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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elegia microcarpa (Kunth) Moline & H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047321-250525065834625/datasets/export for details.
DOI: 10.15468/dl.afm3es
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elegia microcarpa (Kunth) Moline & H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047322-250525065834625/datasets/export for details.
DOI: 10.15468/dl.8bwkuq
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Norfolk/VA Beach Bottlenose Dolphin Photo-ID Surveys"
 ]
}

 The dataset includes 204 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047323-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tk43sa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elegia microcarpa (Kunth) Moline & H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047325-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cnj6u2
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Norfolk/VA Beach MINEX Vessel Surveys"
 ]
}

 The dataset includes 175 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047326-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8v3bn
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elegia microcarpa (Kunth) Moline & H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 180 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047327-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cckm22
title: Occurrence Download

description: A dataset containing 10557 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bactrocera dorsalis (Hendel, 1912)"
 ]
}

 The dataset includes 10557 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047328-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/4ns0-4w44
title: "Cross-Topic Dataset"

description: "This dataset is the classic collection published by Vosoughi et al. in Science, comprising 126,000 news cascades, including 24,409 verified true and 82,605 verified false pieces of information. These items were shared over 4.5 million times and reached more than 3 million users, covering seven topics: Business, Entertainment, Natural Disasters, Politics, Science\/Tech\/Food\/Health, Viral Photos\/Stories\/Urban Legends, and War\/Terrorism\/Shootings."
DOI: 10.15468/dl.kwrc72
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elegia microcarpa (Kunth) Moline & H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047330-250525065834625/datasets/export for details.
DOI: 10.15468/dl.882msg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elegia microcarpa (Kunth) Moline & H.P.Linder",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047331-250525065834625/datasets/export for details.
DOI: 10.15468/dl.jpz9ws
title: Occurrence Download

description: A dataset containing 482 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Norfolk/VA Beach Inshore Vessel Surveys"
 ]
}

 The dataset includes 482 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047332-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkzz8k
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis ludwigii (Steud.) Kunth",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047333-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqze2k
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Réseau Tortues Marines de Méditerranée Française (RTMMF)-Pontes de tortues marines observées par le RTMMF en mer méditerranée française"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047334-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xduyq6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis ludwigii (Steud.) Kunth",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047335-250525065834625/datasets/export for details.
DOI: 10.15468/dl.6vwvqn
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pantholops hodgsonii (Abel, 1826)"
 ]
}

 The dataset includes 60 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047336-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vwert
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis ludwigii (Steud.) Kunth",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047337-250525065834625/datasets/export for details.
DOI: 10.15468/dl.2vv264
title: Occurrence Download

description: A dataset containing 6867 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SWFSC juvenile loggerhead sea turtle tracking 2002-2005"
 ]
}

 The dataset includes 6867 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047338-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvgrdh
title: Occurrence Download

description: A dataset containing 954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer L.",
 "Year 2015-2025"
 ]
}

 The dataset includes 954 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047339-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14904802
title: Laboratory tests on samples collected at Brumadinho dam

description: This dataset comprises a set of triaxial tests on specimens prepared with iron tailings collected at the failure surface after the collapse of the Tailings Dam 1 of the Feijão Mine in Brumadinho (Minas Gerais, Brazil). The tests’ interpretation is published by Delgado et al. (2025) contributing to the best geotechnical engineering practices for tailings storage facilities, namely for the Engineering of Record. This dataset can also be used to calibrate constitutive models based on the Critical State Soil Mechanics in order to capture the post-peak instability frequently observed in mine tailings disposed in hydraulic fills, which can lead to flow liquefaction.

 

 ____

Delgado, B., Viana da Fonseca, A., Bittar, R., Besenzon, D., Molina-Gómez, F., Cordeiro, D., Mendonça, A., Rios, S. (2025). Critical state loci of super heavy iron ore tailings from sampling in Brumadinho reservoir. Journal of Geotechnical and Geoenvironmental Engineering, ASCE, DOI: 10.1061/JGGEFK/GTENG-13055
DOI: 10.5281/zenodo.14904803
title: Laboratory tests on samples collected at Brumadinho dam

description: This dataset comprises a set of triaxial tests on specimens prepared with iron tailings collected at the failure surface after the collapse of the Tailings Dam 1 of the Feijão Mine in Brumadinho (Minas Gerais, Brazil). The tests’ interpretation is published by Delgado et al. (2025) contributing to the best geotechnical engineering practices for tailings storage facilities, namely for the Engineering of Record. This dataset can also be used to calibrate constitutive models based on the Critical State Soil Mechanics in order to capture the post-peak instability frequently observed in mine tailings disposed in hydraulic fills, which can lead to flow liquefaction.

