cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.gqa5vp
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Vultur gryphus Linnaeus, 1758"
 ]
}

 The dataset's 1 records were derived from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027078-250426092105405/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.29037743
title: Optimising the mirror illusion during mirror therapy: Evidence from unimpaired individuals

description: Dataset for 'Optimising the mirror illusion during mirror therapy: Evidence from unimpaired individuals'
DOI: 10.6084/m9.figshare.29037743.v1
title: Optimising the mirror illusion during mirror therapy: Evidence from unimpaired individuals

description: Dataset for 'Optimising the mirror illusion during mirror therapy: Evidence from unimpaired individuals'
DOI: 10.15468/dl.9mmttm
title: Occurrence Download

description: A dataset containing 697 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cantua buxifolia Juss. ex Lam."
 ]
}

 The dataset includes 697 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027086-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dq6cvz
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Egypt",
 "OccurrenceStatus is Present",
 "TaxonKey is Allactaga tetradactyla (Lichtenstein, 1823)"
 ]
}

 The dataset includes 82 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027087-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kfuba
title: Occurrence Download

description: A dataset containing 453732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Mexico)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Larrea tridentata (DC.) Coult., Lantana montevidensis (Spreng.) Briq., Salix lasiolepis Benth., Eriogonum umbellatum Torr., Eriogonum fasciculatum Benth., Keckiella rothrockii (A.Gray) Straw, Keckiella antirrhinoides (Benth.) Straw, Eschscholzia californica Cham., Trichostema lanceolatum Benth., Salvia polystachya Ortega, 1798, Salvia mellifera Greene, Salvia columbariae Benth., Salvia carduacea Benth., Salvia apiana Jeps., Hypericum perforatum L., Medicago sativa L., Lupinus succulentus Douglas ex K.Koch, Lupinus formosus Greene, Lupinus excubitus M.E.Jones, Astragalus pomonensis M.E.Jones, Astragalus douglasii (Torr. & A.Gray) A.Gray, Acmispon glaber (Vogel) Brouillet, Acmispon americanus (Nutt.) Rydb., Peritoma arborea (Nutt. ex Torr. & A.Gray) Iltis, Wislizenia refracta Engelm., Brassica rapa L., Phacelia tanacetifolia Benth., Phacelia ramosissima Douglas ex Lehm., Heliotropium curassavicum L., Eriodictyon crassifolium Benth., Amsinckia douglasiana A.DC., Chilopsis linearis (Cav.) Sweet, Lepidospartum squamatum (A.Gray) A.Gray, Helianthus annuus L., Gutierrezia sarothrae (Pursh) Britton & Rusby, Encelia farinosa A.Gray ex Torr., Chaenactis fremontii A.Gray, Centromadia pungens (Hook. & Arn.) Greene, Asclepias speciosa Torr., Asclepias fascicularis Decne., Asclepias eriocarpa Benth.)"
 ]
}

 The dataset includes 453732 records from 427 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027077-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tknbsv
title: Occurrence Download

description: A dataset containing 709 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macrothele calpeiana (Walckenaer, 1805)"
 ]
}

 The dataset includes 709 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027088-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cswa7q
title: Occurrence Download

description: A dataset containing 541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cavia porcellus (Linnaeus, 1758)"
 ]
}

 The dataset includes 541 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027089-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjj6nj
title: Occurrence Download

description: A dataset containing 1135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Israel",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Jaculus jaculus (Linnaeus, 1758)"
 ]
}

 The dataset includes 1135 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027090-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9q6dn
title: Occurrence Download

description: A dataset containing 2751 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant Resources Center"
 ]
}

 The dataset includes 2751 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027091-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hehdh
title: Occurrence Download

description: A dataset containing 9874 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tremarctos ornatus (F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 9874 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027092-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9qvhh
title: Occurrence Download

description: A dataset containing 369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Puya harmsii (A.Cast.) A.Cast., Puya raimondii Harms)"
 ]
}

 The dataset includes 369 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027093-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3wcq6
title: Occurrence Download

description: A dataset containing 3691 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inia geoffrensis (Blainville, 1817)"
 ]
}

 The dataset includes 3691 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027094-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qqjcu
title: Occurrence Download

description: A dataset containing 2034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Basella alba L.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 2034 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027096-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bv8zu6
title: Occurrence Download

description: A dataset containing 1140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pachydiscus Zittel, 1884"
 ]
}

 The dataset includes 1140 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027098-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15391923
title: UaVirBASE: A Public-Access Unmanned Aerial Vehicle Sound Source Localization Dataset

description: UaVirBASE is a publicly available dataset designed for the sound source localization (SSL) of unmanned aerial vehicles (UAVs) using acoustic signals. It contains synchronized multi-microphone audio recordings collected under controlled experimental conditions, featuring a wide range of UAV positions and orientations with respect to a fixed microphone array.

