• Energy
  • 17 columns
  • 120 rows
  • 8 formats

City Facility Energy Benchmarking

This dataset provides monthly electricity, heating, and water consumption data for city-owned facilities, along with facility details, occupancy, and energy efficiency ratings. It enables public sector analysts to benchmark usage, identify inefficiencies, and support climate-resilience planning for sustainable government operations. The data is structured for actionable insights and longitudinal analysis.

  • last updated 30 Nov 2025
  • by GoMask
The brief that made it

Benchmarking energy and water usage across city facilities

Sample rows

preview · 8 of 120 rows · all 17 columns
facility_idstringfacility_typestringwater_consumption_m3floatyear_monthstringfacility_namestringaddress_streetstringaddress_citystringaddress_statestringaddress_postal_codestringaddress_countrystringelectricity_consumption_kwhfloatheating_consumption_mwhfloatoccupancyintegerfloor_area_m2floatenergy_efficiency_ratingstringrenewable_energy_percentagefloatnotesstring
LIB_001Library240.52022-07Downtown Branch Library123 Maple AveSpringfieldIL62701USA7400.26.11602600LEED Gold18.5Summer reading program, typical usage
LIB_002Library320.42023-03Westside Community Library456 Oak StRivertonMO64112USA950017.32103200None0Winter surge in heating demand
LIB_003Library150.82024-01North End Library789 Elm BlvdLakesideONN2L 3G1Canada5100.721.2801100LEED Silver14.9Snowstorm closure, reduced occupancy
SCHL_001School1900.62021-11Lincoln High School1010 Adams RdColumbusOH43215USA3200049.718008200ENERGY STAR8.2Thanksgiving break, lower occupancy
SCHL_002School9902022-09Maple Grove Elementary223 Pine LaneVancouverBCV5K 0A1Canada2250023.19005200None0Back-to-school, increased water usage
SCHL_003School1600.32023-05Westhill Middle School330 Birch StPortlandOR97205USA39000.51511006700ENERGY STAR13.5Spring concert, high occupancy
OFFC_001Office420.12022-02City Hall Office800 Main StHartfordCT06103USA15700311504100LEED Gold55.6Remote work pilot, some floors closed
OFFC_002Office210.22021-12Riverfront Admin Office456 Waterway DrCincinnatiOH45202USA800013.5602000LEED Platinum61.3Holiday closure, reduced usage

What the 120 rows show

from the 120-row sample

Recreation Center (facility type) stands out: mean water_consumption_m3 is 3,678, against 746.4 for the rest.

  • 301.8median water_consumption_m3
  • 2address countries
  • 6energy efficiency ratings
  • 35address states
  • 12,016median electricity_consumption_kwh
  • 8.9median heating_consumption_mwh
Mean water_consumption_m3 by facility_type120 rows
02,0004,000224.9Libr…18 ro…1,340Scho…18 ro…356.2Offi…18 ro…3,678Recr…17 ro…4.6Fire…17 ro…4.6Poli…17 ro…2,809Other15 ro…
water_consumption_m3120 rows, in bands of 500
0408071786242113602,5005,000water_consumption_m3 →

Median 301.8, from 1.6 to 4,945.

year_month120 rows · top 10 of 40 values
  1. 2023-036
  2. 2022-075
  3. 2023-055
  4. 2024-055
  5. 2023-015
  6. 2022-094
  7. 2023-074
  8. 2023-024
  9. 2022-124
  10. 2024-024
17 columns by typefrom the column list below
  • string 11
  • integer 1
  • float 5

Columns

17 columns in two groups
blueprint · 17 columns
columntypedescriptionexample
Text 11 columns
facility_idstringUnique identifier for each city-owned facilityuniqueLIB_001
facility_namestringOfficial name of the facilityDowntown Branch Library
facility_typestringType of facility (e.g., library, school, office, recreation center)7 valuesLibrary
address_streetstringStreet address of the facility123 Maple Ave
address_citystringCity where the facility is locatedSpringfield
address_statestringState or province where the facility is locatedIL
address_postal_codestringPostal code of the facility62701
address_countrystringCountry where the facility is located2 countriesUSA
year_monthstringReporting period in YYYY-MM format2022-07
energy_efficiency_ratingstringFacility's energy efficiency rating (e.g., LEED, ENERGY STAR, or local standard)6 ratings · optionalLEED Gold
notesstringAdditional notes or comments about the facility or reporting periodoptionalSummer reading program, t…
Numbers 6 columns
electricity_consumption_kwhfloatMonthly electricity consumption in kilowatt-hours (kWh)0 or more7400.2
heating_consumption_mwhfloatMonthly heating consumption in megawatt-hours (MWh)0 or more6.1
water_consumption_m3floatMonthly water consumption in cubic meters (m³)0 or more240.5
occupancyintegerAverage number of occupants during the reporting period0 or more · optional160
floor_area_m2floatTotal usable floor area of the facility in square meters0 or more · optional2600
renewable_energy_percentagefloatPercentage of facility's energy sourced from renewables for the reporting period0 to 100 · optional18.5

Use it for

  • median water c…301.8120 rowsmean water consumptio…224.9Libr…1.3kScho…356.2Offi…3.7kRecr…

    An energy dashboard

    Water_consumption_m3 by facility_type and a breakdown of year_month. Excel, Power BI or Tableau.

  • Why do the 17 Recreation Center rows have a mean water_consumption_m3 of 3,678?

    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 facilities with facility_name, facility_type and address_street to fill a screen in front of a buyer.

Not quite right?

Make it yours.

Same 17 columns, your size and your rules. See 20 rows before you pay.

Preview 20 rows free

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

blueprint · city-facility-energy-benchmarking

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 facility has unique ID and type (library, fire station, admin office, etc.)
  • Monthly readings must include electricity (kWh), heating (BTU), and water (gallons)
  • Missing readings flagged and annotated for data quality assessment
  • Benchmark scores calculated using normalized facility size
  • Facility location must be mapped to district/zone
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
city-facility-energy-benchmarking

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