This repository contains an overview of the publications and corresponding software components implemented in CLIMADA Python (see list below). To contributors: Please follow the bullet points below when making any edits.
This file provides an overview of the steps to take when publishing code corresponding to a peer-reviewed CLIMADA article or technical paper. The intended audience is the authors of the given code and paper. Please make sure to follow the steps carefully so the information is correct and your code easily accessible.
- Create your own GitHub repository to store the code
- Upload all relevant code
- Add a readme file with all the information necessary to replicate your analysis, including which CLIMADA version was used
- Make a Zenodo release
- Update the paper overview below with the paper DOI and a link to the github directory or code DOI from Zenodo (create a new row on top of the existing table)
| Publication | Code link |
|---|---|
| Wattin Håkansson, V., Meiler, S., Hülsen, S., Villiger, L., Bossut, M., McCaughey, J. W., Kropf, C. M., & Bresch, D. N. (2025). Beyond single company climate risk disclosure: Event-based physical risk reporting. Environmental Research: Climate, 4(3), 035014. https://doi.org/10.1088/2752-5295/adf912 | https://doi.org/10.5281/zenodo.16812730 |
| Hülsen, S., Dee, L. E., Kropf, C. M., Meiler, S., & Bresch, D. N. (2025). Mangroves and their services are at risk from tropical cyclones and sea level rise under climate change. Communications Earth & Environment, 6(1), 1–9. https://doi.org/10.1038/s43247-025-02242-z | code: https://doi.org/10.5281/zenodo.14870133 data: https://doi.org/10.5281/zenodo.14869916 |
| Kropf, C.M., Vaterlaus, L., Bresch, D.N., Pellissier, L. Tropical cyclone risk for global ecosystems in a changing climate. Nat. Clim. Chang. 15, 92 (2025). https://doi.org/10.1038/s41558-024-02194-w | https://doi.org/10.5281/zenodo.12801009 |
| Kam, P.M., Ciccone, F., Kropf, C.M. et al. Impact-based forecasting of tropical cyclone-related human displacement to support anticipatory action. Nat Commun 15, 8795 (2024). https://doi.org/10.1038/s41467-024-53200-w | https://github.com/manniepmkam/TC_displacement_forecast |
| Meiler et al. Navigating uncertainty and sensitivity analysis of future tropical cyclone risk estimates, https://doi.org/10.31223/X5SH60. [PREPRINT] | https://doi.org/10.5281/zenodo.10715404 |
| Severino, L. G., Kropf, C. M., Afargan-Gerstman, H., Fairless, C., de Vries, A. J., Domeisen, D. I. V., and Bresch, D. N.: Projections and uncertainties of winter windstorm damage in Europe in a changing climate, Nat. Hazards Earth Syst. Sci., 24, 1555–1578, https://doi.org/10.5194/nhess-24-1555-2024, 2024. | code: https://doi.org/10.5281/zenodo.11048701 data: https://doi.org/10.5281/zenodo.11058585 |
| Mühlhofer, E., DN Bresch, EE Koks (2024) Infrastructure failure cascades quintuple risk of storm and flood-induced service disruptions across the globe, One Earth 7 (4), 714-729, https://doi.org/10.1016/j.oneear.2024.03.010 | https://github.com/Evelyn-M/global-service-disruptions |
| Mühlhofer, E., Chahan M Kropf, Lukas Riedel, David N Bresch, Elco Koks (2024) OpenStreetMap for multi-faceted climate risk assessments, Environ. Res. Commun. 6 015005, https://doi.org/10.1088/2515-7620/ad15ab | https://github.com/Evelyn-M/osm-climate-risks |
| Portmann, R., Schmid, T., Villiger, L., Bresch, D. N., and Calanca, P.: Modelling crop hail damage footprints… https://doi.org/10.5194/nhess-24-2541-2024, 2024. | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202403_crop_hail_damage_footprint |
| Stalhandske, Z., Steinmann, C.B., Meiler, S. et al. Global multi-hazard risk assessment in a changing climate. Sci Rep 14, 5875 (2024). https://doi.org/10.1038/s41598-024-55775-2 | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202403_multi_hazard_risk_assessment |
| Meiler, S., Ciullo, A., Kropf, C.M. et al. Uncertainties and sensitivities in quantifying future tropical cyclone risk. Commun Earth Environ 4, 371 (2023). https://doi.org/10.1038/s43247-023-00998-w | https://doi.org/10.5281/zenodo.8073353 |
| Schmid T., Portmann R., Villiger L., Schröer K., Bresch D. N. (2023) An open-source radar-based hail damage model… https://doi.org/10.5194/nhess-2023-158 | https://doi.org/10.5281/zenodo.10563495 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202309_hail_damage_model |
| Hülsen, S.; McDonald, R.I.; Chaplin-Kramer, R.; Bresch, D.N.; Sharp, R.; Worthington, T.; Kropf, C.M.: Global protection from tropical cyclones… https://doi.org/10.1088/1748-9326/ad00cd, 2023. | https://doi.org/10.5281/zenodo.8100826 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202305_coastal_ecosystems_TC |
