cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jxwh2c
title: Occurrence Download

description: A dataset containing 15842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Otospermophilus variegatus (Erxleben, 1777)"
 ]
}

 The dataset includes 15842 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008331-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4d9cq
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia decurrens Willd."
 ]
}

 The dataset includes 32 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0430142-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jey98k
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Bryconops humeralis Machado-Allison, Chernoff & Buckup, 1996)"
 ]
}

 The dataset includes 83 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012411-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3vcdg
title: Occurrence Download

description: A dataset containing 1335 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Felis silvestris lybica Forster, 1780"
 ]
}

 The dataset includes 1335 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030599-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6b4fza
title: Occurrence Download

description: A dataset containing 687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lophocolea muricata (Lehm.) Nees"
 ]
}

 The dataset includes 687 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246470-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2gcwe
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Russian Federation",
 "TaxonKey is Platycheirus magadanensis Mutin, 1999"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132489-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfbkzh
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microprotopus raneyi Wigley, 1966"
 ]
}

 The dataset includes 78 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124688-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buv2uw
title: Occurrence Download

description: A dataset containing 14569574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 14569574 records from 1529 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094357-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gt8z9z
title: Occurrence Download

description: A dataset containing 2269226 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Indonesia"
 ]
}

 The dataset includes 2269226 records from 1343 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031134-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4dvs3
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ITA.13_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Sciurus carolinensis Gmelin, 1788"
 ]
}

 The dataset includes 116 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077585-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hf5sd
title: Occurrence Download

description: A dataset containing 7386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON ((-110.28076171875 38.22264609180724, -109.874267578125 38.22264609180724, -109.599609375 37.74639468680443, -109.69848632812499 37.3980918444449, -109.951171875 37.09199261928394, -110.28076171875 37.27580136574202, -110.36865234374999 37.89392964382895, -110.28076171875 38.22264609180724))",
 "StateProvince is utah"
 ]
}

 The dataset includes 7386 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004814-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nlw2pb
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abronia smithi Campbell & Frost, 1993",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004100-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dkxz7
title: Occurrence Download

description: A dataset containing 860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Heritiera littoralis Dryand. ex Aiton"
 ]
}

 The dataset includes 860 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0338162-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1tyewz
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scincella punctatolineata (Boulenger, 1893)"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004814-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msm9ae
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "TaxonKey is Quasimellana eulogius (Plötz, 1882)"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0361912-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8wxxa
title: Occurrence Download

description: A dataset containing 6232 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is flower visitor interactions 2008"
 ]
}

 The dataset includes 6232 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004100-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atnpzb
title: Occurrence Download

description: A dataset listing the 9567 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-82.32056 24.63607,-82.18872 24.43832,-80.87036 24.58663,-80.12329 25.51498,-80.38147 25.51498,-80.56824 25.26229,-81.0791 25.16342,-82.32056 24.63607))",
 "HasCoordinate is true",
 "TaxonKey is Animalia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 9567 records were derived from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035399-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7w7r7a
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Issue is one of (Continent derived from coordinates, Continent invalid, Coordinate reprojected, Coordinate rounded, Depth min max swapped, Country derived from coordinates, Depth non numeric, Depth not metric, Depth unlikely, Elevation min max swapped, Elevation non numeric, Elevation not metric, Elevation unlikely, Identified date invalid, Identified date unlikely, Modified date invalid, Modified date unlikely, Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Occurrence status inferred from individual count, Georeferenced date unlikely, Georeferenced date invalid, ccurrence status inferred from basis of record)",
 "TaxonKey is Ficus ottoniifolia (Miq.) Miq.",
 "Continent is Africa"
 ]
}

 The dataset includes 255 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028051-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8042346
title: Locked Shields Partners Run 23 (LSPR23): A novel IDS dataset from the largest live-fire cybersecurity exercise

description: IDS Dataset from the Largest Live Fire Cybersecurity Exercise Using Virtual Blue Team Network Traffic.





LSPR23 is derived from Locked Shields 2023, a major live-fire cyber defense exercise.




LSPR23 includes ~16M network flows, of which ~1.6M are labeled malicious.



 

Please cite our research article:"LSPR23: A novel IDS dataset from the largest live-fire cybersecurity exercise" when using our dataset:https://doi.org/10.1016/j.jisa.2024.103847
description: Cybersecurity threats are constantly evolving and becoming increasingly sophisticated, automated, adaptive, and intelligent. This makes it difficult for organizations to defend their digital assets. Industry professionals are looking for solutions to improve the efficiency and effectiveness of cybersecurity operations, adopting different strategies. In cybersecurity, the importance of developing new intrusion detection systems (IDSs) to address these threats has emerged. Most of these systems today are based on machine learning. But these systems need high-quality data to “learn” the characteristics of malicious traffic. Such datasets are difficult to obtain and therefore rarely available.

This paper advances the state of the art and presents a new high-quality IDS dataset. The dataset originates from Locked Shields, one of the world’s most extensive live-fire cyber defense exercises. This ensures that (i) it contains realistic behavior of attackers and defenders; (ii) it contains sophisticated attacks; and (iii) it contains labels, as the actions of the attackers are well-documented.

The dataset includes approximately 16 million network flows, [F3] of which approximately 1.6 million were labeled malicious. What is unique about this dataset is the use of a new labeling technique that increases the accuracy level of data labeling.

We evaluate the robustness of our dataset using both quantitative and qualitative methodologies. We begin with a quantitative examination of the Suricata IDS alerts based on signatures and anomalies. Subsequently, we assess the reproducibility of machine learning experiments conducted by Känzig et al., who used a private Locked Shields dataset. We also apply the quality criteria outlined by the evaluation framework proposed by Gharib et al.

