cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29298884.v1
title: Supporting data for [Experimental Investigation of Cylindrical Structure for Floating-type Wind Turbine on Structural Behavior under Lateral Loads]

description: Supporting data for the manuscript titled “Experimental Investigation of Cylindrical Structure for Floating-type Wind Turbine on Structural Behavior under Lateral Loads.” This dataset includes raw experimental measurements related to structural tests under lateral loading conditions.
DOI: 10.6084/m9.figshare.29298884.v2
title: Supporting data for [Experimental Investigation of Cylindrical Structure for Floating-type Wind Turbine on Structural Behavior under Lateral Loads]

description: Supporting data for the manuscript titled “Experimental Investigation of Cylindrical Structure for Floating-type Wind Turbine on Structural Behavior under Lateral Loads.” This dataset includes raw experimental measurements related to structural tests under lateral loading conditions.
DOI: 10.15468/dl.q5a5f5
title: Occurrence Download

description: A dataset containing 533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is one of (Angola, Burundi, Cameroon, Central African Republic, Comoros, Congo, Democratic Republic of the, Congo, Eswatini, Ethiopia, Gabon, Guinea, Côte d’Ivoire, Kenya, Liberia, Madagascar, Malawi, Mozambique, Nigeria, Rwanda, Senegal, Sierra Leone, Somalia, South Sudan, Tanzania, United Republic of, Togo, Uganda, Zambia, Zimbabwe)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Melinis minutiflora P.Beauv.",
 "Year 1900-2025"
 ]
}

 The dataset includes 533 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037666-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x77h6f
title: Occurrence Download

description: A dataset listing the 164 species recorded in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry MULTIPOLYGON (((-70.66431 46.92628, -70.63182 46.94469, -70.60501 46.95751, -70.60222 46.96512, -70.58833 46.96986, -70.57626 46.9732, -70.57106 46.97662, -70.57984 46.98736, -70.58705 46.98915, -70.58941 46.98439, -70.59573 46.98011, -70.59712 46.97586, -70.61279 46.97213, -70.65391 46.95215, -70.6538 46.9471, -70.66133 46.94078, -70.68148 46.92947, -70.66916 46.92687, -70.66431 46.92628)))"
 ]
}

 The dataset's 164 records were derived from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037660-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tne83j
title: Occurrence Download

description: A dataset containing 590647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollusca",
 "Year 2023-2023"
 ]
}

 The dataset includes 590647 records from 418 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037654-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15645183
title: FIShBOT Archive 2025-06-12

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.5281/zenodo.15645184
title: FIShBOT Archive 2025-06-12

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.5281/zenodo.15272903
title: Global Daily Discharge Estimation Based on Grid Long Short-Term Memory (LSTM) Model and River Routing

description: Corresponding peer-reviewed publication



Yang, Y., Feng, D., Beck, H.E., Hu, W., Ather, A., Sengupta, A., Delle Monache, L., Hartman, R., Lin, P., Shen, C. and Pan, M., 2025. Global Daily Discharge Estimation Based on Grid Long Short-Term Memory (LSTM) Model and River Routing. Water Resources Research, 61, e2024WR039764. https://doi.org/10.1029/2024WR039764 

For any updates, please refer to the GRADES-hydroDL website: https://www.reachhydro.org/home/records/grades-hydrodl.


When using any of the files in this dataset, please cite both the article as mentioned above and the dataset herein. 

 

Summary

This dataset contains input files for developing the GRADES-hydroDL (global reach level daily discharge based on machine learning and river routing model) dataset, evaluation scripts, and final evaluation metrics.



GRADES-hydroDL.pdf: The details of the GRADES-hydroDL dataset, including overview, download links, instructions, etc.

input.zip:  Input files for LSTM training and application, including information and attributes of selected basins for LSTM training, 10-fold cross-validation gauges, and basic information of the global 0.25-degree grids used for LSTM application.

metrics.zip: All evaluation results of all experiments used in the article.

simulation.zip: Daily simulation of training gauges. Global simulations (GRADES-hydroDL), please see GRADES-hydroDL.pdf.

evaluation_script:  Scripts for calculating metrics and plotting figures.

UCSD_LICENSE.md
DOI: 10.5281/zenodo.15644728
title: Global Daily Discharge Estimation Based on Grid Long Short-Term Memory (LSTM) Model and River Routing

description: Corresponding peer-reviewed publication



Yang, Y., Feng, D., Beck, H.E., Hu, W., Ather, A., Sengupta, A., Delle Monache, L., Hartman, R., Lin, P., Shen, C. and Pan, M., 2025. Global Daily Discharge Estimation Based on Grid Long Short-Term Memory (LSTM) Model and River Routing. Water Resources Research, 61, e2024WR039764. https://doi.org/10.1029/2024WR039764 

For any updates, please refer to the GRADES-hydroDL website: https://www.reachhydro.org/home/records/grades-hydrodl.


When using any of the files in this dataset, please cite both the article as mentioned above and the dataset herein. 