| Ortner, G., Bründl, M., Kropf, C. M., Röösli, T., Bühler, Y., and Bresch, D. N.: Large-scale risk assessment on snow avalanche hazard…, https://doi.org/10.5194/nhess-2022-112, 2023. | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202305_avalanche_switzerland_present |
| Mühlhofer, E., Koks, E. E., Kropf, C. M., Sansavini, G., Bresch, D. N., 2023: A Generalized Natural Hazard Risk Modelling Framework… https://doi.org/10.1016/j.ress.2023.109194 | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202208_critical_infrastructure_nw_risks |
| Ciullo, A., Strobl, E., Meiler, S., Martius, O., and Bresch, D. N., 2023: Increasing countries’ financial resilience… https://www.nature.com/articles/s41467-023-36539-4 | https://doi.org/10.5281/zenodo.7371742 |
| Meiler, S., Vogt, T., Bloemendaal, N., Ciullo, A., Lee, C-Y., Camargo, S., Kerry Emanuel, K., and Bresch, D. N., 2023: Intercomparison of regional loss estimates… https://www.nature.com/articles/s41467-022-33918-1 | https://doi.org/10.5281/zenodo.6782091 |
| Steinmann, C.B., Guillod, B.P., Fairless, C. et al. A generalized framework for designing open-source natural hazard parametric insurance…, 2023. https://doi.org/10.1007/s10669-023-09934-x | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202303_parametric_insurance_framework |
| Kropf, C., Ciullo, A., Otth, L., Meiler, S., Rana, A., Schmid, E., McCaughey, J. W., and Bresch, D. N., 2022… https://doi.org/10.5194/gmd-15-7177-2022 | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202012_unsequa_vietnam_tc_ts |
| Rana, A., Zhu, Q., Detken, A., Whalley, K., and Castet, C.: Strengthening climate-resilient development… https://doi.org/10.1007/s10584-021-03290-y, 2022. | https://github.com/arunranain/climada_tc_vietnam |
| Blass, R., Kropf, C. M., Mahlstein, I., and Bresch, D. N., 2022: Automatic-generation-of-winter-storm-warnings… | |
| Blass, Robert. Coupling Oasis LMF with CLIMADA. ETH Zurich; Zurich, 2021. https://doi.org/10.3929/ethz-b-000480061 | Tutorial: https://github.com/CLIMADA-project/climada_petals/blob/feature/ktools/doc/tutorial/ktools_examples.ipynb |
| Stalhandske, Z., Nesa, V., Zumwald, M., Ragettli, M. S., Galimshina, A., Holthausen, N., Röösli, M., and Bresch, D. N., 2022… https://doi.org/10.5194/nhess-22-2531-2022 | https://doi.org/10.5281/zenodo.6908285 https://github.com/zeliest/heat_mortality_productivity_impacts |
| Röösli, T., Appenzeller, C., and Bresch, D. N., 2021… http://dx.doi.org/10.1002/met.2035 | |
| Lüthi, S., Aznar-Siguan, G., Fairless, C., and Bresch, D. N., 2021… https://doi.org/10.5194/gmd-14-7175-2021 | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/211312_climada_wildfire |
| Geiger, T., Gütschow, J., Bresch, D. N., Emanuel, K., and Frieler, K., 2021… https://doi.org/10.1038/s41558-021-01157-9 | https://github.com/CLIMADA-project/climada_python/releases/tag/v2.2.0 https://github.com/CLIMADA-project/climada_petals/blob/main/doc/tutorial/climada_hazard_emulator.ipynb |
| Ciullo, A., Martius, O., Strobl, E. and Bresch, D. N., 2021… https://doi.org/10.1016/j.crm.2021.100349 | |
| Desai, B., Bresch, D. N., Cazabat, C., Hochrainer-Stigler, S., Mechler, R., Ponserre, S., & Schewe, J., 2021… https://doi.org/10.1126/science.abh4283 | |
| Sauer, I., Reese, R., Otto, C., Geiger, T., Willner, S. N., Guillod, B., Bresch, D. N., and Frieler, K., 2021… https://www.nature.com/articles/s41467-021-22153-9 | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202010_flood_attribution |
| Kam, P. M., Aznar-Siguan, G., Schewe, J., Milano, L., Ginnetti, J., Willner, S., McCaughey, J., and Bresch, D. N., 2021… https://doi.org/10.1088/1748-9326/abd26c | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202008_global_flood_displacement |
| Eberenz, S., Lüthi, S., and Bresch, D. N., 2021… https://doi.org/10.5194/nhess-21-393-2021 | https://doi.org/10.5281/zenodo.4478341 https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202005_tropical_cyclone_calibration |
| Bresch, D. N. and Aznar-Siguan, G., 2021… https://doi.org/10.5194/gmd-2020-151 | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202008_climada_adaptation |
| Welker, C., Röösli, T., and Bresch, D. N., 2021… | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/202002_winter_windstorms_model |
| Westcott, M., Ward, J., Surminski, S., Sayers, P., Bresch, D. N., Bronwyn, C., 2020… | |
| Eberenz, S., Stocker, D., Röösli, T., and Bresch, D. N., 2020… https://doi.org/10.5194/essd-12-817-2020 | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/201903_litpop_exposure_data_model |
| Aznar-Siguan, G. and Bresch, D. N., 2019… https://doi.org/10.5194/gmd-12-3085-2019 | https://github.com/CLIMADA-project/climada_papers/tree/main/archive/201812_climada_risk_assessment |