Equity and Effectiveness of Groundwater Governance Policies (Model Inputs and Outputs)
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This Zenodo record provides the model inputs, simulation outputs, processed analysis datasets, and final figures associated with the study “Equity and Effectiveness of Groundwater Governance Policies” and the GitHub repository Equity_and_effectiveness_GCP. The complete contents of the repository’s inputs/ and outputs/ directories are distributed as a single archive structured to match the GitHub project layout. Contents The file model_inputs_output.zip contains the full contents of the repository’s inputs/ and outputs/ directories (including nested subfolders), structured to match the GitHub project layout: inputs/bootstrap_samples/: 500 bootstrapped climate and market scenario samples used to generate stochastic model runs. inputs/model_inputs/: 500 serialized model input files (.pkl) ready for execution across groundwater governance policy scenarios. inputs/supplementary/: supplementary inputs used for the Fee-Based Pumping I (FB-I) analysis (e.g., bootstrap price tables used in marginal revenue calculations) and input stratified robustness analysis. outputs/baseline_runs/:Simulation results for the Business-as-Usual baseline. outputs/ur_runs/:Simulation results for Uniform Pumping Restriction (UR). outputs/fb_runs/:Simulation results for Fee-Based Pumping I (FB-I). outputs/fb_cb_runs/:Simulation results for Fee-Based Pumping II (FB-II), which recycles pumping-fee revenue through groundwater conservation payments. outputs/pr1_runs/:Simulation results for Priority-Based Pumping I (PR-I). outputs/pr2_runs/:Simulation results for Priority-Based Pumping II (PR-II). outputs/r_plus_pr_runs/:Simulation results for Priority-Weighted Pumping Restriction (PWPR). outputs/data_for_figures/:Processed and aggregated datasets used to generate the manuscript and Supporting Information figures. outputs/figures/:Final figures associated with the manuscript and Supporting Information. Some internal folder and variable names predate the final manuscript terminology. In particular, fb_runs corresponds to FB-I, fb_cb_runs corresponds to FB-II, and r_plus_pr_runs corresponds to PWPR. How this archive should be used This archive is not required to run the model. All contents of inputs/ and outputs/ can be generated from the scripts in the GitHub repository (see the scripts/ directory). Instead, this Zenodo snapshot serves two purposes: Verification / regression testing: users can run the scripts to generate inputs/ and/or outputs and compare against the archived versions to confirm that their environment and workflow reproduce the reference results. Convenience: users who wish to inspect the complete run-ready artifacts and outputs without executing the full workflow (which may be computationally intensive) can download this archive directly. Notes The GitHub repository intentionally does not store the full inputs/ and outputs/ contents due to size limits; it includes only the folder structure placeholders. Full regeneration of outputs/ may require significant compute (e.g., HPC), depending on the number of bootstraps and scenarios executed. Associated software The model code, policy-simulation scripts, supplementary analyses, and figure-generation workflows are archived as software Version 1.0.0 on Zenodo: https://doi.org/10.5281/zenodo.21796330 The actively maintained repository is available at: https://github.com/sameerdhk/Equity_and_effectiveness_GCP



