NASA dataset "2020 Environmental Performance Index (EPI)"
- Explored homepage structure and content via browsing and watching this introductory video
- Chose the third among candidate datasets as it has a spatial as well as temporal component:
- Register to EOSDIS Earthdata before data access or--as discovered later--simpler, download csv files here
- To visualize the EPIs as a choropleth map, download world's country borders
- Add gross domestic product (GDP) from the World Bank
- Read all the csv files and merge the components of interest into one data.frame (
epi) - Collate country naming
- Create choropleth map with
R leaflet - Plot national and regional overviews of the EPI and compare it to the GDP
- Add a structural equation model of the EPIs and explanatory variables (EPIs, region etc)
- Display the results in a blogdown/ Hugo website