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

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mimosa pudica var. unijuga (Duchass. & Walp.) Griseb.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 331 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015375-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/vjrd-5x14
title: Data for Tiranti et al. (2025)

description: Full JWST NIRSpec IFU data (G395H) data from the #3665 Jupiter programme.
DOI: 10.5519/qd.wif40xmu
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (3747 records)
DOI: 10.5281/zenodo.15189328
title: Dataset related to the publication "Realization of the pascal based on argon using a Fabry–Perot refractometer"

description: The data set consists of ; One Published paper, all figures that present measurement or simulation data in .png and .fig format and the underlying data plotted in the figures in text format.The published plot was generated from the fig files. The text file is generated by reading the plotted data from the fig file. The files are named Fig_XX were XX corresponds to the figure number in the paper. The format of the text file is as follows. Before every data set there is a header consisting of; The number of the subplot where the data is plotted (Plot: XX) , the number of the data set in the sub plot (DataSet: XX) and the color of the line or marker in the plot (Color: XX). The description of what each color represent can be found in the published paper. 
description: Acknowledgments: This project has received funding from Vetenskapsrådet (621-2020-05105); VINNOVA (2022-02948); European Partnership on Metrology (MQB-Pascal 22IEM04), which is cofinanced from the European Union’s Horizon Europe Research and Innovation.
DOI: 10.5281/zenodo.15189329
title: Dataset related to the publication "Realization of the pascal based on argon using a Fabry–Perot refractometer"

description: The data set consists of ; One Published paper, all figures that present measurement or simulation data in .png and .fig format and the underlying data plotted in the figures in text format.The published plot was generated from the fig files. The text file is generated by reading the plotted data from the fig file. The files are named Fig_XX were XX corresponds to the figure number in the paper. The format of the text file is as follows. Before every data set there is a header consisting of; The number of the subplot where the data is plotted (Plot: XX) , the number of the data set in the sub plot (DataSet: XX) and the color of the line or marker in the plot (Color: XX). The description of what each color represent can be found in the published paper. 
description: Acknowledgments: This project has received funding from Vetenskapsrådet (621-2020-05105); VINNOVA (2022-02948); European Partnership on Metrology (MQB-Pascal 22IEM04), which is cofinanced from the European Union’s Horizon Europe Research and Innovation.
DOI: 10.15468/dl.ugfvbt
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nilaparvata lugens (Stål, 1854)"
 ]
}

 The dataset includes 390 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015377-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15187775
title: "Design and first tests of the trapped electrons experiment T- REX" - Rev. Sci. Instrum. 95, 103511 (2024)

description: This data are the raw files from the experiments with T-REX and the respective .m file to load, convert and plot them. This is currents, voltages, magnetic fields. #### Dataset for the publication "Design and first tests of the trapped electrons experiment T-REX" - Rev. Sci. Instrum. 95, 103511 (2024) - https://doi.org/10.1063/5.0212127 ####

*.fig files are self explanatory 

B_V_1902.m is the matlab file to be run within this folder for plotting the data (includes conversions), it worked with Matlab R2023b at least, one has to change the path to the folder contained here 19_02_24/  - folder name is the magnetic field strength
DOI: 10.5281/zenodo.15187776
title: "Design and first tests of the trapped electrons experiment T- REX" - Rev. Sci. Instrum. 95, 103511 (2024)

description: #### Dataset for the publication "Design and first tests of the trapped electrons experiment T-REX" - Rev. Sci. Instrum. 95, 103511 (2024) - https://doi.org/10.1063/5.0212127 ####

*.fig files are self explanatory 

B_V_1902.m is the matlab file to be run within this folder for plotting the data (includes conversions), it worked with Matlab R2023b at least, one has to change the path to the folder contained here 19_02_24/  - folder name is the magnetic field strength
DOI: 10.5281/zenodo.15189551
title: "Design and first tests of the trapped electrons experiment T- REX" - Rev. Sci. Instrum. 95, 103511 (2024)

description: This data are the raw files from the experiments with T-REX and the respective .m file to load, convert and plot them. This is currents, voltages, magnetic fields. #### Dataset for the publication "Design and first tests of the trapped electrons experiment T-REX" - Rev. Sci. Instrum. 95, 103511 (2024) - https://doi.org/10.1063/5.0212127 ####

