development roadmap

[cole-brokamp]

• [x] add just target for downloading/installing required geomarker data sources (w/o running any geomarker assessment code)
• [x] add small section about just and using it to run commands in the repository
• [x] #12
• [x] #11
  • double check data pipeline (missingness, summary statistics)
  • use OOB predictions to create CV error estimations, pred vs obs scatter plots (both in bag and out of bag by space)
  • include prediction tests for random locations and tests (but with fixed seed)
  • test for reasonable prediction magnitude, mean and var of preds across time and space
  • describe differences between test predictions for different model releases
• [ ] #10
  • alter NEI emissions predictors for these pollutants?
• [x] translate to a runnable 'thing' (SALT? GHA?)
• [x] build user prediction tools, API
  • add data tests for prediction outputs (reasonable prediction magnitude?)
  • version the api and prediction tool with {appc}
• [ ] release appc package on CRAN
  • just geomarker assessment functions? or entire model and predictions?
• [ ] quantify how model predictions retroactively change over time with updated models
  • publish this process and the change in models that provide "near real-time" ambient exposure estimates