STEMMUS SCOPE emulator train test example data of 2014

The "csv" file contains land-atmosphere variables and latent heat flux (LEtot) simulated by STEMMUS-SCOPE (soil-plant model), version 1.5.0, see GitHub repository STEMMUS-SCOPE. The data spreads over 19 Fluxnet sites and for the year 2014 with hourly intervals. For more information see EcoExtreML project.

This data was used as training data pairs to develop an emulator using a random forests regression algorithm, the "onnx" file. The target variable is "latent heat flux (LEtot)" and features are land-atmosphere variables. For more information about the emulator, see GitHub repository STEMMUS-SCOPE Emulator.

 

The model and data are used to create a tutorial on applying an explainability method, for example, Kernel SHAP using the package DIANNA.  For more information see Deep Insight and Neural Network Analysis (DIANNA) project.