target-PrestoGP A targets pipeline for demonstrating the use of PrestoGP

General Steps

1. Merge Calculated Covariates
2. Exploratory Analysis of Covariates
   • Maps of Covariates
   • Histograms
   • Correlation Matrix
3. Merge Covariates
4. Save covariates as qs or fst file
5. Run PrestoGP
   • Subset Test Locally
   • geo cluster setup
   • Run PrestoGP on geo cluster
   • Spatiotemporal Cross-Validation (branches)
   • Model Selection
6. Save PrestoGP Results
7. Exploratory Analysis of PrestoGP Results
   • Maps of PrestoGP Results
   • Histograms
   • Correlation Matrix
8. Post-Processing of PrestoGP Results
   • Data Formats for sharing
   • Areal Summarization
   • Visualization

Side Option

1. Make PrestoGP into a parsnip model