Metadata description
Metadata dataset contains 30 features describing 1636 buildings and 3053 meters. Code for this exploratory data analysis is available in this notebook.
Figure 1: Distribution plot of selected features.
Table 1: Number of buildings and meters per site ID.
| Site | Buildings | Meters |
|---|---|---|
| Panther | 136 | 299 |
| Robin | 52 | 67 |
| Fox | 137 | 306 |
| Rat | 305 | 305 |
| Bear | 92 | 92 |
| Lamb | 147 | 265 |
| Eagle | 106 | 298 |
| Moose | 15 | 43 |
| Gator | 74 | 74 |
| Bull | 124 | 308 |
| Bobcat | 36 | 116 |
| Crow | 5 | 15 |
| Wolve | 36 | 66 |
| Hog | 163 | 336 |
| Peacock | 47 | 106 |
| Cockatoo | 124 | 282 |
| Shrew | 9 | 13 |
| Swan | 21 | 55 |
| Mouse | 7 | 7 |
Table 2: Number (first row) and names of levels in each categorical feature.
| site_id | primaryspaceusage | sub_primaryspaceusage | industry | subindustry | timezone |
|---|---|---|---|---|---|
| 19 | 17 | 105 | 5 | 13 | 6 |
| Panther | Lodging/residential | Residence Hall | Education | College/University | US/Eastern |
| Robin | Education | Research | Government | Animal Control | Europe/London |
| Fox | Office | Office | Hospitality | Public Assembly | US/Mountain |
| Rat | Entertainment/public assembly | Classroom | Healthcare | City, County, State | US/Pacific |
| Bear | Other | Stadium | Social Services | US/Central | |
| Lamb | Retail | "Residence Hall | Hotel | Europe/Dublin | |
| Eagle | Parking | Other | Water & Wastewater Treatment Facility | ||
| Moose | Public services | Retail | Library | ||
| Gator | Warehouse/storage | Parking Garage | Primary/Secondary School | ||
| Bull | Food sales and service | College Classroom | Other Government Buildings | ||
| Bobcat | Religious worship | College Laboratory | Hospital | ||
| Crow | Healthcare | Dormitory | Laboratory | ||
| Shrew | Utility | Gymnasium | |||
| Swan | Technology/science | Library | |||
| Wolve | Manufacturing/industrial | Police Station | |||
| Hog | Services | Museum | |||
| Peacock | Auditorium | ||||
| Cockatoo | Warehouse | ||||
| Mouse | Fitness Center | ||||
| Restaurant | |||||
| Student Union | |||||
| Athletic Field | |||||
| Chapel | |||||
| Sports Stadium | |||||
| Health Services | |||||
| Theater | |||||
| Primary/Secondary Classroom | |||||
| Swimming Pool | |||||
| Planetarium | |||||
| Central Plant | |||||
| Social/Meeting Hall | |||||
| K-12 School | |||||
| Other - Recreation | |||||
| Fire Station | |||||
| Other - Public Services | |||||
| Other - Education | |||||
| Other - Lodging/Residential | |||||
| Multifamily Housing | |||||
| Hospital (General Medical & Surgical) | |||||
| Retail Store | |||||
| Non-Refrigerated Warehouse | |||||
| Other - Entertainment/Public Assembly | |||||
| Parking | |||||
| Urgent Care Center/Clinic/Other Outpatient Office | |||||
| Prison/Incarceration | |||||
| Senior Care Community | |||||
| Worship Facility | |||||
| Other/Specialty Hospital | |||||
| Education | |||||
| Entertainment/public assembly | |||||
| Technology/science | |||||
| Lodging/residential | |||||
| Public services | |||||
| Utility | |||||
| Animal Kennels | |||||
| Campsites | |||||
| Community Center | |||||
| Creamatorium | |||||
| Greenhouse | |||||
| Hotel | |||||
| Industrial | |||||
| Market | |||||
| Park | |||||
| Gynasium | |||||
| Recreation Center | |||||
| Sports Facility | |||||
| Recreation Center, Community Centers | |||||
| Community Center, Community Centers | |||||
| Fire Station, Fire Stations | |||||
| Park, Community Centers | |||||
| Office, Fire Stations | |||||
| Performing Arts, Community Centers | |||||
| Conference Center | |||||
| garage | |||||
| office | |||||
| Academic | |||||
| Science Facility | |||||
| Student Center | |||||
| Residence Hall/Dormitory | |||||
| Data Centre | |||||
| School | |||||
| Hospital | |||||
| Parking: Enclosed Garage | |||||
| Animal Shelter | |||||
| Bar/Tavern | |||||
| Maintenance Repair Shop | |||||
| Parking: Open Air Ramp | |||||
| Ice Arena | |||||
| Lab Building | |||||
| Warehouse (Conditioned) | |||||
| Manufacturing Facility | |||||
| Warehouse (Unconditioned) | |||||
| Sports Arena | |||||
| Support | |||||
| Patient Care | |||||
| Dining | |||||
| Public Service | |||||
| Athletic | |||||
| Housing | |||||
| Data Center | |||||
| Religious building | |||||
| Services Plant | |||||
| Ice arena | |||||
| Laboratory |
Table 3: percentage of missing values in each feature.
| Feature | % of missing values |
|---|---|
| building_id | 0.00 |
| site_id | 0.00 |
| building_id_kaggle | 11.43 |
| site_id_kaggle | 2.26 |
| primaryspaceusage | 1.28 |
| sub_primaryspaceusage | 1.28 |
| sqm | 0.00 |
| lat | 14.49 |
| lng | 14.49 |
| timezone | 0.00 |
| electricity | 3.55 |
| hotwater | 88.69 |
| chilledwater | 66.08 |
| steam | 77.38 |
| water | 91.08 |
| irrigation | 97.74 |
| solar | 99.69 |
| gas | 89.18 |
| industry | 64.61 |
| subindustry | 64.61 |
| heatingtype | 86.86 |
| yearbuilt | 50.06 |
| date_opened | 98.72 |
| numberoffloors | 73.04 |
| occupants | 85.94 |
| energystarscore | 90.04 |
| eui | 81.72 |
| site_eui | 90.04 |
| source_eui | 90.04 |
| leed_level | 91.69 |
| rating | 88.75 |