cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9u9haa
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.2547 23.579871, 89.17807999999999 23.574295, 89.10336599999999 23.557703, 89.03241300000001 23.530508, 88.966984 23.493387, 88.908697 23.447261, 88.85899000000001 23.393274, 88.81908300000001 23.332765, 88.789952 23.26723, 88.77229800000001 23.198289, 88.766541 23.127645, 88.772803 23.057036, 88.79091200000001 22.988201, 88.82040499999999 22.922831, 88.86054300000001 22.862528, 88.91033 22.808771, 88.968538 22.762874, 89.03373499999999 22.72596, 89.104326 22.69893, 89.178585 22.682443, 89.2547 22.676903, 89.330815 22.682443, 89.405074 22.69893, 89.47566500000001 22.72596, 89.540862 22.762874, 89.59907 22.808771, 89.64885700000001 22.862528, 89.68899500000001 22.922831, 89.71848799999999 22.988201, 89.736597 23.057036, 89.742859 23.127645, 89.73710199999999 23.198289, 89.719448 23.26723, 89.69031699999999 23.332765, 89.65040999999999 23.393274, 89.600703 23.447261, 89.542416 23.493387, 89.47698699999999 23.530508, 89.40603400000001 23.557703, 89.33132000000001 23.574295, 89.2547 23.579871))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006106-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18335184
title: TubeInvasionProject_intermediatedata_output_v1.3

description: Data files required to generate analysis for manuscript Co-migration of hundreds of species over metres drives selection and promotes non-motile hitchhikers 

Code available at https://github.com/susiegriggo/Comigration_TubeExperiment_Analysis/tree/main/code
DOI: 10.5281/zenodo.18335185
title: TubeInvasionProject_intermediatedata_output_v1.3

description: Data files required to generate analysis for manuscript Co-migration of hundreds of species over metres drives selection and promotes non-motile hitchhikers 

Code available at https://github.com/susiegriggo/Comigration_TubeExperiment_Analysis/tree/main/code
DOI: 10.5281/zenodo.18345086
title: Datasets for CLIP: Physics-guided curriculum learning for the identification of reaction–diffusion dynamics from partial observations

description: This dataset contains the full numerical simulation data used in the CLIP framework (Curriculum Learning Identification via PINNs) for parameter identification in partially observed reaction–diffusion systems.

Included benchmark systems:- λ–ω reaction–diffusion system- Gray–Scott model- Lotka–Volterra predator–prey system- MinDE protein oscillation model

Each dataset is stored in NumPy `.npz` format and corresponds to one benchmark case.

This dataset supports the experiments reported in the accompanying manuscript.
DOI: 10.5281/zenodo.18345087
title: Datasets for CLIP: Physics-guided curriculum learning for the identification of reaction–diffusion dynamics from partial observations

description: This dataset contains the full numerical simulation data used in the CLIP framework (Curriculum Learning Identification via PINNs) for parameter identification in partially observed reaction–diffusion systems.

Included benchmark systems:- λ–ω reaction–diffusion system- Gray–Scott model- Lotka–Volterra predator–prey system- MinDE protein oscillation model

Each dataset is stored in NumPy `.npz` format and corresponds to one benchmark case.

This dataset supports the experiments reported in the accompanying manuscript.
DOI: 10.15468/dl.sz2rf2
title: Occurrence Download

