Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts (version 2)

Cite as:

Kreibich, Heidi; Schröter, Kai; Di Baldassarre, Giuliano; Van Loon, Anne; Mazzoleni, Maurizio; Abeshu, Guta Wakbulcho; Agafonova, Svetlana; AghaKouchak, Amir; Aksoy, Hafzullah; Alvarez-Garreton, Camila; Aznar, Blanca; Balkhi, Laila; Barendrecht, Marlies H.; Biancamaria, Sylvain; Bos-Burgering, Liduin; Bradley, Chris; Budiyono, Yus; Buytaert, Wouter; Capewell, Lucinda; Carlson, Hayley; Cavus, Yonca; Couasnon, Anaïs; Coxon, Gemma; Daliakopoulos, Ioannis; de Ruiter, Marleen C.; Delus, Claire; Erfurt, Mathilde; Esposito, Giuseppe; François, Didier; Frappart, Frédéric; Freer, Jim; Frolova, Natalia; Gain, Animesh K; Grillakis, Manolis; Grima, JordiOriol; Guzmán, Diego A.; Huning, Laurie S.; Ionita, Monica; Kharlamov, Maxim; Khoi, Dao Nguyen; Kieboom, Natalie; Kireeva, Maria; Koutroulis, Aristeidis; Lavado-Casimiro, Waldo; Li, Hongyi; LLasat, Maria Carmen; Macdonald, David; Mård, Johanna; Mathew-Richards, Hannah; McKenzie, Andrew; Mejia, Alfonso; Mendiondo, Eduardo Mario; Mens, Marjolein; Mobini, Shifteh; Mohor, Guilherme Samprogna; Nagavciuc, Viorica; Ngo-Duc, Thanh; Nguyen, Huynh Thi Thao; Nhi, Pham Thi Thao; Petrucci, Olga; Quan, Nguyen Hong; Quintana-Seguí, Pere; Razavi, Saman; Ridolfi, Elena; Riegel, Jannik; Sadik, Md Shibly; Sairam, Nivedita; Savelli, Elisa; Sazonov, Alexey; Sharma, Sanjib; Sörensen, Johanna; Souza, Felipe Augusto Arguello; Stahl, Kerstin; Steinhausen, Max; Stoelzle, Michael; Szalińska, Wiwiana; Tang, Qiuhong; Tian, Fuqiang; Tokarczyk, Tamara; Tovar, Carolina; Tran, Thi Van Thu; van Huijgevoort, Marjolein H.J.; van Vliet, Michelle T.H.; Vorogushyn, Sergiy; Wagener, Thorsten; Wang, Yueling; Wendt, Doris E.; Wickham, Elliot; Yang, Long; Zambrano-Bigiarini, Mauricio; Ward, Philip J. (2023): Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts (version 2). GFZ Data Services. https://doi.org/10.5880/GFZ.4.4.2023.001

Status

I N R E V I E W : Kreibich, Heidi; Schröter, Kai; Di Baldassarre, Giuliano; Van Loon, Anne; Mazzoleni, Maurizio; Abeshu, Guta Wakbulcho; Agafonova, Svetlana; AghaKouchak, Amir; Aksoy, Hafzullah; Alvarez-Garreton, Camila; Aznar, Blanca; Balkhi, Laila; Barendrecht, Marlies H.; Biancamaria, Sylvain; Bos-Burgering, Liduin; Bradley, Chris; Budiyono, Yus; Buytaert, Wouter; Capewell, Lucinda; Carlson, Hayley; Cavus, Yonca; Couasnon, Anaïs; Coxon, Gemma; Daliakopoulos, Ioannis; de Ruiter, Marleen C.; Delus, Claire; Erfurt, Mathilde; Esposito, Giuseppe; François, Didier; Frappart, Frédéric; Freer, Jim; Frolova, Natalia; Gain, Animesh K; Grillakis, Manolis; Grima, JordiOriol; Guzmán, Diego A.; Huning, Laurie S.; Ionita, Monica; Kharlamov, Maxim; Khoi, Dao Nguyen; Kieboom, Natalie; Kireeva, Maria; Koutroulis, Aristeidis; Lavado-Casimiro, Waldo; Li, Hongyi; LLasat, Maria Carmen; Macdonald, David; Mård, Johanna; Mathew-Richards, Hannah; McKenzie, Andrew; Mejia, Alfonso; Mendiondo, Eduardo Mario; Mens, Marjolein; Mobini, Shifteh; Mohor, Guilherme Samprogna; Nagavciuc, Viorica; Ngo-Duc, Thanh; Nguyen, Huynh Thi Thao; Nhi, Pham Thi Thao; Petrucci, Olga; Quan, Nguyen Hong; Quintana-Seguí, Pere; Razavi, Saman; Ridolfi, Elena; Riegel, Jannik; Sadik, Md Shibly; Sairam, Nivedita; Savelli, Elisa; Sazonov, Alexey; Sharma, Sanjib; Sörensen, Johanna; Souza, Felipe Augusto Arguello; Stahl, Kerstin; Steinhausen, Max; Stoelzle, Michael; Szalińska, Wiwiana; Tang, Qiuhong; Tian, Fuqiang; Tokarczyk, Tamara; Tovar, Carolina; Tran, Thi Van Thu; van Huijgevoort, Marjolein H.J.; van Vliet, Michelle T.H.; Vorogushyn, Sergiy; Wagener, Thorsten; Wang, Yueling; Wendt, Doris E.; Wickham, Elliot; Yang, Long; Zambrano-Bigiarini, Mauricio; Ward, Philip J. (2023): Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts (version 2). GFZ Data Services. https://doi.org/10.5880/GFZ.4.4.2023.001

