size_categories:10K<n<100K format:parquet modality:text library:datasets library:pandas library:mlcroissant library:polars region:us
---
dataset_info:
  features:
  - name: Property Id
    dtype: string
  - name: Property Name
    dtype: string
  - name: Parent Property Id
    dtype: string
  - name: Parent Property Name
    dtype: string
  - name: Year Ending
    dtype: string
  - name: NYC Borough, Block and Lot (BBL)
    dtype: string
  - name: NYC Building Identification Number (BIN)
    dtype: string
  - name: Address 1
    dtype: string
  - name: City
    dtype: string
  - name: Postcode
    dtype: string
  - name: Primary Property Type - Self Selected
    dtype: string
  - name: Primary Property Type - Portfolio Manager-Calculated
    dtype: string
  - name: National Median Reference Property Type
    dtype: string
  - name: List of All Property Use Types at Property
    dtype: string
  - name: Largest Property Use Type
    dtype: string
  - name: Largest Property Use Type - Gross Floor Area (ft²)
    dtype: string
  - name: 2nd Largest Property Use Type
    dtype: string
  - name: 2nd Largest Property Use - Gross Floor Area (ft²)
    dtype: string
  - name: 3rd Largest Property Use Type
    dtype: string
  - name: 3rd Largest Property Use Type - Gross Floor Area (ft²)
    dtype: string
  - name: Year Built
    dtype: string
  - name: Construction Status
    dtype: string
  - name: Number of Buildings
    dtype: string
  - name: Occupancy
    dtype: string
  - name: Metered Areas (Energy)
    dtype: string
  - name: Metered Areas (Water)
    dtype: string
  - name: ENERGY STAR Score
    dtype: string
  - name: National Median ENERGY STAR Score
    dtype: string
  - name: Target ENERGY STAR Score
    dtype: string
  - name: Reason(s) for No Score
    dtype: string
  - name: ENERGY STAR Certification - Year(s) Certified (Score)
    dtype: string
  - name: ENERGY STAR Certification - Eligibility
    dtype: string
  - name: ENERGY STAR Certification - Last Approval Date
    dtype: string
  - name: Site EUI (kBtu/ft²)
    dtype: string
  - name: Weather Normalized Site EUI (kBtu/ft²)
    dtype: string
  - name: National Median Site EUI (kBtu/ft²)
    dtype: string
  - name: Site Energy Use (kBtu)
    dtype: string
  - name: Weather Normalized Site Energy Use (kBtu)
    dtype: string
  - name: Weather Normalized Site Electricity Intensity (kWh/ft²)
    dtype: string
  - name: Weather Normalized Site Natural Gas Intensity (therms/ft²)
    dtype: string
  - name: Source EUI (kBtu/ft²)
    dtype: string
  - name: Weather Normalized Source EUI (kBtu/ft²)
    dtype: string
  - name: National Median Source EUI (kBtu/ft²)
    dtype: string
  - name: Source Energy Use (kBtu)
    dtype: string
  - name: Weather Normalized Source Energy Use (kBtu)
    dtype: string
  - name: 'Fuel Oil #1 Use (kBtu)'
    dtype: string
  - name: 'Fuel Oil #2 Use (kBtu)'
    dtype: string
  - name: 'Fuel Oil #4 Use (kBtu)'
    dtype: string
  - name: 'Fuel Oil #5 & 6 Use (kBtu)'
    dtype: string
  - name: 'Diesel #2 Use (kBtu)'
    dtype: string
  - name: Propane Use (kBtu)
    dtype: string
  - name: District Steam Use (kBtu)
    dtype: string
  - name: District Hot Water Use (kBtu)
    dtype: string
  - name: District Chilled Water Use (kBtu)
    dtype: string
  - name: Natural Gas Use (kBtu)
    dtype: string
  - name: Natural Gas Use (therms)
    dtype: string
  - name: Weather Normalized Site Natural Gas Use (therms)
    dtype: string
  - name: Electricity Use - Grid Purchase (kBtu)
    dtype: string
  - name: Electricity Use - Grid Purchase (kWh)
    dtype: string
  - name: Weather Normalized Site Electricity (kWh)
