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

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((0.03204551651889 0.0018933463026265, 0.0310641238470786 0.0081514216908073, 0.0288885682357652 0.0140969380335357, 0.0256022204343093 0.0195012111824447, 0.0213312326724264 0.0241562815600055, 0.016239712120033 0.0278829480115718, 0.0105234181202645 0.0305377015414361, 0.004402224815036 0.0320182852870409, -0.0018883589862413 0.0322676601968493, -0.0081062821602127 0.0312762185154388, -0.0140123000387313 0.0290821567274438, -0.0193792131670438 0.0257699930595461, -0.0240006341832352 0.0214672887469069, -0.0276989404622561 0.0163397037595827, -0.030332103668882 0.0105845834310851, -0.0317991332267872 0.0044233296432805, -0.0320439267575943 -0.0019071434138337, -0.0310573841948601 -0.008163535097529, -0.0288777107168947 -0.0141055118403578, -0.0255889039808592 -0.0195049283657326, -0.021317490567221 -0.0241545644728446, -0.0162276424479418 -0.0278760463254392, -0.0105148643537276 -0.0305266542360828, -0.0043984951618078 -0.0320047624754674, 0.0018866907461765 -0.0322537088656181, 0.0080994640276188 -0.0312639508893813, 0.0140013640391737 -0.0290734287023949, 0.0193658182340738 -0.0257661216589223, 0.0239868136004701 -0.0214688516169073, 0.0276867923142123 -0.0163464512279275, 0.0303234714267026 -0.010595476517503, 0.0317953250967508 -0.0044366982350054, 0.03204551651889 0.0018933463026265))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005395-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17680682
title: Are Estimates of Lower Continental Crust Bulk Composition Biased Due to Seismic Anisotropy?

description: This dataset and the associated code support the publication titled “Are Estimates of Lower Continental Crust Bulk Composition Biased Due to Seismic Anisotropy?”
DOI: 10.15468/dl.chr6ta
title: Occurrence Download

description: A dataset containing 30146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((17.762287 -34.668307, 30.355373 -34.668307, 30.355373 -23.342043, 17.762287 -23.342043, 17.762287 -34.668307))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Poaceae"
 ]
}

 The dataset includes 30146 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005394-251120083545085/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.30693578
title: Leader role and platform in campaign communication. An analysis of function, tone, frames, and focus.

description: Whether leader role and platform jointly structure campaign discourse remains unsettled in hybrid media environments. This study analyzes a balanced corpus of 340 leader authored statements from Albania’s 2025 parliamentary election to test how four content dimensions-function, tone, frames, and focus-vary by leader role (incumbent vs. opposition), platform (television vs. Facebook), and their interaction. Statements were human coded with validated typologies and modeled using multinomial (function, frames), ordered (tone), and binary (focus) logit, including a leader role × platform term and controls for message length and campaign phase. Defenses are rare, and near parity between acclaims and attacks reflects offsetting tendencies by leader role. Platform differences are conditioned by leader role rather than uniform: in the aggregate, Facebook carries more acclaims and a slightly more positive tone, whereas television carries more conflict framing. Overall policy focus is higher on television, yet the platform effect on focus reverses by leader role (policy emphasis increases for the incumbent on Facebook and decreases for the opposition on Facebook). Framing mirrors these logics: the opposition emphasizes anticorruption on Facebook, the incumbent increases economic framing online, and integration remains the incumbent’s dominant frame without a platform shift. By integrating four content dimensions within a single, leader constant, cross platform design, the study refines functional theory under hybrid media conditions and provides replicable evidence from a leader centric, polarized context with implications for theory, campaign strategy, and media practice.
DOI: 10.6084/m9.figshare.30693578.v1
title: Leader role and platform in campaign communication. An analysis of function, tone, frames, and focus.

description: Whether leader role and platform jointly structure campaign discourse remains unsettled in hybrid media environments. This study analyzes a balanced corpus of 340 leader authored statements from Albania’s 2025 parliamentary election to test how four content dimensions-function, tone, frames, and focus-vary by leader role (incumbent vs. opposition), platform (television vs. Facebook), and their interaction. Statements were human coded with validated typologies and modeled using multinomial (function, frames), ordered (tone), and binary (focus) logit, including a leader role × platform term and controls for message length and campaign phase. Defenses are rare, and near parity between acclaims and attacks reflects offsetting tendencies by leader role. Platform differences are conditioned by leader role rather than uniform: in the aggregate, Facebook carries more acclaims and a slightly more positive tone, whereas television carries more conflict framing. Overall policy focus is higher on television, yet the platform effect on focus reverses by leader role (policy emphasis increases for the incumbent on Facebook and decreases for the opposition on Facebook). Framing mirrors these logics: the opposition emphasizes anticorruption on Facebook, the incumbent increases economic framing online, and integration remains the incumbent’s dominant frame without a platform shift. By integrating four content dimensions within a single, leader constant, cross platform design, the study refines functional theory under hybrid media conditions and provides replicable evidence from a leader centric, polarized context with implications for theory, campaign strategy, and media practice.
DOI: 10.5281/zenodo.17563388
title: Replication package for "Leveraging Social Comparisons: The Role of Peer Assignment Policies for Productivity and Stress"

