Files for the Boreal Canopy Height
- "Train_RF_model_Apr2023v2.ipynb"
- Trains and creates RF model for predicting canopy height int he Boreal region using ATL08. Incoudes perm
- Shows histogram of caopy heights
- Includes permafrost as an input variable
- includes ranked permuation importance as RF output
- "Prediction_Apr2023v2.ipynb"
- Loads model created in previous step
- Applies model on current bioclimate and shows prediction. Saves as raster
- Applies models on future bioclims from CMIP6:
- 2021-2040
- 2061-2080
- 2081-2100
- and from scenarios
- ssp126
- ssp245
- ssp370
- ssp585
- Creates rasters of predictions for each year x scenario x GCM
- Creates difference of prediction from current for each year x scenario X GCM
- Can create scatter plots between scenarios
- Create pixel-by-pixel median raster for each year x scenario
- "Boreal_median_maps.ipynb"
- Show raaster of current prediction
- Show faceted maps for prediction/difference (columns), and scenario (row)
- Show faceted histograms for prediction/difference (columns), and scenario (row)