*.fig files are self explanatory 

B_V_1902.m is the matlab file to be run within this folder for plotting the data (includes conversions), it worked with Matlab R2023b at least, one has to change the path to the folder contained here 19_02_24/  - folder name is the magnetic field strength
DOI: 10.5281/zenodo.14012881
title: Graphs used in SRFAligner experiments

description: See README and  SRFAligner repository.
DOI: 10.5281/zenodo.14012882
title: Graphs used in SRFAligner experiments

description: See README and  SRFAligner repository.
DOI: 10.5281/zenodo.15112649
title: Graphs used in SRFAligner experiments

description: See README and  SRFAligner repository.
DOI: 10.5281/zenodo.15189487
title: Graphs used in SRFAligner experiments

description: See README and  SRFAligner repository.
DOI: 10.21227/3s5r-dv54
title: MET nonlinear

description: This dataset comprises a collection of CSV files containing paired time-series measurements essential for nonlinear compensation research in electrochemical seismometers (MET). Each CSV file, named according to specific magnitude-frequency combinations (magX_freqY.csv), contains two columns: 'origin' representing the original system response and 'target' representing the desired compensated output. The dataset systematically captures system behavior across multiple excitation magnitudes and frequencies, providing a comprehensive basis for analyzing frequency-dependent nonlinear characteristics. These paired measurements enable researchers to develop and validate algorithms for nonlinear compensation, with particular emphasis on improving linearity across varying input conditions. The structured organization by magnitude and frequency parameters facilitates targeted analysis of system behavior under specific operating conditions, making this dataset valuable for developing advanced signal processing techniques and machine learning models aimed at enhancing measurement accuracy in sensor systems experiencing nonlinear distortion.
DOI: 10.25716/gude.061e-0rtb
title: Supplementary Table 1: Top SNPs

description: List of associated SNPs with p ≤ 10-6 for each GWAS model.
DOI: 10.25716/gude.07nr-tfyx
title: Supplementary Table 2: Associated MAGMA Genes

description: List of associated genes within MAGMA for each GWAS model.
DOI: 10.5883/ds-nove
title: ZHI-CHAO ZHANG, YUE-XIAO RONG, TENZIN NYIMA, RUI-LEI ZHANG, XIAO-LONG LIN

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.15468/dl.d4ukcj
title: Occurrence Download

description: A dataset containing 5578 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mirabilis nyctaginea (Michx.) Mac Mill.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 5578 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015378-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpqbw3
title: Occurrence Download

description: A dataset containing 75151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-100.0",
 "Geometry POLYGON((4.68 43.28,16.7 43.28,16.7 48.52,4.68 48.52,4.68 43.28))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Impatiens glandulifera Royle",
 "Year 1970-2025"
 ]
}

 The dataset includes 75151 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015369-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kakk2v
title: Occurrence Download

description: A dataset containing 165099 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (BEL.2_1, NLD.8_1, NLD.12_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alauda arvensis Linnaeus, 1758"
 ]
}

 The dataset includes 165099 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015363-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4kpx8
title: Occurrence Download

description: A dataset containing 587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Uroplectes planimanus (Karsch, 1879))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 587 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015379-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgvcbn
title: Occurrence Download

description: A dataset containing 343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Miscanthus nepalensis (Trin.) Hack.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 343 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015380-250402121839773/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.28769651
title: SRRcrai

description: crai file genome broswer
DOI: 10.15468/dl.hpzb9k
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Uroplectes teretipes Lawrence, 1966)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015381-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wqzm7
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Callistemon salignus (Sm.) Colvill ex Sweet"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015383-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wp75wa
title: Occurrence Download

description: A dataset containing 3640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mosla dianthera (Buch.-Ham. ex Roxb.) Maxim.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 3640 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015382-250402121839773/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.28769225
title: Education in the Era of Cutting-Edge Technologies: A Spotlight on AI Tools Integration in Higher Education.sav