The dataset includes variations in:





Distance and altitude from the array




Azimuth angles




UAV orientations (front, back, left, right)



These variations are critical for training robust machine learning and deep learning models for SSL in real-world UAV scenarios.

Additionally, this dataset is accompanied by detailed metadata and annotation files, as well as documentation outlining the recording setup, hardware specifications, and data acquisition pipeline. We provide a baseline deep neural network (DNN) model trained on UaVirBASE with performance metrics including:





Mean Absolute Error (MAE) of 0.5 meters for distance/height




~1 degree azimuth error




<10 degrees for side (orientation) error



UaVirBASE is intended to support reproducible research and development in acoustic-based SSL, UAV surveillance, and intelligent sensing systems. This dataset fills a gap in the literature by offering a standardized benchmark specifically tailored to UAV audio-based localization tasks.Jekateryńczuk, G.; Szadkowski, R.; Piotrowski, Z. UaVirBASE: A Public-Access Unmanned Aerial Vehicle Sound Source Localization Dataset. Appl. Sci. 2025, 15, 5378. https://doi.org/10.3390/app15105378
DOI: 10.5281/zenodo.15391924
title: UaVirBASE: A Public-Access Unmanned Aerial Vehicle Sound Source Localization Dataset

description: UaVirBASE is a publicly available dataset designed for the sound source localization (SSL) of unmanned aerial vehicles (UAVs) using acoustic signals. It contains synchronized multi-microphone audio recordings collected under controlled experimental conditions, featuring a wide range of UAV positions and orientations with respect to a fixed microphone array.

The dataset includes variations in:





Distance and altitude from the array




Azimuth angles




UAV orientations (front, back, left, right)



These variations are critical for training robust machine learning and deep learning models for SSL in real-world UAV scenarios.

Additionally, this dataset is accompanied by detailed metadata and annotation files, as well as documentation outlining the recording setup, hardware specifications, and data acquisition pipeline. We provide a baseline deep neural network (DNN) model trained on UaVirBASE with performance metrics including:





Mean Absolute Error (MAE) of 0.5 meters for distance/height




~1 degree azimuth error




<10 degrees for side (orientation) error



UaVirBASE is intended to support reproducible research and development in acoustic-based SSL, UAV surveillance, and intelligent sensing systems. This dataset fills a gap in the literature by offering a standardized benchmark specifically tailored to UAV audio-based localization tasks.Jekateryńczuk, G.; Szadkowski, R.; Piotrowski, Z. UaVirBASE: A Public-Access Unmanned Aerial Vehicle Sound Source Localization Dataset. Appl. Sci. 2025, 15, 5378. https://doi.org/10.3390/app15105378
DOI: 10.15468/dl.5pnrew
title: Occurrence Download

description: A dataset containing 9701152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 9701152 records from 2332 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027081-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fc3qzw
title: Occurrence Download

description: A dataset containing 4926 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.5.33_1","matchCase":false},{"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 4926 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007482-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crfvpk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ClassKey is Reptilia",
 "Country is Costa Rica"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010756-250515123054153/datasets/export for details.
DOI: 10.15468/dl.ytxmqs
title: Occurrence Download

description: A dataset containing 1221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Carcharhinus perezii (Poey, 1876)"
 ]
}

 The dataset includes 1221 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000121-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21410/7e4/qpecff/vmy3il
title: domains_positions.tab

description: :unav
DOI: 10.15468/dl.tgja5c
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea bulbifera",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027508-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21410/7e4/qpecff/4yt1vc
title: followers_llm_annotations.tab

description: :unav
DOI: 10.21410/7e4/qpecff/64dsrr
title: followers_positions.tab

description: :unav
DOI: 10.21410/7e4/qpecff/acpme5
title: mps_positions.tab

description: :unav
DOI: 10.21410/7e4/qpecff/z02jmd
title: followers_human_annotations.tab

description: :unav
DOI: 10.21410/7e4/qpecff/uxz9sf
title: mps_positions.tab

description: :unav
DOI: 10.21410/7e4/qpecff/rqf3oq
title: followers_activity.tab

description: :unav
DOI: 10.15468/dl.cmek6k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea bulbifera",
 "Country is Maldives",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027509-250811113504898/datasets/export for details.
DOI: 10.21410/7e4/qpecff
title: Population of X/Twitter users and web domains embedded in a multidimensional political opinion space

