Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts

<p>As the adverse impacts of hydrological extremes increase in many regions of the world, a better understanding of the drivers of changes in risk and impacts is essential for effective flood and drought risk management and climate adaptation. However, there is currently a lack of comprehensiv...

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Main Authors: H. Kreibich, K. Schröter, G. Di Baldassarre, A. F. Van Loon, M. Mazzoleni, G. W. Abeshu, S. Agafonova, A. AghaKouchak, H. Aksoy, C. Alvarez-Garreton, B. Aznar, L. Balkhi, M. H. Barendrecht, S. Biancamaria, L. Bos-Burgering, C. Bradley, Y. Budiyono, W. Buytaert, L. Capewell, H. Carlson, Y. Cavus, A. Couasnon, G. Coxon, I. Daliakopoulos, M. C. de Ruiter, C. Delus, M. Erfurt, G. Esposito, D. François, F. Frappart, J. Freer, N. Frolova, A. K. Gain, M. Grillakis, J. O. Grima, D. A. Guzmán, L. S. Huning, M. Ionita, M. Kharlamov, D. N. Khoi, N. Kieboom, M. Kireeva, A. Koutroulis, W. Lavado-Casimiro, H.-Y. Li, M. C. LLasat, D. Macdonald, J. Mård, H. Mathew-Richards, A. McKenzie, A. Mejia, E. M. Mendiondo, M. Mens, S. Mobini, G. S. Mohor, V. Nagavciuc, T. Ngo-Duc, H. T. T. Nguyen, P. T. T. Nhi, O. Petrucci, N. H. Quan, P. Quintana-Seguí, S. Razavi, E. Ridolfi, J. Riegel, M. S. Sadik, N. Sairam, E. Savelli, A. Sazonov, S. Sharma, J. Sörensen, F. A. A. Souza, K. Stahl, M. Steinhausen, M. Stoelzle, W. Szalińska, Q. Tang, F. Tian, T. Tokarczyk, C. Tovar, T. V. T. Tran, M. H. J. van Huijgevoort, M. T. H. van Vliet, S. Vorogushyn, T. Wagener, Y. Wang, D. E. Wendt, E. Wickham, L. Yang, M. Zambrano-Bigiarini, P. J. Ward
Format: Article
Language:English
Published: Copernicus Publications 2023-05-01
Series:Earth System Science Data
Online Access:https://essd.copernicus.org/articles/15/2009/2023/essd-15-2009-2023.pdf
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author H. Kreibich
K. Schröter
K. Schröter
G. Di Baldassarre
G. Di Baldassarre
A. F. Van Loon
M. Mazzoleni
G. W. Abeshu
S. Agafonova
A. AghaKouchak
H. Aksoy
C. Alvarez-Garreton
B. Aznar
L. Balkhi
M. H. Barendrecht
S. Biancamaria
L. Bos-Burgering
C. Bradley
Y. Budiyono
W. Buytaert
L. Capewell
H. Carlson
Y. Cavus
Y. Cavus
Y. Cavus
A. Couasnon
G. Coxon
G. Coxon
I. Daliakopoulos
M. C. de Ruiter
C. Delus
M. Erfurt
G. Esposito
D. François
F. Frappart
J. Freer
J. Freer
J. Freer
N. Frolova
A. K. Gain
M. Grillakis
J. O. Grima
D. A. Guzmán
L. S. Huning
L. S. Huning
M. Ionita
M. Ionita
M. Ionita
M. Kharlamov
M. Kharlamov
D. N. Khoi
D. N. Khoi
N. Kieboom
M. Kireeva
A. Koutroulis
W. Lavado-Casimiro
H.-Y. Li
M. C. LLasat
M. C. LLasat
D. Macdonald
J. Mård
J. Mård
H. Mathew-Richards
A. McKenzie
A. Mejia
E. M. Mendiondo
M. Mens
S. Mobini
S. Mobini
G. S. Mohor
V. Nagavciuc
V. Nagavciuc
T. Ngo-Duc
H. T. T. Nguyen
P. T. T. Nhi
P. T. T. Nhi
O. Petrucci
N. H. Quan
N. H. Quan
P. Quintana-Seguí
S. Razavi
S. Razavi
S. Razavi
E. Ridolfi
J. Riegel
M. S. Sadik
N. Sairam
E. Savelli
E. Savelli
A. Sazonov
A. Sazonov
S. Sharma
J. Sörensen
F. A. A. Souza
K. Stahl
M. Steinhausen
M. Stoelzle
W. Szalińska
Q. Tang
F. Tian
T. Tokarczyk
C. Tovar
T. V. T. Tran
M. H. J. van Huijgevoort
M. T. H. van Vliet
S. Vorogushyn
T. Wagener
T. Wagener
T. Wagener
Y. Wang
D. E. Wendt
E. Wickham
L. Yang
M. Zambrano-Bigiarini
M. Zambrano-Bigiarini
P. J. Ward
P. J. Ward
author_facet H. Kreibich
K. Schröter
K. Schröter
G. Di Baldassarre
G. Di Baldassarre
A. F. Van Loon
M. Mazzoleni
G. W. Abeshu
S. Agafonova
A. AghaKouchak
H. Aksoy
C. Alvarez-Garreton
B. Aznar
L. Balkhi
M. H. Barendrecht
S. Biancamaria
L. Bos-Burgering
C. Bradley
Y. Budiyono
W. Buytaert
L. Capewell
H. Carlson
Y. Cavus
Y. Cavus
Y. Cavus
A. Couasnon
G. Coxon
G. Coxon
I. Daliakopoulos
M. C. de Ruiter
C. Delus
M. Erfurt
G. Esposito
D. François
F. Frappart
J. Freer
J. Freer
J. Freer
N. Frolova
A. K. Gain
M. Grillakis
J. O. Grima
