cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/qzb-agk-6l7
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r2v-msp-3db
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/598-xz6-xz6
title: Zelkova Spach

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m25-blw-7nn
title: Pterocarya Kunth

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d99-gzv-knq
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vmm-393-l90
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.ghbu9a
title: Occurrence Download

description: A dataset containing 126241 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urtica urens"
 ]
}

 The dataset includes 126241 records from 1072 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038557-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rt9k9s
title: Occurrence Download

description: A dataset containing 411 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cayratia pedata"
 ]
}

 The dataset includes 411 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038657-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqgere
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Georgia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038656-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvz29p
title: Occurrence Download

description: A dataset containing 2610 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celtis tetrandra"
 ]
}

 The dataset includes 2610 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038659-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8hqqe
title: Occurrence Download

description: A dataset containing 13266 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celtis sinensis"
 ]
}

 The dataset includes 13266 records from 270 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038658-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcc86m
title: Occurrence Download

description: A dataset containing 1250 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Picris asplenioides"
 ]
}

 The dataset includes 1250 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038660-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwyawt
title: Occurrence Download

description: A dataset containing 967 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Picris babylonica"
 ]
}

 The dataset includes 967 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038661-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hy64r6
title: Occurrence Download

description: A dataset containing 826 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilea rivularis"
 ]
}

 The dataset includes 826 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038663-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ah424
title: Occurrence Download

description: A dataset containing 3974 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Accipiter trivirgatus"
 ]
}

 The dataset includes 3974 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038662-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5x5y5
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 341 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038664-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64b48d
title: Occurrence Download

description: A dataset containing 1325 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum splendidum"
 ]
}

 The dataset includes 1325 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038666-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twxj26
title: Occurrence Download

description: A dataset containing 739375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "CoordinateUncertaintyInMeters is less than 1000",
 "TaxonKey is one of (Paridae, Phylloscopidae, Sylviidae, Muscicapidae, Regulidae, Certhiidae, Sittidae, Troglodytidae, Picidae)"
 ]
}

 The dataset includes 739375 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012078-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p65xz9
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gaura parviflora"
 ]
}

 The dataset includes 127 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012098-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48436/rms5d-yf550
title: Dataset of micropollutant concentrations and standard water quality parameters in surface waters in Austria

description: Dataset of micropollutant concentrations and standard water quality parameters in surface waters in Austria

ABSTRACT

This dataset includes micropollutant concentrations (up to 450 substances) and standard water quality parameters analysed in samples from two water quality monitoring stations in eastern Austria. Samples were collected eighter as grab samples or as multi-day composite samples from June 2023 to June 2024. 

DESCRIPTION OF THE DATA

This dataset accompanies a publication where details regarding methods can be found.



The following groups of micropollutants were analysed all of the samples:



8 metals total and filtered

4 pharmaceuticals

34 PFAS

404 pesticides



Additionally, electric onductivity, dissolved oxygen, temperature, filterable matter, pH and total hardness are included in some or all of the samples.

The Wulka River is a medium-sized river in eastern Austria and the only significant tributary to Lake Neusiedl.

The analytical thresholds are reported with the data: Level of Detection (LOD) and Level of Quantitation (LOQ).

A description of the information contained in the individual columns is given below. 


CHANGES FROM VERSION 0.9



Error Fixes:



Error 1: Updated the label for the mislabeled dissolved PTE sample "W-13-VC-T" to "W-13-VC-F".

Error 2: Corrected the CAS number for "AMPA" to "1066-51-9" and for "PFPeS" to "2706-91-4".




REFERENCES



The data is stored in comma-delimited csv-files with UTF-8 encoding. 

The point is used as the decimal separator.

Time is given in UTC format (yyyy-mm-dd HH:MM:SS).
description: Struture of the dataset (water_data.csv)



Group: Substance/parameter group

Parameter: Abbreviation of the substance/parameter analysed

Parameter.en: Full name of the substance/parameter analysed

CAS: CAS registry number

Site: Sampling site identifier

Sampling.Start.Time: Start of sampling (yyyy-mm-dd HH:MM:SS)

Sampling.End.Time: End of sampling (yyyy-mm-dd HH:MM:SS)

Value: Measured value (Caution: Values below the limit of quantification (<LOQ) were replaced by LOQ & Values below the limit of detection (<LOD) were replaced by LOD)

Unit: Unit of the measured value and LOQ

belowLOD: Indication if measured value was below LOD (TRUE) or not (FALSE)

LOD: Limit of detection

belowLOQ: Indication if measured value was below LOQ (TRUE) or not (FALSE)

LOQ: Limit of quantification

Sample.Type: Type of sample

Sample.Code: Unique sample identifier (W = Wulka, N = Nodbach, ADD = Triplicates)

