cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29322179.v1
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.
DOI: 10.15468/dl.kuehns
title: Occurrence Download

description: A dataset containing 4 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 ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047346-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hdd5e
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 ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047347-250525065834625/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12171800
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.m8f4wc
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 ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047348-250525065834625/datasets/export for details.
DOI: 10.15468/dl.uxvkv9
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 ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047349-250525065834625/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12171815
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/dl.sja5m2
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 ((25.5395 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047350-250525065834625/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12171827
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.15468/dl.487h53
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 ((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/0047351-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15667286
title: Reconciliation of Topological Switching Model with Femtosecond Laser Experiments

description: This work reconciles the topological phase transition model (with characteristic ∼0.5 ps switching time)with recent femtosecond laser experiments. We demonstrate that the apparent discrepancy resolves through hierarchical time scales: while global topology transitions occur at picosecond timescales, local algebraic re- structuring happens at femtosecond/attosecond scales. Modified junction terms with frequency-dependent damping and Gaussian transition profiles enable quantitative agreement with experimental data from topo-logical insulators and graphene. The model predicts resonant switching at 6.3 THz and quantum noisesignatures detectable with attosecond spectroscopy.
DOI: 10.5281/zenodo.15667287
title: Reconciliation of Topological Switching Model with Femtosecond Laser Experiments

description: This work reconciles the topological phase transition model (with characteristic ∼0.5 ps switching time)with recent femtosecond laser experiments. We demonstrate that the apparent discrepancy resolves through hierarchical time scales: while global topology transitions occur at picosecond timescales, local algebraic re- structuring happens at femtosecond/attosecond scales. Modified junction terms with frequency-dependent damping and Gaussian transition profiles enable quantitative agreement with experimental data from topo-logical insulators and graphene. The model predicts resonant switching at 6.3 THz and quantum noisesignatures detectable with attosecond spectroscopy.
DOI: 10.15468/dl.asmpqd
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 ((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/0047353-250525065834625/datasets/export for details.
DOI: 10.15468/dl.49aqkz
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 ((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/0047354-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.13930527
title: Human-LLM experiment for the paper: "Towards Generative AI-driven Metadata Modelling: A Human-LLM Collaborative Approach". Generated by Mayukh Bagchi on 1st June, 2024.
DOI: 10.5281/zenodo.13930528
title: Human-LLM experiment for the paper: "Towards Generative AI-driven Metadata Modelling: A Human-LLM Collaborative Approach". Generated by Mayukh Bagchi on 1st June, 2024.
DOI: 10.15468/dl.t65kjv
title: Occurrence Download

description: A dataset containing 41 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 ((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 41 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047355-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tt2f6s
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 ((35.628 -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/0047357-250525065834625/datasets/export for details.
DOI: 10.15468/dl.pu3bgx
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 ((35.6306 -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/0047358-250525065834625/datasets/export for details.
DOI: 10.25451/flinders.27239697
title: <b>Strong Host Modulation of Rhizosphere-to-E</b><b>ndosphere Microbial Colonisation in Natural Populations of the Pan-Palaeotropical Keystone Grass Species, </b><b><i>Themeda triandra</i></b>

description: Soil microbiota can colonise plant roots via a two-step selection process, which involves the recruitment of microbiota first from bulk soil into plant rhizospheres, then into root endospheres. This process is poorly understood in all but a few model species (i.e., <i>Arabidopsis)</i>, which is surprising given its fundamental role in plant and soil ecology. Here we examined the microbial assembly processes across the rhizospheres and root endospheres in eight natural populations of the pan-palaeotropical C4 grass, <i>Themeda triandra</i>, in southern Australia. We assessed whether root endosphere colonisation patterns aligned with the two step-selection process using space-for-time substitutions to compare their bacterial communities across these root compartments, and test whether their assembly was dominated by deterministic versus stochastic processes. We show that the two-step selection was the dominant recruitment dynamic across these natural <i>T. triandra</i> populations, and present clear evidence that host plants influenced microbial assembly via deterministic pressures that produced strong convergence of endospheres. Furthermore, the <i>T. triandra</i> endospheres were strongly shaped by the host plant and displayed patterns consistent with the two-step selection process. These findings raise intriguing questions about the functions of this ‘core’ microbial endosphere, but our limited understanding of their ecology hinders our ability to harness these important relationships to, for example, improve plant propagation and revegetation practices.
DOI: 10.25451/flinders.27239697.v1
title: <b>Strong Host Modulation of Rhizosphere-to-E</b><b>ndosphere Microbial Colonisation in Natural Populations of the Pan-Palaeotropical Keystone Grass Species, </b><b><i>Themeda triandra</i></b>

