cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4hhxwg
title: Occurrence Download

description: A dataset containing 1374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((151.182915 -31.364843, 151.144074 -31.325995, 151.094311 -31.325995, 151.133140 -31.364843, 151.182915 -31.364843))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1374 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049620-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30870836
title: Association between Bullying and Suicidal Ideation among Adolescents Attending Secondary Schools in Moshi Urban, Kilimanjaro Region, Tanzania dataset

description: Bullying among adolescents is a critical public health concern with potential links to adverse mental health outcomes, including suicidal ideation. There is existing data showing bullying in Tanzanian schools; however, a limited body of research shows the association between bullying and suicidal ideations in Sub-Saharan Africa, which was the aim of this study.
DOI: 10.6084/m9.figshare.30870773
title: Dataset for NSCLC paper

description: This dataset contains finding, calculations of parameters used in this research paper.
DOI: 10.6084/m9.figshare.30870836.v1
title: Association between Bullying and Suicidal Ideation among Adolescents Attending Secondary Schools in Moshi Urban, Kilimanjaro Region, Tanzania dataset

description: Bullying among adolescents is a critical public health concern with potential links to adverse mental health outcomes, including suicidal ideation. There is existing data showing bullying in Tanzanian schools; however, a limited body of research shows the association between bullying and suicidal ideations in Sub-Saharan Africa, which was the aim of this study.
DOI: 10.6084/m9.figshare.30870773.v1
title: Dataset for NSCLC paper

description: This dataset contains finding, calculations of parameters used in this research paper.
DOI: 10.5281/zenodo.17913951
title: Road Monitoring Route #21

description: Road monitoring data from Camber project - Route #21
Uploaded: 2025-12-12 15:54:12 UTC
DOI: 10.5281/zenodo.17913950
title: Road Monitoring Route #21

description: Road monitoring data from Camber project - Route #21
Uploaded: 2025-12-12 15:54:12 UTC
DOI: 10.15468/dl.4jr4xv
title: Occurrence Download

description: A dataset listing the 2409 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Uruguay",
 "Geometry POLYGON((-58.43954 -34.87928,-53.03528 -35.14,-53.07178 -30.12848,-54.84364 -30.03949,-58.01832 -29.87984,-58.79578 -33.4861,-58.43954 -34.87928))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 2015-2025"
 ]
}

 The dataset's 2409 records were derived from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049609-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17913955
title: Road Monitoring Route #22

description: Road monitoring data from Camber project - Route #22
Uploaded: 2025-12-12 15:54:31 UTC
DOI: 10.5281/zenodo.17913954
title: Road Monitoring Route #22

description: Road monitoring data from Camber project - Route #22
Uploaded: 2025-12-12 15:54:31 UTC
DOI: 10.17026/ar/pjed8w
title: PAN-00033818 - Roman finger ring with sloping shoulders and flat decorative surface

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00033818&lt;/p&gt;
description: Modified: 2025-07-25T14:01:19+02:00
DOI: 10.15468/dl.adgj9a
title: Occurrence Download

description: A dataset containing 3162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((150.691122 -31.424960, 150.653328 -31.387127, 150.604858 -31.387127, 150.642640 -31.424960, 150.691122 -31.424960))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3162 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049623-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2sjv2
title: Occurrence Download

description: A dataset containing 25445 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Berylmys bowersi, Berylmys mackenziei, Berylmys manipulus, Biswamoyopterus biswasi, Biswamoyopterus laoensis, Blarinella griselda, Blarinella quadraticauda, Blarinella wardi, Bos gaurus, Bos javanicus, Bos sauveli, Boselaphus tragocamelus, Budorcas taxicolor, Callosciurus caniceps, Callosciurus erythraeus, Callosciurus finlaysonii, Callosciurus inornatus, Callosciurus nigrovittatus, Callosciurus notatus, Callosciurus phayrei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 25445 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049622-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/e6tixu
title: Replication Data for: Aqueous-phase Direct Photolysis of Phenolic Compounds - the Formation of Dimers and Their Contributions to Atmospheric Brown Carbon

description: This dataset contains the experimental, analytical, and visualization-ready data associated with the study “Aqueous-phase Direct Photolysis of Phenolic Compounds - the Formation of Dimers and Their Contributions to Atmospheric Brown Carbon”. The dataset includes the complete numerical data used to generate all figures in both the main manuscript and the Supplementary Information.

