cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9yvkua
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acineta salazarii Soto Arenas"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139036-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpscmt
title: Occurrence Download

description: A dataset containing 1339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus gratianopolitanus Vill.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1339 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017054-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ksjgs
title: Occurrence Download

description: A dataset containing 542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Occurrence evidence)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Syrmaticus reevesii (J.E.Gray, 1829)"
 ]
}

 The dataset includes 542 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019974-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ky5arf
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Oryzoborus nuttingi Ridgway, 1884"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185722-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iliynv
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Clamator jacobinus jacobinus",
 "TaxonKey is Clamator jacobinus pica (Hemprich & Ehrenberg, 1833)",
 "TaxonKey is Clamator jacobinus serratus (Sparrman, 1786)"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 136 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017054-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c239qp
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "TaxonKey is Oncidium hyphaematicum Rchb.f."
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185739-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nspx25
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Zonosaurus boettgeri Steindachner, 1891"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089163-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kotmvo
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-134.21918 32.01543,-134.21918 42.98457,-106.78082 42.98457,-106.78082 32.01543,-134.21918 32.01543))",
 "HasCoordinate is true",
 "TaxonKey is Amsinckia grandiflora (Kleeb. ex A.Gray) Kleeb. ex Greene",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 53 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017055-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xyxrp
title: Occurrence Download

description: A dataset containing 14595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gadiformes)",
 "HasCoordinate is true",
 "Continent is Africa"
 ]
}

 The dataset includes 14595 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181066-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.443egr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Insulasaurus traanorum (Linkem, Diesmos & Brown, 2010)"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089159-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ty0wgq
title: Occurrence Download

description: A dataset containing 4365 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Prunus persica (L.) Stokes"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4365 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017055-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spy19u
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craugastor laticeps (Duméril, 1853)"
 ]
}

 The dataset includes 319 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001867-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pecbsh
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Varanus rudicollis (Gray, 1845)"
 ]
}

 The dataset includes 79 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089139-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.40pidd
title: Occurrence Download

description: A dataset containing 12121 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hylocharis leucotis (Vieillot, 1818)"
 ]
}

 The dataset includes 12121 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017057-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dds7mb
title: Occurrence Download

description: A dataset containing 353280 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Florida Keys Reef Visual Census 2011"
 ]
}

 The dataset includes 353280 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004386-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9mgx7
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Elaphe schrenckii Strauch, 1873"
 ]
}

 The dataset includes 305 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089212-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzwg4b
title: Occurrence Download

description: A dataset containing 3243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1968-2018",
 "Geometry POLYGON((-5 50,10 50,10 60,-5 60,-5 50))",
 "HasCoordinate is true",
 "TaxonKey is Laminaria digitata (Huds.) J.V.Lamour.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3243 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017055-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6shev
title: Occurrence Download

description: A dataset containing 1938370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus L."
 ]
}

 The dataset includes 1938370 records from 1403 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193627-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17761466
title: SDN-Net: A Novel Dataset for Intrusion Detection within SDN/NFV Network

description: This dataset, SDN-Net, is created specifically for AI-driven intrusion detection research within programmable SDN/NFV environments.

SDN-Net offers the scale and attack diversity required to benchmark Machine Learning and Deep Learning models for intrusion and anomaly detection in centralized SDN/NFV network architectures.

The dataset aggregates the original public datasets InSDN and SDN-Intrusion, followed by rigorous preprocessing, label harmonization, feature normalization, noise removal, and class balancing using SMOTE and SMOTE-Tomek links.

SDN-Net includes 1,532,222 network flows, 79 engineered features, spanning 11 traffic categories: Normal, Dos, DDoS, Probe, Brute Force, XSS, BFA, Web-Attack, Botnet, SQL-Injection and U2R behaviors.

The dataset preserves real-world imbalance to enable realistic ML/DL benchmarking, with synthetic balancing applied only in controlled research setups, not in this released raw file.

Keywords: SDN, NFV, IDS, intrusion detection, dataset fusion, class imbalance.
DOI: 10.5281/zenodo.17761467
title: SDN-Net: A Novel Dataset for Intrusion Detection within SDN/NFV Network

description: This dataset, SDN-Net, is created specifically for AI-driven intrusion detection research within programmable SDN/NFV environments.

SDN-Net offers the scale and attack diversity required to benchmark Machine Learning and Deep Learning models for intrusion and anomaly detection in centralized SDN/NFV network architectures.

The dataset aggregates the original public datasets InSDN and SDN-Intrusion, followed by rigorous preprocessing, label harmonization, feature normalization, noise removal, and class balancing using SMOTE and SMOTE-Tomek links.