 

Summary

This dataset contains input files for developing the GRADES-hydroDL (global reach level daily discharge based on machine learning and river routing model) dataset, evaluation scripts, and final evaluation metrics.



GRADES-hydroDL.pdf: The details of the GRADES-hydroDL dataset, including overview, download links, instructions, etc.

input.zip:  Input files for LSTM training and application, including information and attributes of selected basins for LSTM training, 10-fold cross-validation gauges, and basic information of the global 0.25-degree grids used for LSTM application.

metrics.zip: All evaluation results of all experiments used in the article.

simulation.zip: Daily simulation of training gauges. Global simulations (GRADES-hydroDL), please see GRADES-hydroDL.pdf.

evaluation_script:  Scripts for calculating metrics and plotting figures.

UCSD_LICENSE.md
DOI: 10.15468/dl.7csntd
title: Occurrence Download

description: A dataset containing 74907 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lolliguncula brevis (Blainville, 1823)"
 ]
}

 The dataset includes 74907 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037664-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvdtvz
title: Occurrence Download

description: A dataset containing 1210 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((85.49308936946328 23.824723150079592,85.46107245315119 23.82014175924745,85.43065672901993 23.809837673377206,85.40304466575662 23.79421288478173,85.37932706083859 23.773882617911674,85.36043795964521 23.749650211914968,85.34711650510027 23.72247388718927,85.33889970938161 23.699973681321868,85.33355704065481 23.689224015397233,85.3228155778701 23.65998695971012,85.3187793456612 23.629362963365363,85.32160153681092 23.59864471214704,85.33114394888038 23.569122879779076,85.34698614414262 23.542030892283762,85.3684466509718 23.51849329611111,85.39461471793902 23.499479900425147,85.40398094263563 23.49516879767044,85.42317218011144 23.477238436820173,85.45028466385146 23.4604525136009,85.48044995593884 23.44899388514099,85.512457534839 23.443306870634867,85.54503019977761 23.443605757212346,85.57687359059302 23.44986850636197,85.59504385060809 23.45523341477008,85.62346351126669 23.466453950206265,85.64907453683884 23.48241920446387,85.67096060225596 23.502556911856622,85.68833587531182 23.52614730757983,85.70057220135631 23.552347559381275,85.7072214449934 23.580220324707817,85.70803225020373 23.608765689058497,85.70296054817342 23.636955627586705,85.69217324114882 23.663770007047667,85.6873842908325 23.672895739163696,85.6876338306472 23.677467552741195,85.68296080457412 23.706663839213075,85.67217693516525 23.734479791705645,85.6556791356613 23.759840206749455,85.63408738238283 23.78175846599024,85.60822341004092 23.799375733778408,85.57908085305088 23.811996015020927,85.56468305214692 23.816697371060588,85.53333770109279 23.823815299682533,85.50106102514953 23.82512652777343,85.49308936946328 23.824723150079592)))"
 ]
}

 The dataset includes 1210 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037668-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4hhr2
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is Africa",
 "Country is one of (Nigeria, Ghana, Benin, Côte d’Ivoire, Sierra Leone, Liberia, Cameroon, Gabon, South Sudan, Central African Republic, Congo, Democratic Republic of the, Congo)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Graphiurus Smuts, 1832",
 "Year 2010-2022"
 ]
}

 The dataset includes 63 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037669-250525065834625/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.29299736
title: Salud digital PRISMA.xlsx

description: La Organización Mundial de la Salud (OMS) en el 2019 reconoce, síndrome de burnout en la Clasificación Internacional de Enfermedades, como un problema relacionado con el empleo también conocido como síndrome de desgaste profesional o "trabajador quemado", es una respuesta prolongada al estrés laboral crónico que no ha sido gestionado adecuadamente. Se caracteriza por agotamiento emocional, despersonalización y una sensación de baja realización personal, afectando tanto la salud mental como física, comprometiendo su bienestar y desempeño laboral. La Organización Mundial de la Salud estima que en el mundo existen aproximadamente 27,9 millones de profesionales de enfermería, lo que representa alrededor del 59% de la fuerza laboral del sector salud
DOI: 10.6084/m9.figshare.29299736.v1
title: Salud digital PRISMA.xlsx

description: La Organización Mundial de la Salud (OMS) en el 2019 reconoce, síndrome de burnout en la Clasificación Internacional de Enfermedades, como un problema relacionado con el empleo también conocido como síndrome de desgaste profesional o "trabajador quemado", es una respuesta prolongada al estrés laboral crónico que no ha sido gestionado adecuadamente. Se caracteriza por agotamiento emocional, despersonalización y una sensación de baja realización personal, afectando tanto la salud mental como física, comprometiendo su bienestar y desempeño laboral. La Organización Mundial de la Salud estima que en el mundo existen aproximadamente 27,9 millones de profesionales de enfermería, lo que representa alrededor del 59% de la fuerza laboral del sector salud
DOI: 10.5281/zenodo.15645218
title: Kuesioner Persepsi Mahasiswa terhadap Identitas Budaya Makanan Berawalan _Ba

