cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17098296
title: Large-Scale, High-Resolution Urban Pluvial Flood Dataset for training Deep Learning Emulators

description: Flood inundation simulations can help in planning preventive measures against flood damage, howeverconventional simulation methods can be computationally expensive and time-consuming. An alternative tospeed up the calculations is to use data-driven emulators. In this work, we present two contributions: (1)the development of a large-scale, high-resolution flood dataset and (2) the development of deep learning(DL)-based emulators for flood prediction trained using our dataset. We show that in comparison toprevious works, our emulators are able to generalize to previously unseen test locations and achievecomparable performance metrics in terms of RMSE. In comparison to a GPU-accelerated simulator, aninference time speed-up of approximately 1000 times is achieved using these emulators. The dataset andcode is available at https://github.com/dinesh-k-natarajan/urban-flood-emulator/.

Folder structure:

The zip file contains the following contents: 



"city_level_data" folder contains 200 subfolders named after each city in our dataset. Each city subfolder contains two further subfolders:



"dem": Contains the elevation map as (TIFF file) of each city of dimensions 2048 x 2048

"simulations": contains the maximum water depth maps for 5 simulated rainfall events. These are the outputs of the physics-based flood simulator and are the ground truth labels for our deep learning emulators.



"rainfall_events" folder contains the 5 synthetic rainfall events as text files containing the time-series of spatially constant, temporally varying rainfall intensities"

"sets.csv" contains the list of cities and which subset (training/validation/test) they belong to.


Note: The elevation data was obtained from Geobasis NRW at https://www.opengeodata.nrw.de/produkte/geobasis/hm/dom1_tiff/dom1_tiff/

Related work:

For more information, please refer to our paper:

Natarajan, D.K., Stricker, M., Mukherjee, R., Charfuelan, M., Nuske, M., Dengel, A. (2026). Deep Learning Emulators for Large-Scale, High-Resolution Urban Pluvial Flood Prediction. In: Braun, T., Paaßen, B., Stolzenburg, F. (eds) KI 2025: Advances in Artificial Intelligence. KI 2025. Lecture Notes in Computer Science(), vol 15956. Springer, Cham. https://doi.org/10.1007/978-3-032-02813-6_17
DOI: 10.15468/dl.55muwa
title: Occurrence Download

description: A dataset containing 444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cambarellus montezumae"
 ]
}

 The dataset includes 444 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016621-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbez2q
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tanichthys albonubes)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016620-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p325t3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria virginiana",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016624-250914085247600/datasets/export for details.
DOI: 10.15468/dl.9x5fqt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria virginiana",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016622-250914085247600/datasets/export for details.
DOI: 10.15468/dl.h474ng
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria virginiana",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016623-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.4301071
title: Dorotheos Scholarios's Synoptic Index for Migne's Patrologia Graeca

description: This data set contains the transcribed text of Dorotheos Scolarios Synoptic Index for Migne's Patrologia Graeca. The dataset  is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

A working web portal using this dataset can be found at :http://scholarios.graeca.org
DOI: 10.5281/zenodo.4301072
title: Dorotheos Scholarios's Synoptic Index for Migne's Patrologia Graeca

description: This data set contains the transcribed text of Dorotheos Scolarios Synoptic Index for Migne's Patrologia Graeca. The dataset  is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

A working web portal using this dataset can be found at :http://scholarios.graeca.org
DOI: 10.15468/dl.yfn2ch
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Platytropius siamensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016626-250914085247600/datasets/export for details.
DOI: 10.15468/dl.evrcbe
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria virginiana",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016627-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnqh3q
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria virginiana",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016628-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15151/esrf-es-2245030037
title: IBS BAG

