cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xq9nwn
title: Occurrence Download

description: A dataset containing 85589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Setaria pumila"
 ]
}

 The dataset includes 85589 records from 1083 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026807-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcmvu4
title: Occurrence Download

description: A dataset containing 6622400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aizoaceae, Asphodelaceae, Cactaceae, Crassulaceae, Euphorbiaceae, Portulacaceae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 6622400 records from 5175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026812-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktp5mc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-72.53342000000001 -8.048693999999999, -72.55493 -7.933527, -72.55806 -7.934244, -72.57423 -7.954241, -72.58971 -7.98194, -72.60902 -8.016019999999999, -72.60457 -8.039263999999999, -72.58996999999999 -8.046614, -72.56073000000001 -8.041555000000001, -72.53995999999999 -8.042641, -72.53342000000001 -8.048693999999999))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032702-250426092105405/datasets/export for details.
DOI: 10.7910/dvn/uxvez3
title: Stock Market Next Day Forecast Data for

description: Stock market forecasting remains a complex and challenging task to forecast, traditional technical analysis methods such as RSI, EMA, and Candlestick Patterns often fail to analyze the stock market time series pattern with many recent studies now exploring forecasting using machine learning or neural networks, other studies have improved accuracy or decreased regression losses by applying technical indicators and sentiment analysis. This dataset aims to be used to analyze the performance of machine learning models in predicting the next day's stock market trend by combining technical and sentiment-based features. The technical indicators are derived from historical price data focusing on swing trends in the market and sentiment features are extracted using FinBERT from Benzinga Pro as a reliable financial news source. There are limitations to the dataset especially financial news articles. Limitations such as the availability of news data remain a major challenge that has the potential to improve the performance of a machine learning model.
DOI: 10.5281/zenodo.15422537
title: PCLA: A framework for testing autonomous agents in CARLA simulator

description: The pre-trained weights of the autonomous agents used in PCLA.

Please refer to the GitHub repository for instructions on how to use it
DOI: 10.15468/dl.e3qcuh
title: Occurrence Download

description: A dataset containing 2233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "OccurrenceStatus is Present",
 "TaxonKey is Ageratina adenophora (Spreng.) R.M.King & H.Rob."
 ]
}

 The dataset includes 2233 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032703-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gftgc
title: Occurrence Download

description: A dataset containing 890 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudaulacaspis pentagona (Targioni Tozzetti, 1886)"
 ]
}

 The dataset includes 890 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032704-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khnrea
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-0.84372 44.70327,-0.78888 44.70327,-0.78888 44.74196,-0.84372 44.74196,-0.84372 44.70327))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2016-2020"
 ]
}

 The dataset includes 450 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032707-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/yhci85
title: Replication Data for: Paying for Ideal Discretion: A Framed Field Experiment on Working Time Arrangements

description: The files include the original database as collected from Answeo, and the files required to reproduce all tables and figures printed in the paper. 

All code is written in Stata and run on Stata 17. The code folder also includes versions of the user-written ado-files required to reproduce our results
DOI: 10.5281/zenodo.15394037
title: Supplementary files and extended files for IGUA

description: Supplementary tables and extended tables and RDS files associated with IGUA manuscript.
DOI: 10.5281/zenodo.15394038
title: Supplementary files and extended files for IGUA

description: Supplementary tables and extended tables and RDS files associated with IGUA manuscript.
DOI: 10.15468/dl.f8swj2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-72.56892000000001 -7.858549, -72.58463999999999 -7.77427, -72.60248 -7.799317, -72.61798 -7.82811, -72.61781000000001 -7.845659, -72.59567 -7.863233, -72.56892000000001 -7.858549))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032708-250426092105405/datasets/export for details.
DOI: 10.15468/dl.h8gst6
title: Occurrence Download

description: A dataset containing 434074 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Squaliformes, Albatrossia pectoralis (Gilbert, 1892))"
 ]
}

