cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15156/bio/sh0187336.10fu
title: SH0187336.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0187337.10fu
title: SH0187337.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0187338.10fu
title: SH0187338.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.5281/zenodo.11066288
title: Extreme power shortage events of wind-solar supply systems for individual countries

description: Raw data of extreme power shortage events in wind-solar supply system in the paper entitled “Climate change impacts on the power shortage events of wind-solar supply systems worldwide during 1980–2022” on Nature Communications.
DOI: 10.5281/zenodo.11066289
title: Extreme power shortage events of wind-solar supply systems for individual countries

description: Raw data of extreme power shortage events in wind-solar supply system in the paper entitled “Climate change impacts on the power shortage events of wind-solar supply systems worldwide during 1980–2022” on Nature Communications.
DOI: 10.15468/dl.yeegmz
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllobius rotundicollis Roelofs, 1873",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227802-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11066218
title: Data for Streamflow Prediction: Comparison of SWAT vs. Random Forest Models in Diverse Catchments

description: This study introduces a time-lag-informed Random Forest (RF) framework for streamflow time series prediction across diverse catchments, and compares its results against SWAT predictions. We found strong evidence of RF's better performance by adding historical flows and time-lags for meteorological values over using only actual meteorological values. On a daily scale, RF demonstrated robust performance (Nash–Sutcliffe efficiency [NSE] > 0.5), whereas SWAT generally yielded unsatisfactory results (NSE < 0.5) and tended to overestimate daily streamflow by up to 27% (PBIAS). However, SWAT provided better monthly predictions, particularly in catchments with irregular flow patterns. Although both models faced challenges in predicting peak flows in snow-influenced catchments, RF outperformed SWAT in an arid catchment. RF also exhibited a notable advantage over SWAT in terms of computational efficiency. Overall, RF is a good choice for daily predictions with limited data, whereas SWAT is preferable for monthly predictions and understanding hydrological processes in depth.

This repository contains the input data used for building the RF and SWAT models and the files describing the modeling results.

The corresponding Zenodo code repository is available at https://zenodo.org/doi/10.5281/zenodo.11064973.
DOI: 10.5281/zenodo.11066219
title: Data for Streamflow Prediction: Comparison of SWAT vs. Random Forest Models in Diverse Catchments

description: This study introduces a time-lag-informed Random Forest (RF) framework for streamflow time series prediction across diverse catchments, and compares its results against SWAT predictions. We found strong evidence of RF's better performance by adding historical flows and time-lags for meteorological values over using only actual meteorological values. On a daily scale, RF demonstrated robust performance (Nash–Sutcliffe efficiency [NSE] > 0.5), whereas SWAT generally yielded unsatisfactory results (NSE < 0.5) and tended to overestimate daily streamflow by up to 27% (PBIAS). However, SWAT provided better monthly predictions, particularly in catchments with irregular flow patterns. Although both models faced challenges in predicting peak flows in snow-influenced catchments, RF outperformed SWAT in an arid catchment. RF also exhibited a notable advantage over SWAT in terms of computational efficiency. Overall, RF is a good choice for daily predictions with limited data, whereas SWAT is preferable for monthly predictions and understanding hydrological processes in depth.

This repository contains the input data used for building the RF and SWAT models and the files describing the modeling results.

The corresponding Zenodo code repository is available at https://zenodo.org/doi/10.5281/zenodo.11064973.
DOI: 10.15468/dl.6hkpdx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meligethes pectoralis Rebmann, 1956",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227794-220831081235567/datasets/export for details.
DOI: 10.15468/dl.hrhttk
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goldbachia verrucosa Kom."
 ]
}

 The dataset includes 32 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231040-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbs2kz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panorpa lewisi (MacLachlan, 1887)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227840-220831081235567/datasets/export for details.
DOI: 10.15468/dl.x2g9u7
title: Occurrence Download

description: A dataset containing 7648 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Paguma larvata (C.E.H.Smith, 1827), Prionailurus bengalensis (Kerr, 1792))"
 ]
}

 The dataset includes 7648 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264836-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9d8su
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Takayus latifolius (Yaginuma, 1960)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227804-220831081235567/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.25625301
title: The top eight emotions with the highest recall growth rate among the five sleep stages

description: This data file counts the top eight emotions with the highest recall rate growth among the five sleep stages: W, N1, N2, N3, and R.
DOI: 10.15468/dl.46azkr
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium parodii Thell."
 ]
}

 The dataset includes 95 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007783-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.up7p9b
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corticaria serrata (Paykull, 1798)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227806-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7keue
title: Occurrence Download

description: A dataset listing the 68 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "GadmGid is one of (CHN.13_1, CHN.16_1, CHN.14_1)",
 "IucnRedListCategory is one of (EN, CR, VU)"
 ]
}