description: The undertaking of several studies of political phenomena in social media mandates the operationalization of the notion of political stance of users and contents involved. Relevant examples include the study of segregation and polarization online, the study of political diversity in content diets in social media, or AI explainability. While many research designs rely on operationalizations best suited for the US setting, few allow addressing more general design, in which users and content might take stances on multiple ideology and issue dimensions, going beyond traditional Liberal-Conservative or Left-Right scales. To advance the study of more general online ecosystems, we present a dataset of X/Twitter population of users in the French political Twittersphere and web domains embedded in a political space spanned by dimensions measuring attitudes towards immigration, the EU, liberal values, elites and institutions, nationalism and the environment. We provide several benchmarks validating the positions of these entities (based on both, LLM and human annotations), and discuss several applications for this dataset.
DOI: 10.21410/7e4/qpecff/bcbijd
title: mps_activity.tab

description: :unav
DOI: 10.5281/zenodo.15365593
title: MOSAIK
DOI: 10.5281/zenodo.17200353
title: Intrauterine Autologous PBMC Therapy: Effects on Endome-trial Immunity and IVF Success in Repeated Implantation Failure

description: The uploaded dataset contains quantitative measurements of endometrial stromal immune cell populations before and after intrauterine administration of peripheral blood mononuclear cells (PBMCs). The data include absolute counts and relative ratios of immune cell subsets, enabling assessment of changes in endometrial immune composition following PBMC treatment.
DOI: 10.5281/zenodo.17200352
title: Intrauterine Autologous PBMC Therapy: Effects on Endome-trial Immunity and IVF Success in Repeated Implantation Failure

description: The uploaded dataset contains quantitative measurements of endometrial stromal immune cell populations before and after intrauterine administration of peripheral blood mononuclear cells (PBMCs). The data include absolute counts and relative ratios of immune cell subsets, enabling assessment of changes in endometrial immune composition following PBMC treatment.
DOI: 10.15468/dl.mfnvt5
title: Occurrence Download

description: A dataset listing the 165 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((43.43201 -22.98548,43.51029 -22.98548,43.51029 -22.92737,43.43201 -22.92737,43.43201 -22.98548))"
 ]
}

 The dataset's 165 records were derived from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028718-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.th5tn8
title: Occurrence Download

description: A dataset containing 277536988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 277536988 records from 5972 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178808-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/j3e-yns-j8h
title: Charpentieria stenzii westerlundi H. Nordsieck, 1993

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j91-cxl-ebk
title: Albinaria teres nordsiecki Zilch, 1977

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cr1-sbd-trz
title: Arion hortensis A. Férussac, 1819

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wle-62x-psc
title: Archegocoptis eximia (L. Pfeiffer, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5rc-g5r-4hr
title: Punctum pygmaeum (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ak1-bwt-84d
title: Cochlodina bidens (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x8x-2vv-j6x
title: Vallonia costata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7g2-g3b-n2q
title: Delima binotata gastrolepta (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hes-1de-4nb
title: Macrogastra ventricosa (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t5z-a9c-2sy
title: Talochlamys pusio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eam-gbn-vrb
title: Chondrina farinesii (Des Moulins, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pef-sv4-vh0
title: Gulella mariae (Melvill & Ponsonby, 1892)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h1e-x7w-fx9
title: Chondrula bergeri (J. R. Roth, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5yh-rsr-8k2
title: Auris melastoma (Swainson, 1820)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f2z-jaj-kte
title: Cochlodina fimbriata (Rossmässler, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vm0-rm9-alc
title: Cochlodina laminata laminata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y60-rsn-x71
title: Gonyodiscus rotundatus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m8l-y1p-xec
title: Subulina octona (Bruguière, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z5k-n1x-7nk
title: Trachycystis rivularis (Krauss, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r9d-np8-29r
title: Chondrina multidentata schista (Westerlund, 1887)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ab-ycq-23q
title: Vallonia costata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ht0-8rf-h6h
title: Ancotrema sportella (A. Gould, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fdf-7ff-w9m
title: Alinda biplicata biplicata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sq2-78s-y6w
title: Vallonia pulchella (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h3q-rl5-7zx
title: Macrogastra plicatula (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/td6-c0f-gxe
title: Arion subfuscus (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/emq-gc6-4yn
title: Talochlamys pusio (Linnaeus, 1758)

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