cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6rjc2j
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Occurrence evidence)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polyplectron katsumatae Rothschild, 1906"
 ]
}

 The dataset includes 45 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020063-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kuvbdd
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola rausii Erben"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139112-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gybgla
title: Occurrence Download

description: A dataset containing 1794 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adansonia digitata L."
 ]
}

 The dataset includes 1794 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017165-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bwdap
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heterochaenia ensifolia (Lam.) A.DC."
 ]
}

 The dataset includes 367 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022727-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bpx4ec
title: Occurrence Download

description: A dataset containing 445 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is Macaulay Library Audio and Video Collection"
 ]
}

 The dataset includes 445 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017165-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9u6xwd
title: Occurrence Download

description: A dataset containing 41172 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rupicapra rupicapra (Linnaeus, 1758)"
 ]
}

 The dataset includes 41172 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017165-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eum4zn
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heterochaenia borbonica Badré & Cadet"
 ]
}

 The dataset includes 74 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022721-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svzy3q
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aiouea pseudoglaziovii Lorea-Hern."
 ]
}

 The dataset includes 201 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139113-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp4w7e
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia filiformis (Burch.) Schltr."
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089481-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zibt0z
title: Occurrence Download

description: A dataset containing 778920 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Month is January",
 "Month is June",
 "Month is May",
 "Month is April",
 "Month is March",
 "Month is February"
 ]
 },
 "Year 2017-2017",
 "TaxonKey is Sturnus vulgaris Linnaeus, 1758"
 ]
}

 The dataset includes 778920 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017165-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82mzwg
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Hemiergis gracilipes (Steindachner, 1870)"
 ]
}

 The dataset includes 135 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089492-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s522yi
title: Occurrence Download

description: A dataset containing 1794 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adansonia digitata L."
 ]
}

 The dataset includes 1794 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017166-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exryv4
title: Occurrence Download

description: A dataset containing 3134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glossophaga leachii (Gray, 1844)"
 ]
}

 The dataset includes 3134 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148043-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbdx9m
title: Occurrence Download

description: A dataset listing the 21 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Occurrence evidence, Living Specimen, Specimen, Material citation, Material sample, Human Observation, Machine Observation)",
 "Geometry POLYGON((-99.13244 24.79194,-99.24843 24.36104,-98.73543 24.37076,-98.74505 24.51531,-98.6253 24.75242,-99.01253 24.87146,-99.13244 24.79194))",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC0 1.0, CC-BY-NC 4.0)",
 "Month is one of (January, February, March, May, April, June, July, August, September, October, November, December)",
 "TaxonKey is Chordata",
 "Year 2000-2024"
 ]
}

 The dataset's 21 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139028-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nbf4q
title: Occurrence Download

description: A dataset containing 411 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helleborus lividus Aiton ex Curtis"
 ]
}

 The dataset includes 411 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020077-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmmtav
title: Occurrence Download

description: A dataset containing 282309 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inland water macroinvertebrate occurrences in Flanders, Belgium"
 ]
}

 The dataset includes 282309 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017166-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7mnph
title: Occurrence Download

description: A dataset containing 3469 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spodoptera frugiperda J.E.Smith, 1797"
 ]
}

 The dataset includes 3469 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172380-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4858p
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum dunense Hilliard"
 ]
}

 The dataset includes 56 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020094-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9psk0z
title: Occurrence Download

description: A dataset containing 5641390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Norwegian Species Observation Service",
 "Year 2010-2018",
 "TaxonKey is Passeriformes"
 ]
}

 The dataset includes 5641390 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017166-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ur49hx
title: Occurrence Download

description: A dataset containing 8062 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lasiurus cinereus (Palisot de Beauvois, 1796)"
 ]
}

 The dataset includes 8062 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148046-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uosujq
title: Occurrence Download

description: A dataset containing 9154 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gobius niger Linnaeus, 1758"
 ]
}

 The dataset includes 9154 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017167-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xud34q
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Bothrops alcatraz Marques, Martins & Sazima, 2002"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089524-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8jsnn
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acisanthera hedyotoidea Triana"
 ]
}

 The dataset includes 31 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139114-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ubsrf
title: Occurrence Download

description: A dataset containing 21046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 {
 "or" : [
 "StateProvince is HAWAI'I",
 "StateProvince is HAwaii"
 ]
 },
 "TaxonKey is Actinopterygii"
 ]
}

 The dataset includes 21046 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006672-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yexgqa
title: Occurrence Download

description: A dataset containing 1794 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adansonia digitata L."
 ]
}

 The dataset includes 1794 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017168-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rkbtfy
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vipera raddei Boettger, 1890"
 ]
}

 The dataset includes 103 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022634-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22ej8p
title: Occurrence Download

description: A dataset containing 127721 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nymphaea L."
 ]
}