 

 ____

Delgado, B., Viana da Fonseca, A., Bittar, R., Besenzon, D., Molina-Gómez, F., Cordeiro, D., Mendonça, A., Rios, S. (2025). Critical state loci of super heavy iron ore tailings from sampling in Brumadinho reservoir. Journal of Geotechnical and Geoenvironmental Engineering, ASCE, DOI: 10.1061/JGGEFK/GTENG-13055
DOI: 10.15468/dl.xahu5r
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis ludwigii (Steud.) Kunth",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047340-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fuyq3
title: Occurrence Download

description: A dataset containing 75261670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is one of (Africa, Asia, Oceania, Europe, North America, South America)",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, Pl@ntNet automatically identified occurrences, Hatikka.fi observations, Estonian Naturalists’ Society, Vascular plant records verified via iRecord, Earth Guardians Weekly Feed)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IsInCluster is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 75261670 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047329-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/a1yx0x
title: Dural thickening in non-HIV cryptococcal meningitis: a multicenter retrospective cohort study

description: Dural thickening in non-HIV cryptococcal meningitis: a multicenter retrospective cohort study
DOI: 10.15468/dl.2rnbcp
title: Occurrence Download

description: A dataset containing 1520 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is GVI Mexico Coral Reef Monitoring"
 ]
}

 The dataset includes 1520 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047341-250525065834625/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.29322224
title: Data set for teaching research

description: Contains 76 questionnairesEvaluates the effectiveness of teaching methodsAnonymous student behavior dataApplicable for educational technology research
DOI: 10.6084/m9.figshare.29322224.v1
title: Data set for teaching research

description: Contains 76 questionnairesEvaluates the effectiveness of teaching methodsAnonymous student behavior dataApplicable for educational technology research
DOI: 10.15468/dl.5wudry
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis ludwigii (Steud.) Kunth",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047342-250525065834625/datasets/export for details.
DOI: 10.15468/dl.gpkk2n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis ludwigii (Steud.) Kunth",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047343-250525065834625/datasets/export for details.
DOI: 10.15468/dl.2aetwf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis ludwigii (Steud.) Kunth",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047345-250525065834625/datasets/export for details.
DOI: 10.15468/dl.uz4mvb
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Androsace tapete Maxim."
 ]
}

 The dataset includes 428 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047344-250525065834625/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.29322179
title: Underlying Data for '<b>Detection of False Position Attacks in VANETs through Bagging Ensemble Learning</b>'

description: This dataset comprises curated subsets of the VeReMi (Vehicular Misbehavior Detection) dataset, specifically extracted and preprocessed to facilitate the detection of False Position Attacks (FPAs) in Vehicular Ad-hoc Networks (VANETs). The data preparation was conducted as part of the research presented in the manuscript “<b>Detection of False Position Attacks in VANETs through Bagging Ensemble Learning”, submitted to PLOS ONE (Manuscript ID: PONE-D-25-17735)</b>.The original VeReMi dataset provides synthetic vehicular communication traces that simulate both benign and malicious behaviors in VANET scenarios. From this, we selected five specific attack types and reformatted the data into a machine learning–friendly structure to support the supervised classification of FPAs.<b>Original Source:</b>The original VeReMi dataset is publicly available at: https://arxiv.org/abs/1804.06701(Cite as: Van der Heijden, R. W., et al., "VeReMi: A Dataset for Comparable Evaluation of Misbehavior Detection in VANETs", arXiv preprint arXiv:1804.06701, 2018.)<b>Included Files:</b>The dataset includes the following five CSV files, each corresponding to a different simulated false position attack scenario:<b>at1.csv</b> — Attack Type 1<b>at2.csv</b> — Attack Type 2<b>at4.csv</b> — Attack Type 4<b>at8.csv</b> — Attack Type 8<b>at16.csv</b> — Attack Type 16<b>Feature Description:</b>Each row represents a single instance of vehicular behavior, including the following features:pos-x1, pos-y1: Position coordinates of vehicle 1spd-x1, spd-y1: Velocity components of vehicle 1pos-x2, pos-y2: Position coordinates of vehicle 2spd-x2, spd-y2: Velocity components of vehicle 2sendtime_1, sendtime_2: Message send timestamps, used to derive the feature time_intervalAttackerType: Class label indicating the type of attacker (used as the target variable for classification)<b>Use Case and Analysis:</b>The dataset was used to evaluate the effectiveness of multiple machine learning models in detecting FPAs. Specifically, the following classifiers were tested:Decision Tree (CART)Random Forest (RF)K-Nearest Neighbors (KNN)Multilayer Perceptron (MLP)Each model was assessed both with and without bagging to examine the impact of ensemble learning on classification performance. Results from our study demonstrate that KNN enhanced with bagging consistently outperforms other configurations across all attack types.<b>Reuse Potential:</b>This dataset is intended for researchers and practitioners in the fields of vehicular network security, misbehavior detection, and machine learning, particularly those exploring ensemble methods for anomaly detection. It enables reproducibility of our results and provides a foundation for benchmarking alternative detection techniques.