D. A. Guzmán
L. S. Huning
L. S. Huning
M. Ionita
M. Ionita
M. Ionita
M. Kharlamov
M. Kharlamov
D. N. Khoi
D. N. Khoi
N. Kieboom
M. Kireeva
A. Koutroulis
W. Lavado-Casimiro
H.-Y. Li
M. C. LLasat
M. C. LLasat
D. Macdonald
J. Mård
J. Mård
H. Mathew-Richards
A. McKenzie
A. Mejia
E. M. Mendiondo
M. Mens
S. Mobini
S. Mobini
G. S. Mohor
V. Nagavciuc
V. Nagavciuc
T. Ngo-Duc
H. T. T. Nguyen
P. T. T. Nhi
P. T. T. Nhi
O. Petrucci
N. H. Quan
N. H. Quan
P. Quintana-Seguí
S. Razavi
S. Razavi
S. Razavi
E. Ridolfi
J. Riegel
M. S. Sadik
N. Sairam
E. Savelli
E. Savelli
A. Sazonov
A. Sazonov
S. Sharma
J. Sörensen
F. A. A. Souza
K. Stahl
M. Steinhausen
M. Stoelzle
W. Szalińska
Q. Tang
F. Tian
T. Tokarczyk
C. Tovar
T. V. T. Tran
M. H. J. van Huijgevoort
M. T. H. van Vliet
S. Vorogushyn
T. Wagener
T. Wagener
T. Wagener
Y. Wang
D. E. Wendt
E. Wickham
L. Yang
M. Zambrano-Bigiarini
M. Zambrano-Bigiarini
P. J. Ward
P. J. Ward
author_sort H. Kreibich
collection DOAJ
description <p>As the adverse impacts of hydrological extremes increase in many regions of the world, a better understanding of the drivers of changes in risk and impacts is essential for effective flood and drought risk management and climate adaptation. However, there is currently a lack of comprehensive, empirical data about the processes, interactions, and feedbacks in complex human–water systems leading to flood and drought impacts. Here we present a benchmark dataset containing socio-hydrological data of paired events, i.e. two floods or two droughts that occurred in the same area. The 45 paired events occurred in 42 different study areas and cover a wide range of socio-economic and hydro-climatic conditions. The dataset is unique in covering both floods and droughts, in the number of cases assessed and in the quantity of socio-hydrological data. The benchmark dataset comprises (1) detailed review-style reports about the events and key processes between the two events of a pair; (2) the key data table containing variables that assess the indicators which characterize management shortcomings, hazard, exposure, vulnerability, and impacts of all events; and (3) a table of the indicators of change that indicate the differences between the first and second event of a pair. The advantages of the dataset are that it enables comparative analyses across all the paired events based on the indicators of change and allows for detailed context- and location-specific assessments based on the extensive data and reports of the individual study areas. The dataset can be used by the scientific community for exploratory data analyses, e.g. focused on causal links between risk management; changes in hazard, exposure and vulnerability; and flood or drought impacts. The data can also be used for the development, calibration, and validation of socio-hydrological models. The dataset is available to the public through the GFZ Data Services (Kreibich et al., 2023, <a href="https://doi.org/10.5880/GFZ.4.4.2023.001">https://doi.org/10.5880/GFZ.4.4.2023.001</a>).</p>
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spelling doaj.art-36aa2c1316c0428fbdfc70d7aba48b342023-05-16T11:16:25ZengCopernicus PublicationsEarth System Science Data1866-35081866-35162023-05-01152009202310.5194/essd-15-2009-2023Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughtsH. Kreibich0K. Schröter1K. Schröter2G. Di Baldassarre3G. Di Baldassarre4A. F. Van Loon5M. Mazzoleni6G. W. Abeshu7S. Agafonova8A. AghaKouchak9H. Aksoy10C. Alvarez-Garreton11B. Aznar12L. Balkhi13M. H. Barendrecht14S. Biancamaria15L. Bos-Burgering16C. Bradley17Y. Budiyono18W. Buytaert19L. Capewell20H. Carlson21Y. Cavus22Y. Cavus23Y. Cavus24A. Couasnon25G. Coxon26G. Coxon27I. Daliakopoulos28M. C. de Ruiter29C. Delus30M. Erfurt31G. Esposito32D. François33F. Frappart34J. Freer35J. Freer36J. Freer37N. Frolova38A. K. Gain39M. Grillakis40J. O. Grima41D. A. Guzmán42L. S. Huning43L. S. Huning44M. Ionita45M. Ionita46M. Ionita47M. Kharlamov48M. Kharlamov49D. N. Khoi50D. N. Khoi51N. Kieboom52M. Kireeva53A. Koutroulis54W. Lavado-Casimiro55H.