Results from the OnStove Nepal model "Achieving Nepal's clean cooking ambitions: an open source and geospatial cost–benefit analysis"

This repository includes all result datasets and figures from the OnStove Nepal model presented in the paper "Achieving Nepal's clean cooking ambitions: an open source and geospatial cost–benefit analysis" DOI: https://doi.org/10.1016/S2542-5196(24)00209-2.

The code and automated workflow to run the model can be found in the Github repository https://github.com/Open-Source-Spatial-Clean-Cooking-Tool/OnStove-Nepal. All model input data can be downloaded from the permanent repository at 10.5281/zenodo.10641858.

Folder structure

The folder structure consists of a Procedded GIS Data folder containing all GIS processed data. These are the outputs from the DataProcessor.ipynb script and the raw GIS input data files found in the input data repository.

A folder for each scenario results. Within each scenario folder, there are:

A model.pkl and a results.pkl files. These are a calibrated OnStove model with the scenario inputs and a complete results model file of the scenario respectively. Both of these files can be read and explored using the OnStove tool. 

A summary.csv file with the summary results of the scenario for each technology.

A Subsidies_scenario_name.csv file showing the required total subsidies per technology of the scenario.

Image files in pdf format for:

The baseline technologies used in the country (current_shares.pdf),

The spatial mix of technologies providing the maximum net-benefits throughout the country (max_benefit_tech.pdf), 

The total costs and benefits of the transition per technology (costs_benefits.pdf),

The bar plot of max benefit technology shares (tech_split.pdf),

The max benefit technologies distribution over relative wealth in the country (tech_histogram.pdf),

A Rasters folder with raster files of different result maps in .tif format.

Inside the MCA folder, all results from the prioritization analysis are found, including:

The prioritized spatial technology mix to achieve the goals of the country (Prioritized_hh.pdf),

The biogas cookstoves relative wealth distribution index (Biogas_index.pdf),

The biomass ICS T3 cookstoves relative wealth distribution index (Biomass_ICS_T3_index.pdf),

The electrical cookstoves relative wealth distribution index (Electricity_index.pdf),

The biogas cookstoves priority map (Biogas_priority_areas.pdf),

The biomass ICS T3 cookstoves priority map (Biomass_ICS_T3_priority_areas.pdf),

The electrical cookstoves priority map (Electricity_priority_areas.pdf),

The total costs and benefits of the transition per technology (costs_benefits.pdf),

The prioritized technology shares distribution over relative wealth in the country (tech_histogram_prioritized.pdf),

A Subsidies_prioritized.csv file showing the required total subsidies per technology,

A mca.pkl file with the MCA model that can be manipulated using the OnStove tool,

A access_results.txt file with the current and after prioritization clean cooking access shares in the country.

A main_plot.pdf and a prioritized_plot.pdf files showing the compiled results for all scenarios and prioritized scenario respectively.

License

All datasets are released under the Creative Commons Attribution 4.0 International License (CC BY 4.0).