This repo is the code for generating the dataset discribed in Nature Scientific Data paper: Healthy Cities, A comprehensive dataset for environmental determinants of health in England cities.
├── HealthyCitiesDataset
│ ├── environmental_determinants
│ │ ├── basic_statistics
│ │ │ ├── area
│ │ │ ├── population
│ │ │ ├── boundary
│ │ │ ├── centroid
│ │ ├── health_related_behaviour_environment
│ │ ├── built_environment
│ │ │ ├── house_price
│ │ │ ├── building_density
│ │ │ ├── road_density
│ │ │ ├── street_view_features
│ │ │ ├── walkability
│ │ ├── natural_environment
│ │ │ ├── air_quality
│ │ │ ├── weather
│ ├── health_outcome
│ │ ├── physical_health
│ │ │ ├── asthma
│ │ │ ├── cancer
│ │ │ ├── dementia
│ │ │ ├── diabetes
│ │ │ ├── hyperlipidemia
│ │ │ ├── hypertension
│ │ │ ├── obesity
│ │ │ ├── covid_data
│ │ ├── mental_health
│ │ ├── life_expectancy
For each subsection of the data, we provide detailed README file and metadata in corresponding folder.
We also provide a comprehensive data table that contains all the subsections in all_data.csv.zip (Please uncompress it first). The subsecitons are organized into a long table format with columns as follows:
| Column Name | Description | Example |
|---|---|---|
| TopCategory | The top category of the dataset. | HealthOutcome, EnvironmentalDeterminants |
| SecondCategory | The second category of the dataset. | PhysicalHealth, MentalHealth, LifeExpectancy, NaturalEnvironment, BehaviourEnvironment, BuiltEnvironment, BasicStatistics |
| ThirdCategory | The third category of the dataset. | DementiaExpenditure, Weather, TobaccoAvailability, RoadDensity, Population |
| CityCode | Exclusive ID for each city. | J01000007 |
| CityName | Name of the city. | Birmingham |
| MSOACode | Exclusive ID for each MSOA. | E02001834 |
| MSOAName | Name of the MSOA. | Birmingham 008 |
| Time | Time of the data record. For those without timestamps, we fill None to this column. |
2019-01-01 |
| Key | Specifications of the record, such as Mean for HousePrice and Female for LifeExpectancy) |
Mean, Female, PM2.5 |
| Value | Value of the data record. |