cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15237466
title: Dataset for Global Daily Discharge Estimation Based on Grid-Scale Long Short-Term Memory (LSTM) Model and River Routing

description: Corresponding peer-reviewed publication



Yang, Y., Feng, D., Beck, H.E., Hu, W., Sengupta, A., Delle Monache, L., Hartman, R., Lin, P., Shen, C. and Pan, M. Global Daily Discharge Estimation Based on Grid-Scale Long Short-Term Memory (LSTM) Model and River Routing. Water Resources Research (Under Review). DOI: 10.22541/essoar.169724927.73813721/v1.

For updates and revisions to the original manuscript, please refer to the AGU 2024 presentation available on 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 GRADES-hydroDL (global reach level daily discharge based on machine learning and river routing model) dataset and final evaluation metrics.



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

training_gauge_information.csv: The basic information of the 4215 basins selected for LSTM training.

training_gauge_attr.csv: The static attributes of the 4215 training basins used in the LSTM training process.

10fold_training_basin.zip:  The training basins and corresponding test basins for the 10-fold cross-validation experiments.

global_025d_gridinfo.csv:  The 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.
DOI: 10.15468/dl.q597b9
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pontonides unciger Calman, 1939"
 ]
}

 The dataset includes 45 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130853-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uy6yr9
title: Occurrence Download

description: A dataset containing 3855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mergus serrator Linnaeus, 1758",
 "DatasetKey is Observation.org, Nature data from around the World",
 "Country is one of (Germany, France, Spain, Portugal, Denmark, Austria, Italy, Switzerland, Greece, Poland, Hungary, Slovenia, Sweden, Norway, Slovakia, Montenegro, Croatia, North Macedonia, Serbia, Iceland, Ireland, United Kingdom of Great Britain and Northern Ireland, Albania, Bosnia and Herzegovina, Bulgaria)"
 ]
}

 The dataset includes 3855 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141217-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbnkt5
title: Occurrence Download

description: A dataset containing 2393 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heteromys gaumeri J.A.Allen & Chapman, 1897"
 ]
}

 The dataset includes 2393 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142838-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53wj2s
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Locality is one of (Sharavathi Valley Wildlife Sanctuary, Karnataka, Sharavathi WLS--Malemane, Sharavathi Wildlife Sanctuary)",
 "StateProvince is KARNAtAkA"
 ]
}

 The dataset includes 195 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142210-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rz58hg
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "Geometry POLYGON((15.59697 43.00779,18.78273 28.40638,34.71154 27.60994,33.64963 43.27327,15.59697 43.00779))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sedum album L."
 ]
}

 The dataset includes 144 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264896-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6wwrq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haloschizopera bulbifer (Sars G.O., 1911)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120738-220831081235567/datasets/export for details.
DOI: 10.15468/dl.reu6u7
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wallacidia oculata (Fabricius, 1804)"
 ]
}

 The dataset includes 103 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066177-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hx95uj
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Politolana haneyi Riseman & Brusca, 2002"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130698-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nq2z4
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kebirita roudairei (Bonnet) Kramina & D.D.Sokoloff"
 ]
}

 The dataset includes 103 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000778-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukv7gd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haloschizopera tenuipes Noodt, 1964"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120749-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cjvxm
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porcellana habei Miyake, 1961"
 ]
}

 The dataset includes 25 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130863-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpseby
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sheardia antennata Hale, 1946"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132429-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.psh4tc
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is HCF - Herbário da Universidade Tecnológica Federal do Paraná Campus Campo Mourão",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ilex paraguariensis A.St.-Hil."
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120743-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsrh6k
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porcellana pulchra Stimpson, 1858"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130865-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwdpb3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maxillaria strictifolia P.Ortiz"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032803-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48jh3n
title: Occurrence Download

description: A dataset containing 476 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porcellana sayana (Leach, 1820)"
 ]
}

 The dataset includes 476 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130866-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kyuat
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haloschizopera mathoi (Monard, 1935)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120742-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjrgyk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scyracepon hawaiiensis Richardson, 1910"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132337-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7q42c
title: Occurrence Download

description: A dataset containing 4081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus perplexus Cresson, 1863",
 "Year 2018-2022"
 ]
}

 The dataset includes 4081 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279898-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33ewdp
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porcellana sigsbeiana A.Milne-Edwards, 1880"
 ]
}

 The dataset includes 156 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130867-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmqdvw
title: Occurrence Download

description: A dataset containing 1830 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Keckiella breviflora (Lindl.) Straw"
 ]
}

 The dataset includes 1830 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000781-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b86hff
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porcellanella haigae Sankarankutty, 1963"
 ]
}

 The dataset includes 27 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130868-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjrt8z
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hamatoscalpellum californicum (Pilsbry, 1907)"
 ]
}

 The dataset includes 67 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120751-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43pvmx
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hamatoscalpellum columbianum (Pilsbry, 1909)"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120752-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vqj97
title: Occurrence Download

description: A dataset containing 3486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Oceania, North America, South America, Africa)",
 "TaxonKey is Megachile rotundata (Fabricius, 1787)"
 ]
}

 The dataset includes 3486 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000782-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzs5ec
title: Occurrence Download

description: A dataset containing 1515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithocarpus hancei (Benth.) Rehder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1515 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264892-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfak2k
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hamopontonia essingtoni Bruce, 1986"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120763-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ydqtc5
title: Occurrence Download

description: A dataset containing 103139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Viperidae"
 ]
}

 The dataset includes 103139 records from 719 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032807-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxgcm3
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porcellidium viride (Philippi, 1840)"
 ]
}

 The dataset includes 26 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130878-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j59ras
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "TaxonKey is Proserpinus proserpina Pallas, 1772"
 ]
}

 The dataset includes 65 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141668-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdhzda
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hamatoscalpellum rathbunae (Pilsbry, 1907)"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120753-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3amkp
title: Occurrence Download

description: A dataset containing 9505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bombus terrestris (Linnaeus, 1758)",
 "Year 2022-2022"
 ]
}

 The dataset includes 9505 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066178-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eyxrmr
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porroecia porrecta (Claus, 1890)"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130879-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjfn48
title: Occurrence Download

description: A dataset containing 5603 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aplectrum hyemale (Muhl. ex Willd.) Torr."
 ]
}

 The dataset includes 5603 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265241-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5rm8n
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hamodactylus aqabai Bruce & Svoboda, 1983"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120756-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubgt5a
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophophora diffusa (Croizat) Bravo"
 ]
}

 The dataset includes 214 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130880-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekc2hq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serenolumnus kasijani (Serène, 1969)"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132375-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7gyd4
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hampsonellus brasiliensis Hessler & Wakabara, 2000"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120766-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.psu84k
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porroecia spinirostris (Claus, 1874)"
 ]
}

 The dataset includes 102 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130881-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4szwk
title: Occurrence Download

description: A dataset containing 8934 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Specimen, Occurrence evidence)",
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pentatomidae"
 ]
}

 The dataset includes 8934 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120776-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b48caw
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acourtia lozanoi",
 "Year 1988-2026"
 ]
}

 The dataset includes 34 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001640-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18528391
title: micromeria_densiflora_spades_02.fasta.gz
DOI: 10.5281/zenodo.18528392
title: micromeria_densiflora_spades_02.fasta.gz
DOI: 10.18112/openneuro.ds007388.v1.0.0
title: MOFOMIC-NIMF2
DOI: 10.15468/dl.n5es4p
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acourtia macrocephala",
 "Year 1982-2026"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001643-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.