description: Soil microbiota can colonise plant roots via a two-step selection process, which involves the recruitment of microbiota first from bulk soil into plant rhizospheres, then into root endospheres. This process is poorly understood in all but a few model species (i.e., <i>Arabidopsis)</i>, which is surprising given its fundamental role in plant and soil ecology. Here we examined the microbial assembly processes across the rhizospheres and root endospheres in eight natural populations of the pan-palaeotropical C4 grass, <i>Themeda triandra</i>, in southern Australia. We assessed whether root endosphere colonisation patterns aligned with the two step-selection process using space-for-time substitutions to compare their bacterial communities across these root compartments, and test whether their assembly was dominated by deterministic versus stochastic processes. We show that the two-step selection was the dominant recruitment dynamic across these natural <i>T. triandra</i> populations, and present clear evidence that host plants influenced microbial assembly via deterministic pressures that produced strong convergence of endospheres. Furthermore, the <i>T. triandra</i> endospheres were strongly shaped by the host plant and displayed patterns consistent with the two-step selection process. These findings raise intriguing questions about the functions of this ‘core’ microbial endosphere, but our limited understanding of their ecology hinders our ability to harness these important relationships to, for example, improve plant propagation and revegetation practices.
DOI: 10.6084/m9.figshare.29322266
title: Trees constructed from genome sequences for genetically diverse mice using neighbor joining or maximum likelihood inference.

description: Trees constructed from genome sequences for genetically diverse mice using neighbor joining or maximum likelihood inference.
DOI: 10.6084/m9.figshare.29322266.v1
title: Trees constructed from genome sequences for genetically diverse mice using neighbor joining or maximum likelihood inference.

description: Trees constructed from genome sequences for genetically diverse mice using neighbor joining or maximum likelihood inference.
DOI: 10.15468/dl.hb7njd
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Disa caulescens Lindl.",
 "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 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047359-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5xrdh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Disa caulescens Lindl.",
 "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/0047360-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29322236
title: SFig3_qqNormPlots.pdf

description: Quantile-quantile plots examining the relationship between theoretical quantiles from a normal distribution and observed sample distributions of (A) female and (B) male MLH1 foci counts. Data points largely fall along the y=x line, with skewing at the extremes. Plots were generated in RStudio (v. 2023.09.1) using the geom_qq plotting function in ggplot
DOI: 10.6084/m9.figshare.29322236.v1
title: SFig3_qqNormPlots.pdf

description: Quantile-quantile plots examining the relationship between theoretical quantiles from a normal distribution and observed sample distributions of (A) female and (B) male MLH1 foci counts. Data points largely fall along the y=x line, with skewing at the extremes. Plots were generated in RStudio (v. 2023.09.1) using the geom_qq plotting function in ggplot
DOI: 10.15468/dl.2n4mh4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Disa caulescens Lindl.",
 "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/0047361-250525065834625/datasets/export for details.
DOI: 10.15468/dl.rqf2ga
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Disa caulescens Lindl.",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047362-250525065834625/datasets/export for details.
DOI: 10.15468/dl.yazz3h
title: Occurrence Download

description: A dataset containing 4881409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2004-2024"
 ]
}

 The dataset includes 4881409 records from 2237 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047356-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.