-Y. Li56M. C. LLasat57M. C. LLasat58D. Macdonald59J. Mård60J. Mård61H. Mathew-Richards62A. McKenzie63A. Mejia64E. M. Mendiondo65M. Mens66S. Mobini67S. Mobini68G. S. Mohor69V. Nagavciuc70V. Nagavciuc71T. Ngo-Duc72H. T. T. Nguyen73P. T. T. Nhi74P. T. T. Nhi75O. Petrucci76N. H. Quan77N. H. Quan78P. Quintana-Seguí79S. Razavi80S. Razavi81S. Razavi82E. Ridolfi83J. Riegel84M. S. Sadik85N. Sairam86E. Savelli87E. Savelli88A. Sazonov89A. Sazonov90S. Sharma91J. Sörensen92F. A. A. Souza93K. Stahl94M. Steinhausen95M. Stoelzle96W. Szalińska97Q. Tang98F. Tian99T. Tokarczyk100C. Tovar101T. V. T. Tran102M. H. J. van Huijgevoort103M. T. H. van Vliet104S. Vorogushyn105T. Wagener106T. Wagener107T. Wagener108Y. Wang109D. E. Wendt110E. Wickham111L. Yang112M. Zambrano-Bigiarini113M. Zambrano-Bigiarini114P. J. Ward115P. J. Ward116Section Hydrology, GFZ German Research Centre for Geosciences, Potsdam, GermanySection Hydrology, GFZ German Research Centre for Geosciences, Potsdam, GermanyTechnische Universität Braunschweig, Leichtweiss Institute for Hydraulic Engineering and Water Resources, Division of Hydrology and River Basin Management, Braunschweig, GermanyCentre of Natural Hazards and Disaster Science (CNDS), Uppsala, SwedenDepartment of Earth Sciences, Uppsala University, Uppsala, SwedenInstitute for Environmental Studies (IVM), Vrije Universiteit Amsterdam, Amsterdam, the NetherlandsInstitute for Environmental Studies (IVM), Vrije Universiteit Amsterdam, Amsterdam, the NetherlandsDepartment of Civil and Environmental Engineering, University of Houston, Houston, TX, USADepartment of Land Hydrology, Lomonosov Moscow State University, Moscow, RussiaDepartment of Civil and Environmental Engineering, University of California, Irvine, CA, USADepartment of Civil Engineering, Istanbul Technical University, Istanbul, TurkeyCenter for Climate and Resilience Research (CR2, FONDAP 1522A0001), Santiago, ChileOperations Department, Barcelona Cicle de l'Aigua SA, Barcelona, SpainGlobal Institute for Water Security, University of Saskatchewan, Saskatoon, CanadaInstitute for Environmental Studies (IVM), Vrije Universiteit Amsterdam, Amsterdam, the NetherlandsLEGOS, Université de Toulouse, CNES, CNRS, IRD, UPS, Toulouse, FranceDepartment of Groundwater Management, Deltares, Delft, the NetherlandsSchool of Geography, Earth and Environmental Sciences, University of Birmingham, Birmingham, UKNational Research and Innovation Agency (BRIN), Jakarta, IndonesiaDepartment of Civil and Environmental Engineering, Imperial College London, London, UKSchool of Geography, Earth and Environmental Sciences, University of Birmingham, Birmingham, UKGlobal Institute for Water Security, University of Saskatchewan, Saskatoon, CanadaDepartment of Civil Engineering, Beykent University, Istanbul, TurkeyGraduate School, Istanbul Technical University, Istanbul, TurkeyFaculty of Environment and Natural Resources, University of Freiburg, Freiburg, GermanyInstitute for Environmental Studies (IVM), Vrije Universiteit Amsterdam, Amsterdam, the NetherlandsGeographical Sciences, University of Bristol, Bristol, UKCabot Institute, University of Bristol, Bristol, UKDepartment of Agriculture, Hellenic Mediterranean University, Crete, GreeceInstitute for Environmental Studies (IVM), Vrije Universiteit Amsterdam, Amsterdam, the NetherlandsLOTERR - Centre de recherche en Géographie, Université de Lorraine, Metz, FranceFaculty of Environment and Natural Resources, University of Freiburg, Freiburg, GermanyCNR-IRPI, Research Institute for Geo-Hydrological Protection, Cosenza, ItalyLOTERR - Centre de recherche en Géographie, Université de Lorraine, Metz, FranceISPA, Bordeaux