cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18453/rosdok_id00005015
title: Generative Artificial Intelligence, Cultural Context and Discrimination Generative : Künstliche Intelligenzen, kultureller Kontext und Diskriminierung : Datensatz - Textdokumente : [research data]

description: The dataset contains data from a qualitative study on texts generated by large language models (Mistral Large Instruct, Gemma 3, DeepSeek R1, Meta Llama 3.1, Llama Sauerkraut, Qwen 3) using various comparable prompts in three different languages (German, English, French) to define diversity in order to identify political and cultural bias in the training material. Each result was generated using a new context window and the same or comparable settings between the LLMs (medium temp, top_p and the same system prompt). The process was repeated at least five times for each prompt in the respective language. In addition, the settings were experimented with in an additional run. In total, the dataset comprises more than 270 comparable documents and more than 50 experimental documents, which are stored as .rtf files and .txt files in the dataset.
DOI: 10.17026/ar/fstpgs
title: PAN-00173075 - terra sigillata bowl type Drag. 37 (CG)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00173075&lt;/p&gt;
description: Modified: 2025-10-06T10:41:28+02:00
DOI: 10.5281/zenodo.17856602
title: NorESM2 restart files to be used for NorESM2-DIAM

description: NorESM2-LME restart files for the year 1990, from a simulation with active carbon cycle following CO2 emissions from CMIP6 historical. All other forcings kept at pre-industrial (1850) level. This is to be used as a starting point for simulations with NorESM2-DIAM prototype.
DOI: 10.5281/zenodo.17856601
title: NorESM2 restart files to be used for NorESM2-DIAM

description: NorESM2-LME restart files for the year 1990, from a simulation with active carbon cycle following CO2 emissions from CMIP6 historical. All other forcings kept at pre-industrial (1850) level. This is to be used as a starting point for simulations with NorESM2-DIAM prototype.
DOI: 10.5281/zenodo.17863383
title: PPMI_Blood
DOI: 10.5281/zenodo.17863384
title: PPMI_Blood
DOI: 10.34740/kaggle/dsv/14071853
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.tsxwph
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((109.974 0.809184, 109.90373 0.803617, 109.835191 0.7870509999999999, 109.770071 0.759896, 109.709973 0.72282, 109.656377 0.676735, 109.610604 0.6227780000000001, 109.573779 0.562277, 109.54681 0.496721, 109.53036 0.427726, 109.524834 0.356989, 109.530367 0.286253, 109.546823 0.217259, 109.573797 0.151705, 109.610625 0.091207, 109.656399 0.037253, 109.709994 -0.008828000000000001, 109.770088 -0.045901, 109.835204 -0.07305399999999999, 109.903737 -0.089618, 109.974 -0.09518500000000001, 110.044263 -0.089618, 110.112796 -0.07305399999999999, 110.177912 -0.045901, 110.238006 -0.008828000000000001, 110.291601 0.037253, 110.337375 0.091207, 110.374203 0.151705, 110.401177 0.217259, 110.417633 0.286253, 110.423166 0.356989, 110.41764 0.427726, 110.40119 0.496721, 110.374221 0.562277, 110.337396 0.6227780000000001, 110.291623 0.676735, 110.238027 0.72282, 110.177929 0.759896, 110.112809 0.7870509999999999, 110.04427 0.803617, 109.974 0.809184))"},{"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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040252-251120083545085/datasets/export for details.
DOI: 10.15468/dl.fnwwdw
title: Occurrence Download

description: A dataset containing 5831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thysanocardia procera",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5831 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040251-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9r6xuv
title: Occurrence Download

description: A dataset containing 68544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Phalaenoptilus nuttallii)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 68544 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040198-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23729/7cb32a39-1419-413b-8862-ad7d7b904cb0
title: LIFEPLAN - Global audio and image collection on biodiversity
title: LIFEPLAN - globaali ääni- ja kuvakokoelma biodiversiteetistä

description: This dataset contains raw image and audio data collected by the LIFEPLAN project. It examined global biodiversity by collecting image, audio and DNA-sample data around the world at 225 sites. The sites formed a nested design with more intensive sampling in the Nordic countries and Madagascar. We deployed 3 to 5 AudioMoth recorders and camera traps per site. Data collection started in 2021 and ended in 2025, but some sites have a shorter time span. Data were collected year-round as far as possible.