description: A dataset containing 2748 records in GBIF matching the query:
SELECT
 '132' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= -8.098015256935714
 AND decimalLatitude &lt;= -4.045127286108716
 AND decimalLongitude &gt;= -45.17848318098086
 AND decimalLongitude &lt;= -39.97255587959733
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 2748 records were derived from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006099-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6d8mhr
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((49.35277 37.74421,85.64723 37.74421,85.64723 52.25579,49.35277 52.25579,49.35277 37.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ferula glaberrima"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006107-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c39qhs
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.3019 23.584271, 89.225278 23.578694, 89.150561 23.562102, 89.079606 23.534908, 89.014174 23.497787, 88.95588499999999 23.451661, 88.906176 23.397674, 88.866269 23.337164, 88.837136 23.27163, 88.81948300000001 23.202689, 88.81372500000001 23.132044, 88.819988 23.061436, 88.838097 22.992601, 88.867591 22.927231, 88.907731 22.866928, 88.957519 22.813171, 89.01572899999999 22.767274, 89.080928 22.73036, 89.151521 22.70333, 89.225782 22.686844, 89.3019 22.681303, 89.378018 22.686844, 89.452279 22.70333, 89.52287200000001 22.73036, 89.588071 22.767274, 89.646281 22.813171, 89.69606899999999 22.866928, 89.736209 22.927231, 89.765703 22.992601, 89.783812 23.061436, 89.790075 23.132044, 89.784317 23.202689, 89.76666400000001 23.27163, 89.737531 23.337164, 89.697624 23.397674, 89.647915 23.451661, 89.589626 23.497787, 89.52419399999999 23.534908, 89.453239 23.562102, 89.378522 23.578694, 89.3019 23.584271))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006108-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ry9w9p
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drunella ishiyamana",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 318 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006109-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ug8uj5
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((49.35277 37.74421,85.64723 37.74421,85.64723 52.25579,49.35277 52.25579,49.35277 37.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ferula gypsacea"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006110-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.da32fc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.2226 23.586871, 89.145976 23.581294, 89.071258 23.564702, 89.000302 23.537508, 88.93486900000001 23.500387, 88.87657799999999 23.45426, 88.826869 23.400274, 88.78696100000001 23.339764, 88.75782700000001 23.274229, 88.740173 23.205289, 88.734416 23.134644, 88.740678 23.064036, 88.758788 22.995201, 88.78828300000001 22.929831, 88.828423 22.869528, 88.878213 22.815771, 88.936423 22.769874, 89.00162400000001 22.73296, 89.07221800000001 22.70593, 89.14648099999999 22.689444, 89.2226 22.683903, 89.29871900000001 22.689444, 89.37298199999999 22.70593, 89.44357599999999 22.73296, 89.50877699999999 22.769874, 89.566987 22.815771, 89.616777 22.869528, 89.65691700000001 22.929831, 89.686412 22.995201, 89.704522 23.064036, 89.710784 23.134644, 89.705027 23.205289, 89.68737299999999 23.274229, 89.65823899999999 23.339764, 89.618331 23.400274, 89.568622 23.45426, 89.51033099999999 23.500387, 89.44489799999999 23.537508, 89.373942 23.564702, 89.299224 23.581294, 89.2226 23.586871))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006111-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14589097
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.xa8pqm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((58.85277 34.24421,95.14723 34.24421,95.14723 48.75579,58.85277 48.75579,58.85277 34.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ferula iliensis"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006113-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18345375
title: ОККАЗИОНАЛЬНЫЕ ФРАЗЕОЛОГИЧЕСКИЕ ЕДИНИЦЫ В ЯЗЫКЕ ХУДОЖЕСТВЕННОЙ ПРОЗЫ (НА ПРИМЕРЕ УЗБЕКСКОЙ ЛИТЕРАТУРЫ)

description: Данная статья посвящена исследованию окказиональных фразеологических единиц (ОФЕ) в художественной прозе. Анализируются особенности их образования, структурно-семантические преобразования и стилистические функции. Особое внимание уделяется выявлению и классификации ОФЕ на материале узбекской литературы, что позволяет раскрыть уникальные проявления авторской языковой креативности и обогатить представление о динамике фразеологической системы. Результаты имеют теоретическое значение для лингвистики и практическое применение в лексикографии и стилистике.
DOI: 10.15468/dl.8gptbw
title: Occurrence Download

description: A dataset containing 958352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 958352 records from 986 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007391-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fps6mk
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is Indonesia",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Biodiverskripsi: Biodiversity Theses Database)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Coordinate rounded)",
 "IucnRedListCategory is EN",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, 6d4d47b0-cfd2-4c4e-9cf8-799143d3adfc)",
 "TaxonKey is Hylobates moloch",
 "Year 2000-2025"
 ]
}

 The dataset includes 109 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007426-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48579/pro/us9uua
title: Replication Data for: Fig 8.14, Top, Closest vs farther for alarm callers, GPDs, 21 Nov 2025

