cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15267770
title: De-identified Dataset for Cross-Sectional Study on Research Awareness Among Undergraduate Health Profession Students

description: This dataset contains responses collected as part of a cross-sectional study assessing research awareness among undergraduate health profession students in India. The data was gathered through a structured online questionnaire targeting participants from various medical institutions. Key variables include demographic information (e.g., age, gender, and academic year), knowledge about research, attitudes toward research, and research practices.The dataset has been de-identified following the Safe Harbor guidelines to ensure compliance with ethical standards and to protect participant privacy. It is shared to support transparency, reproducibility, and further research in the field of health profession education.
DOI: 10.5281/zenodo.15267771
title: De-identified Dataset for Cross-Sectional Study on Research Awareness Among Undergraduate Health Profession Students

description: This dataset contains responses collected as part of a cross-sectional study assessing research awareness among undergraduate health profession students in India. The data was gathered through a structured online questionnaire targeting participants from various medical institutions. Key variables include demographic information (e.g., age, gender, and academic year), knowledge about research, attitudes toward research, and research practices.The dataset has been de-identified following the Safe Harbor guidelines to ensure compliance with ethical standards and to protect participant privacy. It is shared to support transparency, reproducibility, and further research in the field of health profession education.
DOI: 10.5281/zenodo.5543348
title: SURel: Synchronic Usage Relatedness

description: This data collection contains synchronic semantic relatedness judgments for German word usage pairs drawn from general language and the domain of cooking. Find a description of the data format, code to process the data and further datasets on the WUGsite.


We provide additional data under misc/:



	
testset: a semantic meaning shift test set with 22 German lexemes exhibiting different degrees of meaning shifts from general language to the domain of cooking. The 'mean relatedness score' denotes the annotation-based measure of semantic shift described in the paper. 'frequency GEN' and 'frequency SPEC' list the frequencies of the target words in the general-language corpus (GEN) and the domain-specific cooking corpus (SPEC). 'translations' provides English translations across senses, illustrating possible meaning shifts. Note that further senses might exist.
	
tables: the annotated table of each annotator.
	
plots: data visualization plots.



Please find more information on the provided data in the paper referenced below.


Version: 2.0.0, 30.9.2021.


Reference


Anna Hätty, Dominik Schlechtweg, Sabine Schulte im Walde. 2019. SURel: A Gold Standard for Incorporating Meaning Shifts into Term Extraction. In Proceedings of the Eighth Joint Conference on Lexical and Computational Semantics (*SEM). Minneapolis, Minnesota, USA, 2019.
description: WUG version

Republication and redistribution is prohibited.
DOI: 10.5281/zenodo.5784569
title: SURel: Synchronic Usage Relatedness

description: This data collection contains synchronic semantic relatedness judgments for German word usage pairs drawn from general language and the domain of cooking. Find a description of the data format, code to process the data and further datasets on the WUGsite.


See previous versions for additional plots, tables and testsets.


Please find more information on the provided data in the paper referenced below.


Version: 3.0.0, 15.12.2021.


Reference


Anna Hätty, Dominik Schlechtweg, Sabine Schulte im Walde. 2019. SURel: A Gold Standard for Incorporating Meaning Shifts into Term Extraction. In Proceedings of the Eighth Joint Conference on Lexical and Computational Semantics (*SEM). Minneapolis, Minnesota, USA, 2019.
description: DURel metrics inferred from median instead of mean edge weights (for compatibility with other WUG data sets), removal of previous metrics and additional data (refer to previous versions)

Republication and redistribution is prohibited.
DOI: 10.15468/dl.sdzufw
title: Occurrence Download

description: A dataset containing 224017 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mus musculus Linnaeus, 1758"
 ]
}

 The dataset includes 224017 records from 907 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011060-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18237703
title: Diplazium Sw. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:33
DOI: 10.5281/zenodo.18237702
title: Diplazium Sw. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:33
DOI: 10.15468/dl.k954ng
title: Occurrence Download

description: A dataset containing 501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nemosia rourei"
 ]
}

