a buyer.

Not quite right?

Make it yours.

Same 23 columns, your size and your rules. See 20 rows before you pay.

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This dataset112 rows23 columns
Yours1,000 rows23 columnsaddress_street: UK only

blueprint · remote-real-estate-asset-monitoring

Behind this dataset

Same schema. As many rows as you need.

These 112 rows came out of a blueprint — 23 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 property must have unique asset and sensor IDs.
  • Incident reports are linked to timestamps and assigned a resolution status.
  • Energy consumption is recorded daily per property and flagged if exceeding a defined threshold.
  • Maintenance actions are logged only if sensor alerts or manual inspection triggers occur.
  • Sensor health status updated automatically every 24 hours.
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
remote-real-estate-asset-monitoring

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