    dtype: string
  - name: Electricity Use - Grid Purchase and Generated from Onsite Renewable Systems
      (kWh)
    dtype: string
  - name: Electricity Use - Grid Purchase and Generated from Onsite Renewable Systems
      (kBtu)
    dtype: string
  - name: Electricity Use – Generated from Onsite Renewable Systems and Used Onsite
      (kWh)
    dtype: string
  - name: Electricity Use – Generated from Onsite Renewable Systems and Used Onsite
      (kBtu)
    dtype: string
  - name: Electricity Use – Generated from Onsite Renewable Systems (kWh)
    dtype: string
  - name: Electricity Use – Generated from Onsite Renewable Systems and Exported (kWh)
    dtype: string
  - name: Annual Maximum Demand (kW)
    dtype: string
  - name: Annual Maximum Demand (MM/YYYY)
    dtype: string
  - name: Annual Maximum Demand (Meter Name (Meter ID))
    dtype: string
  - name: Green Power - Onsite (kWh)
    dtype: string
  - name: Green Power - Offsite (kWh)
    dtype: string
  - name: Green Power - Onsite and Offsite (kWh)
    dtype: string
  - name: Total GHG Emissions (Metric Tons CO2e)
    dtype: string
  - name: Direct GHG Emissions (Metric Tons CO2e)
    dtype: string
  - name: Total GHG Emissions Intensity (kgCO2e/ft²)
    dtype: string
  - name: Direct GHG Emissions Intensity (kgCO2e/ft²)
    dtype: string
  - name: Indirect GHG Emissions (Metric Tons CO2e)
    dtype: string
  - name: Net Emissions (Metric Tons CO2e)
    dtype: string
  - name: Indirect GHG Emissions Intensity (kgCO2e/ft²)
    dtype: string
  - name: National Median Total GHG Emissions (Metric Tons CO2e)
    dtype: string
  - name: eGRID Output Emissions Rate (kgCO2e/MBtu)
    dtype: string
  - name: Avoided Emissions - Onsite Green Power (Metric Tons CO2e)
    dtype: string
  - name: Avoided Emissions - Offsite Green Power (Metric Tons CO2e)
    dtype: string
  - name: Avoided Emissions - Onsite and Offsite Green Power (Metric Tons CO2e)
    dtype: string
  - name: Percent of Electricity that is Green Power
    dtype: string
  - name: Percent of RECs Retained
    dtype: string
  - name: Percent of Total Electricity Generated from Onsite Renewable Systems
    dtype: string
  - name: LEED US Project ID
    dtype: string
  - name: Adult Education - Gross Floor Area (ft²)
    dtype: string
  - name: Ambulatory Surgical Center - Gross Floor Area (ft²)
    dtype: string
  - name: Automobile Dealership - Gross Floor Area (ft²)
    dtype: string
  - name: Bank Branch - Gross Floor Area (ft²)
    dtype: string
  - name: Barracks- Gross Floor Area (ft²)
    dtype: string
  - name: College/University - Gross Floor Area (ft²)
    dtype: string
  - name: Convention Center - Gross Floor Area (ft²)
    dtype: string
  - name: Courthouse - Gross Floor Area (ft²)
    dtype: string
  - name: Data Center - Gross Floor Area (ft²)
    dtype: string
  - name: Data Center - UPS System Redundancy
    dtype: string
  - name: Data Center - Cooling Equipment Redundancy
    dtype: string
  - name: Data Center - IT Energy Configuration
    dtype: string
  - name: Data Center - Energy Estimates Applied
    dtype: string
  - name: Data Center - UPS Output Meter (kWh)
    dtype: string
  - name: Data Center - PDU Input Meter (kWh)
    dtype: string
  - name: Data Center - PDU Output Meter (kWh)
    dtype: string
  - name: Data Center - IT Equipment Input Meter (kWh)
    dtype: string
  - name: Data Center - IT Site Energy (kWh)
    dtype: string
  - name: Data Center - IT Source Energy (kBtu)
    dtype: string
  - name: Data Center - PUE
    dtype: string
  - name: Data Center - National Median PUE
    dtype: string