description: This package contains the data, programs and instructions to replicate manuscript "Leveraging Social Comparisons: The Role of Peer Assignment Policies for Productivity and Stress" by Julien Senn, Jan Schmitz and Christian Zehnder, forthcoming at JEEA
DOI: 10.5281/zenodo.17698675
title: Replication package for "Leveraging Social Comparisons: The Role of Peer Assignment Policies for Productivity and Stress"

description: This package contains the data, programs and instructions to replicate manuscript "Leveraging Social Comparisons: The Role of Peer Assignment Policies for Productivity and Stress" by Julien Senn, Jan Schmitz and Christian Zehnder, forthcoming at JEEA
DOI: 10.5281/zenodo.17611468
title: TAN-IBE Asturian corpus

description: Asturian corpora created in the project TAN-IBE: Neural machine translation for the Romance languages of the Iberian peninsula (Research project founded by the Spanish Ministry of Science and Innovation PROYECTOS DE GENERACIÓN DE CONOCIMIENTO 2021. MODALIDAD: INVESTIGACIÓN ORIENTADA TIPO B).

Corpora from Wikipedia (from the dumps 20250301)



wikipedia-ast.txt: monolingual Asturian (2.333.988 segments)

wikipedia-spa-ast.txt: parallel Spanish-Asturian segments found in Wikipedia (1,539,239 segments)

wikipedia-bactranslated-spa-ast.txt: backtranslated using a Marian neural system. (2,333,847 segments)


Synthetic corpus



NTEU-synthetic-spa-ast.txt: Synthetic parallel corpus translating the Spanish part of the NTEU English-Spanish corpus, using Apertium and deleting segments with unknown words. (7,220,441segments)
DOI: 10.5281/zenodo.17611469
title: TAN-IBE Asturian corpus

description: Asturian corpora created in the project TAN-IBE: Neural machine translation for the Romance languages of the Iberian peninsula (Research project founded by the Spanish Ministry of Science and Innovation PROYECTOS DE GENERACIÓN DE CONOCIMIENTO 2021. MODALIDAD: INVESTIGACIÓN ORIENTADA TIPO B).

Corpora from Wikipedia (from the dumps 20250301)



wikipedia-ast.txt: monolingual Asturian (2.333.988 segments)

wikipedia-spa-ast.txt: parallel Spanish-Asturian segments found in Wikipedia (1,539,239 segments)

wikipedia-bactranslated-spa-ast.txt: backtranslated using a Marian neural system. (2,333,847 segments)


Synthetic corpus



NTEU-synthetic-spa-ast.txt: Synthetic parallel corpus translating the Spanish part of the NTEU English-Spanish corpus, using Apertium and deleting segments with unknown words. (7,220,441segments)
DOI: 10.15468/dl.fc5xne
title: Occurrence Download

description: A dataset containing 3215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Culiseta annulata"
 ]
}

 The dataset includes 3215 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005397-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajh367
title: Occurrence Download

description: A dataset containing 23943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-121.83784184335218 42.33428169774995, -121.84931854762628 42.33231342959003, -121.8600559309873 42.328720561403834, -121.86964064699997 42.32364150086343, -121.87770401027923 42.31727185712232, -121.88393621804595 42.30985685906399, -121.8880982450356 42.30168186317061, -121.89003095637517 42.29306132618213, -121.88966109943875 42.28432667564826, -121.88700396336124 42.27581355134409, -121.88216262775363 42.267848911176316, -121.87532385440447 42.26073849639521, -121.86675080213709 42.25475513322182, -121.85677286109375 42.25012831266306, -121.84577300499203 42.247035439167156, -121.83417314570677 42.24559507412151, -121.82241804200905 42.24586242458097, -121.81095836224567 42.2478272437749, -121.80023352845203 42.251414220729025, -121.79065497650619 42.25648584465881, -121.78259045337401 42.262847638567905, -121.77634993841701 42.27025556863846, -121.77217372159733 42.278425354424634, -121.77022309806031 42.28704333237717, -121.77057404739746 42.295778464535985, -121.77321415897923 42.30429503780288, -121.77804294501648 42.31226556919862, -121.7848755542797 42.31938342058777, -121.79344976637586 42.32537463359372, -121.80343601459455 42.33000852214351, -121.81445006052923 42.333106605750686, -121.82606783203104 42.334549529834774, -121.83784184335218 42.33428169774995))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 23943 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005398-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fg7a7m
title: Occurrence Download

description: A dataset containing 4620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((17.762287 -34.668307, 30.355373 -34.668307, 30.355373 -23.342043, 17.762287 -23.342043, 17.762287 -34.668307))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Cupressaceae",
 "TaxonKey is Betulaceae",
 "TaxonKey is Pinaceae"
 ]
 }
 ]
}