 The dataset includes 501 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035952-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cahjkv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platichthys flesus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035953-251025141854904/datasets/export for details.
DOI: 10.15468/dl.tnfx9t
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tulipa vvedenskyi"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035954-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dra9ef
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-111.2688 26.39913, -111.1188 26.39913, -111.1188 26.54913, -111.2688 26.54913, -111.2688 26.39913))"
 ]
}

 The dataset includes 78 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035955-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehgpm3
title: Occurrence Download

description: A dataset containing 54936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is greater than or equal to 1980",
 "TaxonKey is Ginkgo biloba"
 ]
}

 The dataset includes 54936 records from 351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035923-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4q3p3
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platydoras costatus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035956-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9x7cj
title: Occurrence Download

description: A dataset containing 58479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Platanus hybrida, Rubus immixtus, Rubus proteus, Cyathea cooperi, Azolla microphylla, Artemia franciscana, Aproceros, Echinogammarus ischnus, Echinogammarus warpachowskyi, Pontogammarus robustoides, Carassius gibelio, Percottus glehni, Myocaster coypus, Eutamias sibiricus, Alexandrium ostenfeldii, Phytophthora cactorum, Diplodia sapinea, Batrachochytrium salamandrivorans, Batrachochytrium dendrobatidis, Othocallis siberica)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 58479 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035943-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spfqzj
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-111.1188 26.39913, -110.9688 26.39913, -110.9688 26.54913, -111.1188 26.54913, -111.1188 26.39913))"
 ]
}

 The dataset includes 75 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035957-251025141854904/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/13745150
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.bcmgw9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platygobio gracilis",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035958-251025141854904/datasets/export for details.
DOI: 10.15468/dl.gzn7qv
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.9688 26.39913, -110.8188 26.39913, -110.8188 26.54913, -110.9688 26.54913, -110.9688 26.39913))"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035960-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x87gxn
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicrophorus sepultor"
 ]
}

 The dataset includes 186 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035962-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crwhfv
title: Occurrence Download

description: A dataset containing 28508 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicrophorus vespilloides"
 ]
}

 The dataset includes 28508 records from 466 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035959-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48q5ac
title: Occurrence Download

description: A dataset containing 13684 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicrophorus vespillo"
 ]
}

 The dataset includes 13684 records from 366 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035961-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2twq9x
title: Occurrence Download

description: A dataset containing 512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myiobius sulphureipygius"
 ]
}

 The dataset includes 512 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035963-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wakb2f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plecoglossus altivelis",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035964-251025141854904/datasets/export for details.
DOI: 10.15468/dl.w3ehj9
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.8188 26.39913, -110.6688 26.39913, -110.6688 26.54913, -110.8188 26.54913, -110.8188 26.39913))"
 ]
}

 The dataset includes 90 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035966-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17618076
title: DEMETRA – Dense Maccalube Tromino Acquisition – Horizontal-to-Vertical Spectral Ratio (HVSR) and Polarization Parameters

description: DEMETRA – Dense Maccalube Tromino Acquisition – Horizontal-to-Vertical Spectral Ratio (HVSR) and Polarization Parameters 

Description:This dataset contains Horizontal-to-Vertical Spectral Ratio (HVSR) curves and the polarization parameters from seismic noise recordings collected during the DEMETRA (DEnse MaccalubE TRomino Acquisition) field survey, which was conducted on 22–23 April 2025 at the Maccalube di Aragona mud volcanoes (Southern Italy).

The HVSR curves were computed using the Grilla Rel. 9.9.0 software package (https://www.tromino.it/frameset-grilla.htm), starting from the raw Tromino® recordings (https://doi.org/10.5281/zenodo.17617939) acquired at 21 sites (DMT01–DMT21). Each file in this dataset corresponds to one measurement point and is provided in ASCII format, containing both acquisition metadata and spectral quantities. The filename indicates the site ID (for example: HV_DMT_1.asc).

Polarization parameters were estimated using the covariance matrix method, in two frequency bands: 0.2–1 Hz and 1–5 Hz. Each file corresponds to one measurement site and one frequency band. The filename indicates the site ID and the frequency band (for example: DMT01_pol_0.2_1Hz.dat; DMT01_pol_1_5Hz.dat).

