CCS: Estadistica de riesgos extraordinarios serie 1971–2022, NIPO: 094-20-062-6, Depósito Legal: M-23915-2016,Ed Consorcio de compensación de seguros,
https://documentacion.fundacionmapfre.org/documentacion/publico/es/media/object.do?id=1135154&recordDownload=1 (last access: 11 October 2024), 2023.
Cortès, M., Turco, M., Llasat-Botija, M., and Llasat, M. C.: The relationship between precipitation and insurance data for floods in a Mediterranean region (northeast Spain), Nat. Hazards Earth Syst. Sci., 18, 857–868, https://doi.org/10.5194/nhess-18-857-2018, 2018.
DAEM: Caracterización y estudio meteorológico de situaciones de emergencia por precipitaciones (Urumea y Kadagua), Internal final documentation project, Tecnalia contract no. 050597, Coord.: Gaztelumendi, S., 2015.
DAEM: Caracterización y estudio meteorológico de situaciones de emergencia por precipitaciones en vertiente mediterranea (Zadorra y Bais), Internal final documentation project, Coord.: Gaztelumendi, S., M0090/16, 2016.
Egaña, J. and Gaztelumendi, S.: A study of Meteorological conditions during the historical August 1983 Basque Country floods, in: EMS Annual Meeting 2018 European Conference for Applied Meteorology and Climatology, 3–7 September 2018, Budapest, Hungary, https://doi.org/10.13140/RG.2.2.35899.49441, 2018.
Egaña, J., Gaztelumendi, S., Pierna, D., Gelpi, I. R., Hernández, R., and Otxoa de Alda, K.: Flash-floods on Basque Country at the end of January 2009, EMS10/ECAC8, Zurich, Switzerland, https://doi.org/10.13140/RG.2.2.20695.75688, 2010.
Egaña, J., Gaztelumendi, S. Palacio, V., and Martija, M.: A case study of local floods in Urumea area (Basque Country), in: 15th EMS Annual Meeting 12th European Conference o
n Applications of Meteorology (ECAM) 7–11 September 2015, Sofia, Bulgaria, https://doi.org/10.13140/RG.2.2.23209.72803, 2015.
Egaña, J., Gaztelumendi, S., and Aranda, J. A.: Meteorological characterization of events that generate floods impact in north part of Basque Country, in: 16th EMS/11th ECAC, 12–16 September 2016, Trieste, Italy, https://doi.org/10.13140/RG.2.2.23209.72803, 2016.
Esdras Leite, M., Teixeira Dias, F., William Lopes, J., and Ferreira dos Santos, N.: Land use and environmental impacts: Flood model in a medium-sized Brazilian city as a tool for urban sustainability, Environ. Sci. Policy, 151, 103613, https://doi.org/10.1016/j.envsci.2023.103613, 2024.
García Canales, C. and Nájera, A: El consorcio de compensación de seguros y la cobertura de los riesgos meteorologícos adversos, in: cap IV de Fenómenos meteorológicos adversos en España, AMV Ediciones, ISBN 978-84-96709-88. 2010.
Gaztelumendi, S., Egaña, J., Pierna, D., Palacio, V., Gelpi, I. R., Hernández, R., and Otxoa de Alda, K.: A study of a flashflood case in Basque Country: the 16th june 2010 event, in: EMS11/ECAM10, 12–16 September 2011, Berlin, Germany, https://doi.org/10.13140/RG.2.2.14194.58563, 2011.
Gaztelumendi, S., Egaña, J., Otxoa-de-Alda, K., Hernandez, R., Aranda, J., and Anitua, P.: An overview of a regional meteorology warning system, Adv. Sci. Res., 8, 157–166, https://doi.org/10.5194/asr-8-157-2012, 2012.
Gaztelumendi, S., Egaña, J., and Aranda, J. A.: Analysis of coastal impact in Basque Country, in: 16th EMS/11th ECAC, 12–16 September 2016, Trieste, Italy, https://doi.org/10.13140/RG.2.2.21532.00643, 2016a.
Gaztelumendi, S., Egaña, J., Liria, P., Gonzalez, M., Aranda, J. A., and Anitua, P.: The new Euskalmet coastal–maritime warning system, Adv. Sci. Res., 13, 91–96, https://doi.org/10.5194/asr-13-91-2016, 2016b.
Gaztelumendi, S., Egaña, J., and Aranda, J. A.: An analysis of flooding economic impact in Urumea area, in: 16th EMS Annual Meeting, 11th European Conference on Applied Climatology (ECAC), 12–16 September 2016, Trieste, Italy, https://doi.org/10.13140/RG.2.2.32227.48161, 2016c.