 The dataset includes 4620 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005400-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a672mc
title: Occurrence Download

description: A dataset containing 23943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-121.83784184335218 42.33428169774995, -121.84931854762628 42.33231342959003, -121.8600559309873 42.328720561403834, -121.86964064699997 42.32364150086343, -121.87770401027923 42.31727185712232, -121.88393621804595 42.30985685906399, -121.8880982450356 42.30168186317061, -121.89003095637517 42.29306132618213, -121.88966109943875 42.28432667564826, -121.88700396336124 42.27581355134409, -121.88216262775363 42.267848911176316, -121.87532385440447 42.26073849639521, -121.86675080213709 42.25475513322182, -121.85677286109375 42.25012831266306, -121.84577300499203 42.247035439167156, -121.83417314570677 42.24559507412151, -121.82241804200905 42.24586242458097, -121.81095836224567 42.2478272437749, -121.80023352845203 42.251414220729025, -121.79065497650619 42.25648584465881, -121.78259045337401 42.262847638567905, -121.77634993841701 42.27025556863846, -121.77217372159733 42.278425354424634, -121.77022309806031 42.28704333237717, -121.77057404739746 42.295778464535985, -121.77321415897923 42.30429503780288, -121.77804294501648 42.31226556919862, -121.7848755542797 42.31938342058777, -121.79344976637586 42.32537463359372, -121.80343601459455 42.33000852214351, -121.81445006052923 42.333106605750686, -121.82606783203104 42.334549529834774, -121.83784184335218 42.33428169774995))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 23943 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005399-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9d3nbf
title: Occurrence Download

description: A dataset containing 24310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-121.84173887233183 42.333254349239944, -121.8532152233038 42.33128563851091, -121.8639521522066 42.32769236014255, -121.87353633018108 42.322612937599246, -121.88159909263906 42.31624299395893, -121.88783066000114 42.30882776962459, -121.89199203169707 42.300652629751184, -121.893924098081 42.29203203657484, -121.89355363131064 42.28329741975921, -121.89089594390914 42.27478441773706, -121.88605413658877 42.26681998367476, -121.87921498915433 42.25970985087297, -121.87064167468536 42.25372683470355, -121.8606635932903 42.24910041284369, -121.84966372399681 42.24600797444268, -121.83806397914208 42.244568064204174, -121.82630911310089 42.24483587175021, -121.81484978513396 42.246801132791205, -121.80412540384269 42.25038851941394, -121.79454738782663 42.255460505119785, -121.78648346357589 42.26182259902242, -121.78024358754746 42.26923075577019, -121.77606802523403 42.2774006861834, -121.7741180466736 42.28601872111813, -121.77446960667085 42.29475382037929, -121.77711027108222 42.30327027208624, -121.78193953078814 42.31124059789007, -121.78877251624498 42.318358167526796, -121.79734699248259 42.32434903343442, -121.80733338252905 42.32898252288408, -121.81834744244303 42.33208017074938, -121.82996509949339 42.33352263923202, -121.84173887233183 42.333254349239944))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 24310 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005402-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkqbur
title: Occurrence Download

description: A dataset containing 24310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-121.84173887233183 42.333254349239944, -121.8532152233038 42.33128563851091, -121.8639521522066 42.32769236014255, -121.87353633018108 42.322612937599246, -121.88159909263906 42.31624299395893, -121.88783066000114 42.30882776962459, -121.89199203169707 42.300652629751184, -121.893924098081 42.29203203657484, -121.89355363131064 42.28329741975921, -121.89089594390914 42.27478441773706, -121.88605413658877 42.26681998367476, -121.87921498915433 42.25970985087297, -121.87064167468536 42.25372683470355, -121.8606635932903 42.24910041284369, -121.84966372399681 42.24600797444268, -121.83806397914208 42.244568064204174, -121.82630911310089 42.24483587175021, -121.81484978513396 42.246801132791205, -121.80412540384269 42.25038851941394, -121.79454738782663 42.255460505119785, -121.78648346357589 42.26182259902242, -121.78024358754746 42.26923075577019, -121.77606802523403 42.2774006861834, -121.7741180466736 42.28601872111813, -121.77446960667085 42.29475382037929, -121.77711027108222 42.30327027208624, -121.78193953078814 42.31124059789007, -121.78877251624498 42.318358167526796, -121.79734699248259 42.32434903343442, -121.80733338252905 42.32898252288408, -121.81834744244303 42.33208017074938, -121.82996509949339 42.33352263923202, -121.84173887233183 42.333254349239944))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 24310 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005401-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/7nk4-cs77
title: NBDL-JET1PGG6QMQKN9
DOI: 10.25919/8sax-7q35
title: NBDL-JFE9FMBEHYHMJB
DOI: 10.25919/3yae-wb74
title: NBDL-HSJ5FXYJM81P2P
DOI: 10.15468/dl.jnwvnw
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxus wallichiana var. chinensis (Pilg.) Florin"
 ]
}