The methodological details are described in:

Petrosino, S., Madonia, P., Gucciardo, D., & Cusano, P. (2025).DEMETRA—A Seismic Noise Survey at the Maccalube di Aragona Mud Volcanoes (Southern Italy): Results and Perspectives. Sensors, 25(22), 6975.DOI: https://doi.org/10.3390/s25226975
DOI: 10.5281/zenodo.17618077
title: DEMETRA – Dense Maccalube Tromino Acquisition – Horizontal-to-Vertical Spectral Ratio (HVSR) and Polarization Parameters

description: DEMETRA – Dense Maccalube Tromino Acquisition – Horizontal-to-Vertical Spectral Ratio (HVSR) and Polarization Parameters 

Description:This dataset contains Horizontal-to-Vertical Spectral Ratio (HVSR) curves and the polarization parameters from seismic noise recordings collected during the DEMETRA (DEnse MaccalubE TRomino Acquisition) field survey, which was conducted on 22–23 April 2025 at the Maccalube di Aragona mud volcanoes (Southern Italy).

The HVSR curves were computed using the Grilla Rel. 9.9.0 software package (https://www.tromino.it/frameset-grilla.htm), starting from the raw Tromino® recordings (https://doi.org/10.5281/zenodo.17617939) acquired at 21 sites (DMT01–DMT21). Each file in this dataset corresponds to one measurement point and is provided in ASCII format, containing both acquisition metadata and spectral quantities. The filename indicates the site ID (for example: HV_DMT_1.asc).

Polarization parameters were estimated using the covariance matrix method, in two frequency bands: 0.2–1 Hz and 1–5 Hz. Each file corresponds to one measurement site and one frequency band. The filename indicates the site ID and the frequency band (for example: DMT01_pol_0.2_1Hz.dat; DMT01_pol_1_5Hz.dat).

The methodological details are described in:

Petrosino, S., Madonia, P., Gucciardo, D., & Cusano, P. (2025).DEMETRA—A Seismic Noise Survey at the Maccalube di Aragona Mud Volcanoes (Southern Italy): Results and Perspectives. Sensors, 25(22), 6975.DOI: https://doi.org/10.3390/s25226975
DOI: 10.15468/dl.bacnbn
title: Occurrence Download

description: A dataset containing 13655 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicrophorus humator"
 ]
}

 The dataset includes 13655 records from 338 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035967-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkxytk
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-89.36017 20.62455,-87.45979 20.1717,-86.74816 21.36044,-88.20377 21.57879,-89.44913 21.29575,-89.36017 20.62455))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 171 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010935-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/bl1-khw-abv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jgb-2yb-qdm
title: Olcostephanus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ygp-fgv-g1p
title: Pyrgo depressa (d'Orbigny, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hxg-8ab-02r
title: Globorotalia scitula (Brady, 1882)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xqn-gnv-qhc
title: Planctostoma luculentum (Brady, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/07v-br9-ggk
title: Reophax bilocularis Flint, 1899

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8xq-hyz-8rw
title: Neoeponides antillarum (d'Orbigny, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.atwtb5
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Otocinclus mariae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 59 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023513-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/bxw-x1k-5yb
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bnt-5bc-1za
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/00k-c8j-jsp
title: Pseudothurmannia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6m0-t2y-m9t
title: Pseudothurmannia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.9prr47
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Foeniculum vulgare",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023514-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/49q-q4n-8m0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/33m-ggf-pgh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6sx-87n-ftv
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0hv-z5p-exs
title: Cyclammina cancellata Brady, 1879

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3wv-xhh-996
title: Astrorhiza granulosa (Brady, 1879)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/scd-mvw-932
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1r3-el3-9bj
title: Planorbulinella Cushman, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c5q-xp0-a6k
title: Semicytherura sulcata (Müller, 1894)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4t-w2e-2x3
title: Spiroloculina communis Cushman & Todd, 1944

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j5c-lhv-2gv
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.vvscp6
title: Occurrence Download

description: A dataset containing 16086 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Foeniculum vulgare",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16086 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023512-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2y5-107-d1a
title: Hibolithes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kt9-t2e-lwl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.