For audio recording, each site had one recorder in the middle of the site that recorded continuously for the first 48 hours and then one minute every ten minutes, always at 48 kHz. Each site also had 2-4 additional recorders at the corners of the site that recorded for 1 minute every 10 minutes at 48 kHz, and made opportunistic recordings at 384 kHz between these recordings using an amplitude threshold and high-pass filter to record bats with a daily total file size limit of 1024MB and a maximum individual file duration of 3 minutes. Internal time on the AudioMoth was set to UTC every time the SD card was changed, using the AudioMoth chime app.

For camera trapping, each site had as many cameras as AudioMoths, and at the same locations. The cameras had a passive infrared sensor. When triggered, the cameras took a series of 5 pictures approximately 1s apart. The cameras took colour photos during daylight and IR flash photos in the dark. Internal time on the cameras was set to UTC manually every time the SD card was changed.
 
LIFEPLAN project is described in detail in: Hardwick B, Kerdraon D, Rogers HMK, Raharinjanahary D, Rajoelison ET, Mononen T, et al. (2024) LIFEPLAN: A worldwide biodiversity sampling design. PLoS ONE 19(12): e0313353. https://doi.org/10.1371/journal.pone.0313353
 
Audio recording protocol is described in detail in: Arielle M Farrell, Gaia Giedre Banelyte, Hanna M.K. Rogers, Petteri Lehikoinen, Deirdre Kerdraon, Bess Hardwick 2024. Lifeplan Audio Recording Protocol. protocols.io https://dx.doi.org/10.17504/protocols.io.kqdg3xbp1g25/v2
 
Camera trapping protocol is described in detail in: 
Hanna M.K. Rogers, Gaia Giedre Banelyte, Arielle M Farrell, Bess Hardwick, Tommi Mononen, Deirdre Kerdraon 2023. Lifeplan Camera Trapping Protocol. protocols.io https://dx.doi.org/10.17504/protocols.io.q26g7pxp1gwz/v3
DOI: 10.15468/dl.5uiuvn
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Benin",
 "Country is Congo, Democratic Republic of the",
 "Country is South Africa"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Rhipicephalus Koch, 1844",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 461 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029790-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9z25hn
title: Occurrence Download

description: A dataset containing 18924 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum carolinense L."
 ]
}

 The dataset includes 18924 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195233-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ebkgn2
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aspalathus lamarckiana R.Dahlgren"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030710-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqkkyc
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthurium tubualaense Croat & O.Ortiz"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145352-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ojjyb
title: Occurrence Download

description: A dataset containing 4293 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Adolphia californica S.Watson",
 "TaxonKey is Adolphia infesta (Kunth) Meisn.",
 "TaxonKey is Adonis annua L."
 ]
 },
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4293 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029790-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cuuzp
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asplenium schultzei Brause"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030733-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vw39j5
title: Occurrence Download

description: A dataset containing 201815 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Smilax L."
 ]
}

 The dataset includes 201815 records from 867 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211419-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ednkpv
title: Occurrence Download

description: A dataset containing 2472 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eidolon helvum (Kerr, 1792)"
 ]
}

 The dataset includes 2472 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029790-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fb88zm
title: Occurrence Download

description: A dataset containing 87 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 Dicrostonyx vinogradovi Ognev, 1948"
 ]
}

 The dataset includes 87 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065614-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfhwnu
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ayenia laevigata Sw."
 ]
}

 The dataset includes 37 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145353-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qd67ry
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((75.90235 48.78369,106.5586 48.78369,106.5586 56.9066,75.90235 56.9066,75.90235 48.78369))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cypripedium calceolus L."
 ]
}

 The dataset includes 419 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255866-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rk9bxv
title: Occurrence Download

description: A dataset containing 1697 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-108.83770 21.89048,-51.15520 21.89048,-51.15520 44.98331,-108.83770 44.98331,-108.83770 21.89048))",
 "HasCoordinate is true",
 "TaxonKey is Malaclemys Gray, 1844",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1697 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029791-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgkupn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus imitans Podlech"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030701-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rz4dcy
title: Occurrence Download

description: A dataset listing the 139793 species recorded in GBIF matching the query:
{
 "Country" : [
 "is Indonesia"
 ]
}

 The dataset's 139793 records were derived from 1553 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153703-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5n4tdr
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Year 1000-2018",
 "TaxonKey is Naja naja (Linnaeus, 1758)"
 ]
}

 The dataset includes 100 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000578-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqdpyw
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rafflesia arnoldi R.Br."
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046218-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tiusxh
title: Occurrence Download

description: A dataset containing 116936 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phrymaceae"
 ]
}