Sciences Agro, INRAE, Villenave d'Ornon, FranceGeographical Sciences, University of Bristol, Bristol, UKCabot Institute, University of Bristol, Bristol, UKCentre for Hydrology, University of Saskatchewan, Canmore, Alberta, CanadaDepartment of Land Hydrology, Lomonosov Moscow State University, Moscow, RussiaEnvironmental and Conservation Sciences, Murdoch University, Murdoch 6150, Perth, AustraliaLab of Geophysical-Remote Sensing & Archaeo-environment, Institute for Mediterranean Studies, Foundation for Research and Technology Hellas, Rethymno, Crete, GreeceOperations Department, Barcelona Cicle de l'Aigua SA, Barcelona, SpainFaculty of Civil Engineering, Pontificia Bolivariana University, Bucaramanga, ColombiaDepartment of Civil and Environmental Engineering, University of California, Irvine, CA, USADepartment of Civil Engineering and Construction Engineering Management, California State University, Long Beach, CA, USAPaleoclimate Dynamics Group, Alfred Wegener Institute Helmholtz Center for Polar and Marine Research, Bremerhaven, GermanyForest Biometrics Laboratory, Faculty of Forestry, Ștefan cel Mare University, Suceava, RomaniaEmil Racovita Institute of Speleology, Romanian Academy, Cluj-Napoca, RomaniaDepartment of Land Hydrology, Lomonosov Moscow State University, Moscow, RussiaWater Problem Institute Russian Academy of Science, Moscow, RussiaFaculty of Environment, University of Science, Ho Chi Minh City, VietnamInstitute for Circular Economy Development, Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, VietnamEnvironment Agency, Bristol, EnglandDepartment of Land Hydrology, Lomonosov Moscow State University, Moscow, RussiaSchool of Chemical and Environmental Engineering, Technical University of Crete, Chania, GreeceServicio Nacional de Meteorología e Hidrología del Perú SENAMHI, Lima, PeruDepartment of Civil and Environmental Engineering, University of Houston, Houston, TX, USADepartment of Applied Physics, University of Barcelona, Barcelona, SpainWater Research Institute, University of Barcelona, Barcelona, SpainBritish Geological Survey, Wallingford, UKCentre of Natural Hazards and Disaster Science (CNDS), Uppsala, SwedenDepartment of Earth Sciences, Uppsala University, Uppsala, SwedenEnvironment Agency, Bristol, EnglandBritish Geological Survey, Wallingford, UKCivil and Environmental Engineering, The Pennsylvania State University, University Park, PA, USAEscola de Engenharia de Sao Carlos, University of São Paulo, Sao Carlos-SP, BrazilDepartment of Water Resources & Delta Management, Deltares, Delft, the NetherlandsWater and wastewater department, Trelleborg municipality, Trelleborg, SwedenDepartment of Water Resources Engineering, Lund University, Lund, SwedenInstitute of Environmental Science and Geography, University of Potsdam, Potsdam, GermanyPaleoclimate Dynamics Group, Alfred Wegener Institute Helmholtz Center for Polar and Marine Research, Bremerhaven, GermanyDepartment of Water Resources Engineering, Lund University, Lund, SwedenUniversity of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology, Hanoi, VietnamVietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, VietnamFaculty of Environment, University of Science, Ho Chi Minh City, VietnamVietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, VietnamCNR-IRPI, Research Institute for Geo-Hydrological Protection, Cosenza, ItalyVietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, VietnamInstitute for Circular Economy Development, Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, VietnamObservatori de l'Ebre (OE), Ramon Llull University – CSIC, Roquetes, SpainGlobal Institute for Water Security, University of Saskatchewan, Saskatoon, CanadaSchool of Environment and Sustainability, University of Saskatchewan, Saskatoon, CanadaInstitute for Water Futures, Mathematical Sciences