 The dataset includes 434074 records from 443 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032697-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15421963
title: Cross-Species Prediction of Histone Modifications in Plants via Deep Learning

description: It includes a demo dataset (Arabidopsis) for reproducing SeiPlant results, as well as model parameter weights for Poaceae, Brassicaceae, and mixed models.
DOI: 10.5281/zenodo.15421964
title: Cross-Species Prediction of Histone Modifications in Plants via Deep Learning

description: It includes a demo dataset (Arabidopsis) for reproducing SeiPlant results, as well as model parameter weights for Poaceae, Brassicaceae, and mixed models.
DOI: 10.15468/dl.du44s7
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Yunnan",
 "TaxonKey is Rhinopithecus bieti A.Milne-Edwards, 1897",
 "Year 2005-2025"
 ]
}

 The dataset includes 59 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032709-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.taevhd
title: Occurrence Download

description: A dataset containing 431705 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Squaliformes"
 ]
}

 The dataset includes 431705 records from 443 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032701-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8h2vxn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-74.7052 -7.912039, -74.7146 -7.914192, -74.71447000000001 -7.914684, -74.71621 -7.91571, -74.71396 -7.917163, -74.70522 -7.912045, -74.7052 -7.912039))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032710-250426092105405/datasets/export for details.
DOI: 10.7910/dvn/zoslbj
title: Percept-Lens Evaluation Data - COYO-700M Custom Subset
title: Percept-Lens-COYO

description: &lt;p&gt;&lt;strong&gt;Percept-Lens-COYO Dataset Description&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Purpose.&lt;/strong&gt;&lt;br&gt;
The Percept-Lens-COYO dataset is curated as part of the &lt;em&gt;Percept-Lens&lt;/em&gt; benchmark to evaluate the generalization capability of AI-generated image detectors under prompt-induced distribution shifts. It serves as an out-of-distribution (OOD) test set, designed to probe model robustness against semantically rich prompts not seen during training.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Nature.&lt;/strong&gt;&lt;br&gt;
This dataset contains only AI-generated images created from text prompts sourced from the COYO-700M Dataset. These prompts span abstract concepts, visual reasoning, compositional scenes, and imaginative queries. Images were generated using diverse diffusion models, including &lt;em&gt;Stable Diffusion variants&lt;/em&gt;, and &lt;em&gt;FLUX.variants&lt;/em&gt;, ensuring stylistic variation. No real images are included—each image is the synthetic output of a generative model responding to a high-level prompt.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Scope.&lt;/strong&gt;&lt;br&gt;
The dataset includes approximately 47,880 images, with each image linked to its original prompt. It is used exclusively for evaluation within the Percept-Lens benchmark and is not part of the training data. This subset is particularly useful for testing &lt;em&gt;semantic generalization&lt;/em&gt;, where linguistic complexity drives visual synthesis beyond familiar domains.
DOI: 10.18167/dvn1/zfztwp
title: Seed morphometrics of white and black fonio seeds: passport data and morphometrics data

description: Plant genetic resources characterization is essential for their conservation and their use in both breeding strategies and adaptation to global change. In Western Africa, two small indigenous grain cereals are found, black and white fonio (Digitaria exilis and Digitaria iburua respectively). Fonio genetic resources are preserved in seed collections, yet seed characterization is not used to identify the two fonio species. We analysed seeds of 98 accessions of white fonio and 20 accessions of black fonio. We used a morphometric approach as a simple and reliable method to identify the two fonio species, which is crucial to improve the quality of associated passport data and to enhance the value of fonio collections. We provide here the passport data and the morphometric data used to perform the analyses.
DOI: 10.15468/dl.skau8x
title: Occurrence Download