  - name: Distribution Center - Gross Floor Area (ft²)
    dtype: string
  - name: Enclosed Mall - Gross Floor Area (ft²)
    dtype: string
  - name: Energy/Power Station - Gross Floor Area (ft²)
    dtype: string
  - name: Financial Office - Gross Floor Area (ft²)
    dtype: string
  - name: Financial Office - Number of Computers
    dtype: string
  - name: Financial Office - Weekly Operating Hours
    dtype: string
  - name: Financial Office - Number of Workers on Main Shift
    dtype: string
  - name: Fitness Center/Health Club/Gym - Gross Floor Area (ft²)
    dtype: string
  - name: Food Sales - Gross Floor Area (ft²)
    dtype: string
  - name: Food Service - Gross Floor Area (ft²)
    dtype: string
  - name: Hospital (General Medical & Surgical)- Full Time Equivalent (FTE) Workers
    dtype: string
  - name: Hospital (General Medical & Surgical) - Gross Floor Area (ft²)
    dtype: string
  - name: Hospital (General Medical & Surgical) - Laboratory
    dtype: string
  - name: Hospital (General Medical & Surgical) - Licensed Bed Capacity
    dtype: string
  - name: Hospital (General Medical & Surgical) - Number of MRI Machines
    dtype: string
  - name: Hospital (General Medical & Surgical) - MRI Density (Number per 1,000 sq
      ft)
    dtype: string
  - name: Hospital (General Medical & Surgical) - Number of Staffed Beds
    dtype: string
  - name: Hospital (General Medical & Surgical) - Staffed Bed Density (Number per
      1,000 sq ft)
    dtype: string
  - name: Hospital (General Medical & Surgical) - Number of Workers on Main Shift
    dtype: string
  - name: Hospital (General Medical & Surgical) - Number of Workers on Main Shift
      Density (Number per 1,000 sq ft)
    dtype: string
  - name: Hospital (General Medical & Surgical) - Percent That Can Be Cooled
    dtype: string
  - name: Hospital (General Medical & Surgical) - Percent That Can Be Heated
    dtype: string
  - name: Medical Office - Gross Floor Area (ft²)
    dtype: string
  - name: Medical Office - Number of Computers
    dtype: string
  - name: Medical Office - Number of MRI Machines
    dtype: string
  - name: Medical Office - Number of Workers on Main Shift
    dtype: string
  - name: Medical Office - Percent That Can Be Cooled
    dtype: string
  - name: Medical Office - Percent That Can Be Heated
    dtype: string
  - name: Medical Office - Weekly Operating Hours
    dtype: string
  - name: Outpatient Rehabilitation/Physical Therapy - Gross Floor Area (ft²)
    dtype: string
  - name: Urgent Care/Clinic/Other Outpatient - Gross Floor Area (ft²)
    dtype: string
  - name: Hotel - Gross Floor Area (ft²)
    dtype: string
  - name: Hotel - Gym/fitness  Center Floor Area (ft²)
    dtype: string
  - name: K-12 School - Gross Floor Area (ft²)
    dtype: string
  - name: Pre-school/Daycare - Gross Floor Area (ft²)
    dtype: string
  - name: Laboratory - Gross Floor Area (ft²)
    dtype: string
  - name: Mailing Center/Post Office - Gross Floor Area (ft²)
    dtype: string
  - name: Movie Theater - Gross Floor Area (ft²)
    dtype: string
  - name: Manufacturing/Industrial Plant - Gross Floor Area (ft²)
    dtype: string
  - name: Multifamily Housing - Government Subsidized Housing
    dtype: string
  - name: Multifamily Housing - Gross Floor Area (ft²)
    dtype: string
  - name: Multifamily Housing - Number of Bedrooms
    dtype: string
  - name: Multifamily Housing - Number of Bedrooms Density (Number per 1,000 sq ft)
    dtype: string
  - name: Multifamily Housing - Number of Laundry Hookups in All Units
    dtype: string
  - name: Multifamily Housing - Number of Laundry Hookups in Common Area(s)