Institute, Australian National University, Canberra, AustraliaDipartimento di Ingegneria Civile, Edile e Ambientale, Sapienza Università di Roma, Rome, ItalyMagdeburg-Stendal University of Applied Sciences, Magdeburg, GermanyEmbassy of the Kingdom of Netherlands, Dhaka, BangladeshSection Hydrology, GFZ German Research Centre for Geosciences, Potsdam, GermanyCentre of Natural Hazards and Disaster Science (CNDS), Uppsala, SwedenDepartment of Earth Sciences, Uppsala University, Uppsala, SwedenDepartment of Land Hydrology, Lomonosov Moscow State University, Moscow, RussiaWater Problem Institute Russian Academy of Science, Moscow, RussiaEarth and Environmental Systems Institute, The Pennsylvania State University, University Park, PA, USADepartment of Water Resources Engineering, Lund University, Lund, SwedenEscola de Engenharia de Sao Carlos, University of São Paulo, Sao Carlos-SP, BrazilFaculty of Environment and Natural Resources, University of Freiburg, Freiburg, GermanySection Hydrology, GFZ German Research Centre for Geosciences, Potsdam, GermanyFaculty of Environment and Natural Resources, University of Freiburg, Freiburg, GermanyInstitute of Meteorology and Water Management National Research Institute, Warsaw, PolandKey Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, ChinaDepartment of Hydraulic Engineering, Tsinghua University, Beijing, ChinaInstitute of Meteorology and Water Management National Research Institute, Warsaw, PolandRoyal Botanic Gardens Kew, Surrey, UKVietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, VietnamKWR Water Research Institute, Nieuwegein, the NetherlandsDepartment of Physical Geography, Utrecht University, Utrecht, the NetherlandsSection Hydrology, GFZ German Research Centre for Geosciences, Potsdam, GermanyCabot Institute, University of Bristol, Bristol, UKInstitute of Environmental Science and Geography, University of Potsdam, Potsdam, GermanyCivil Engineering, University of Bristol, Bristol, UKKey Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, ChinaCivil Engineering, University of Bristol, Bristol, UKSchool of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, USASchool of Geography and Ocean Science, Nanjing University, Nanjing, ChinaCenter for Climate and Resilience Research (CR2, FONDAP 1522A0001), Santiago, ChileDepartment of Civil Engineering, Universidad de La Frontera, Temuco, ChileInstitute for Environmental Studies (IVM), Vrije Universiteit Amsterdam, Amsterdam, the NetherlandsDepartment of Climate Adaptation and Disaster Risk Reduction, Deltares, Delft, the Netherlands<p>As the adverse impacts of hydrological extremes increase in many regions of the world, a better understanding of the drivers of changes in risk and impacts is essential for effective flood and drought risk management and climate adaptation. However, there is currently a lack of comprehensive, empirical data about the processes, interactions, and feedbacks in complex human–water systems leading to flood and drought impacts. Here we present a benchmark dataset containing socio-hydrological data of paired events, i.e. two floods or two droughts that occurred in the same area. The 45 paired events occurred in 42 different study areas and cover a wide range of socio-economic and hydro-climatic conditions. The dataset is unique in covering both floods and droughts, in the number of cases assessed and in the quantity of socio-hydrological data. The benchmark dataset comprises (1) detailed review-style reports about the events and key processes between the two events of a pair; (2) the key data table containing variables that assess the indicators which characterize management shortcomings, hazard, exposure, vulnerability, and impacts of all events; and (3) a table of the indicators of change that indicate the differences between the first and second event of a