description: This study aims to investigate the complex environment of artificial intelligence-powered tool integration in higher education as well as identify its impact on students' learning enhancement. Data was gathered using an online survey with 356 valid data from higher education students in developing countries.
DOI: 10.15468/dl.ucdmun
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Uroplectes tumidimanus Lamoral, 1979)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 93 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015385-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgmb77
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Veronica persica",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "Year is less than or equal to 2025",
 "CoordinateUncertaintyInMeters is greater than or equal to 0",
 "CoordinateUncertaintyInMeters is less than or equal to 100",
 "Geometry POLYGON((4.68 43.28, 16.7 43.28, 16.7 48.52, 4.68 48.52, 4.68 43.28))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015386-250402121839773/datasets/export for details.
DOI: 10.15468/dl.htehjb
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Uroplectes vittatus (Thorell, 1876))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 234 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015389-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xu8h2v
title: Occurrence Download

description: A dataset containing 1304429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (EOD – eBird Observation Dataset, BirdLife Australia, Birdata, NSW BioNet Atlas, Victorian Biodiversity Atlas, SA Fauna, WildNet - Queensland Wildlife Data, iNaturalist Research-grade Observations)",
 "Geometry POLYGON((137 -44,154 -44,154 -15,137 -15,137 -44))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Lophoictinia isura (Gould, 1838), Burhinus grallarius (Latham, 1801), Turnix varius (Latham, 1801), Calyptorhynchus banksii (Latham, 1790), Parvipsitta pusilla (Shaw, 1790), Parvipsitta porphyrocephala (Dietrichsen, 1837), Polytelis swainsonii (Desmarest, 1826), Neophema pulchella (Shaw, 1792), Chrysococcyx osculans (Gould, 1847), Ninox connivens (Latham, 1801), Climacteris picumnus Temminck, 1824, Calamanthus pyrrhopygius (Vigors & Horsfield, 1827), Pyrrholaemus sagittatus (Latham, 1802), Gerygone fusca (Gould, 1838), Aphelocephala leucopsis (Gould, 1841), Lichenostomus melanops (Latham, 1801), Ptilotula fusca (Gould, 1837), Melithreptus gularis (Gould, 1837), Melithreptus brevirostris (Vigors & Horsfield, 1827), Grantiella picta (Gould, 1838), Pomatostomus temporalis (Vigors & Horsfield, 1827), Pomatostomus superciliosus (Vigors & Horsfield, 1827), Cinclosoma punctatum (Shaw, 1795), Daphoenositta chrysoptera (Latham, 1802), Falcunculus frontatus (Latham, 1802), Artamus cyanopterus (Latham, 1802), Myiagra inquieta (Latham, 1802), Struthidea cinerea Gould, 1837, Microeca fascinans (Latham, 1802), Petroica boodang (Lesson, 1837), Petroica phoenicea Gould, 1837, Melanodryas cucullata (Latham, 1802), Stagonopleura guttata (Shaw, 1796))",
 "Year 2004-2024"
 ]
}

 The dataset includes 1304429 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015376-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh49d9
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Réunion",
 "TaxonKey is Mittenothamnium reptans (Hedw.) Cardot"
 ]
}

 The dataset includes 109 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015391-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14900872
title: Locked Shields Partners Run 24 (LSPR24): A Next-Generation Cybersecurity Dataset for Blue Team Automation

description: The LSPR24 dataset is a comprehensive, high-quality resource designed to advance research in automated cyber defense. Collected during the “Partners’ Run” prior to Locked Shields 2024, this successor to the LSPR23 dataset captures realistic network and host behavior in a complex, multi-sector environment.

Key Features:

Over 400 GB of captured network traffic, including 20 million flows, 2 billion packets, and 287 GB of transferred data collected over 31.6 hours. The dataset spans 13,000 IPv4/IPv6 addresses—highlighting interactions across government, military, and energy sectors with advanced technologies like 5G, AI surveillance, and hybrid-cloud systems.