description: FILE DESCRIPTION Keywords: alarm calls, closest vs farther away, GPDs Filename: Fig 8.14, Top, Closest vs farther for alarm callers, GPDs, 21 Nov 2025 OLD Filename: GPDs, Alarm calls, closest vs farther from badger, 10 April 2019 216/710 of closest GPDs = 47.89% DID give alarm call 494/710 of closest GPDs = 52.11% DID NOT give alarm call 804/3030 farther GPDs = 38.45% DID give alarm call 2226/3030 of farther GPDs = 61.55% DID NOT give alarm call The summaries I provide immediately above and in Fig 8.14 for my new book are from the SUMMATION OF DATA FROM ALL YEARS Variable = Frequency = number of observations of calling or non-calling for closest and not closest prairie dogs Close prairie dog = 1 = closest to prairie dog Close prairie dog = 2 = NOT closest to prairie dog GPD alarm call = 1 = prairie dog DID give alarm call GPD alarm call = 2 = prairie dog did NOT give alarm call For statistical analysis, I did a 2x2 chi-square test These data used for Fig 8.14, Top, in Hoogland 2026. This file ready for longterm storage on 03 June 2025. I considered data from the same prairie dog on the same day and on different days and in different years to be independent. Filename: Fig 8.14, Top, Closest vs farther for alarm callers, GPDs, 21 Nov 2025 I assume that I checked these data TWO TIMES, but I cannot find that assurance. GPD data are from GPDs at Petrified Forest National Park (1989-1995) and also from the Redondo Meadow Colony at Valles Caldera National Preserve (2013-2016) and also from the Visitor Center Colony at Valles Caldera National Preserve (2017-2018)
DOI: 10.15468/dl.3mddxs
title: Occurrence Download

description: A dataset containing 879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence, Living Specimen)",
 "Geometry POLYGON((116.62075 4.60697,118.03696 4.60697,118.03696 5.30854,116.62075 5.30854,116.62075 4.60697))",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 879 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007427-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utsbtc
title: Occurrence Download

description: A dataset containing 2862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Raphia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2862 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007424-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.24403/jp.1512713
title: Bibliotheken: Entschlossen Demokratisch ; Der 9. Bibliothekskongress in Bremen / Jacqueline Banford
DOI: 10.15468/dl.kupyre
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Antarctica",
 "OccurrenceStatus is Present",
 "TaxonKey is Trichocera maculipennis"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007425-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17172/nomad/2025.11.25-1
title: NOMAD dataset: ABC MOF films
DOI: 10.15468/dl.zhtw4b
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trimeresurus guoi)",
 "Country is one of (China, India, Indonesia, Pakistan, Bangladesh, Japan, Philippines, Viet Nam, Türkiye, Iran (Islamic Republic of), Thailand, Myanmar, Korea, Republic of, Korea (Democratic People’s Republic of), Iraq, Afghanistan, Saudi Arabia, Uzbekistan, Malaysia, Yemen, Nepal, Sri Lanka, Kazakhstan, Syrian Arab Republic, Cambodia, Jordan, Azerbaijan, United Arab Emirates, Tajikistan, Israel, Lao People’s Democratic Republic, Lebanon, Kyrgyzstan, Turkmenistan, Singapore, Oman, Palestine, State of, Kuwait, Georgia, Mongolia, Armenia, Qatar, Bahrain, Timor-Leste, Cyprus, Bhutan, Maldives, Brunei Darussalam)",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 59 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007430-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5522/04/30689528
title: Yale Audio Recordings

description: This is a collection of acoustic recordings collected from audiomoths deployed in the forest fragment of Yale in the Taita Hills. These recordings are randomly sampled from the Morning/Afternoon and the Evening/Night. Each AudioMoth has had 50 recordings sampled.
DOI: 10.5522/04/30689528.v1
title: Yale Audio Recordings

description: This is a collection of acoustic recordings collected from audiomoths deployed in the forest fragment of Yale in the Taita Hills. These recordings are randomly sampled from the Morning/Afternoon and the Evening/Night. Each AudioMoth has had 50 recordings sampled.
DOI: 10.15468/dl.6rxw6r
title: Occurrence Download

description: A dataset containing 169906 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Waarnemingen.be - Non-native animal occurrences in Flanders and the Brussels Capital Region, Belgium",
 "TaxonKey is Vespa velutina"
 ]
}

 The dataset includes 169906 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007412-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13969470
title: ABRomics genomic FASTA data demo files

description: This dataset contains the demo files for the Genomic FASTA template of the ABRomics platform:



Raw data: Assembly file of sample ARDIG49.

Metadata: Fill out Genomic FASTA template for sample ARDIG49.
DOI: 10.15468/dl.wymvn8
title: Occurrence Download

description: A dataset containing 20489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratina adenophora"
 ]
}

 The dataset includes 20489 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007429-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksxgfh
title: Occurrence Download

description: A dataset containing 20489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratina adenophora"
 ]
}

 The dataset includes 20489 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007428-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.