 The dataset's 68 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264837-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxxz8u
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyphipterix funditrix Diakonoff, 1976",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227849-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nd8af9
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Herbarium of the French Institute of Pondicherry",
 "TaxonKey is Combretaceae"
 ]
}

 The dataset includes 187 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244995-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yue595
title: Occurrence Download

description: A dataset containing 10310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ancistrus dolichopterus Kner, 1854, Apistogramma borellii (Regan, 1906), Apistogramma diplotaenia Kullander, 1987, Apistogramma gephyra Kullander, 1980, Apistogramma viejita Kullander, 1979, Astronotus ocellatus (Agassiz, 1831), Brycon amazonicus (Spix & Agassiz, 1829), Carnegiella strigata (Günther, 1864), Colossoma macropomum (Cuvier, 1816), Corydoras julii Steindachner, 1906, Corydoras pulcher Isbrücker & Nijssen, 1973, Corydoras schwartzi Rössel, 1963, Exodon paradoxus Müller & Troschel, 1844, Geophagus surinamensis (Bloch, 1791), Gymnotus anguillaris Hoedeman, 1962, Hemigrammus rhodostomus Ahl, 1924, Hemiodus gracilis Günther, 1864, Heros severus Heckel, 1840, Hyphessobrycon erythrostigma (Fowler, 1943), Hyphessobrycon megalopterus (Eigenmann, 1915), Laetacara fulvipinnis Staeck & Schindler, 2007, Leporinus fasciatus (Bloch, 1794), Mikrogeophagus ramirezi (Myers & Harry, 1948), Myloplus asterias (Müller & Troschel, 1844), Nannostomus eques Steindachner, 1876, Nannostomus trifasciatus Steindachner, 1876, Paracheirodon axelrodi (Schultz, 1956), Potamorhina pristigaster (Steindachner, 1876), Satanoperca jurupari (Heckel, 1840), Satanoperca pappaterra (Heckel, 1840), Semaprochilodus insignis (Jardine, 1841), Sternopygus macrurus (Bloch & Schneider, 1801), Uaru amphiacanthoides Heckel, 1840)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10310 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045533-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6k2m5x
title: Occurrence Download

description: A dataset containing 3330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Clethra L."
 ]
}

 The dataset includes 3330 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257161-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ek7z96
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nippononeta kantonis Ono & Saito, 2001",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227801-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4mxdfr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphelocheirus nawae Matsumura, 1905",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227824-220831081235567/datasets/export for details.
DOI: 10.15468/dl.khbuau
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goldmanella sarmentosa (Greenm.) Greenm."
 ]
}

 The dataset includes 157 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231041-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5y3h6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epaenidea elegans Kimoto & Gressitt, 1966",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227825-220831081235567/datasets/export for details.
DOI: 10.15468/dl.75b6nf
title: Occurrence Download

description: A dataset containing 884 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyphomeris Standl."
 ]
}

 The dataset includes 884 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257150-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gg7tue
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dilophus aquilonia Hardy & Takahashi, 1960",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227848-220831081235567/datasets/export for details.
DOI: 10.15468/dl.mj7sf5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Exeristes roborator (Fabricius, 1793)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227839-220831081235567/datasets/export for details.
DOI: 10.15468/dl.v6z9w6
title: Occurrence Download

description: A dataset containing 1422 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acanthoprasium frutescens (L.) Spenn."
 ]
}

 The dataset includes 1422 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003174-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2akcys
title: Occurrence Download

description: A dataset containing 362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Chlamydotis Lesson, 1839"
 ]
}

 The dataset includes 362 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227853-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69qje3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Idea lynceus (Drury, 1773)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227851-220831081235567/datasets/export for details.
DOI: 10.15468/dl.acg9xq
title: Occurrence Download

description: A dataset containing 2857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((18.453 -33.775,18.501 -33.775,18.501 -33.738,18.453 -33.738,18.453 -33.775))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 2857 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003186-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7n2vz
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epuraea biguttata (Thunberg, 1784)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227808-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyamm9
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium pedicellosum F.Muell."
 ]
}

 The dataset includes 205 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007786-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg7dfk
title: Occurrence Download

description: A dataset containing 17491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is National Trust for Scotland Species Records",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 17491 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217056-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ta7gqv
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Mamíferos de Nuevo León: distribución y taxonomía",
 "TaxonKey is Procyonidae"
 ]
}

 The dataset includes 59 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025372-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rf3tr
title: Occurrence Download

description: A dataset containing 20934 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is Bob Merritt invertebrate records for VCs 72-75",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 20934 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217054-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.