cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/1jk-wjx-0ql
title: Homalium stipulaceum Welw. ex Mast.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zq9-dq5-qcd
title: Homalium stipulaceum Welw. ex Mast.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5e0-nl7-86a
title: Peterodendron ovatum (Sleumer) Sleumer

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fqb-1f4-b61
title: Homalium involucratum f. hildebrandtii (Baill.) H. Perrier

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.pqzhxx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemiculter leucisculus (Basilewsky, 1855)",
 "Country is Turkmenistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106606-250525065834625/datasets/export for details.
DOI: 10.3535/2m8-0jr-l2r
title: Senecio lautus Sol. ex G. Forst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9zk-6lb-y53
title: Homalium brachystylis (Tul.) Baill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.w7hkpq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemiculter leucisculus (Basilewsky, 1855)",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106605-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvwfj8
title: Occurrence Download

description: A dataset containing 352940 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonId is not null",
 "GbifId is not null",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2021-02-05",
 "EventDate is less than or equal to 2021-03-07",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 352940 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012690-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6uhs2f
title: Occurrence Download

description: A dataset containing 468 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dermatemys mawii"
 ]
}

 The dataset includes 468 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012701-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzz5sz
title: Occurrence Download

description: A dataset containing 6143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cervaria rivini, Peucedanum cervaria)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 6143 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012702-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18235818
title: Measuring Task-Level Technological Exposure: A Language Model Approach

description: This repository contains the public dataset for "Measuring Task-Level Technological Exposure: A Language Model Approach" (click here for the latest draft). See github.com/armouton/task-tech-exposure for the accompanying Python package and installation instructions. It is recommended that you download data through the Python package rather than from this webpage, as this ensures the necessary file structure. The package is in beta, so please report any issues!

All data are drawn from public sources: the Department of Labor's ONET (versions 6.0-30.0), the Bureau of Labor Statistics' OEWS (annual releases, 2001-2025), and USPTO patent application publications (2001-2025). The included Sentence-BERT models are fine-tuned versions of Sentence Transformers' mpnet-base-v2. Note that patent files are organized by publication date, which typically occurs 18 months after the date of filing but may, in some cases, involve a shorter or a longer time lag. For best results, you should download patent data for any year(s) of interest and also for all subsequent years.
DOI: 10.5281/zenodo.17643646
title: Measuring Task-Level Technological Exposure: A Language Model Approach

description: This repository contains the public dataset for "Measuring Task-Level Technological Exposure: A Language Model Approach" (click here for the latest draft). See github.com/armouton/task-tech-exposure for the accompanying Python package and installation instructions. It is recommended that you download data through the Python package rather than from this webpage, as this ensures the necessary file structure. The package is in beta, so please report any issues!

All data are drawn from public sources: the Department of Labor's ONET (versions 6.0-30.0), the Bureau of Labor Statistics' OEWS (annual releases, 2001-2025), and USPTO patent application publications (2001-2025). The included Sentence-BERT models are fine-tuned versions of Sentence Transformers' mpnet-base-v2. Note that patent files are organized by publication date, which typically occurs 18 months after the date of filing but may, in some cases, involve a shorter or a longer time lag. For best results, you should download patent data for any year(s) of interest and also for all subsequent years.
DOI: 10.5281/zenodo.11236865
title: TSML Extended Time Series Extrinsic Regression Archive 2024

description: This is the full set of 63 datasets from the 2024 extended Monash TSER archive (see [1]) maintained by University of Southampton researchers. Please cite the relevant publication or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

[1] Guijo-Rubio, D., Middlehurst, M., Arcencio, G., Silva, D.F. and Bagnall, A., 2024. Unsupervised feature based algorithms for time series extrinsic regression. Data Mining and Knowledge Discovery.
DOI: 10.5281/zenodo.11236864
title: TSML Extended Time Series Extrinsic Regression Archive 2024

description: This is the full set of 63 datasets from the 2024 extended Monash TSER archive (see [1]) maintained by University of Southampton researchers. Please cite the relevant publication or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

[1] Guijo-Rubio, D., Middlehurst, M., Arcencio, G., Silva, D.F. and Bagnall, A., 2024. Unsupervised feature based algorithms for time series extrinsic regression. Data Mining and Knowledge Discovery.
DOI: 10.5281/zenodo.11206357
title: Time Series Classification Bakeoff Redux Datasets 2024

description: This is the full set of 30 new datasets introduced in the TSC bakeoff redux (see [1]) maintained by University of Southampton researchers. Please cite the relevant publication if you use the datasets. See http://www.timeseriesclassification.com/.