Methods Overview:
Photolysis experiments were conducted in aqueous solution under controlled UVA/UVB irradiation. Mass spectrometric analyses were performed using Thermo Orbitrap and Waters QTOF instruments, and LC–MS data were processed using Thermo FreeStyle. UV–Vis absorption measurements were obtained using a diode-array spectrophotometer. Full experimental and analytical details are provided in the associated manuscript.

Purpose:
This dataset is provided to support transparency, reproducibility, and reuse of the results presented in the manuscript. The files enable independent regeneration of all figures, quantitative analyses, and data visualizations associated with the study.
DOI: 10.15468/dl.qjjjvp
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uruguay",
 "OccurrenceStatus is Present",
 "TaxonKey is Eragrostis plana"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049625-251120083545085/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/14129555
title: Mahanagar Yatayat Transport Dataset
DOI: 10.15468/dl.8newtf
title: Occurrence Download

description: A dataset containing 15420 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is 13fe7a88-3d16-451f-9ee8-66c6275a5e23"
 ]
}

 The dataset includes 15420 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049624-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/nupp3j
title: PAN-00159759 - buckle with flat integral buckle plate (early medieval)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00159759&lt;/p&gt;
description: Modified: 2025-08-05T14:14:15+02:00
DOI: 10.15468/dl.v2fd8y
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "OccurrenceStatus is Present",
 "TaxonKey is Eubranchipus oregonus"
 ]
}

 The dataset includes 98 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049626-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zejc4m
title: Occurrence Download

description: A dataset containing 666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((152.460259 -31.460421, 152.424677 -31.425268, 152.379635 -31.425268, 152.415207 -31.460421, 152.460259 -31.460421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 666 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049627-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17913985
title: Road Monitoring Route #23

description: Road monitoring data from Camber project - Route #23
Uploaded: 2025-12-12 15:57:28 UTC
DOI: 10.5281/zenodo.17913986
title: Road Monitoring Route #23

description: Road monitoring data from Camber project - Route #23
Uploaded: 2025-12-12 15:57:28 UTC
DOI: 10.23695/4a7m-mk50
title: Ordklasstaggningsmodell: Flair
title: POS-tagging model: Flair

description: Models
Flair is a powerful NLP library. We provide two Flair models for Swedish part-of-speech tagging.
flair_eval is trained on SUC3 with Talbanken_SBX_dev as dev set. The advantage of this model is that it can be evaluated, using Talbanken_SBX_test or SIC2. The evaluation results are reported in the table below.

Test set
Exact match
POS
MSD

Talbanken_SBX_test
0.978
0.987
0.990

SIC2
0.926
0.940
0.964

 Read more about the evaluation here.
flair_full is trained on SUC3 + Talbanken_SBX_test + SIC2 with Talbanken_SBX_dev as dev set. We cannot evaluate the performance of this model, but we expect it to perform better than flair_eval, or at least not worse.
Using the models on your own
Download the model and follow the instructions from Flair. By default, Flair's own embeddings will be used (our experiments show that they provide the best results), but you may use other embeddings instead (or combine them). GPU is strongly recommended.
description: Models
Flair is a powerful NLP library. We provide two Flair models for Swedish part-of-speech tagging.
flair_eval is trained on SUC3 with Talbanken_SBX_dev as dev set. The advantage of this model is that it can be evaluated, using Talbanken_SBX_test or SIC2. The evaluation results are reported in the table below.