    dtype: string
  - name: Multifamily Housing - Number of Residential Living Units in a High-Rise
      Building (10 or more Stories)
    dtype: string
  - name: Multifamily Housing - Total Number of Residential Living Units
    dtype: string
  - name: Multifamily Housing - Total Number of Residential Living Units Density (Number
      per 1,000 sq ft)
    dtype: string
  - name: Multifamily Housing - Number of Residential Living Units in a High-Rise
      Building Density (Number per 1,000 sq ft)
    dtype: string
  - name: Multifamily Housing - Number of Residential Living Units in a Mid-Rise Building
      (5-9 Stories)
    dtype: string
  - name: Multifamily Housing - Number of Residential Living Units in a Mid-Rise Building
      Density (Number per 1,000 sq ft)
    dtype: string
  - name: Multifamily Housing - Percent That Can Be Cooled
    dtype: string
  - name: Multifamily Housing - Percent That Can Be Heated
    dtype: string
  - name: Multifamily Housing - Resident Population Type
    dtype: string
  - name: Residence Hall/Dormitory - Gross Floor Area (ft²)
    dtype: string
  - name: Non-Refrigerated Warehouse - Gross Floor Area (ft²)
    dtype: string
  - name: Office - Gross Floor Area (ft²)
    dtype: string
  - name: Office - Number of Computers
    dtype: string
  - name: Office - Number of Workers on Main Shift
    dtype: string
  - name: Office - Percent That Can Be Cooled
    dtype: string
  - name: Office - Percent That Can Be Heated
    dtype: string
  - name: Office - Weekly Operating Hours
    dtype: string
  - name: Office - Worker Density (Number per 1,000 sq ft)
    dtype: string
  - name: Other - Gross Floor Area (ft²)
    dtype: string
  - name: Museum - Gross Floor Area (ft²)
    dtype: string
  - name: Performing Arts - Gross Floor Area (ft²)
    dtype: string
  - name: Parking - Gross Floor Area (ft²)
    dtype: string
  - name: Parking - Completely Enclosed Parking Garage Size (ft²)
    dtype: string
  - name: Parking - Open Parking Lot Size (ft²)
    dtype: string
  - name: Parking - Partially Enclosed Parking Garage Size (ft²)
    dtype: string
  - name: Refrigerated Warehouse - Gross Floor Area (ft²)
    dtype: string
  - name: Restaurant - Gross Floor Area (ft²)
    dtype: string
  - name: Restaurant - Weekly Operating Hours
    dtype: string
  - name: Restaurant - Worker Density (Number per 1,000 sq ft)
    dtype: string
  - name: Retail Store - Gross Floor Area (ft²)
    dtype: string
  - name: Retail Store - Number of Walk-in Refrigeration/Freezer Units
    dtype: string
  - name: Retail Store - Number of Open or Closed Refrigeration/Freezer Units
    dtype: string
  - name: Self-Storage Facility - Gross Floor Area (ft²)
    dtype: string
  - name: Senior Living Community - Gross Floor Area (ft²)
    dtype: string
  - name: Senior Living Community - Living Unit Density (Number per 1,000 sq ft)
    dtype: string
  - name: Social/Meeting Hall - Gross Floor Area (ft²)
    dtype: string
  - name: Supermarket/Grocery - Gross Floor Area (ft²)
    dtype: string
  - name: Supermarket/Grocery - Number of Open or Closed Refrigeration/Freezer Units
    dtype: string
  - name: Supermarket/Grocery - Number of Walk-in Refrigeration/Freezer Units
    dtype: string
  - name: Wholesale Club/Supercenter- Gross Floor Area (ft²)
    dtype: string
  - name: Wholesale Club/Supercenter- Exterior Entrance to the Public
    dtype: string
  - name: Wastewater Treatment Plant - Gross Floor Area (ft²)
    dtype: string
  - name: Worship Facility - Gross Floor Area (ft²)
    dtype: string
  - name: Estimated Data Flag - Electricity (Grid Purchase)
    dtype: string