Triplet.Sample.Code: sample identifier for the triplet samples for lab uncertainty estimation

Analysis.Matrix: Analysis matrix

Analysis.Method: (Lab) analysis method

Comment

meanQ: Mean discharge during sampling [m³/s]

meanTSS: Mean total suspended solids during sampling [mg/l] (measured by turbidity probe)

meanTSS.fw: Mean flow-weighted total suspended solids during sampling [mg/l] (measured by turbidity probe)
DOI: 10.15468/dl.a4jvbw
title: Occurrence Download

description: A dataset containing 7787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycalopex griseus"
 ]
}

 The dataset includes 7787 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012100-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18258317
title: 13-whispers-beneath-the-ashes-arabic
DOI: 10.5281/zenodo.18258316
title: 13-whispers-beneath-the-ashes-arabic
DOI: 10.15468/dl.2jskm3
title: Occurrence Download

description: A dataset containing 7621 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bryophyte collection of Porto Herbarium (PO)"
 ]
}

 The dataset includes 7621 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012101-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18258320
title: Cristobalia Morillo, S.A.Cáceres & H.A.Keller. 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 16:45
DOI: 10.5281/zenodo.18258321
title: Cristobalia Morillo, S.A.Cáceres & H.A.Keller. 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 16:45
DOI: 10.15468/dl.tykkbm
title: Occurrence Download

description: A dataset containing 2841750 records in GBIF matching the query:
SELECT "year", GBIF_EEARGCode( 1000, decimalLatitude, decimalLongitude, COALESCE(coordinateUncertaintyInMeters, 1000) ) AS eeaCellCode, classKey, class, COUNT(*) AS occurrences, MIN(COALESCE(coordinateUncertaintyInMeters, 1000)) AS minCoordinateUncertaintyInMeters, MIN(GBIF_TemporalUncertainty(eventDate, null)) AS minTemporalUncertainty FROM occurrence WHERE occurrenceStatus = 'PRESENT' AND countrycode = 'BE' AND "year" &gt;= 1900 AND hasCoordinate = TRUE AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID') AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') AND (LOWER(identificationVerificationStatus) NOT IN ( 'unverified', 'unvalidated', 'not validated', 'under validation', 'not able to validate', 'control could not be conclusive due to insufficient knowledge', 'uncertain', 'unconfirmed', 'unconfirmed - not reviewed', 'validation requested' ) OR identificationVerificationStatus IS NULL)AND classKey IN (126, 131, 137, 139, 148, 151, 179, 183, 186, 194, 196, 199, 203, 205, 206, 212, 216, 220, 225, 229, 232, 244, 245, 252, 255, 256, 270, 281, 282, 307, 327, 328, 354, 356, 359, 360, 361, 365, 367, 7073593, 7228684, 7742773, 7774442, 7947184, 8179345, 9273948, 10689325, 11133537, 11418114, 11493978, 11545536, 11592253)AND COALESCE(coordinateUncertaintyInMeters, 1000) &lt;= 10000GROUP BY "year", eeaCellCode, classKey, class ORDER BY "year" DESC, eeaCellCode ASC, classKey ASC;

 The dataset's 2841750 records were derived from 767 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012076-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18257194
title: Datasets associated with "Infanticide in a colonial cooperative bird is not associated with direct reproductive benefits"

description: This Zenodo record contains two datasets used in the study “Infanticide in a colonial cooperative bird is not associated with direct reproductive benefits", found here https://www.biorxiv.org/content/10.1101/2025.05.27.656097v5.article-info

The datasets describe, for a population of sociable weavers, i) observations of ejection attempts (and infanticide events) and ii) description of video recording effort per nestling age day. One dataset is structured with one row per attacker, and the second with one row per nestling age, respectively. A README file provides detailed descriptions of all variables, data structure, and special cases.

Keywords: infanticide, behavioural ecology, cooperatively breeding, sociable weaver, bird, long-term project, dataset
DOI: 10.15468/dl.jrddhu
title: Occurrence Download

description: A dataset containing 1552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Tapirus terrestris",
 "Year 1994-2026"
 ]
}

 The dataset includes 1552 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012103-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p63q2m
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eurya obliquifolia"
 ]
}

 The dataset includes 92 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012102-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18258326
title: Crocosmia Planch. 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 16:45
DOI: 10.5281/zenodo.18258327
title: Crocosmia Planch. 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 16:45
DOI: 10.5281/zenodo.18190030
title: WhatsApp Vaccine Discourse (WhaVax): An Expert-Annotated Dataset and Benchmark for Health Misinformation Detection

description: A new expert-annotated dataset of vaccine-related WhatsApp messages collected from large Brazilian public groups across multiple pandemic years. The dataset is built through careful keyword filtering, semantic deduplication, and a multi-stage annotation protocol with medical specialists, resulting in a reliable gold-standard corpus with substantial agreement.