Test set
Exact match
POS
MSD

Talbanken_SBX_test
0.978
0.987
0.990

SIC2
0.926
0.940
0.964

 Read more about the evaluation here.
flair_full is trained on SUC3 + Talbanken_SBX_test + SIC2 with Talbanken_SBX_dev as dev set. We cannot evaluate the performance of this model, but we expect it to perform better than flair_eval, or at least not worse.
Using the models on your own
Download the model and follow the instructions from Flair. By default, Flair's own embeddings will be used (our experiments show that they provide the best results), but you may use other embeddings instead (or combine them). GPU is strongly recommended.
DOI: 10.23695/0nmd-rj22
title: Svenska historiska inbäddningar (word embeddings)
title: Swedish Diachronic Word Embeddings

description: See See https://zenodo.org/record/4301658
description: See See https://zenodo.org/record/4301658
DOI: 10.23695/681b-be74
title: Lemmatiseringsmodell: Stanza
title: Lemmatization model: Stanza

description: Models
We provide a model that enables lemmatization of Swedish text following the SUC3 standard. Note that SUC3 lemmatization does not exactly match the SALDO standard that is used in our Korp resources.
SUC3 was randomly split into training, validation and test sets (80:10:10). The model was trained for 30 epochs using the default Stanza settings. The accuracy on the test set is 99.18.
description: Models
We provide a model that enables lemmatization of Swedish text following the SUC3 standard. Note that SUC3 lemmatization does not exactly match the SALDO standard that is used in our Korp resources.
SUC3 was randomly split into training, validation and test sets (80:10:10). The model was trained for 30 epochs using the default Stanza settings. The accuracy on the test set is 99.18.
DOI: 10.23695/ygw3-gf17
title: Ordklasstaggningsmodell: Stanza
title: POS-tagging model: Stanza

description: Models
Stanza is currently the default annotation tool used by Sparv. We provide two Stanza POS-tagging models.
stanza_eval is trained on SUC3 with Talbanken_SBX_dev as dev set. The advantage of this model is that it can be evaluated, using Talbanken_SBX_test or SIC2. The evaluation results are reported in the table below.

Test set
Exact match
POS
MSD

Talbanken_SBX_test
0.973
0.983
0.988

SIC2
0.918
0.932
0.957

 Read more about the evaluation here.
stanza_full is trained on SUC3 + Talbanken_SBX_test + SIC2 with Talbanken_SBX_dev as dev set. We cannot evaluate the performance of this model, but we expect it to perform better than stanza_eval, or at least not worse. This is the model used by Sparv.
 We updated the "pretrain" file in spring 2025. This was a minor format change.
Using the models on your own
Unzip the model you want to use and the "pretrain" file (which contains word2vec embeddings encoded in a format required by Stanza). Follow the instructions provided by Stanza
description: Models
Stanza is currently the default annotation tool used by Sparv. We provide two Stanza POS-tagging models.
stanza_eval is trained on SUC3 with Talbanken_SBX_dev as dev set. The advantage of this model is that it can be evaluated, using Talbanken_SBX_test or SIC2. The evaluation results are reported in the table below.

Test set
Exact match
POS
MSD

Talbanken_SBX_test
0.973
0.983
0.988

SIC2
0.918
0.932
0.957

 Read more about the evaluation here.
stanza_full is trained on SUC3 + Talbanken_SBX_test + SIC2 with Talbanken_SBX_dev as dev set. We cannot evaluate the performance of this model, but we expect it to perform better than stanza_eval, or at least not worse. This is the model used by Sparv.
 We updated the "pretrain" file in spring 2025. This was a minor format change.
Using the models on your own
Unzip the model you want to use and the "pretrain" file (which contains word2vec embeddings encoded in a format required by Stanza). Follow the instructions provided by Stanza
DOI: 10.23695/z9cm-xc45
title: Engelska inbäddningar (word embeddings)
title: Word Embeddings trained on English Wikipedia