description: The IBS BAG includes teams from IBS (Grenoble) and external groups from CEA-Cadarache (St Paul lez Durance) and IRBA (Brétigny-sur-Orge). We study the structure-function relationships of proteins with a focus on human health, biotechnology and methodology. Most of the projects are a continuation of the MX-2586 proposal and can be grouped under the following themes: host-pathogen interaction, new therapeutic targets, fundamental cellular mechanisms, membrane proteins, biotechnological applications and methodology. Some of these projects use integrative approaches (X-ray crystallography, cryo-EM, SAXS and NMR) together with other biophysical and biochemical studies and, more recently, the use of AI (AlphaFold) to fully understand the complexity of the biological macromolecular systems under study.
DOI: 10.15468/dl.sneu9f
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria ananassa",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016629-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnk5gx
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mangroves of Vanuatu"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016632-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43tjkt
title: Occurrence Download

description: A dataset containing 572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aplocheilus panchax)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 572 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016633-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmjnes
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geum coccineum",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016634-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ex5xr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geum coccineum",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016635-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jz7ve
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemigrammus ataktos)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016636-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n8pdv
title: Occurrence Download

description: A dataset containing 1010 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-121.76503 31.09988,-114.74574 31.09988,-114.74574 33.91238,-121.76503 33.91238,-121.76503 31.09988))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor"
 ]
}

 The dataset includes 1010 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016637-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qy34xu
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kerria japonica",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 98 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016638-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqvzf9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kerria japonica",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016640-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10736018
title: dataset
DOI: 10.15468/dl.qzr854
title: Occurrence Download

description: A dataset containing 645 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kerria japonica",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 645 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016639-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5fj29s0v
title: MassIVE MSV000099231 - Role of FASN in bladder cancer
title: To dissect the mechanistic interplay between fatty acid metabolism and cigarette smoke induced signaling in bladder cancer, we employed a proteomics analysis xenograft tumors derived from the UMUC3 with either stable FASN knockdown (KD) or control shRNA, with and without cigarette smoke. We performed global proteomics and phospho proteomics analysis to characterize the molecular alterations associated with FASN KD up on smoke exposure.
DOI: 10.15468/dl.a9rmwa
title: Occurrence Download

description: A dataset containing 15807 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tracking speartooth sharks (Glyphis glyphis) and bull sharks (Carcharhinus leucas), Wenlock and Ducie rivers, Cape York, Australia (2014-2018)"
 ]
}

 The dataset includes 15807 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016641-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17156271
title: Flickr: Flickr Group (15)

description: This group allows anyone to provide images and videos for the Encyclopedia of Life web site. Contributors tag their images for EOL use and select a creative commons license that allows reuse at least for non-commercial purpose. The EOL harvester checks the group every couple of days, imports new photos and updates records if any of the data (tags, descriptions, licenses) have changed. https://www.flickr.com/groups/encyclopedia_of_life
DOI: 10.15468/dl.sg8hr5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haplochromis iris)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016642-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17156245
title: Pan-disease of the brain-eye-heart axis
DOI: 10.15468/dl.quqruj
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kerria japonica",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 218 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016644-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uukxzg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kerria japonica",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016645-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zprcc2
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kerria japonica",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 70 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016646-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72dzzp
title: Occurrence Download

description: A dataset listing the 124698 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset's 124698 records were derived from 24873 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016625-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60525/04teye511/coazgn/0an3vf
title: Bicentenario_2019_base.csv

description: :unav
DOI: 10.60525/04teye511/coazgn/nxv7k2
title: Bicentenario_2019_base.sav

description: :unav
DOI: 10.60525/04teye511/coazgn/788hyd
title: Cuestionario Bicentenario 2019.pdf

description: :unav
DOI: 10.60525/04teye511/coazgn/c758vg
title: bicentenario_2019_base.rds

description: :unav
DOI: 10.60525/04teye511/coazgn/nyzsmq
title: Bicentenario_2019_base.csv

description: :unav
DOI: 10.60525/04teye511/coazgn/rhh72q
title: Bicentenario_2019_base_var_label.csv

description: :unav
DOI: 10.60525/04teye511/coazgn/skcoge
title: Bicentenario_2019_base_val_label.csv

description: :unav
DOI: 10.60525/04teye511/coazgn/wdeliv
title: bicentenario_2019_libro_codigo.html

description: :unav
DOI: 10.15468/dl.yjj4dc
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cyclopia subternata Vogel"
 ]
}

