• Energy
  • 17 columns
  • 120 rows
  • 8 formats

Building Energy Sensor Events Log

This dataset logs detailed, time-stamped events from smart building energy sensors, including sensor readings, anomalies, and operational statuses across multiple buildings and sensor types. It enables facility managers and IoT architects to monitor energy consumption, detect inefficiencies or anomalies, and drive sustainability initiatives for more efficient building operations.

  • last updated 28 Dec 2025
  • by GoMask
The brief that made it

Real-time monitoring and optimization of building energy consumption

Sample rows

preview · 8 of 120 rows · all 17 columns
event_idstringevent_typestringanomaly_scorefloatanomaly_detectedbooleanunitstringtimestampdatetimebuilding_idstringbuilding_namestringfloorstringroomstringsensor_idstringsensor_typestringsensor_modelstringvaluefloatstatusstringanomaly_typestringevent_descriptionstring
4F2B6D3CreadingblankfalsekWh2024-03-01T08:12:51ZBLD-2003West Campus Main Hall2Conference 201SEN-2003-ELEC-01electricitySchneider X20054.2activenoneNormal electricity consumption recorded for Conference 201 on the 2nd floor. No anomalies detected.
A1E3DF67anomaly0.97truekWh2024-03-01T08:17:02ZBLD-2003West Campus Main Hall2Conference 201SEN-2003-ELEC-01electricitySchneider X20099999.9errorspikeDetected spike in electricity usage, value exceeds expected range. Immediate investigation recommended.
B6E54A2Dreadingblankfalsem32024-03-02T09:43:31ZBLD-4021Factory AnnexB2Boiler RoomSEN-4021-GAS-01gasHoneywell G10113.48activenoneRoutine gas reading in Boiler Room, usage within normal parameters.
D7C1B682anomaly0.89truem32024-03-02T10:15:14ZBLD-4021Factory AnnexB2Boiler RoomSEN-4021-GAS-01gasHoneywell G1010errorsensor_failureSensor failed to record gas usage. Device reported zero reading, which is unexpected.
F8D5C1E0readingblankfalseL2024-03-03T12:45:00ZBLD-1200Water TowerGPump RoomSEN-1200-WAT-01waterSiemens WZX1850.7activenoneNormal water usage recorded in Pump Room. No irregularities detected during scheduled reading.
C9B3A178anomaly0.92trueL2024-03-03T12:59:12ZBLD-1200Water TowerGPump RoomSEN-1200-WAT-01waterSiemens WZX0errordropUnexpected drop to zero in water consumption. Possible leak or sensor malfunction suspected.
AD7F2C91readingblankfalseW2024-03-04T15:30:10ZBLD-8040Innovation Lab5Open WorkspaceSEN-8040-LGT-01lightingPhilips LightSense128.4activenoneLighting power consumption is within expected range for this time of day.
E3CD2FB8maintenanceblankfalseblank2024-03-04T15:30:30ZBLD-8040Innovation Lab5Open WorkspaceSEN-8040-LGT-01lightingPhilips LightSenseblankmaintenancenoneScheduled maintenance performed on lighting sensor in Open Workspace.

What the 120 rows show

from the 120-row sample

Anomaly (event type) stands out: 39 of its 39 rows have anomaly_detected = true, against 4 of 81 for the rest.

  • 36%anomaly_detected = true
  • 0.91median anomaly_score
  • 5sensor types
  • 5statuses
  • 6anomaly types
  • 12floors
Anomaly detected rate by event_typeanomaly_detected = true
0%50%100%0%reading0 of 53100%anomaly39 of 390%maintena…0 of 24100%alert4 of 4
anomaly_score43 rows, in bands of 0.02
04824274375540.80.91anomaly_score →

Median 0.91, from 0.81 to 1.0.

unit94 rows with a value · 26 left blank
  1. m329
  2. C22
  3. L17
  4. kWh15
  5. W11
17 columns by typefrom the column list below
  • string 13
  • float 2
  • datetime 1
  • boolean 1

Columns

17 columns in four groups
blueprint · 17 columns
columntypedescriptionexample
Text 13 columns
event_idstringA unique identifier for each sensor event log entry.unique4F2B6D3C
building_idstringUnique identifier for the building where the sensor is located.BLD-2003
building_namestringHuman-readable name of the building.optionalWest Campus Main Hall
floorstringFloor or level within the building where the sensor is installed (e.g., '1', 'B2', 'Mezzanine').12 floors · optional2
roomstringRoom or area identifier within the building (e.g., 'Conference 101', 'Lobby').optionalConference 201
sensor_idstringUnique identifier for the energy sensor device.SEN-2003-ELEC-01
sensor_typestringType of sensor (e.g., 'electricity', 'gas', 'water', 'HVAC', 'lighting').6 valueselectricity
sensor_modelstringManufacturer and model of the sensor device.optionalSchneider X200
event_typestringType of event recorded (e.g., 'reading', 'anomaly', 'maintenance', 'alert').reading · anomaly · maintenance · alert · otherreading
unitstringUnit of measurement for the sensor value (e.g., 'kWh', 'm3', 'L', 'W', 'C').5 units · optionalkWh
statusstringOperational status of the sensor at the time of event (e.g., 'active', 'inactive', 'error', 'maintenance').active · inactive · error · maintenance · unknown · optionalactive
anomaly_typestringType of anomaly detected (e.g., 'spike', 'drop', 'outlier', 'sensor_failure').6 values · optionalnone
event_descriptionstringDetailed description or notes about the event.optionalNormal electricity consum…
Numbers 2 columns
valuefloatMeasured value from the sensor (e.g., kWh for electricity, m3 for gas, L for water).optional54.2
anomaly_scorefloatNumerical score indicating severity or likelihood of the anomaly (0-1 scale).0 to 1 · optional0.97
Dates and times 1 column
timestampdatetimeThe exact date and time when the sensor event was recorded (in UTC).2024-03-01T08:12:51Z
True or false 1 column
anomaly_detectedbooleanIndicates if the event was flagged as an anomaly.optionalfalse

Use it for

  • anomaly detect…36%43 of 120 rowsanomaly detected by e…0%read…100%anom…0%main…100%alert

    An energy dashboard

    The anomaly_detected rate, anomaly_score by event_type and a breakdown of unit. Excel, Power BI or Tableau.

  • Why do 43 of 120 rows have anomaly_detected = 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 events with timestamp, building_id and building_name to fill a screen in front of a buyer.

Not quite right?

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This dataset120 rows17 columns
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blueprint · building-energy-sensor-events-log

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 event includes a unique sensor ID and location zone.
  • Event type must be one of: consumption_spike, usage_drop, offline_alert, or normal.
  • Readings are captured at 15-minute intervals during operational hours.
  • Anomalies must be flagged if consumption exceeds preset thresholds.
  • Device firmware version is tracked for each event.
Rows
Open the blueprint in Data Factory

1 credit per row. New accounts start with 25 free credits.

Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
building-energy-sensor-events-log

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