STEMMUS SCOPE emulator train test example data of 2014
<div> <div>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 <a href="https://github.com/EcoExtreML/STEMMUS_SCOPE" target="_blank" rel="noopener">STEMMUS-SCOPE</a>. The data spreads over 19 Fluxnet sites and for the year 2014 with hourly intervals. For more information see <a href="https://research-software-directory.org/projects/ecoextreml" target="_blank" rel="noopener">EcoExtreML project</a>.</div> <br> <div>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 <a href="https://github.com/EcoExtreML/Emulator" target="_blank" rel="noopener">STEMMUS-SCOPE Emulator</a>.</div> <div> </div> <div>The model and data are used to create a tutorial on applying an explainability method, for example, Kernel SHAP using the package <a href="https://dianna.readthedocs.io/en/latest/" target="_blank" rel="noopener">DIANNA</a>. For more information see <a href="https://www.esciencecenter.nl/projects/deep-insight-and-neural-networks-analysis-dianna/" target="_blank" rel="noopener">Deep Insight and Neural Network Analysis (DIANNA) project</a>.</div> </div>
ShareScore
40/100
Overall dataset sharing score
Score breakdown
These five areas show where the dataset supports — or may limit — practical reuse.
- Stewardship
- 8
- Harmonization
- 4
- Access
- 20
- Reuse readiness
- 8
- Engagement
- 0