Files:

WhaVax_dataset.csv: Annotated WhatsApp vaccine misinformation dataset in csv context_llm_training.py: Evaluation of large language models via In-Context Learningslm_models_training.py: Training and evaluation of small language modelsclassic_models_training.py: Training of classical machine learning classifiersgeneral_analysis.ipynb: Exploratory data analysis and annotation statisticsgeneral_plots.ipynb: Visualization of dataset characteristics and results

WhaVax_dataset.csv columns:

Message: Message textgroup: Data related to the group in which the message was sentsender: ID of the person who sent the messageav1_desinfo, av2_desinfo, av3_desinfo, av4_desinfo: Labeling of each of the annotatorsis_quote: Whether this message is a reply to another messageddd_code: Area code of the person who sent the messagecountry_code: Country code of the person who sent the messagedate: Date and time the message was sentmessage_id: Message IDforwarded: Message forwarding level
DOI: 10.15468/dl.5vc76g
title: Occurrence Download

description: A dataset containing 348002 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine hirsuta"
 ]
}

 The dataset includes 348002 records from 2111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012013-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e227678
title: VA State Summaries New York

description: National Center for Veterans Analysis and Statistics, Contact: www.va.gov/vetdata<br>Sources: VA Veteran Population Projection Model, VA Geographic Distribution of Expenditures, VA Annual Benefits Report, U.S. Census Bureau, American Community Survey
DOI: 10.3886/e227678v1
title: VA State Summaries New York

description: National Center for Veterans Analysis and Statistics, Contact: www.va.gov/vetdata<br>Sources: VA Veteran Population Projection Model, VA Geographic Distribution of Expenditures, VA Annual Benefits Report, U.S. Census Bureau, American Community Survey
DOI: 10.15468/dl.mhgw6w
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrolirion boliviense (Baker) Sealy"
 ]
}

 The dataset includes 108 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000585-250424135625364/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.29176991
title: Additional file 4 of Toll-like receptor 9 (TLR9) expression correlates with cell of origin and predicts clinical outcome in diffuse large B-cell lymphoma

description: Supplementary Material 4.
DOI: 10.6084/m9.figshare.29176991.v1
title: Additional file 4 of Toll-like receptor 9 (TLR9) expression correlates with cell of origin and predicts clinical outcome in diffuse large B-cell lymphoma

description: Supplementary Material 4.
DOI: 10.5281/zenodo.15541418
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250529d Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250529d Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15541419
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250529d Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250529d Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.wx9c96
title: Occurrence Download

description: A dataset containing 545 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.30_1",
 "TaxonKey is Polyplectron bicalcaratum (Linnaeus, 1758)"
 ]
}

 The dataset includes 545 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006263-250525065834625/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.27011995
title: Supplementary material - raw data

description: Objective: This study assessed the effectiveness, safety and treatment adherence of neurofeedback combined with trauma counselling (NFT) in a cohort of adult refugees with treatment-resistant PTSD (TR-PTSD). Methods: A retrospective file audit was conducted for 71 clients seen at a specialized trauma rehabilitation centre for refugees between 2017-2022. Clients met DSM-5 criteria for PTSD and had not responded to combined psychological and pharmacological interventions. Clinical outcomes were measured using the Clinical Global Impression scale (CGI) and the Harvard Trauma Questionnaire (HTQ) before and after NFT.
DOI: 10.6084/m9.figshare.29176998
title: Additional file 2 of Impaired membrane lipids in ischemic stroke: a key player in inflammation and thrombosis

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.29176998.v1
title: Additional file 2 of Impaired membrane lipids in ischemic stroke: a key player in inflammation and thrombosis

description: Supplementary Material 2
DOI: 10.15468/dl.pgajzb
title: Occurrence Download

description: A dataset listing the 74 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "StateProvince is one of (cesar)",
 "Locality is one of (becerril., becerril, 60 km n. e. of chiriguaná., becerril, mina calenturitas, becerril, becerril - dios verá)"
 ]
 }
 ]
}

 The dataset's 74 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006274-250525065834625/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.29176997
title: Additional file 2 of Genomic characteristics and epidemic trends of NADC30-like PRRSV in China

description: Supplementary Material 2: Table S1. Information of NADC30-like PRRSV sequences detected by this study
DOI: 10.6084/m9.figshare.29176997.v1
title: Additional file 2 of Genomic characteristics and epidemic trends of NADC30-like PRRSV in China

description: Supplementary Material 2: Table S1. Information of NADC30-like PRRSV sequences detected by this study