  - name: Estimated Data Flag - Natural Gas
    dtype: string
  - name: Estimated Data Flag - Fuel Oil (No. 1)
    dtype: string
  - name: Estimated Data Flag - Fuel Oil (No. 2)
    dtype: string
  - name: Estimated Data Flag - Fuel Oil (No. 4)
    dtype: string
  - name: Estimated Data Flag - Fuel Oil (No. 5 and No. 6)
    dtype: string
  - name: Estimated Data Flag - District Steam
    dtype: string
  - name: 'Estimated Data Flag - Municipally Supplied Potable Water: Mixed Indoor/Outdoor
      Use'
    dtype: string
  - name: Estimated Values - Energy
    dtype: string
  - name: Estimated Values - Water
    dtype: string
  - name: Alert - Data Center Issue (with Estimates, IT Configuration, or IT Meter)
    dtype: string
  - name: Alert - Energy Meter has less than 12 full calendar months of data
    dtype: string
  - name: Alert - Energy Meter has gaps
    dtype: string
  - name: Alert - Energy Meter has overlaps
    dtype: string
  - name: Alert - Energy - No meters selected for metrics
    dtype: string
  - name: Alert - Energy Meter has single entry more than 65 days
    dtype: string
  - name: Alert - Water Meter has less than 12 full calendar months of data
    dtype: string
  - name: Alert - Property has no uses
    dtype: string
  - name: Default Values
    dtype: string
  - name: Temporary Values
    dtype: string
  - name: Property GFA - Self-Reported (ft²)
    dtype: string
  - name: Property GFA - Calculated (Buildings and Parking) (ft²)
    dtype: string
  - name: Property GFA - Calculated (Buildings) (ft²)
    dtype: string
  - name: Property GFA - Calculated (Parking) (ft²)
    dtype: string
  - name: Water Use (All Water Sources) (kgal)
    dtype: string
  - name: Indoor Water Use (All Water Sources) (kgal)
    dtype: string
  - name: Outdoor Water Use (All Water Sources) (kgal)
    dtype: string
  - name: Municipally Supplied Potable Water - Mixed Indoor/Outdoor Use (kgal)
    dtype: string
  - name: Municipally Supplied Potable Water - Total Use (All Meter Types) (kgal)
    dtype: string
  - name: Municipally Supplied Potable Water - Indoor Use (kgal)
    dtype: string
  - name: Municipally Supplied Potable Water - Outdoor Use (kgal)
    dtype: string
  - name: Third Party Certification
    dtype: string
  - name: Third Party Certification Date Anticipated
    dtype: string
  - name: Third Party Certification Date Achieved
    dtype: string
  - name: Last Modified Date - Property
    dtype: string
  - name: Last Modified Date - Electric Meters
    dtype: string
  - name: Last Modified Date - Gas Meters
    dtype: string
  - name: Last Modified Date - Non-Electric Non-Gas Energy Meters
    dtype: string
  - name: Last Modified Date - Water Meters
    dtype: string
  - name: Last Modified Date - Property Use
    dtype: string
  - name: Number of Active Energy Meters - Total
    dtype: string
  - name: Number of Active Energy Meters - Used to Compute Metrics
    dtype: string
  - name: Number of Active Energy Meters - Not Used to Compute Metrics
    dtype: string
  - name: Number of Active IT Meters
    dtype: string
  - name: Generation Date
    dtype: string
  - name: Release Date
    dtype: string
  - name: Borough
    dtype: string
  - name: Community Board
    dtype: string
  - name: Council District
    dtype: string
  - name: Census Tract
    dtype: string
  - name: NTA
    dtype: string
  - name: Longitude
    dtype: string
  - name: Latitude
    dtype: string
  splits:
  - name: train
    num_bytes: 104329067
    num_examples: 28067
  download_size: 14480841
  dataset_size: 104329067
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
---