[1] Middlehurst, M., Schäfer, P. and Bagnall, A., 2024. Bake off redux: a review and experimental evaluation of recent time series classification algorithms. Data Mining and Knowledge Discovery, pp.1-74.
DOI: 10.5281/zenodo.11206358
title: Time Series Classification Bakeoff Redux Datasets 2024

description: This is the full set of 30 new datasets introduced in the TSC bakeoff redux (see [1]) maintained by University of Southampton researchers. Please cite the relevant publication if you use the datasets. See http://www.timeseriesclassification.com/.

[1] Middlehurst, M., Schäfer, P. and Bagnall, A., 2024. Bake off redux: a review and experimental evaluation of recent time series classification algorithms. Data Mining and Knowledge Discovery, pp.1-74.
DOI: 10.5281/zenodo.18300287
title: Synthetic Unequal Length UCR Time Series Classification Datasets 2026

description: 224 files containing the 112 UCR archive datasets processed to equal length in two ways, one truncates a random amount of data from the series front and the second from the series end.
DOI: 10.5281/zenodo.18300286
title: Synthetic Unequal Length UCR Time Series Classification Datasets 2026

description: 224 files containing the 112 UCR archive datasets processed to equal length in two ways, one truncates a random amount of data from the series front and the second from the series end.
DOI: 10.5281/zenodo.11206331
title: TSML Multivariate Time Series Classification Archive 2018

description: This is the full set of 2018 Multivariate TSML Archive (Formerly UEA archive, see [1]) datasets maintained by University of Southampton researchers. Please cite the relevant publication or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

[1] Bagnall, A., Dau, H.A., Lines, J., Flynn, M., Large, J., Bostrom, A., Southam, P. and Keogh, E., 2018. The UEA multivariate time series classification archive, 2018. arXiv preprint arXiv:1811.00075.
DOI: 10.5281/zenodo.11206330
title: TSML Multivariate Time Series Classification Archive 2018

description: This is the full set of 2018 Multivariate TSML Archive (Formerly UEA archive, see [1]) datasets maintained by University of Southampton researchers. Please cite the relevant publication or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

[1] Bagnall, A., Dau, H.A., Lines, J., Flynn, M., Large, J., Bostrom, A., Southam, P. and Keogh, E., 2018. The UEA multivariate time series classification archive, 2018. arXiv preprint arXiv:1811.00075.
DOI: 10.5281/zenodo.11198697
title: UCR Time Series Classification Archive 2018

description: This is the full set of 2018 UCR Archive (See [1]) datasets maintained by University of Southampton researchers. Please cite the relevant publication or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

[1] Dau, H.A., Bagnall, A., Kamgar, K., Yeh, C.C.M., Zhu, Y., Gharghabi, S., Ratanamahatana, C.A. and Keogh, E., 2019. The UCR time series archive. IEEE/CAA Journal of Automatica Sinica, 6(6), pp.1293-1305.
DOI: 10.5281/zenodo.11198696
title: UCR Time Series Classification Archive 2018

description: This is the full set of 2018 UCR Archive (See [1]) datasets maintained by University of Southampton researchers. Please cite the relevant publication or the latest full archive release if you use the datasets. See http://www.timeseriesclassification.com/.

[1] Dau, H.A., Bagnall, A., Kamgar, K., Yeh, C.C.M., Zhu, Y., Gharghabi, S., Ratanamahatana, C.A. and Keogh, E., 2019. The UCR time series archive. IEEE/CAA Journal of Automatica Sinica, 6(6), pp.1293-1305.
DOI: 10.15468/dl.p489vt
title: Occurrence Download

description: A dataset containing 73497936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "TaxonKey is Aves",
 "Country is Australia"
 ]
}

 The dataset includes 73497936 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012630-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18488959
title: Estimation of SAOD from measurements of Stellar Attenuation 1955-2020
DOI: 10.5281/zenodo.18488958
title: Estimation of SAOD from measurements of Stellar Attenuation 1955-2020
DOI: 10.15468/dl.yqr3t9
title: Occurrence Download

description: A dataset containing 2538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ixodes pacificus"
 ]
}

 The dataset includes 2538 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012703-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvd5bw
title: Occurrence Download

description: A dataset containing 590 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Claudius angustatus"
 ]
}

 The dataset includes 590 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012705-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5z3sp
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anopheles",
 "DecimalLongitude is -44.9,-40.9",
 "DecimalLatitude is -23.5,-20.7",
 "HasCoordinate is true"
 ]
}