description: This is raw data intended for research and analysis of the paper titled 'A Comparative Study of the Perceptions of Chinese Studies and Non-Chinese Studies Students toward Foods Beginning with “Ba”'.
DOI: 10.5281/zenodo.15645219
title: Kuesioner Persepsi Mahasiswa terhadap Identitas Budaya Makanan Berawalan _Ba

description: This is raw data intended for research and analysis of the paper titled 'A Comparative Study of the Perceptions of Chinese Studies and Non-Chinese Studies Students toward Foods Beginning with “Ba”'.
DOI: 10.15468/dl.dfu8gk
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Vachellia karroo (Hayne) Banfi & Galasso",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 181 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037674-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yy2sm7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Agrostis lachnantha Nees",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037675-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7r2wk
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Aristida congesta Roem. & Schult.",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037676-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gf3hcu
title: Occurrence Download

description: A dataset containing 5532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset includes 5532 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037677-250525065834625/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/12137272
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.chefnd
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Asparagus Tourn. ex L.",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037681-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtpa76
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Aristida diffusa Trin.",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037678-250525065834625/datasets/export for details.
DOI: 10.15468/dl.m53fvp
title: Occurrence Download

description: A dataset containing 1088919 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 1088919 records from 3226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037667-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smk8kt
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Wissadula rostrata (Schumach. & Thonn.) Planch.",
 "Continent is Africa"
 ]
}

 The dataset includes 90 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005931-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17116395
title: Sub-Basin Scale Seasonal Water Scarcity in the Gongola Catchment: An Integrated Hydrological and Machine Learning Assessment – Dataset and R-scripts

description: This dataset supports the article “Sub-Basin Scale Seasonal Water Scarcity in the Gongola Catchment: An Integrated Hydrological and Machine Learning Assessment.” It includes machine learning model inputs and outputs for 530 sub-watersheds (HydroSHEDS Level 12), as well as sensitivity tables, water availability indices, and population exposure estimates for nine sub-watersheds (HydroSHEDS Level 6). The dataset is accompanied by R scripts to reproduce the analysis. It can be reused for hydrological modeling, machine learning applications in water resources, and climate change impact assessments at the sub-basin scale.
DOI: 10.5281/zenodo.17116396
title: Sub-Basin Scale Seasonal Water Scarcity in the Gongola Catchment: An Integrated Hydrological and Machine Learning Assessment – Dataset and R-scripts

description: This dataset supports the article “Sub-Basin Scale Seasonal Water Scarcity in the Gongola Catchment: An Integrated Hydrological and Machine Learning Assessment.” It includes machine learning model inputs and outputs for 530 sub-watersheds (HydroSHEDS Level 12), as well as sensitivity tables, water availability indices, and population exposure estimates for nine sub-watersheds (HydroSHEDS Level 6). The dataset is accompanied by R scripts to reproduce the analysis. It can be reused for hydrological modeling, machine learning applications in water resources, and climate change impact assessments at the sub-basin scale.
DOI: 10.15468/dl.enwhcf
title: Occurrence Download

description: A dataset containing 11116 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scrophularia vernalis"
 ]
}

 The dataset includes 11116 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000376-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9zdnk
title: Occurrence Download

description: A dataset containing 5438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Buteo hemilasius"
 ]
}

 The dataset includes 5438 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000378-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q99fex
title: Occurrence Download

description: A dataset containing 5066 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Accipiter virgatus"
 ]
}

 The dataset includes 5066 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000381-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h36q92
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Buteo buteo"
 ]
}

 The dataset includes 246 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000380-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73j7ds
title: Occurrence Download

description: A dataset containing 12854 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trifolium micranthum"
 ]
}

 The dataset includes 12854 records from 400 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000382-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4a2f9c
title: Occurrence Download

description: A dataset containing 72507 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia maculata"
 ]
}

 The dataset includes 72507 records from 961 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000297-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.152320
title: TÔD_nb_2002_00799

description: Référence : nb_2002_00799<br />Site : Tôd<br />Secteur : Premier vestibule du pronaos (Temple de Montou); Temple de Montou<br />Type : photographie<br />
DOI: 10.15468/dl.e9jdke
title: Occurrence Download

description: A dataset containing 3024 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Capito squamatus Salvin, 1876"
 ]
}

 The dataset includes 3024 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0402783-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.152321
title: TÔD_nb_2002_00800

description: Référence : nb_2002_00800<br />Site : Tôd<br />Secteur : Premier vestibule du pronaos (Temple de Montou); Temple de Montou<br />Type : photographie<br />
DOI: 10.15468/dl.ttmgvv
title: Occurrence Download

description: A dataset containing 637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acleris chalybeana (Fernald, 1882)",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 637 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130168-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.152322
title: TÔD_nb_2002_00801

description: Référence : nb_2002_00801<br />Site : Tôd<br />Secteur : Premier vestibule du pronaos (Temple de Montou); Temple de Montou<br />Type : photographie<br />