 The dataset includes 116936 records from 644 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028426-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhzk5s
title: Occurrence Download

description: A dataset listing the 66298 species recorded in GBIF matching the query:
{
 "Country" : [
 "is Chinese Taipei"
 ]
}

 The dataset's 66298 records were derived from 1281 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084318-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98kmak
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Vochysia rufa var. brevipetiolata Warm.)"
 ]
}

 The dataset includes 40 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009090-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ru8xw
title: Occurrence Download

description: A dataset containing 4835 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Geometry POLYGON((-55.08041 -26.25614,-48.56357 -26.34761,-46.57394 -23.79548,-46.68851 -23.51343,-53.16428 -20.91452,-55.08041 -26.25614))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Malacostraca"
 ]
}

 The dataset includes 4835 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009089-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8z8pcf
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Vochysia rufa var. rufa)"
 ]
}

 The dataset includes 41 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009091-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvp3u5
title: Occurrence Download

description: A dataset containing 1926 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chiasmia emersaria (Walker, 1861)"
 ]
}

 The dataset includes 1926 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009092-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jxhtz
title: Occurrence Download

description: A dataset containing 680 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ouratea discophora Ducke)"
 ]
}

 The dataset includes 680 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009094-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11169988
title: Switchgrass rhizosphere amplicon sequence dataset
DOI: 10.5281/zenodo.11169989
title: Switchgrass rhizosphere amplicon sequence dataset
DOI: 10.15468/dl.t2e4ky
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Roupala montana Aubl.",
 "Year 2019-2024"
 ]
}

 The dataset includes 216 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009096-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzakvt
title: Occurrence Download

description: A dataset containing 2801 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ouratea castaneifolia (DC.) Engl., Ouratea purdieana Tiegh., Ouratea castaneaefolia (DC.) Engl., Ouratea hilaireana Tiegh.)"
 ]
}

 The dataset includes 2801 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009095-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12628172
title: Metabolomics P. gingivalis
DOI: 10.5281/zenodo.12628170
title: Metabolomics P. gingivalis bEVs
DOI: 10.5281/zenodo.12628246
title: Metabolomics P. gingivalis bEVs
DOI: 10.5281/zenodo.11629427
title: Conf-het Data for "CryoBench: Diverse and challenging datasets for the heterogeneity problem in cryo-EM"

description: Synthetic cryo-EM datasets with simulated conformational heterogeneity and their ground truth atomic models, density maps, poses, labels, mask, and consensus volume:



IgG-1D: 100k particle images (128x128, 6A/pix) of IgG with conformations uniformly sampled from a simple one-dimensional continuous circular motion

IgG-1D-noisier: The IgG-1D dataset with noise increased from SNR 0.01 to 0.005

IgG-1D-noisiest: The IgG-1D dataset with noise increased from SNR 0.01 to 0.001

IgG-RL: 100k particle images (128x128, 6A/pix) of IgG with conformations of its flexible linker generated by sampling backbone dihedral angles according to the Ramachandran distributions of disordered peptides
DOI: 10.5281/zenodo.11629428
title: Conf-het Data for "CryoBench: Diverse and challenging datasets for the heterogeneity problem in cryo-EM"

description: Synthetic cryo-EM datasets with simulated conformational heterogeneity and their ground truth atomic models, density maps, poses, labels, mask, and consensus volume:



IgG-1D: 100k particle images (128x128, 6A/pix) of IgG with conformations uniformly sampled from a simple one-dimensional continuous circular motion

IgG-1D-noisier: The IgG-1D dataset with noise increased from SNR 0.01 to 0.005

IgG-1D-noisiest: The IgG-1D dataset with noise increased from SNR 0.01 to 0.001

IgG-RL: 100k particle images (128x128, 6A/pix) of IgG with conformations of its flexible linker generated by sampling backbone dihedral angles according to the Ramachandran distributions of disordered peptides
DOI: 10.5281/zenodo.12528291
title: Comp-het Data for "CryoBench: Diverse and challenging datasets for the heterogeneity problem in cryo-EM"

description: Synthetic cryo-EM datasets with simulated compositional heterogeneity and their ground truth atomic models, density maps, poses, labels, mask, and consensus volume:



Ribosembly: 335,240 particle images (128x128, 6A/pix) containing 16 bacterial ribosome assembly states from "Cryo-em captures early ribosome assembly in action" from Qin et al. (2023)

Tomotwin-100: 100k particle images (128x128, 9A/pix) containing a mixture of 100 different biomolecular complexes from "Tomotwin: generalized 3d localization of macromolecules in cryo-electron tomograms with structural data mining" from Rice et al. (2023)