description: A dataset containing 41776854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Proteoteras crescentana Kearfott, 1907, Edwardsiana ruthenica Zakhvatkin, 1929, Laetilia coccidivora Comstock, 1879, Papaipema cataphracta Grote, 1864, Iridopsis larvaria (Guenée), Metcalfa pruinosa (Say, 1830), Paleacrita vernata (Peck, 1795), Erannis tiliaria Harris, 1841, Cardinalis cardinalis (Linnaeus, 1758), Ptycholoma lecheana (Linnaeus, 1758), Crocigrapha normani Grote, 1874, Spinus tristis (Linnaeus, 1758), Cerioporus squamosus (Huds.) Quél., Rigidoporus ulmarius (Sowerby) Imazeki, Agrocybe cylindracea (DC.) Gillet, 1874, Antepione thisoaria (Guenée), Periphyllus californiensis (Shinji, 1917), Shirozua jonasi (Janson, 1877), Phthonosema tendinosaria (Bremer, 1864), Jodis urosticta Prout, 1930, Myrteta punctata Warren, 1894, Inurois punctigera (Prout, 1915), Wilemania nitobei (Nitobe, 1907), Caloptilia wakayamensis Kumata, 1966, Caloptilia aceris Kumata, 1966, Dentatissus longispinosus Park & Jung, 2023, Scaphoideus immistus (Say, 1830), Bombus terrestris (Linnaeus, 1758), Bombus vosnesenskii Radoszkowski, 1862, Anoplophora chinensis (Forster, 1771), Panellus stipticus (Bull.) P.Karst., Diaporthe pustulata Sacc., Sawadaea tulasnei (Fuckel) Homma, Coelomomyces psorophorae Couch, Coelomomyces stegomyiae Keilin, Rhyncolus punctatulus C.H.Boheman, 1838, Leioderes kollari Redtenbacher, 1849, Conopalpus testaceus (Olivier, 1790), Ischnomera cinerascens (Pandellé, 1867), Phloeophagus turbatus Boheman, 1845, Phloeophagus thomsoni (Grill, 1896), Orchesia undulata Kraatz, 1853, Tetratoma ancora Fabricius, 1790, Zavaljus brunneus (Gyllenhal, 1808), Ischnomera caerulea (Linnaeus, 1758), Ardeiphilus vittatus (Rudow, 1866), Cartodere constricta (Gyllenhal, 1827), Mesosa curculionoides (Linnaeus, 1761), Hemicoelus fulvicornis (Sturm, 1837), Hemicoelus canaliculatus (Thomson, 1863))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 41776854 records from 2257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032682-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a2cf9j834
title: Seasonal total and methylmercury surface and groundwater data from Simpson Lagoon, Alaska, 2021-2023

description: Supra-permafrost submarine groundwater discharge (SGD) is an understudied source of chemical species to the Arctic Ocean. Given the high concentrations of mercury (Hg) in Arctic soils, SGD has the potential to mobilize large quantities of previously sequestered Hg to the Arctic Ocean as warming drives deeper coastal sediment thaw depths each year. To investigate the potential of SGD to transport Hg to the Arctic Ocean, this study looked at seasonal differences in total mercury (THg) and methylmercury (MeHg) concentrations in supra-permafrost groundwater, coastal surface water, and rivers adjacent to Simpson Lagoon, Alaska. Within this dataset are dissolved THg, dissolved MeHg, salinity, and dissolved organic carbon concentrations from five sampling campaigns: spring (June 2022), summer (August 2021, July 2022, and July 2023), and autumn (September/October 2022). Hg samples were taken using trace metal clean techniques and preserved using acid until analysis at the University of Connecticut.
DOI: 10.6073/pasta/841284ea664180fcd3efe2813117ccda
title: UCSB SONGS Mitigation Monitoring: Wetland Performance Standard - Plant Reproductive Success

description: These data describe annual estimates reproductive success (measured by seed set) of salt marsh plants at the San Dieguito Wetland as part of the SONGS San Dieguito Wetland Restoration mitigation monitoring program designed to track long-term patterns in reproductive success of wetland plants. 
Monitoring began in 2012.
DOI: 10.15468/dl.cw7n1r
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102274-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkrpd9
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033307-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzmfeg
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102367-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsqasl
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033591-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2z7vc
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102471-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qufkst
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033437-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bay3br
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004017-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pr9the
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.69695 42.37289,0.84251 42.33582,0.84114 42.46216,0.73402 42.48413,0.69695 42.37289))",
 "HasCoordinate is true",
 "InstitutionCode is magrama",
 "TaxonKey is Calicotome spinosa (L.) Link",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033463-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9te9il
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033789-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3j7xb
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102620-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6rak7o
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102531-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpkcyp
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033478-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nuuizg
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033750-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pu0tbt
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033525-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fy8hgw
title: Occurrence Download

description: A dataset containing 1569583902 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1569583902 records from 18297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003465-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.