 The dataset includes 366 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036113-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60525/04teye511/coazgn
title: Conjunto de datos: Encuesta Nacional Bicentenario UC 2019

description: La Encuesta Bicentenario UC es un proyecto de la Pontificia Universidad Católica de Chile, coordinado por el Centro de Políticas Públicas UC y en elaboración conjunta con la Facultad de Ciencias Sociales UC. El diseño muestral y trabajo de campo es responsabilidad de la Dirección de Estudios Sociales (DESUC). Metodología: La Encuesta Nacional Bicentenario es un estudio de tipo cuantitativo probabilístico realizado mediante entrevistas personales (cara a cara) en distintos hogares de nuestro país. La población objetiva corresponde a personas de 18 años y más, chilenos o residentes en Chile, que habitan (por más de seis meses) en viviendas particulares ocupadas y localizadas en zonas urbanas, a nivel nacional. El levantamiento en terreno fue realizado entre el 1 de julio y el 17 de septiembre de 2019, logrando encuestar a un total de 2.047 personas. El margen de error total es de +/- 2,2% con varianza máxima y un nivel de confianza de 95%, asumiendo un muestreo aleatorio simple. Ponderador: Para garantizar una representación exacta de la población se aplicó un ponderador probabilístico y se ponderá por edad, sexo, GSE y comunas en base a información poblacional del Censo de 2017.
DOI: 10.60525/04teye511/coazgn/ejidjs
title: Metodologia_bicentenario_2019.md

description: :unav
DOI: 10.15468/dl.3yyyrt
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia letestui J.Raynal"
 ]
}

 The dataset includes 58 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036115-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwbngr
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neltuma affinis (Spreng.) C.E.Hughes & G.P.Lewis"
 ]
}

 The dataset includes 177 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036116-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26372170
title: Sustainable Logistics Research Papers indexed in Scopus (2004-2023)

description: Database with 165 papers indexed in Scopus (2004–2023) on Sustainable Logistics.
DOI: 10.5281/zenodo.10276086
title: Comparison of observation- and inventory- based CH4 emissions for eight large global emitters
title: Comparison of observation- and inventory- based CH4 emissions for eight large global emitters

description: CoCO2 (https://coco2-project.eu/) is a scientific collaborative effort funded by the H2020 European Commissions, grant number 958927.

This synthesis has been originally based on data and country specific plots from previous VERIFY project, for the EU27: https://webportals.ipsl.fr/VERIFY/FactSheets, v1.28 and on the WP8 deliverable Reports D8.1 (https://coco2-project.eu/node/333), D8.2 (https://coco2-project.eu/node/360) and D8.3 (https://coco2-project.eu/index.php/node/406) from the CoCO2 project website.

This dataset is updated after we received two review comments. Each spreadsheet contains the CH4 data behind the manuscript figures, both as time series, mean values and uncertainties (min, max ranges). Units are mentioned for each figure. For the gridded figures data should be asked directly from the data providers.
description: A special THANKS to all co-authors:

Glen P. Peters, Richard Engelen, Sander Houweling, Dominik Brunner, Aki Tsuruta, Bradley Matthews, Prabir K. Patra, Dmitry Belikov, Rona L. Thompson, Lena Höglund-Isaksson, Wenxin Zhang, Arjo J. Segers, Giuseppe Etiope, Giancarlo Ciotoli, Philippe Peylin, Frédéric Chevallier, Tuula Aalto, Robbie M. Andrew, David Bastviken, Antoine Berchet, Grégoire Broquet, Giulia Conchedda, Stijn N. C. Dellaert, Hugo Denier van der Gon, Johannes Gütschow, Jean-Matthieu Haussaire, Ronny Lauerwald, Tiina Markkanen, Jacob C. A. van Peet, Isabelle Pison, Pierre Regnier, Espen Solum, Marko Scholze, Maria Tenkanen, Francesco N. Tubiello, Guido R. van der Werf, John R. Worden