Gaztelumendi, S., Egaña, J., and Aranda, J. A.: Floods in Vitoria-Gasteiz: economic impact and meteorological causes, in: EMS Annual Meeting 2017, European Conference for Applied Meteorology and Climatology, 4–8 September 2017, Dublin, Ireland, https://doi.org/10.13140/RG.2.2.21429.76005, 2017.
Gaztelumendi S., Otxoa de Alda, K., Hernández, R., Maruri, M., Aranda, J. A., and Anitua, P.: The Basque Automatic Weather Station Mesonetwork in perspective, in: Proceedings 2018 WMO/CIMO Technical Conference on Meteorological and Environmental Instruments and Methods of Observation (CIMO TECO-2018), 8–11 October 2018, Amsterdam, the Netherlands, https://doi.org/10.25607/OBP-125, 2018.
Gaztelumendi, S., Egaña, J., Ruiz, M., and Iturrioz, E.: The Basque Impact Weather Catalogue, in: EMS Annual Meeting 2023, Bratislava, Slovakia, 4–8 September 2023, EMS2023-237, https://doi.org/10.5194/ems2023-237, 2023.
GEOEUSKADI: geoEuskadi. Datu Espazialen Egitura – Euskadiko DEA,
https://www.geo.euskadi.eus/hasiera/ (last access: 10 October 2023), 2022.
Gradeci, K., Labonnote, N., Sivertsen, E., and Time, B.: The use of insurance data in the analysis of Surface Water Flood events – a systematic review, J. Hydrol., 568, 194–206, https://doi.org/10.1016/j.jhydrol.2018.10.060, 2019.
GV: Caracterización de las masas de agua de Euskadi,
https://www.euskadi.eus/contenidos/libro/caracterizacion_masas_agua/es_12298/adjuntos/sintesis.pdf (last access: 10 October 2023), 2002.
GV: Protocolo de predicción, vigilancia y actuación ante fenómenos meteorológicos adversos, Procedimieto DAEM P005 v-11, Gobierno Vasco,
https://www.euskadi.eus/contenidos/informacion/proto_meteo/eu_proto/adjuntos/PE-005-Avisos-de-Meteorologia-Adversa-V11-es.pdf (last access: 11 October 2024), 2023.
Hernandez, R., Otxoa de Alda, K., Gomez de Segura, J. D., and Gaztelumendi, S.: Processing of historical data from the Basque AWS network, in: WMO/CIMO Technical Conference on Meteorological and Environmental Instruments and Methods of Observation (CIMO TECO-2022) 10–13 October 2022, Paris, France,
https://www.researchgate.net/publication/378004029_Processing_of_historical_data_from_the_Basque_AWS_network (last access: 10 October 2023), 2022.
Hijmans, R.: terra: Spatial Data Analysis, R package version 1.6-41,
https://CRAN.R-project.org/package=terra (last access: 28 November 2023), 2022.
Ibisate, A., Ollero, A., and Ormaetxea, O.: Las inundaciones en la vertiente cantábrica del País Vasco en los últimos veinte años: principales eventos, consecuencias territoriales y sistemas de prevención, Serie Geográfica 9, Departamento de Geografía, Prehistoria y Arqueologia, Universidad del País Vasco,
http://hdl.handle.net/10017/1097 (last access: 11 October 2024), 2000.
Ikirri, M., Faik, F., Echogdali, F. Z., Antunes, I. M. H. R., Abioui, M., Abdelrahman, K., Fnais, M. S., Wanaim, A., Id-Belqas, M., Boutaleb, S., Sajinkumar, K. S., and Quesada-Román, A.: Flood Hazard Index Application in Arid Catchments: Case of the Taguenit Wadi Watershed, Lakhssas, Morocco, Land, 11, 1178, https://doi.org/10.3390/land11081178, 2022.
Kabacoff, R.: Modern Data Visualization with R, CRC Press, ISBN 13:978-0367138831, 2018.
Mantovani, J., Alcântara, E., Pampuch, L. A., Praga Baião, C. F., Park, E., Souza Custódio, M., Gozzo, L. F., and Bortolozo, C. A.: Assessing flood risks in the Taquari-Antas Basin (Southeast Brazil) during the September 2023 extreme rainfall surge, npj Nat. Hazards, 1, 9, https://doi.org/10.1038/s44304-024-00009-8, 2024.