 The dataset includes 327 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012706-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/kkkw-v558
title: Costs and benefits of managed aquifer recharge for irrigated agriculture in Australia under deep uncertainty: Python code and data

description: Code and inputs files used to conduct data analyses underpinning a manuscript entitled 'Analysis of costs and benefits of managed aquifer recharge for irrigated agriculture under deep uncertainty'.
DOI: 10.15468/dl.2d8fcm
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Abrothrix jelskii [GBIF Backbone Taxonomy])",
 "Country is one of (Peru)",
 "StateProvince is one of (Junin)"
 ]
 }
 ]
}

 The dataset includes 23 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012707-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17478649
title: Molecular Basis of Signal Transduction in a Cortisol-Binding Aptamer

description: This dataset contains input files, structure coordinates, and representative output data supporting the study “Molecular Basis of Signal Transduction in a Cortisol-Binding Aptamer.”The archive includes GROMACS input and topology files, analysis scripts, and processed data used to generate the figures in the manuscript.Raw MD trajectories are not included due to size constraints but are available upon request.
DOI: 10.5281/zenodo.17478648
title: Molecular Basis of Signal Transduction in a Cortisol-Binding Aptamer

description: This dataset contains input files, structure coordinates, and representative output data supporting the study “Molecular Basis of Signal Transduction in a Cortisol-Binding Aptamer.”The archive includes GROMACS input and topology files, analysis scripts, and processed data used to generate the figures in the manuscript.Raw MD trajectories are not included due to size constraints but are available upon request.
DOI: 10.15468/dl.wvwyw3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Rubus caesius, Rubus caesius, Rubus caesius, Rubus caesius)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012709-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.whckjg
title: Occurrence Download

description: A dataset containing 177145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Chalcothraupis ruficervix, Tangara parzudakii, Tangara labradorides, Coracina melaschistos)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)"
 ]
}

 The dataset includes 177145 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012687-260129131611470/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/14735529
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.wmx2ra
title: Occurrence Download

description: A dataset containing 770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Helianthus porteri"
 ]
}

 The dataset includes 770 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012711-260129131611470/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/14735511
title: China_Statistical_Database
DOI: 10.7931/n5mr-hk02
title: GWRC_TEMP_review_2025
DOI: 10.13140/rg.2.2.19570.57282
title: Analysis Report: The Mass Relationships in ECM versus Classical Inertial Mass
DOI: 10.15468/dl.mb8d8e
title: Occurrence Download

description: A dataset containing 10607798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erithacus akahige, Erithacus hachisukae, Erithacus komadori, Erithacus rubecula, Erithacus superbus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 10607798 records from 6521 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012688-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csmcpn
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Aeromicrobium camelliae Niu et al., 2015"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014312-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpw9ys
title: Occurrence Download

description: A dataset containing 1082 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uruguay",
 "OccurrenceStatus is Present",
 "TaxonKey is Accipiter striatus Vieillot, 1808"
 ]
}

 The dataset includes 1082 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014311-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvenae
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((90.05797699999999 24.45131, 89.980839 24.445733, 89.90562 24.429141, 89.834191 24.401946, 89.768323 24.364825, 89.709649 24.318699, 89.659614 24.264713, 89.619449 24.204206, 89.590132 24.138675, 89.572372 24.06974, 89.566587 23.999103, 89.572902 23.928503, 89.59114 23.859678, 89.620836 23.794318, 89.66124499999999 23.734027, 89.71136300000001 23.68028, 89.769954 23.634394, 89.835578 23.597488, 89.906628 23.570464, 89.981369 23.553982, 90.05797699999999 23.548443, 90.134585 23.553982, 90.209326 23.570464, 90.280376 23.597488, 90.346 23.634394, 90.404591 23.68028, 90.45470899999999 23.734027, 90.49511800000001 23.794318, 90.52481400000001 23.859678, 90.543052 23.928503, 90.549367 23.999103, 90.543582 24.06974, 90.52582200000001 24.138675, 90.496505 24.204206, 90.45634 24.264713, 90.406305 24.318699, 90.34763100000001 24.364825, 90.281763 24.401946, 90.210334 24.429141, 90.135115 24.445733, 90.05797699999999 24.45131))"},{"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 150 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080572-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7wc9x
title: Occurrence Download

description: A dataset containing 230152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix aurita",
 "HasCoordinate is true"
 ]
}

 The dataset includes 230152 records from 832 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008104-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4p7re7
title: Occurrence Download

description: A dataset containing 19316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tamarix gallica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19316 records from 452 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007769-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szbszf
title: Occurrence Download

description: A dataset containing 387 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rorippa sarmentosa (Sol. ex G.Forst.) J.F.Macbr."
 ]
}

 The dataset includes 387 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155277-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.