To-Do-List
- (COMPLETE) Clip data to 9 different regions (https://www.ncdc.noaa.gov/monitoring-references/maps/us-climate-regions.php
- (COMPLETE) Modify RF/RK model to run on each of the nine regions
- Training with all data, testing against the in situ stations
- Tuning should help avoid overfitting, allow for adjustments to the number of trees, depth of trees, which features are used to split nodes, how many samples are created when a node is split, and bootstrapping methods
- Test to see if there is a difference based on the regional subsets
- Compare with RK
- Test how antecedent soil moisture works