SDN-Net includes 1,532,222 network flows, 79 engineered features, spanning 11 traffic categories: Normal, Dos, DDoS, Probe, Brute Force, XSS, BFA, Web-Attack, Botnet, SQL-Injection and U2R behaviors.

The dataset preserves real-world imbalance to enable realistic ML/DL benchmarking, with synthetic balancing applied only in controlled research setups, not in this released raw file.

Keywords: SDN, NFV, IDS, intrusion detection, dataset fusion, class imbalance.
DOI: 10.34740/kaggle/dsv/13951041
title: List Benchmarks Kaggle
DOI: 10.15468/dl.qkrtpm
title: Occurrence Download

description: A dataset containing 1486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium retusum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1486 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021353-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17782962
title: Spatial Markers in the Synoptic Gospels. An Annotated Dataset

description: This repository contains scripts and data files to examine the distribution of spatial markers in the Gospel texts of the SBLGNT edition (https://www.sblgnt.com/about/introduction/).

The spatial vocabulary is built from almost 1000 spatial markers, among them those of Louw/Nida’s domains D1, D7, D15-D17, D45, D80-D85, D93 (Louw, Johannes P., and Eugene A. Nida (eds.). 1989: Greek-English Lexicon of the New Testament Based on Semantic Domains (2nd ed.; New York, NY: United Bible Societies)).

Data provided is:





Python notebooks for cleaning the SBLGNT-text and the list of spatial markers, for extracting the spatial markers from the texts of the Gospels and creating tsv-files for each Gospel’s spatial vocabulary.




The annotated data: tsv-files of the spatial vocabulary of each gospel book and a table of the spatial vocabulary. (Delimiter in tsv files is tabstop.)




A Quarto notebook with the R script for analyzing and visualizing the extracted data.




Png-files of the created plots.



Data analysis was used for the publication:



Timo Glaser: The House, the Table, and the Message. Spatial Dynamics in the Synoptic Gospels, JSNT 2026
DOI: 10.5281/zenodo.17783032
title: Spatial Markers in the Synoptic Gospels. An Annotated Dataset

description: This repository contains scripts and data files to examine the distribution of spatial markers in the Gospel texts of the SBLGNT edition (https://www.sblgnt.com/about/introduction/).

The spatial vocabulary is built from almost 1000 spatial markers, among them those of Louw/Nida’s domains D1, D7, D15-D17, D45, D80-D85, D93 (Louw, Johannes P., and Eugene A. Nida (eds.). 1989: Greek-English Lexicon of the New Testament Based on Semantic Domains (2nd ed.; New York, NY: United Bible Societies)).

Data provided is:





Python notebooks for cleaning the SBLGNT-text and the list of spatial markers, for extracting the spatial markers from the texts of the Gospels and creating tsv-files for each Gospel’s spatial vocabulary.




The annotated data: tsv-files of the spatial vocabulary of each gospel book and a table of the spatial vocabulary. (Delimiter in tsv files is tabstop.)




A Quarto notebook with the R script for analyzing and visualizing the extracted data.




Png-files of the created plots.



Data analysis was used for the publication:



Timo Glaser: The House, the Table, and the Message. Spatial Dynamics in the Synoptic Gospels, JSNT 2026
DOI: 10.15468/dl.se7554
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cypripedium molle"
 ]
}

 The dataset includes 90 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021354-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p58rcb
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tripteris sinuata",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021356-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2me2v
title: Occurrence Download

description: A dataset containing 642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Banco de Datos de la Biodiversidad de la Comunitat Valenciana, Colección de plantas vasculares del herbario de la Universitat de València (VAL), CSIC-Real Jardín Botánico-Colección de Plantas Vasculares (MA), CSIC-Real Jardín Botánico-Anthos. Sistema de Información de las Plantas de España, FloraCAT: Banco de datos de los cormófitos de Cataluña)",
 "Geometry POLYGON((-2.39605 43.73225,-9.63262 44.12119,-9.34219 42.14326,-6.82512 41.99953,-7.11555 36.68832,-6.05064 35.75111,-1.37955 36.13687,1.18593 38.86289,0.07261 39.38859,3.7998 42.31686,-2.39605 43.73225))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio angulatus"
 ]
}

 The dataset includes 642 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021355-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/v6tp3
title: AI-Enhanced Decision-Making

description: AI-Enhanced Decision-Making for Course Modality Preferences in Higher Engineering Education During the Post-COVID Era
DOI: 10.15468/dl.cup9pk
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Living Specimen)",
 "Country is Mexico",
 "Geometry POLYGON((-104.07951 17.46187,-97.46878 17.46187,-97.46878 23.08599,-104.07951 23.08599,-104.07951 17.46187))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammillaria crinita"
 ]
}