description: See See https://zenodo.org/record/6542975
description: See See https://zenodo.org/record/6542975
DOI: 10.6084/m9.figshare.30854225
title: Cerebrospinal fluid cellular dynamics following modified interval dosing natalizumab therapy in multiple sclerosis

description: Single-cell RNA-seq data of cerebrospinal fluid obtained from patients with multiple sclerosis. Patients received natalizumab under either standard-interval dosing (SID; every 4 weeks) or extended-interval dosing (EID; ≥6 weeks). Count matrix were generated by CellRanger v3.1.0. For further details, please refer to our manuscript.
DOI: 10.6084/m9.figshare.30854225.v1
title: Cerebrospinal fluid cellular dynamics following modified interval dosing natalizumab therapy in multiple sclerosis

description: Single-cell RNA-seq data of cerebrospinal fluid obtained from patients with multiple sclerosis. Patients received natalizumab under either standard-interval dosing (SID; every 4 weeks) or extended-interval dosing (EID; ≥6 weeks). Count matrix were generated by CellRanger v3.1.0. For further details, please refer to our manuscript.
DOI: 10.17026/ar/4xex6g
title: PAN-00105097 - coin/coin-related, Constantinus I en zonen (306-361), naar, nummus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00105097&lt;/p&gt;
description: Modified: 2025-05-12T12:23:11+02:00
DOI: 10.5281/zenodo.17910322
title: 2024 Central Ionian Islands earthquake dataset

description: Earthquake catalog of 8525 earthquakes for the period 01-01-2024 to 31-12-2024 and for the Central Ionian Islands area. Phase arrival data taken from the bulletins of the Geophysics Department of Aristotle University of Thessaloniki (doi:10.7914/SN/HT) and are provided in HYPO71 format (phases_hypo71.txt). Catalog was compiled using the HYPOINVERSE software (Klein, 2002) and the velocity model from Haslinger et al. (1999). The catalog (ionio24_catalog_located.csv) contains the following fields:

·       event_id: Sequential event ID number

·       Temporal origin parameters (Date, Time)

·       latitude: Latitude of located epicenter

·       longitude: Longitude of located epicenter

·       depth: Depth of located earthquake

·       Nphases: Number of defining phases, i.e., phase observations that were actually used for computing the origin

·       AzGap: Azimuthal Gap

·       dist_sta: Epicentral distance of station closest to the epicenter

·       RMS: RMS of the travel time residuals of the arrivals used for the origin computation.

·       ErrH: Horizontal error

·       ErrZ: Depth error

·       magnitude: Earthquake magnitude

·       magnitude_type: Earthquake magnitude type
DOI: 10.5281/zenodo.17910323
title: 2024 Central Ionian Islands earthquake dataset

description: Earthquake catalog of 8525 earthquakes for the period 01-01-2024 to 31-12-2024 and for the Central Ionian Islands area. Phase arrival data taken from the bulletins of the Geophysics Department of Aristotle University of Thessaloniki (doi:10.7914/SN/HT) and are provided in HYPO71 format (phases_hypo71.txt). Catalog was compiled using the HYPOINVERSE software (Klein, 2002) and the velocity model from Haslinger et al. (1999). The catalog (ionio24_catalog_located.csv) contains the following fields:

·       event_id: Sequential event ID number

·       Temporal origin parameters (Date, Time)

·       latitude: Latitude of located epicenter

·       longitude: Longitude of located epicenter

·       depth: Depth of located earthquake

·       Nphases: Number of defining phases, i.e., phase observations that were actually used for computing the origin

·       AzGap: Azimuthal Gap

·       dist_sta: Epicentral distance of station closest to the epicenter

·       RMS: RMS of the travel time residuals of the arrivals used for the origin computation.