Abstract

As the negative impacts of hydrological extremes increase in large parts of the world, a better understanding of the drivers of change in risk and impacts is essential for effective flood and drought risk management and climate adaptation. However, there is a lack of comprehensive, empirical data about the processes, interactions and feedbacks in complex human-water systems leading to flood and drought impacts. To fill this gap, we present an IAHS Panta Rhei benchmark dataset containing socio-hydrological data of paired events, i.e. two floods or two droughts that occurred in the same area (Kreibich et al. 2017, 2019). The contained 45 paired events occurred in 42 different study areas (in three study areas we have data on two paired events), which cover different socioeconomic and hydroclimatic contexts across all continents. The dataset is unique in covering floods and droughts, in the number of cases assessed and in the amount of qualitative and quantitative socio-hydrological data contained.

References to the data sources are provided in 2023-001_Kreibich-et-al_Key_data_table.xlsx where possible.

Based on templates, we collected detailed, review-style reports describing the event characteristics and processes in the case study areas, as well as various semi-quantitative data, categorised into management, hazard, exposure, vulnerability and impacts. Sources of the data were classified as follows: scientific study (peer-reviewed paper and PhD thesis), report (by governments, administrations, NGOs, research organisations, projects), own analysis by authors, based on a database (e.g. official statistics, monitoring data such as weather, discharge data, etc.), newspaper article, and expert judgement.

The campaign to collect the information and data on paired events started at the EGU General Assembly in April 2019 in Vienna and was continued with talks promoting the paired event data collection at various conferences. Communication with the Panta Rhei community and other flood and drought experts identified through snowballing techniques was important. Thus, data on paired events were provided by professionals with excellent local knowledge of the events and risk management practices.

Contact

Kreibich, Heidi (Head of WG Flood risk and climate adaptation); GFZ German Research Centre for Geosciences; ➦

Keywords

hydrological extremes, risk dynamics, human-flood system, human-drought system, socio-hydrology, risk management, flood, drought, environmental assessment > environmental risk assessment