Using our dataset with an existing classifier, we demonstrate comparable results (F1 score of 0.997) to the original paper where the classifier was evaluated on a private dataset (F1 score of 0.984)
DOI: 10.5281/zenodo.8042347
title: Locked Shields Partners Run 23 (LSPR23): A novel IDS dataset from the largest live-fire cybersecurity exercise

description: IDS Dataset from the Largest Live Fire Cybersecurity Exercise Using Virtual Blue Team Network Traffic.





LSPR23 is derived from Locked Shields 2023, a major live-fire cyber defense exercise.




LSPR23 includes ~16M network flows, of which ~1.6M are labeled malicious.



 

Please cite our research article:"LSPR23: A novel IDS dataset from the largest live-fire cybersecurity exercise" when using our dataset:https://doi.org/10.1016/j.jisa.2024.103847
description: Cybersecurity threats are constantly evolving and becoming increasingly sophisticated, automated, adaptive, and intelligent. This makes it difficult for organizations to defend their digital assets. Industry professionals are looking for solutions to improve the efficiency and effectiveness of cybersecurity operations, adopting different strategies. In cybersecurity, the importance of developing new intrusion detection systems (IDSs) to address these threats has emerged. Most of these systems today are based on machine learning. But these systems need high-quality data to “learn” the characteristics of malicious traffic. Such datasets are difficult to obtain and therefore rarely available.

This paper advances the state of the art and presents a new high-quality IDS dataset. The dataset originates from Locked Shields, one of the world’s most extensive live-fire cyber defense exercises. This ensures that (i) it contains realistic behavior of attackers and defenders; (ii) it contains sophisticated attacks; and (iii) it contains labels, as the actions of the attackers are well-documented.

The dataset includes approximately 16 million network flows, [F3] of which approximately 1.6 million were labeled malicious. What is unique about this dataset is the use of a new labeling technique that increases the accuracy level of data labeling.

We evaluate the robustness of our dataset using both quantitative and qualitative methodologies. We begin with a quantitative examination of the Suricata IDS alerts based on signatures and anomalies. Subsequently, we assess the reproducibility of machine learning experiments conducted by Känzig et al., who used a private Locked Shields dataset. We also apply the quality criteria outlined by the evaluation framework proposed by Gharib et al.

Using our dataset with an existing classifier, we demonstrate comparable results (F1 score of 0.997) to the original paper where the classifier was evaluated on a private dataset (F1 score of 0.984)
DOI: 10.5281/zenodo.13832823
title: SPARCS_WP4_Leipzig_City_Maximum daily peak of electricity demand

description: The maximum daily peak of electricity demand in the city of Leipzig measured in MW of all days with data captured annually covering the period between 2019 and 2023.
DOI: 10.5281/zenodo.13832824
title: SPARCS_WP4_Leipzig_City_Maximum daily peak of electricity demand

description: The maximum daily peak of electricity demand in the city of Leipzig measured in MW of all days with data captured annually covering the period between 2019 and 2023.
DOI: 10.15468/dl.xe6pe8
title: Occurrence Download

description: A dataset containing 117894889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 117894889 records from 2706 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028036-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/5dxz-xm93.84
title: Latin American Newspaper Coverage of Climate Change or Global Warming, 2005-2025 - March 2025

description: The Media and Climate Change Observatory Data monitors 126 sources (across newspapers, radio and TV) in 58 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.17638/datacat.liverpool.ac.uk/3011
title: Data Repository for "Selective Formation and Spectroscopic Characterization of H2CCS•+ Radical Cation via Dissociative Ionization of Thiophene"

description: Data repository containing raw data underpinning the publication, as well as log files for the computed vibrational spectra and the processed data for the experimental spectrum and saturation depletion measurements.
DOI: 10.15468/dl.33pcvj
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The types of Anthomyiidae (Diptera) in the Shanghai Entomological Museum, Chinese Academy of Science, China"
 ]
}

 The dataset includes 356 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0341158-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvdfaz
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diaprysius Abeille de Perrin, 1878"
 ]
}

 The dataset includes 117 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002788-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lgjzvt
title: Occurrence Download

description: A dataset containing 537 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The French National Collection of forage and turf species (grasses and legumes)."
 ]
}

 The dataset includes 537 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001622-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9bvww
title: Occurrence Download

description: A dataset containing 345260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-0.42662 39.27942,-0.29311 39.27942,-0.29311 39.38107,-0.42662 39.38107,-0.42662 39.27942))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 345260 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002803-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcx79d
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nomenclatural notes on Brazilian Myrtaceae"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0341173-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qrr4z
title: Occurrence Download

description: A dataset containing 9263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pica pica (Linnaeus, 1758)",
 "Country is Belgium"
 ]
}

 The dataset includes 9263 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001622-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dtxvm
title: Occurrence Download

description: A dataset containing 3660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Macleania rupestris (Kunth) A.C.Sm."
 ]
}

 The dataset includes 3660 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003871-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sodtyd
title: Occurrence Download

description: A dataset listing the 23 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Guapira Aubl."
 ]
}

 The dataset's 23 records were derived from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032794-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5keaz
title: Occurrence Download

description: A dataset containing 265400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Juglandaceae"
 ]
}

 The dataset includes 265400 records from 1714 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190002-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bersu3
title: Occurrence Download

description: A dataset containing 16110 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Molossus molossus (Pallas, 1766)"
 ]
}

 The dataset includes 16110 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221608-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8c7th
title: Occurrence Download

description: A dataset containing 3018763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vanellus vanellus (Linnaeus, 1758)"
 ]
}

 The dataset includes 3018763 records from 1981 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125428-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.