·       ErrH: Horizontal error

·       ErrZ: Depth error

·       magnitude: Earthquake magnitude

·       magnitude_type: Earthquake magnitude type
DOI: 10.48597/ky8w-grg8
title: Nitrogen oxides at Anmyeon-do

description: Measurement of Nitrogen oxides at Anmyeon-do
DOI: 10.48597/4pda-evyz
title: Measurement of Nitrogen oxides at Gosan

description: Measurement of Nitrogen oxides at Gosan
DOI: 10.48597/anxb-adrx
title: Nitrogen oxides at Gosan

description: Measurement of Nitrogen oxides at Gosan
DOI: 10.48597/fjsy-53g7
title: Measurement of Nitrogen oxides at Anmyeon-do

description: Measurement of Nitrogen oxides at Anmyeon-do
DOI: 10.48597/xfkp-yy3f
title: Measurement of Inorganics in air and particle phase at Beograd Ada Marina

description: Measurement of Inorganics in air and particle phase at Beograd Ada Marina
DOI: 10.48597/6pfk-c2wc
title: Measurement of Inorganics in air and particle phase at Bor Gradski park

description: Measurement of Inorganics in air and particle phase at Bor Gradski park
DOI: 10.48597/gqw2-pukz
title: Measurement of Mercury at Westerland

description: Measurement of Mercury at Westerland
DOI: 10.15468/dl.pmhykm
title: Occurrence Download

description: A dataset containing 713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Randia thurberi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 713 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055025-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.29u6xj
title: Occurrences shown on maps produced as described in Huang RM, Medina W, Brooks TM, Butchart SHM, Fitzpatrick JW, Hermes C, Jenkins CN, Johnston A, Lebbin DJ, Li BV, Ocampo-Peñuela N, Parr M, Wheatley H, Wiedenfeld DA, Wood C and Pimm SL (2021) Batch-produced, GIS-informed range maps for birds based on provenanced, crowd-sourced data inform conservation assessments. PLOS ONE. Public Library of Science (PLoS) 16(11): e0259299. Available at: https://doi.org/10.1371/journal.pone.0259299
DOI: 10.15468/dd.6e9gs3
title: Data used in Schweiger AH, Ullmann GM, Nürk NM, Triebel D, Schobert R and Rambold G (2021) Chemical properties of key metabolites determine the global distribution of lichens. Ecology Letters. Wiley. Available at: https://doi.org/10.1111/ele.13930

description: Summary of datasets used in study
DOI: 10.15468/dd.h4pene
title: Data used in Schweiger AH, Ullmann GM, Nürk NM, Triebel D, Schobert R and Rambold G (2021) Chemical properties of key metabolites determine the global distribution of lichens. Ecology Letters. Wiley. Available at: https://doi.org/10.1111/ele.13930

description: Summary of datasets used in study
DOI: 10.15468/dd.4rxy36
title: Data used in Schweiger AH, Ullmann GM, Nürk NM, Triebel D, Schobert R and Rambold G (2021) Chemical properties of key metabolites determine the global distribution of lichens. Ecology Letters. Wiley. Available at: https://doi.org/10.1111/ele.13930

description: Summary of datasets used in study
DOI: 10.25549/pcra-c14-21155
title: Minute book no. 22, AoG GB, OMC, July 1969 - Apr. 1973

description: [description english/roman)] Assemblies of God [AoG] OMC minute book No. 22, 56 pages of index followed by 210 pages of minutes. All matters relating to Assemblies of God [AoG] OMC council member appointments, decisions, policy and missionary personnel issues.
DOI: 10.15468/dl.72mz4u
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spilornis klossi Richmond, 1902)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 93 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0305092-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvzutp
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Yinshania paradoxa (Hance) Y.Z.Zhao"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040661-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-21077
title: Minute book no. 22, AoG GB, OMC, July 1969 - Apr. 1973

description: [description english/roman)] Assemblies of God [AoG] OMC minute book No. 22, 56 pages of index followed by 210 pages of minutes. All matters relating to Assemblies of God [AoG] OMC council member appointments, decisions, policy and missionary personnel issues.