GCMD Science Keywords

More Metadata

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      - affiliation: GFZ German Research Centre for Geosciences, Section Hydrology, Potsdam, Germany
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      - affiliation: GFZ German Research Centre for Geosciences, Section Hydrology, Potsdam, Germany
      - affiliation: Leichtweiss Institute for Hydraulic Engineering and Water Resources, Division of Hydrology and River basin management, Technische Universität Braunschweig, Braunschweig, Germany
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      - affiliation: Centre of Natural Hazards and Disaster Science, Uppsala, Sweden
      - affiliation: Department of Earth Sciences, Uppsala University, Sweden
      - affiliation: Department of Integrated Water Systems and Governance, IHE Delft, The Netherlands
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      - creatorName (nameType=Personal): Van Loon, Anne
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      - creatorName (nameType=Personal): AghaKouchak, Amir
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      - affiliation: Department of Civil Engineering, Istanbul Technical University, Istanbul, Turkey
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      - creatorName (nameType=Personal): Alvarez-Garreton, Camila
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      - familyName: Alvarez-Garreton
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      - affiliation: Center for Climate and Resilience Research (CR2, FONDAP 15110009), Santiago, Chile
      - affiliation: Department of Civil Engineering, Universidad de La Frontera, Temuco, Chile
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      - creatorName (nameType=Personal): Aznar, Blanca
      - givenName: Blanca
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      - affiliation: Operations Department, Barcelona Cicle de l'Aigua S.A, Barcelona, Spain
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      - creatorName (nameType=Personal): Balkhi, Laila
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      - affiliation: Global Institute for Water Security, University of Saskatchewan, Saskatoon, Canada
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      - creatorName (nameType=Personal): Barendrecht, Marlies H.
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      - affiliation: Department of Groundwater Management, Deltares, The Netherlands
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      - creatorName (nameType=Personal): Bradley, Chris
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      - affiliation: Department of Civil Engineering, Beykent University, Istanbul, Turkey
      - affiliation: Graduate School, Istanbul Technical University, Istanbul, Turkey
      - affiliation: Faculty of Environment and Natural Resources, University of Freiburg, Freiburg, Germany
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      - creatorName (nameType=Personal): Couasnon, Anaïs
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      - affiliation: Cabot Institute, University of Bristol, UK
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      - affiliation: Faculty of Environment and Natural Resources, University of Freiburg, Freiburg, Germany
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      - affiliation: Geographical Sciences, University of Bristol, Bristol, UK
      - affiliation: Cabot Institute, University of Bristol, UK
      - affiliation: University of Saskatchewan, Centre for Hydrology, Canmore, Alberta, Canada
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      - affiliation: Lomonosov Moscow State University, Moscow, Russia
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      - affiliation: Department of Economics, Ca' Foscari University of Venice, Italy
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      - affiliation: Lab of Geophysical-Remote Sensing and Archaeo-environment, Institute for Mediterranean Studies, Foundation for Research and Technology Hellas, Rethymno, Crete, Greece
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      - affiliation: University of California, Irvine, USA
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      - affiliation: Alfred Wegener Institute Helmholtz Center for Polar and Marine Research, Paleoclimate Dynamics Group, Bremerhaven, Germany
      - affiliation: Emil Racovita Institute of Speleology, Romanian Academy, Cluj-Napoca, Romania
      - affiliation: Forest Biometrics Laboratory, Faculty of Forestry, Ștefan cel Mare University, Suceava, Romania
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      - affiliation: Water Problem Institute Russian Academy of Science, Moscow, Russia
      - affiliation: Lomonosov Moscow State University, Russia
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      - affiliation: Faculty of Environment, University of Science, Ho Chi Minh City, Vietnam
      - affiliation: Institute for Environment and Resources, Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam
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      - affiliation: Water Research Institute, University of Barcelona, Barcelona, Spain
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      - affiliation: Centre of Natural Hazards and Disaster Science, Uppsala, Sweden
      - affiliation: Department of Earth Sciences, Uppsala University, Sweden
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      - affiliation: Environment Agency, Bristol, England
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      - affiliation: British Geological Survey, Wallingford, UK
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      - affiliation: Civil and Environmental Engineering, The Pennsylvania State University, USA
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      - affiliation: Department of Water Resources Engineering, Lund University, Lund, Sweden
      - affiliation: Trelleborg municipality, Sweden
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      - affiliation: University of Potsdam, Institute of Environmental Science and Geography, Potsdam, Germany
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      - creatorName (nameType=Personal): Nagavciuc, Viorica
