cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28264625
title: <b>Using Fishery-related Data, Scientific Expertise and Machine Learning to Improve Marine Habitat Mapping in Northeastern Mediterranean Waters</b>

description: Marine habitat mapping is an essential tool for better planning of conservation efforts and the sustainable management of marine activities. High spatial resolution in marine habitat maps is of utmost importance as it may encompass more detail in the imagery and potentially reveal important biotopes. This level of detail supports directing monitoring and analysis efforts for the effective implementation of the EU environmental policies and providing more relevant advice for robust decision-making under both sectorial policies (e.g. the Common Fisheries Policy) and more integrated ones (e.g. the Marine Spatial Planning). In this study, sea bottom type data, recorded during the national monitoring of commercial fishing vessel operations and fishery surveys in the Greek Seas, were used. These data were then assigned to EU EMODnet seabed habitats using local ecological knowledge. Two Machine Learning (ML) algorithms were trained on the entire national-scale dataset and subsequently applied to assess their performance in predicting habitat types in the Saronikos Gulf (regional scale), using various environmental factors as predictors. These algorithms were the Random Forest Classifier (RFC), and the Gradient Boosting Classifier (GBC), while the Borderline Synthetic Minority Oversampling Technique (B-SMOTE) was applied for handling the inherent data class imbalances. A validation dataset and georeferenced data from previous studies were considered for comparing the models' accuracies and predictive performance. Through this approach, the Saronikos Gulf was enriched by five more habitat types than those visualized in the EMODnet portal, while also filling habitat gaps in areas where no data existed. Results from the application of the RFC-BS model (62% accuracy, 0.51 Kappa score) were then used to address conservation planning commitments recently made by the Greek government; the vast majority of marine seabed priority habitats in the study area seem to fall outside the borders of the current Natura 2000 sites, which served as the baseline for the declared trawl bans in Greek waters, following the provisions of the EU Marine Action Plan.
DOI: 10.5281/zenodo.14753361
title: Motherese Directed at Prelinguistic Infants at Risk for Neurological Disorders: An Exploratory Study

description: This record contains raw data related to the article "Motherese Directed at Prelinguistic Infants at Risk for Neurological Disorders: An Exploratory Study”. In order to request the data you need to contact Dott. Fabrizia Festante at the following email: fabrizia.festante@fsm.unipi.it
DOI: 10.5281/zenodo.14753362
title: Motherese Directed at Prelinguistic Infants at Risk for Neurological Disorders: An Exploratory Study

description: This record contains raw data related to the article "Motherese Directed at Prelinguistic Infants at Risk for Neurological Disorders: An Exploratory Study”. In order to request the data you need to contact Dott. Fabrizia Festante at the following email: fabrizia.festante@fsm.unipi.it
DOI: 10.15468/dl.ng3857
title: Occurrence Download

description: A dataset containing 242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Metapenaeus joyneri (Miers, 1880)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 242 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001633-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7794866
title: T cell ExTRECT scores for TCGA

description: T cell ExTRECT scores run for the pan cancer TCGA WES data
DOI: 10.5281/zenodo.12570526
title: Seychelles warbler whole genome SNPs

description: 1) SNPs for 2018 low coverage whole-genome sequenced Seychelles warblers that have been imputed by STITCH to fill in missing genotype data.

2) The chromosome-level Seychelles warbler reference genome.

Please email for access: kgllee1@sheffield.ac.uk
DOI: 10.5281/zenodo.12570527
title: Seychelles warbler whole genome SNPs

description: The set of biallelic SNPs for 1922 whole-genome sequenced Seychelles warblers that have been imputed by STITCH to fill in missing genotype data.

Please email me if you want to access: kgllee1@sheffield.ac.uk
DOI: 10.5281/zenodo.14647755
title: Seychelles warbler whole genome SNPs

description: 1) The set of biallelic SNPs for 1922 whole-genome sequenced Seychelles warblers that have been imputed by STITCH to fill in missing genotype data.

2) The chromosome-level Seychelles warbler reference genome.

Please email for access: kgllee1@sheffield.ac.uk
DOI: 10.5281/zenodo.14717915
title: Seychelles warbler whole genome SNPs

description: 1) SNPs for 2018 low coverage whole-genome sequenced Seychelles warblers that have been imputed by STITCH to fill in missing genotype data.

2) The chromosome-level Seychelles warbler reference genome.

Please email for access: kgllee1@sheffield.ac.uk
DOI: 10.15468/dl.eaw6z7
title: Occurrence Download

description: A dataset containing 83954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lynx lynx (Linnaeus, 1758), Lynx rufus (Schreber, 1777), Lynx canadensis Kerr, 1792, Lynx pardinus (Temminck, 1827))",
 "OccurrenceStatus is one of (Present)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 83954 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001632-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbcr6a
title: Occurrence Download

description: A dataset containing 82100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Triturus Rafinesque, 1815)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than 250",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 82100 records from 285 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011987-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjcmt5
title: Occurrence Download

description: A dataset containing 4269028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "GadmGid is one of (BEL.3_1, BEL.1_1)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4269028 records from 520 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011986-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14005867
title: Test check

description: Test
DOI: 10.5281/zenodo.14012241
title: Test check

description: Test
DOI: 10.15468/dl.9xhgej
title: Occurrence Download

description: A dataset containing 753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Morocco",
 "IucnRedListCategory is one of (VU, EN, CR, EW, EX, NT)",
 "TaxonKey is Plantae",
 "Year 2000-2024"
 ]
}

