Explainable AI Tools for Hydro-Climate Modelling
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Documentation for package ‘xaiHydro’ version 0.1.0
Help Pages
| hydro_breakdown | Prediction breakdown profile for a single observation |
| hydro_explainer | Create a hydrology-aware DALEX explainer |
| hydro_importance | Permutation-based variable importance for hydro-climate models |
| hydro_lime | Local LIME explanation for a single observation |
| hydro_pdp | Compute partial dependence or ALE profiles |
| hydro_residuals | Four-panel residual diagnostics for hydro-climate models |
| hydro_shap | Compute SHAP values for a hydro-climate model |
| hydro_xai_report | Generate a full XAI diagnostic report panel |
| plot_breakdown_hydro | Plot prediction breakdown for a single observation |
| plot_importance_hydro | Plot permutation variable importance |
| plot_lime_hydro | Plot LIME feature effects for a single observation |
| plot_pdp_hydro | Plot PDP or ALE profiles |
| plot_shap_summary | SHAP beeswarm summary plot |
| plot_shap_waterfall | SHAP waterfall plot for a single observation |
| sim_drought_data | Synthetic monthly drought index dataset |
| sim_streamflow_data | Synthetic daily streamflow dataset |