 The dataset includes 197 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013792-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jy7nht
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea heptaneura"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009721-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17700563
title: Replication package for: "The Media and Foreign Powers: Does Market Access Matter for News Reporting?"

description: This package contains the necessary code and data to replicate all material in "The Media and Foreign Powers: Does Market Access Matter for News Reporting?", by Heng Chen and Li Han. The Economic Journal.
DOI: 10.5281/zenodo.17663997
title: Synthetic niches enable co-culture bioprocessing but are prone to mutational escape (Supp. data)
DOI: 10.5281/zenodo.17663996
title: Synthetic niches enable co-culture bioprocessing but are prone to mutational escape (Supp. data)
DOI: 10.5281/zenodo.17686366
title: Supplemantary Data - Artificial Intelligence-Based Digital Twins Metaverse to Improve STEM Work Skills and Adaptive Expertise in Higher Education: A Conceptual Framework
DOI: 10.5281/zenodo.17722935
title: Supplemantary Data - Artificial Intelligence-Based Digital Twins Metaverse to Improve STEM Work Skills and Adaptive Expertise in Higher Education: A Conceptual Framework
DOI: 10.15468/dl.ayncx9
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Protobothrops himalayanus)",
 "DecimalLatitude is greater than or equal to 0",
 "DecimalLatitude is less than or equal to 60",
 "DecimalLongitude is greater than or equal to 60",
 "DecimalLongitude is less than or equal to 150",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009723-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sp8ayr
title: Occurrence Download

description: A dataset containing 3861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.41455 43.66081,-4.56595 44.45874,-7.89716 44.45874,-9.77097 43.9613,-10.04857 42.13573,-10.60377 39.77764,-11.15897 37.55629,-9.21576 36.44784,-7.13376 35.88759,-4.56595 35.99996,-2.69215 35.94379,-0.95714 36.83764,0.08386 38.10442,5.35827 38.70266,5.15007 40.52029,3.97027 42.18717,-2.41455 43.66081))",
 "HasGeospatialIssue is false",
 "TaxonKey is Senecio lividus"
 ]
}

 The dataset includes 3861 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009724-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pekxg
title: Occurrence Download

description: A dataset containing 4112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 69.085278",
 "DecimalLatitude is less than or equal to 74.085278",
 "DecimalLongitude is greater than or equal to -140.0",
 "DecimalLongitude is less than or equal to -135.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 4112 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009725-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17600207
title: Formal Autograding in a Classroom (Extended Version Artifact)
DOI: 10.5281/zenodo.17600206
title: Formal Autograding in a Classroom (Extended Version Artifact)
DOI: 10.6084/m9.figshare.30720381
title: S2: Accessory mineral dating of the Boree Salt in the Adavale Basin, Queensland, Australia

description: Supplementary Data S1 to S6
DOI: 10.6084/m9.figshare.30720381.v1
title: S2: Accessory mineral dating of the Boree Salt in the Adavale Basin, Queensland, Australia

description: Supplementary Data S1 to S6
DOI: 10.17863/cam.113642
title: Research data supporting “Tracking and Controlling Monolayer Water in Gold Nanogaps using Extreme Plasmonic Spectroscopy.”

description: This dataset contains raw spectral data associated with the main and supplementary figures of a publication detailing how surface water monolayers in sub-nm gaps between gold nanoparticle surfaces can be observed using surface-enhanced Raman spectroscopy (SERS). SERS data were collected at 5-10 positions on a multi-layer gold nanoparticle aggregate (MLagg) substrate in a range of conditions, and are normalised for laser power and integration time. All measurements are taken at room temperature unless otherwise specified and Raman shifts are calibrated with respect to Si. The SERS dataset characterises the MLagg substrate in air, water, and DMSO, demonstrates how the surface water changes with deuteration and subsequent drying in nitrogen flow, and the effects of an applied potential.