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      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-1111-9616
      - affiliation: Forest Biometrics Laboratory, Faculty of Forestry, Ștefan cel Mare University, Suceava, Romania
      - affiliation: Alfred Wegener Institute Helmholtz Center for Polar and Marine Research, Paleoclimate Dynamics Group, Bremerhaven, Germany
    - creator
      - creatorName (nameType=Personal): Ngo-Duc, Thanh
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      - affiliation: University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology, Hanoi, Vietnam
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      - creatorName (nameType=Personal): Nguyen, Huynh Thi Thao
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      - affiliation: Institute for Environment and Resources, Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam
    - creator
      - creatorName (nameType=Personal): Nhi, Pham Thi Thao
      - givenName: Pham Thi Thao
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      - affiliation: Faculty of Environment, University of Science, Ho Chi Minh City, Vietnam
      - affiliation: Institute for Environment and Resources, Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam
    - creator
      - creatorName (nameType=Personal): Petrucci, Olga
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      - familyName: Petrucci
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      - affiliation: CNR-IRPI, Research Institute for Geo-Hydrological Protection, Perugia, Italy
    - creator
      - creatorName (nameType=Personal): Quan, Nguyen Hong
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      - affiliation: Institute for Environment and Resources, Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam
    - creator
      - creatorName (nameType=Personal): Quintana-Seguí, Pere
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      - familyName: Quintana-Seguí
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-7107-9671
      - affiliation: Observatori de l'Ebre (OE), Ramon Llull University – CSIC, Spain
    - creator
      - creatorName (nameType=Personal): Razavi, Saman
      - givenName: Saman
      - familyName: Razavi
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-1870-5810
      - affiliation: School of Environment and Sustainability, University of Saskatchewan, Saskatoon, Canada
      - affiliation: Department of Civil, Geological and Environmental Engineering, University of Saskatchewan, Canada
      - affiliation: Global Institute for Water Security, University of Saskatchewan, Canada
    - creator
      - creatorName (nameType=Personal): Ridolfi, Elena
      - givenName: Elena
      - familyName: Ridolfi
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-4714-2511
      - affiliation: Centre of Natural Hazards and Disaster Science, Uppsala, Sweden
      - affiliation: Dipartimento di Ingegneria Civile, Edile e Ambientale, Sapienza Università di Roma, Rome, Italy
    - creator
      - creatorName (nameType=Personal): Riegel, Jannik
      - givenName: Jannik
      - familyName: Riegel
      - affiliation: University of Applied Sciences, Magdeburg, Germany
    - creator
      - creatorName (nameType=Personal): Sadik, Md Shibly
      - givenName: Md Shibly
      - familyName: Sadik
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-9205-4791
      - affiliation: Center for Environmental and Geographic Information Services (CEGIS), Dhaka, Bangladesh
    - creator
      - creatorName (nameType=Personal): Sairam, Nivedita
      - givenName: Nivedita
      - familyName: Sairam
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-4611-9894
      - affiliation: GFZ German Research Centre for Geosciences, Section Hydrology, Potsdam, Germany
    - creator
      - creatorName (nameType=Personal): Savelli, Elisa
      - givenName: Elisa
      - familyName: Savelli
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-8948-0316
      - affiliation: Centre of Natural Hazards and Disaster Science, Uppsala, Sweden
      - affiliation: Department of Earth Sciences, Uppsala University, Sweden
    - creator
      - creatorName (nameType=Personal): Sazonov, Alexey
      - givenName: Alexey
      - familyName: Sazonov
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-9562-4371
      - affiliation: Water Problem Institute Russian Academy of Science, Moscow, Russia
      - affiliation: Lomonosov Moscow State University, Russia
    - creator
      - creatorName (nameType=Personal): Sharma, Sanjib
      - givenName: Sanjib
      - familyName: Sharma
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-2735-1241
      - affiliation: Earth and Environmental Systems Institute, The Pennsylvania State University, USA
    - creator
      - creatorName (nameType=Personal): Sörensen, Johanna
      - givenName: Johanna
      - familyName: Sörensen
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-2312-4917
      - affiliation: Department of Water Resources Engineering, Lund University, Lund, Sweden
    - creator
      - creatorName (nameType=Personal): Souza, Felipe Augusto Arguello
      - givenName: Felipe Augusto Arguello
      - familyName: Souza
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-2753-9896
      - affiliation: University of São Paulo, São Paulo, Brasil
    - creator
      - creatorName (nameType=Personal): Stahl, Kerstin
      - givenName: Kerstin
      - familyName: Stahl
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-2159-9441
      - affiliation: Faculty of Environment and Natural Resources, University of Freiburg, Freiburg, Germany
    - creator
      - creatorName (nameType=Personal): Steinhausen, Max
      - givenName: Max
      - familyName: Steinhausen
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-8692-8824
      - affiliation: GFZ German Research Centre for Geosciences, Section Hydrology, Potsdam, Germany
    - creator
      - creatorName (nameType=Personal): Stoelzle, Michael
      - givenName: Michael
      - familyName: Stoelzle
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-0021-4351
      - affiliation: Faculty of Environment and Natural Resources, University of Freiburg, Freiburg, Germany
