Municipal IoT Streetlight Efficiency Log

This dataset provides granular, real-time logs of municipal IoT-enabled streetlights, including uptime, energy consumption, maintenance activities, and failure events. Its comprehensive structure enables operational analysis, sustainability reporting, and proactive maintenance planning for city infrastructure managers and government CIOs.

  • last updated 1 Jan 2026
  • by GoMask
The brief that made it

City-wide streetlight operational efficiency analysis

Sample rows

preview · 8 of 120 rows · all 21 columns
streetlight_idstringuptime_statusstringenergy_consumed_kwhfloatis_smart_dimming_enabledbooleanaddress_statestringinstallation_datedatelocation_latitudefloatlocation_longitudefloataddress_streetstringaddress_citystringaddress_postal_codestringaddress_countrystringlog_datetimedatetimeuptime_duration_minutesintegerenergy_efficiency_ratingfloatmaintenance_eventstringmaintenance_descriptionstringmaintenance_technician_idstringfailure_codestringfirmware_versionstringfailure_descriptionstring
STL-100010online1.25trueNY2022-03-1540.7128-74.006Broadway AveNew York10007USA2024-06-07T20:11:00Z43800142.1noneblankblankblankv2.1.0blank
STL-100011offline0falseblank2016-05-1051.5074-0.1278Regent StLondonW1B 5TDUK2024-06-07T19:58:00Z0blanknoneblankblankblankv1.0.0blank
STL-100012online1.12trueblank2018-11-2235.6895139.6917Shibuya CrossingTokyo150-0002JPN2024-06-07T19:40:00Z99999134.9scheduledQuarterly scheduled cleaning and check.JPN-TECH-02blankv1.4.3blank
STL-100013maintenance0.85trueCA2020-07-1437.7749-122.4194Market StSan Francisco94105USA2024-06-07T18:50:00Z360138.2scheduledAnnual lens replacement.TECH-007blankv2.2.0blank
STL-100014fault0.05falseNSW2015-02-08-33.8688151.2093George StSydney2000AUS2024-06-07T18:05:00Z8blankemergencyEmergency bulb replacement after power surge.AUS-TECH-03PWR-SURGv0.9.8Power surge caused lamp failure.
STL-100015online1.08trueblank2017-09-1748.85662.3522Champs ElyseesParis75008FR2024-06-07T17:55:00Z7200140.3noneblankblankblankv1.3.5blank
STL-100016maintenance0.72falseblank2019-01-2952.5213.405Unter den LindenBerlin10117DE2024-06-07T17:40:00Z180130.7unscheduledUnexpected fixture alignment.DE-TECH-01blankv1.6.2blank
STL-100017fault0.09falseblank2016-12-0455.755837.6173Tverskaya StMoscow101000RU2024-06-07T17:30:00Z15blankemergencyEmergency sensor repair.RU-TECH-09E-SENSRv1.0.3Sensor malfunction caused outage.

What the 120 rows show

from the 120-row sample

Online (uptime status) stands out: mean energy_consumed_kwh is 1.2, against 0.28 for the rest.

  • 56%is_smart_dimming_enabled = true
  • 0.78median energy_consumed_kwh
  • 4maintenance events
  • 1,225median uptime_duration_minutes
  • 132.3median energy_efficiency_rating
Mean energy_consumed_kwh by uptime_status120 rows
0121.2online57 rows0.0offline18 rows0.59maintena…27 rows0.08fault18 rows
energy_consumed_kwh120 rows, in bands of 0.2
0204037710762327300.81.6energy_consumed_kwh →

Median 0.78, from 0.0 to 1.4.

address_state32 rows with a value · 88 left blank
  1. CA6
  2. NY3
  3. NSW3
  4. CDMX3
  5. ON3
  6. FL2
  7. RM2
  8. MI2
  9. OK1
  10. PA1
21 columns by typefrom the column list below
  • string 13
  • integer 1
  • float 4
  • date 1
  • datetime 1
  • boolean 1

Columns

21 columns in four groups
blueprint · 21 columns
columntypedescriptionexample
Text 13 columns
streetlight_idstringUnique identifier for each IoT-enabled streetlightuniqueSTL-100010
address_streetstringStreet address of the streetlight locationoptionalBroadway Ave
address_citystringCity where the streetlight is locatedoptionalNew York
address_statestringState or region where the streetlight is locatedoptionalNY
address_postal_codestringPostal code for the streetlight locationoptional10007
address_countrystringCountry where the streetlight is locatedoptionalUSA
uptime_statusstringOperational status of the streetlight at the log timeonline · offline · maintenance · faultonline
maintenance_eventstringType of maintenance event, if any, recorded at this log entrynone · scheduled · unscheduled · emergency · optionalnone
maintenance_descriptionstringDetailed description of the maintenance eventoptionalAnnual lens replacement.
maintenance_technician_idstringIdentifier for the technician who performed maintenanceoptionalJPN-TECH-02
failure_codestringCode indicating the type of failure, if applicableoptionalPWR-SURG
failure_descriptionstringDetailed description of the failure, if applicableoptionalPower surge caused lamp f…
firmware_versionstringCurrent firmware version of the streetlight IoT deviceoptionalv2.1.0
Numbers 5 columns
location_latitudefloatLatitude coordinate of the streetlight's location-90 to 9040.7128
location_longitudefloatLongitude coordinate of the streetlight's location-180 to 180-74.006
uptime_duration_minutesintegerNumber of minutes the streetlight has been online since last status change0 or more · optional43800
energy_consumed_kwhfloatEnergy consumed by the streetlight since the last log entry, measured in kilowatt-hours0 or more1.25
energy_efficiency_ratingfloatEfficiency rating of the streetlight (e.g., lumens per watt)0 or more · optional142.1
Dates and times 2 columns
installation_datedateDate the streetlight was installed2022-03-15
log_datetimedatetimeTimestamp of the log entry for uptime, energy, or maintenance event2024-06-07T20:11:00Z
True or false 1 column
is_smart_dimming_enabledbooleanIndicates if smart dimming features are enabledoptionaltrue

Use it for

  • is smart dimmi…56%67 of 120 rowsmean energy consumed …1.2onli…0.0offl…0.59main…0.08fault

    A government dashboard

    The is_smart_dimming_enabled rate, energy_consumed_kwh by uptime_status and a breakdown of address_state. Excel, Power BI or Tableau.

  • Why do the 57 online rows have a mean energy_consumed_kwh of 1.2?

    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 streetlights with installation_date, location_latitude and location_longitude to fill a screen in front of a buyer.

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This dataset120 rows21 columns
Yours1,000 rows21 columnslocation_latitude: UK only

blueprint · municipal-iot-streetlight-efficiency-log

Behind this dataset

Same schema. As many rows as you need.

These 120 rows came out of a blueprint — 21 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 represents one streetlight per day
  • Include uptime percentage, energy consumed (kWh), and maintenance flag
  • Report location type (residential, commercial, mixed)
  • Flag for detected faults or outages
  • Include IoT sensor status summary
Rows
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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
municipal-iot-streetlight-efficiency-log

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