Researchers and practitioners are encouraged to leverage the LSPR24 dataset to explore innovative approaches in cyber defense, improve intrusion detection capabilities, and further integrate automated blue team operations in live-fire cybersecurity exercises.

Comparison and Transfer Learning:

For those interested in comparative analysis or employing transfer learning techniques, the predecessor dataset, Locked Shields Partners Run 23 (LSPR23), is also available. The LSPR23 dataset, introduced in previous work, serves as a valuable reference point for evaluating improvements and changes in data characteristics from one exercise to the next.
DOI: 10.5281/zenodo.14900873
title: Locked Shields Partners Run 24 (LSPR24): A Next-Generation Cybersecurity Dataset for Blue Team Automation

description: The LSPR24 dataset is a comprehensive, high-quality resource designed to advance research in automated cyber defense. Collected during the “Partners’ Run” prior to Locked Shields 2024, this successor to the LSPR23 dataset captures realistic network and host behavior in a complex, multi-sector environment.

Key Features:

Over 400 GB of captured network traffic, including 20 million flows, 2 billion packets, and 287 GB of transferred data collected over 31.6 hours. The dataset spans 13,000 IPv4/IPv6 addresses—highlighting interactions across government, military, and energy sectors with advanced technologies like 5G, AI surveillance, and hybrid-cloud systems.

Researchers and practitioners are encouraged to leverage the LSPR24 dataset to explore innovative approaches in cyber defense, improve intrusion detection capabilities, and further integrate automated blue team operations in live-fire cybersecurity exercises.

Comparison and Transfer Learning:

For those interested in comparative analysis or employing transfer learning techniques, the predecessor dataset, Locked Shields Partners Run 23 (LSPR23), is also available. The LSPR23 dataset, introduced in previous work, serves as a valuable reference point for evaluating improvements and changes in data characteristics from one exercise to the next.
DOI: 10.2908/apro_cpnhr
title: Productions végétales au taux d'humidité national par région NUTS 2
title: Crop production in national humidity by NUTS 2 region
title: Pflanzliche Erzeugnisse in nationalem Feuchtigkeitsgehalt nach NUTS-2-Region
DOI: 10.2908/apro_cpnhr_h
title: Productions végétales par région NUTS 2 - données historiques (1975-1999)
title: Crop production by NUTS 2 region - historical data (1975-1999)
title: Pflanzliche Erzeugnisse nach NUTS-2-Region - historische Daten (1975-1999)
DOI: 10.2908/apro_cpshr
title: Productions végétales au taux d'humidité standard UE par région NUTS 2
title: Crop production in EU standard humidity by NUTS 2 region
title: Pflanzliche Erzeugnisse in EU-Standard Feuchtigkeitsgehalt nach NUTS-2-Region
DOI: 10.2908/aei_ef_ir
title: Part des superficies irrigables et irriguées dans la superficie agricole utilisée (SAU) par région NUTS 2
title: Share of irrigable and irrigated areas in utilised agricultural area (UAA) by NUTS 2 region
title: Anteil der bewässerbare und bewässerten Fläche in der landwirtschaftlich genutzten Fläche durch NUTS-2-Region

description: Share of irrigable and irrigated areas in the utilised agricultural area (UAA); the irrigable area is the area which is equipped for irrigation, while the irrigated area measures the actual amount of land irrigated; based on Farm Structure Survey data.
description: Part des zones irrigables et irriguées dans la zone agricole utilisée (SAU); la zone irrigable est la zone qui est équipée pour l'irrigation, tandis que la zone irriguée mesure la quantité réelle de terres irriguées; en fonction des données de l'Enquête sur la structure agricole.
description: Anteil der bewässerungsfähigen und bewässerten Gebiete an der gesamten landwirtschaftlich genutzten Fläche; die bewässerungsfähige Fläche ist die Fläche, die für die Bewässerung ausgelegt ist, während die bewässerte Fläche die tatsächliche Größe von bewässertem Land angibt; basierend auf Daten der landwirtschaftlichen Betriebsstrukturerhebung (FSS).