    - creator
      - creatorName (nameType=Personal): Szalińska, Wiwiana
      - givenName: Wiwiana
      - familyName: Szalińska
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-6828-6963
      - affiliation: Institute of Meteorology and Water Management National Research Institute, Warszawa, Poland
    - creator
      - creatorName (nameType=Personal): Tang, Qiuhong
      - givenName: Qiuhong
      - familyName: Tang
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-0886-6699
      - affiliation: Key Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, China
    - creator
      - creatorName (nameType=Personal): Tian, Fuqiang
      - givenName: Fuqiang
      - familyName: Tian
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-9414-7019
      - affiliation: Department of Hydraulic Engineering, Tsinghua University, Beijing, China
    - creator
      - creatorName (nameType=Personal): Tokarczyk, Tamara
      - givenName: Tamara
      - familyName: Tokarczyk
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-5862-6338
      - affiliation: Institute of Meteorology and Water Management National Research Institute, Warszawa, Poland
    - creator
      - creatorName (nameType=Personal): Tovar, Carolina
      - givenName: Carolina
      - familyName: Tovar
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-8256-9174
      - affiliation: Royal Botanical Gardens Kew, Surrey, UK
    - creator
      - creatorName (nameType=Personal): Tran, Thi Van Thu
      - givenName: Thi Van Thu
      - familyName: Tran
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-1187-3520
      - affiliation: Institute for Environment and Resources, Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam
    - creator
      - creatorName (nameType=Personal): van Huijgevoort, Marjolein H.J.
      - givenName: Marjolein H.J.
      - familyName: van Huijgevoort
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-9781-6852
      - affiliation: KWR Water Research Institute, Nieuwegein, The Netherlands
    - creator
      - creatorName (nameType=Personal): van Vliet, Michelle T.H.
      - givenName: Michelle T.H.
      - familyName: van Vliet
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-2597-8422
      - affiliation: Department of Physical Geography, Utrecht University, Utrecht, The Netherlands
    - creator
      - creatorName (nameType=Personal): Vorogushyn, Sergiy
      - givenName: Sergiy
      - familyName: Vorogushyn
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-4639-7982
      - affiliation: GFZ German Research Centre for Geosciences, Section Hydrology, Potsdam, Germany
    - creator
      - creatorName (nameType=Personal): Wagener, Thorsten
      - givenName: Thorsten
      - familyName: Wagener
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-3881-5849
      - affiliation: University of Potsdam, Institute of Environmental Science and Geography, Potsdam, Germany
      - affiliation: Cabot Institute, University of Bristol, UK
      - affiliation: Civil Engineering, University of Bristol, UK
    - creator
      - creatorName (nameType=Personal): Wang, Yueling
      - givenName: Yueling
      - familyName: Wang
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-2773-2108
      - affiliation: Key Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, China
    - creator
      - creatorName (nameType=Personal): Wendt, Doris E.
      - givenName: Doris E.
      - familyName: Wendt
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-2315-7871
      - affiliation: Civil Engineering, University of Bristol, Bristol, UK
    - creator
      - creatorName (nameType=Personal): Wickham, Elliot
      - givenName: Elliot
      - familyName: Wickham
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-7890-0920
      - affiliation: School of Natural Resources, University of Nebraska-Lincoln, Lincoln, US
    - creator
      - creatorName (nameType=Personal): Yang, Long
      - givenName: Long
      - familyName: Yang
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-1872-0175
      - affiliation: School of Geography and Ocean Science, Nanjing University, China
    - creator
      - creatorName (nameType=Personal): Zambrano-Bigiarini, Mauricio
      - givenName: Mauricio
      - familyName: Zambrano-Bigiarini
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-9536-643X
      - affiliation: Department of Civil Engineering, Universidad de La Frontera, Temuco, Chile
      - affiliation: Center for Climate and Resilience Research (CR2, FONDAP 15110009), Santiago, Chile
    - creator
      - creatorName (nameType=Personal): Ward, Philip J.
      - givenName: Philip J.
      - familyName: Ward
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-7702-7859
      - affiliation: Institute for Environmental Studies (IVM), Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
  - titles
    - title: Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts (version 2)
  - publisher: GFZ Data Services
  - publicationYear: 2023
  - subjects
    - subject: hydrological extremes
    - subject: risk dynamics
    - subject: human-flood system
    - subject: human-drought system
    - subject: socio-hydrology
    - subject: risk management
    - subject: flood
    - subject: drought
    - subject (subjectScheme=NASA/GCMD Earth Science Keywords): EARTH SCIENCE > HUMAN DIMENSIONS > ENVIRONMENTAL GOVERNANCE/MANAGEMENT > WATER MANAGEMENT
    - subject (subjectScheme=NASA/GCMD Earth Science Keywords): EARTH SCIENCE > HUMAN DIMENSIONS > NATURAL HAZARDS > DROUGHTS
    - subject (subjectScheme=NASA/GCMD Earth Science Keywords): EARTH SCIENCE > HUMAN DIMENSIONS > NATURAL HAZARDS > FLOODS
    - subject (subjectScheme=NASA/GCMD Earth Science Keywords): EARTH SCIENCE SERVICES > DATA ANALYSIS AND VISUALIZATION
    - subject (subjectScheme=GEMET - INSPIRE themes, version 1.0): environmental assessment > environmental risk assessment
  - contributors
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      - contributorName: Kreibich, Heidi
      - affiliation: GFZ German Research Centre for Geosciences
    - contributor (contributorType=ContactPerson)
      - contributorName: Kreibich, Heidi
      - affiliation: GFZ German Research Centre for Geosciences
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