 The dataset includes 61 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021359-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e239072v1-192290
title: HIFLD OPEN Control Areas

description: This feature class/shapefile represents electric power control areas. Control Areas, also known as Balancing Authority Areas, are controlled by Balancing Authorities, who are responsible for monitoring and balancing the generation, load, and transmission of electric power within their region, often comprised of the retail service territories of numerous electric power utilities. Each control area is interconnected with neighboring ones to facilitate emergency support, coordinated operations, and power purchases and sales. The following updates have been made since the previous release: 1 feature removed.<br><br><br>
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.<br>
DOI: 10.34740/kaggle/dsv/13951090
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.17605/osf.io/jmd5a
title: Adsorption performance of soft magnetic FeCo alloys on microplastics

description: We have explored the potential and mechanism of metal nano-adsorbents for the efficient removal of microplastics in water ,and evaluated the removal effect of nano-soft magnetic alloy materials on typical microplastics and polyethylene microplastics.
DOI: 10.5281/zenodo.17782976
title: Quantum Imaging with Positronium Decay Emitted Gamma Rays

description: Raw detector data used for the study, "Quantum Imaging with Positronium Decay Emitted Gamma Rays," published in PRA. Code used in tofpet.py (process_raw_file and add_module_xy) used to convert binary data into Pandas dataframes.
DOI: 10.5281/zenodo.17782977
title: Quantum Imaging with Positronium Decay Emitted Gamma Rays

description: Raw detector data used for the study, "Quantum Imaging with Positronium Decay Emitted Gamma Rays," published in PRA. Code used in tofpet.py (process_raw_file and add_module_xy) used to convert binary data into Pandas dataframes.
DOI: 10.15468/dl.qm7phw
title: Occurrence Download

description: A dataset containing 59159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Vestergrenopsis elaeina, Trimmatothelopsis rhizobola, Toniniopsis coelestina, Thalloidima rosulatum, Tetramelas insignis, Stereocaulon spathuliferum, Scytinium imbricatum, Schadonia fecunda, Rostania ceranisca, Psora rubiformis, Psora globifera, Porpidia pachythallina, Polyblastia sendtneri, Pertusaria glomerata, Mycobilimbia tetramera, Mycobilimbia carneoalbida, Micarea vulpinaris, Lopadium coralloideum, Lecidea subhumida, Lecanora frustulosa, Lecanora atromarginata, Japewia tornoensis, Halecania rhypodiza, Halecania micacea, Halecania bryophila, Halecania alpivaga, Gyalecta foveolaris, Euopsis granatina, Dermatocarpon rivulorum, Dacampia hookeri, Cladonia trassii, Cladonia deformis, Catillaria gilbertii, Catapyrenium daedaleum, Carbonicola anthracophila, Lendemeriella nivalis, Blastenia ammiospila, Bryonora curvescens, Biatora subduplex, Biatorella hemisphaerica)"
 ]
}

 The dataset includes 59159 records from 336 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021358-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cb4zm
title: Occurrence Download

description: A dataset containing 2712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-103.16438 50.46411,-115.29316 52.49038,-125.64699 50.65204,-125.64699 46.54687,-120.61799 34.94208,-114.10986 31.72992,-109.37668 35.66633,-103.16438 50.46411))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Charina bottae",
 "Year 2015-2025"
 ]
}

 The dataset includes 2712 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021363-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/fgnkd
title: Supplementary Tables for: Causal Effects of DNA Methylation at CACNA2D2 and TNXB on Insulin Resistance: Evidence from Mendelian Randomization

description: This dataset contains supplementary tables referenced in the manuscript "Causal Effects of DNA Methylation at CACNA2D2 and TNXB on Insulin Resistance: Evidence from Mendelian Randomization" submitted to Epigenetics. Tables include [Table S1.Insulin resistance (IR)-related differentially methylated sites (DMS). Table S2. MR results for the association between IR-related DMS and Insulin resistance in the GoDMC Database. Table S3. MR results for the association between IR-related DMS and Insulin resistance in the EPIC Database. Table S4. All PP.H4 results of colocalization. Table S5. All PheWAS results for cg00661399 and cg04555771 in both the GoDMC Database and the EPIC Database.]
DOI: 10.5281/zenodo.17783173
title: supplymentary data for submission
DOI: 10.5281/zenodo.17783172
title: supplymentary data for submission