 The dataset includes 753 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011990-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14002706
title: Data to accompany "Generalizing multiple memories from a single drive: The hysteron latch"

description: These CSV files contain the numerical values in the plots and tables of the published paper in Science Advances. See the published paper for the figures corresponding to these files, and explanations of how they were generated. See the published Supplementary Materials for additional notes about certain files.
DOI: 10.5281/zenodo.14002707
title: Data to accompany "Generalizing multiple memories from a single drive: The hysteron latch"

description: These CSV files contain the numerical values in the plots and tables of the published paper in Science Advances. See the published paper for the figures corresponding to these files, and explanations of how they were generated. See the published Supplementary Materials for additional notes about certain files.
DOI: 10.15468/dl.ehcm82
title: Occurrence Download

description: A dataset containing 48542 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Emys orbicularis (Linnaeus, 1758)"
 ]
}

 The dataset includes 48542 records from 834 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011989-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kp6v9
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptidea amurensis (Ménétriés, 1859)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 389 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078553-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gn2ut
title: Occurrence Download

description: A dataset containing 49288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fucus vesiculosus L.",
 "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 49288 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012880-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.meuycw
title: Occurrence Download

description: A dataset containing 74560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada",
 "Country is Russian Federation",
 "Country is Iceland",
 "Country is Greenland",
 "Country is Finland",
 "Country is Spain"
 ]
 },
 {
 "or" : [
 "Month is December",
 "Month is January",
 "Month is February",
 "Month is June",
 "Month is July",
 "Month is August"
 ]
 },
 "Year 2014-2019",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Bubo scandiacus (Linnaeus, 1758)"
 ]
}

 The dataset includes 74560 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009646-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqjq2d
title: Occurrence Download

description: A dataset containing 823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Chromolaena odorata (L.) R.M.King & H.Rob."
 ]
}

 The dataset includes 823 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275618-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zu7xwg
title: Occurrence Download

description: A dataset containing 2099 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cypripedium arietinum R.Br."
 ]
}

 The dataset includes 2099 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154574-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fkcub
title: Occurrence Download

description: A dataset containing 1650 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Armenia",
 "TaxonKey is Lecanoromycetes"
 ]
}

 The dataset includes 1650 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078639-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqxuun
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Badimia dimidiata (Bab. ex Leight.) Vĕzda"
 ]
}

 The dataset includes 46 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010567-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.df5ays
title: Occurrence Download

description: A dataset containing 3690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-84.8584 16.88866,-64.73145 16.88866,-64.73145 24.60707,-84.8584 24.60707,-84.8584 16.88866))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Basidiomycota"
 ]
}

 The dataset includes 3690 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220767-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ba79gr
title: Occurrence Download

description: A dataset containing 2207 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus saxatilis F.Cuvier, 1823"
 ]
}

 The dataset includes 2207 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078563-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3anuz
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Geometry POLYGON((75 21,125 21,125 42,75 42,75 21))",
 "HasCoordinate is true",
 "TaxonKey is Koeleria Pers.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 278 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016658-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbp824
title: Occurrence Download

description: A dataset containing 939595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "Year 2021-2023"
 ]
}

 The dataset includes 939595 records from 518 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154559-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6txcep
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alopoglossus festae (Peracca, 1896)"
 ]
}

 The dataset includes 106 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008855-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ozi8f1
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Geometry POLYGON((90 22,109 22,109 33,90 33,90 22))",
 "HasCoordinate is true",
 "TaxonKey is Cymbopogon Spreng.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 189 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016655-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bm75wv
title: Occurrence Download

description: A dataset containing 2775262 species occurrences available in GBIF matching the query:
{
 "InstitutionKey" : [
 "is 3b896e03-901d-4cc7-ac2b-61e0469521b0"
 ]
}

 The dataset includes 2775262 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078554-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fr9t7z
title: Occurrence Download

description: A dataset containing 3690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-84.8584 16.88866,-64.73145 16.88866,-64.73145 24.60707,-84.8584 24.60707,-84.8584 16.88866))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Basidiomycota"
 ]
}

 The dataset includes 3690 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220766-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ilwgmz
title: Occurrence Download

description: A dataset containing 4069 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Geometry POLYGON((75 21,125 21,125 42,75 42,75 21))",
 "HasCoordinate is true",
 "TaxonKey is Elymus, 1748",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4069 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016660-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3zcaf
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cerastium scaranii Ten.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 85 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078726-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxbyc7
title: Occurrence Download

description: A dataset containing 12984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.5984 57.95814,-12.99483 48.31256,2.89995 51.02565,-1.49648 59.63962,-8.5984 57.95814))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phocoena phocoena (Linnaeus, 1758)",
 "Year 1993-2021"
 ]
}

 The dataset includes 12984 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230230-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmv3a7
title: Occurrence Download

description: A dataset containing 31105 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana verna L."
 ]
}

 The dataset includes 31105 records from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008836-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tuda3y
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ocnogyna baetica (Rambur, 1836)"
 ]
}

 The dataset includes 171 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078558-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azjdfg
title: Occurrence Download

description: A dataset containing 6940 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthoscopus caroli (Sharpe, 1871)"
 ]
}

 The dataset includes 6940 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0393451-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjqy8t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dessonornis macclounii (Shelley, 1903)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002715-240321170329656/datasets/export for details.
DOI: 10.15468/dl.guz6ew
title: Occurrence Download

description: A dataset containing 1046 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acheilognathus rhombeus (Temminck & Schlegel, 1846)"
 ]
}

 The dataset includes 1046 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000405-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.su23dk
title: Occurrence Download

description: A dataset containing 5896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aethia cristatella (Pallas, 1769)",
 "Year 2011-2018"
 ]
}

 The dataset includes 5896 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248042-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xust6
title: Occurrence Download

description: A dataset containing 7569 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 Calamanthus campestris (Gould, 1841)"
 ]
}

 The dataset includes 7569 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002725-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.