 The dataset includes 127721 records from 947 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158694-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10970911
title: MetaFlux: Meta-learning global carbon fluxes from sparse spatiotemporal observations

description: MetaFlux is a global, long-term carbon flux dataset of gross primary production and ecosystem respiration that is generated using meta-learning. The principle of meta-learning stems from the need to solve the problem of learning in the face of sparse data availability. Data sparsity is a prevalent challenge in climate and ecology science. For instance, in-situ observations tend to be spatially and temporally sparse. This issue can arise from sensor malfunctions, limited sensor locations, or non-ideal climate conditions such as persistent cloud cover. The lack of high-quality continuous data can make it difficult to understand many climate processes that are otherwise critical. The machine-learning community has attempted to tackle this problem by developing several learning approaches, including meta-learning that learns how to learn broad features across tasks to better infer other poorly sampled ones. In this work, we applied meta-learning to solve the problem of upscaling continuous carbon fluxes from sparse observations. Data scarcity in carbon flux applications is particularly problematic in the tropics and semi-arid regions, where only around 8–11% of long-term eddy covariance stations are currently operational. Unfortunately, these regions are important in modulating the global carbon cycle and its interannual variability. In general, we find that meta-trained machine models, including multi-layer perceptrons (MLP), long-short-term memory (LSTM), and bi-directional LSTM (BiLSTM), have lower validation errors on flux estimates by 9–16% when compared to their non-meta-trained counterparts. In addition, meta-trained models are more robust to extreme conditions, with 4–24% lower overall errors. Finally, we use an ensemble of meta-trained deep networks to generate a global product of ecosystem-scale photosynthesis and respiration fluxes from in-situ observations to daily and monthly global products at a 0.25-degree spatial resolution from 2001 to 2023, called "MetaFlux". We also checked for the seasonality, interannual variability, and correlation to solar-induced fluorescence of the upscaled product and found that MetaFlux outperformed state-of-the-art machine learning upscaling models, especially in critical semi-arid and tropical regions.
DOI: 10.5281/zenodo.7761880
title: MetaFlux: Meta-learning global carbon fluxes from sparse spatiotemporal observations

description: MetaFlux is a global, long-term carbon flux dataset of gross primary production and ecosystem respiration that is generated using meta-learning. The principle of meta-learning stems from the need to solve the problem of learning in the face of sparse data availability. Data sparsity is a prevalent challenge in climate and ecology science. For instance, in-situ observations tend to be spatially and temporally sparse. This issue can arise from sensor malfunctions, limited sensor locations, or non-ideal climate conditions such as persistent cloud cover. The lack of high-quality continuous data can make it difficult to understand many climate processes that are otherwise critical. The machine-learning community has attempted to tackle this problem by developing several learning approaches, including meta-learning that learns how to learn broad features across tasks to better infer other poorly sampled ones. In this work, we applied meta-learning to solve the problem of upscaling continuous carbon fluxes from sparse observations. Data scarcity in carbon flux applications is particularly problematic in the tropics and semi-arid regions, where only around 8–11% of long-term eddy covariance stations are currently operational. Unfortunately, these regions are important in modulating the global carbon cycle and its interannual variability. In general, we find that meta-trained machine models, including multi-layer perceptrons (MLP), long-short-term memory (LSTM), and bi-directional LSTM (BiLSTM), have lower validation errors on flux estimates by 9–16% when compared to their non-meta-trained counterparts. In addition, meta-trained models are more robust to extreme conditions, with 4–24% lower overall errors. Finally, we use an ensemble of meta-trained deep networks to generate a global product of ecosystem-scale photosynthesis and respiration fluxes from in-situ observations to daily and monthly global products at a 0.25-degree spatial resolution from 2001 to 2023, called "MetaFlux". We also checked for the seasonality, interannual variability, and correlation to solar-induced fluorescence of the upscaled product and found that MetaFlux outperformed state-of-the-art machine learning upscaling models, especially in critical semi-arid and tropical regions.
DOI: 10.15468/dl.w2usuf
title: Occurrence Download

description: A dataset containing 13578 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alectryon Gaertn.",
 "HasCoordinate is TRUE",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Literature Occurrence"
 ]
 }
 ]
}

 The dataset includes 13578 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011586-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7bs2je
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Leptobrachella marmorata (Matsui, Zainudin & Nishikawa, 2014)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046209-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fyny2
title: Occurrence Download

description: A dataset containing 11004 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barbarea verna (Mill.) Asch."
 ]
}

 The dataset includes 11004 records from 286 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0284069-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7z9ioa
title: Occurrence Download

description: A dataset containing 1428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scoteanax rueppellii (Peters, 1866)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1428 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011587-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn2zr5
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chthamalus proteus Dando & Southward, 1980",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 190 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046277-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5vt4w
title: Occurrence Download

description: A dataset containing 1323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hevea brasiliensis (Willd. ex A.Juss.) Müll.Arg."
 ]
}

 The dataset includes 1323 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0303506-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq28jz
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fernandezia espinosae Ormerod"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162841-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.