pair. The advantages of the dataset are that it enables comparative analyses across all the paired events based on the indicators of change and allows for detailed context- and location-specific assessments based on the extensive data and reports of the individual study areas. The dataset can be used by the scientific community for exploratory data analyses, e.g. focused on causal links between risk management; changes in hazard, exposure and vulnerability; and flood or drought impacts. The data can also be used for the development, calibration, and validation of socio-hydrological models. The dataset is available to the public through the GFZ Data Services (Kreibich et al., 2023, <a href="https://doi.org/10.5880/GFZ.4.4.2023.001">https://doi.org/10.5880/GFZ.4.4.2023.001</a>).</p>https://essd.copernicus.org/articles/15/2009/2023/essd-15-2009-2023.pdf
spellingShingle H. Kreibich
K. Schröter
K. Schröter
G. Di Baldassarre
G. Di Baldassarre
A. F. Van Loon
M. Mazzoleni
G. W. Abeshu
S. Agafonova
A. AghaKouchak
H. Aksoy
C. Alvarez-Garreton
B. Aznar
L. Balkhi
M. H. Barendrecht
S. Biancamaria
L. Bos-Burgering
C. Bradley
Y. Budiyono
W. Buytaert
L. Capewell
H. Carlson
Y. Cavus
Y. Cavus
Y. Cavus
A. Couasnon
G. Coxon
G. Coxon
I. Daliakopoulos
M. C. de Ruiter
C. Delus
M. Erfurt
G. Esposito
D. François
F. Frappart
J. Freer
J. Freer
J. Freer
N. Frolova
A. K. Gain
M. Grillakis
J. O. Grima
D. A. Guzmán
L. S. Huning
L. S. Huning
M. Ionita
M. Ionita
M. Ionita
M. Kharlamov
M. Kharlamov
D. N. Khoi
D. N. Khoi
N. Kieboom
M. Kireeva
A. Koutroulis
W. Lavado-Casimiro
H.-Y. Li
M. C. LLasat
M. C. LLasat
D. Macdonald
J. Mård
J. Mård
H. Mathew-Richards
A. McKenzie
A. Mejia
E. M. Mendiondo
M. Mens
S. Mobini
S. Mobini
G. S. Mohor
V. Nagavciuc
V. Nagavciuc
T. Ngo-Duc
H. T. T. Nguyen
P. T. T. Nhi
P. T. T. Nhi
O. Petrucci
N. H. Quan
N. H. Quan
P. Quintana-Seguí
S. Razavi
S. Razavi
S. Razavi
E. Ridolfi
J. Riegel
M. S. Sadik
N. Sairam
E. Savelli
E. Savelli
A. Sazonov
A. Sazonov
S. Sharma
J. Sörensen
F. A. A. Souza
K. Stahl
M. Steinhausen
M. Stoelzle
W. Szalińska
Q. Tang
F. Tian
T. Tokarczyk
C. Tovar
T. V. T. Tran
M. H. J. van Huijgevoort
M. T. H. van Vliet
S. Vorogushyn
T. Wagener
T. Wagener
T. Wagener
Y. Wang
D. E. Wendt
E. Wickham
L. Yang
M. Zambrano-Bigiarini
M. Zambrano-Bigiarini
P. J. Ward
P. J. Ward
Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts
Earth System Science Data
title Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts
title_full Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts
title_fullStr Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts
title_full_unstemmed Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts
title_short Panta Rhei benchmark dataset: socio-hydrological data of paired events of floods and droughts
title_sort panta rhei benchmark dataset socio hydrological data of paired events of floods and droughts
url https://essd.copernicus.org/articles/15/2009/2023/essd-15-2009-2023.pdf
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AT vnagavciuc pantarheibenchmarkdatasetsociohydrologicaldataofpairedeventsoffloodsanddroughts
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AT twagener pantarheibenchmarkdatasetsociohydrologicaldataofpairedeventsoffloodsanddroughts
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AT ywang pantarheibenchmarkdatasetsociohydrologicaldataofpairedeventsoffloodsanddroughts
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AT ewickham pantarheibenchmarkdatasetsociohydrologicaldataofpairedeventsoffloodsanddroughts
AT lyang pantarheibenchmarkdatasetsociohydrologicaldataofpairedeventsoffloodsanddroughts
AT mzambranobigiarini pantarheibenchmarkdatasetsociohydrologicaldataofpairedeventsoffloodsanddroughts
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AT pjward pantarheibenchmarkdatasetsociohydrologicaldataofpairedeventsoffloodsanddroughts