Mugerza, I., Gaztelumendi, S., Egaña, J., and Gelpi, I. R.: Rainfall and snowmelt: a dangerous meld for flooding, in: 5th Annual Meeting of the European Meteorological Society (EMS), 12–16 September 2005, Utrecht, the Netherlands, https://doi.org/10.13140/RG.2.2.22477.72168, 2005.
Pebesma, E.: Simple Features for R: Standardized Support for Spatial Vector Data, R J., 10, 439–446, https://doi.org/10.32614/RJ-2018-009, 2018.
Pebesma, E. and Bivand, R.: Spatial Data Science: With applications in R, Chapman and Hall/CRC, https://doi.org/10.1201/9780429459016, 2023.
Pinos, J. and Quesada-Román, A.: Flood Risk-Related Research Trends in Latin America and the Caribbean, Water, 14, 10, https://doi.org/10.3390/w14010010, 2022.
Prieto, C. and Lamas, J. L.: Avenidas extraordinarias en el País Vasco, Geología y prevención de daños por inundaciones, IGME, 247–334, ISBN 84-7474-324-9, 1985.
Quesada-Román, A.: Landslides and floods zonation using geomorphological analyses in a dynamic catchment of Costa Rica, Rev. Cartogr., 102, 125–138, https://doi.org/10.35424/rcarto.i102.901, 2021.
Quesada-Román, A.: Flood risk index development at the municipal level in Costa Rica: A methodological framework, Environ. Sci. Policy, 133, 98–106, 2022.
R Core Team: R: A language and environment for statistical computing, R Foundation for Statistical Computing, Vienna, Austria,
http://www.R-project.org/ (last access: 28 November 2023), 2022.
Ruíz, M., Egaña, J., Gaztelumendi, S., Maruri, M., and Gelpi, I. R.: A case study of heavy and persistent rainfall, in: ERAD 2012, 25–29 June 2012, Toulouse, France,
http://www.meteo.fr/cic/meetings/2012/ERAD/extended_abs/RCS_332_ext_abs.pdf (last access: 30 October 2023), 2012.
Santos, P. P., Pereira, S., Zezere, J. L., Tavares, A. O., Reis, E., Garcia, A. C., and Oliveria, S. C: R: A comprehensive approach to understanding flood risk drivers at the municipal level, J. Environ. Manage., 260, 110127, https://doi.org/10.1016/j.jenvman.2020.110127, 2020.
Solín, L. and Rusnák, M.: Preliminary flood risk assessment: Case study of systematic processing of available or readily derivable information, Water Environ. J., 34, 683–698. 2020.
Tang, J., Li, Y., Cui, S., Xu, L., Hu, Y., Ding, S., and Nitivattananon, V.: Analyzing the spatiotemporal dynamics of flood risk and its driving factors in a coastal watershed of southeastern China, Ecol. Indic., 121, 107134, https://doi.org/10.1016/j.ecolind.2020.107134, 2021.
Tate, E., Rahman, M. A., Emrich, C. T., and Sampon, C. C.: Flood exposure and social vulnerability in the United States, Nat. Hazards, 106, 435–45, 2021.
Tufte, R. E.: The Visual Display of Quantitative Information, in: 2nd Edn., Graphics Press, ISBN 13:978-0961392147 2001.
Tukey, J. W.: Exploratory Data Analysis, Addison-Wesley, ISBN 978-0201076165, 1977.
Urzainqui Miqueleiz, A.: Red Fluvial, Enciclopedia Auñamendi,
https://aunamendi.eusko-ikaskuntza.eus/es/red-fluvial/ar-101744/ (last access: 28 November 2023), 2023.
Vojtek, M.: Indicator-based approach for fluvial flood risk assessment at municipal level in Slovakia, Sci. Rep., 13, 5014, https://doi.org/10.1038/s41598-023-32239-7, 2023.
Wickham, H.: ggplot2: Elegant Graphics for Data Analysis, Springer-Verlag, New York, ISBN 978-3-319-24277-4, 2016.
Wickham, H., François, R., Henry, L., Müller, K., and Vaughan, D.: dplyr: A Grammar of Data Manipulation, GitHub,
https://github.com/tidyverse/dplyr (last access: 28 November 2023), 2023.
Wiley, M.: Efficient Data Management for Large Datasets, O'Reilly Media, ISBN 13:978-1801075764. 2021.
Wu, Q. and Brown, A.: `whitebox': `WhiteboxTools' R Frontend, R package version 2.2.0,
https://CRAN.R-project.org/package=whitebox (last access: 28 November 2023), 2022.
