cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16727173
title: EmuIoT-VT: Emulation-Based Dataset for NIDS in IoT Systems

description: DescriptionEmuIoT-VT is a network dataset specifically designed for IoT systems. Unlike many existing datasets that rely on synthetic traffic generators, simulations, or traffic replay tools, EmuIoT-VT is constructed by creating virtual replicas of actual IoT devices that closely mirrors real device behavior. The dataset was collected in an fully offilne isolated local network environment, ensuring that the captured traffic is clean.

Key Features 



No Traffic Replays or Generators: All traffic is organically generated through scripted interactions — not replayed or artificially synthesized.

Clean and Labelled Data: Captured in an isolated LAN, ensuring precise ground truth labeling for each flow.

Balanced-by-Design: The dataset includes a uniform distribution of benign and malicious flows to mitigate class imbalance and support robust training.

Supports Binary and Multiclass Classification: Nine total labels including benign and eight distinct attack subtypes across four major attack categories.


Dataset Composition



Total Flows: 28,000 (14,000 benign + 14,000 malicious)

Features: 82 features (features.json: Description of the 82 features extracted from raw PCAP) 

File Format: CSV (benign.csv: records of benign traffic, mal.csv: records of malicious traffic}
DOI: 10.5281/zenodo.16727174
title: EmuIoT-VT: Emulation-Based Dataset for NIDS in IoT Systems

description: DescriptionEmuIoT-VT is a network dataset specifically designed for IoT systems. Unlike many existing datasets that rely on synthetic traffic generators, simulations, or traffic replay tools, EmuIoT-VT is constructed by creating virtual replicas of actual IoT devices that closely mirrors real device behavior. The dataset was collected in an fully offilne isolated local network environment, ensuring that the captured traffic is clean.

Key Features 



No Traffic Replays or Generators: All traffic is organically generated through scripted interactions — not replayed or artificially synthesized.

Clean and Labelled Data: Captured in an isolated LAN, ensuring precise ground truth labeling for each flow.

Balanced-by-Design: The dataset includes a uniform distribution of benign and malicious flows to mitigate class imbalance and support robust training.

Supports Binary and Multiclass Classification: Nine total labels including benign and eight distinct attack subtypes across four major attack categories.


Dataset Composition



Total Flows: 28,000 (14,000 benign + 14,000 malicious)

Features: 82 features (features.json: Description of the 82 features extracted from raw PCAP) 

File Format: CSV (benign.csv: records of benign traffic, mal.csv: records of malicious traffic}
DOI: 10.15468/dl.hm8e7q
title: Occurrence Download

description: A dataset containing 25047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ulva intestinalis"
 ]
}

 The dataset includes 25047 records from 322 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004016-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9kdp9
title: Occurrence Download

description: A dataset containing 878 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senecio sarracenicus",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 878 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004018-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27twjs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phaseolus lunatus",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004019-250802193616735/datasets/export for details.
DOI: 10.15468/dl.wtgdjm
title: Occurrence Download

description: A dataset containing 2081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gerygone albofrontata)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2081 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004020-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6tnud
title: Occurrence Download

description: A dataset containing 214166 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Andrenidae",
 "TaxonKey is Apidae",
 "TaxonKey is Colletidae",
 "TaxonKey is Halictidae",
 "TaxonKey is Megachilidae",
 "TaxonKey is Melittidae"
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2015",
 "BasisOfRecord is Human Observation",
 "Country is Sweden",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 214166 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003979-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x25m7e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ompok karunkodu)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004021-250802193616735/datasets/export for details.
DOI: 10.15468/dl.xqs3sy
title: Occurrence Download

description: A dataset containing 1951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-115.1647 37.65684,-115.378 37.67373,-115.4271 37.50599,-115.4504 37.61634,-115.6779 37.54731,-115.5296 37.24377,-115.7473 37.02409,-116.0185 37.27166,-115.928 36.99763,-115.9906 36.93546,-116.6995 36.9972,-116.8065 37.28315,-116.9092 37.19524,-117.0246 37.43963,-117.1808 37.52838,-117.879 37.40723,-117.9617 37.28309,-117.8731 37.28723,-117.7944 37.07732,-117.9544 37.00084,-117.9515 36.88746,-117.8227 36.66252,-117.5905 36.53221,-117.702 36.54888,-117.7001 36.33985,-117.8002 36.52408,-117.9937 36.60588,-118.0845 36.84138,-118.2462 36.70385,-118.0401 36.46577,-117.8747 35.6612,-118.1077 35.52994,-118.0064 35.30001,-118.067 35.21965,-118.7917 34.78093,-118.4387 34.71956,-117.4643 34.26589,-117.1769 34.41801,-116.4889 34.32896,-116.5167 34.16457,-116.3997 34.13626,-116.4803 34.10575,-116.3148 34.09686,-115.9023 33.67817,-115.4918 33.71225,-115.3721 33.95609,-115.2841 33.87187,-115.5649 34.39096,-115.3579 34.50802,-115.2336 34.50913,-115.1734 34.281,-115.0287 34.49015,-114.9045 34.48742,-114.8483 34.31828,-114.0637 34.52534,-113.7549 34.46349,-113.6928 34.6298,-113.9285 34.76649,-114.0439 35.11463,-113.8177 35.22367,-113.8187 35.40141,-113.7145 35.4153,-113.8815 35.71407,-114.0844 35.81357,-113.816 36.22755,-113.7161 36.52703,-113.7669 36.72443,-113.3502 36.84576,-113.2794 37.29557,-113.8386 37.20913,-113.9632 37.38364,-114.3332 37.26329,-114.575 37.38097,-114.8029 37.22457,-114.8184 37.32927,-114.9423 37.28012,-115.1626 37.47778,-115.1647 37.65684))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Meleagris gallopavo"
 ]
}

 The dataset includes 1951 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004022-250802193616735/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.29816408
title: <b>hsa_circ_0100833 as a Novel Potential Diagnostic Biomarker in OSCC: Integrated Bioinformatics and Experimental Validation</b>

description: novel biomarkers for OSCC diagnosis.
DOI: 10.6084/m9.figshare.29816408.v1
title: <b>hsa_circ_0100833 as a Novel Potential Diagnostic Biomarker in OSCC: Integrated Bioinformatics and Experimental Validation</b>

description: novel biomarkers for OSCC diagnosis.
DOI: 10.15468/dl.apesqv
title: Occurrence Download

description: A dataset containing 86140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Icterus gularis)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 86140 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003994-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58gasy
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phaseolus lunatus",
 "Country is Côte d’Ivoire",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004023-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23gn9k
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptocephalus taenia"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004024-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avm639
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erythrina sousae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004025-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmrb9s
title: Occurrence Download

description: A dataset containing 120612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Icterus gularis)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 120612 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003996-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rh8qm9
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex scoparia",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004026-250802193616735/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.29816486
title: Phegea53-3. Editorial. Ethical trends for insect collecting. Less is more

description: In this editorial, the authors raise ethical questions. Do we really need to collect, collect and collect? Even if it is not forbidden to collect, do we really need so many pinned specimens and so huge collections of insects? Our northern neighbours, the members of the Dutch Entomological Society, during their general Assembly of members on 17 April 2025, discussed the ethical issues about collecting, even with permits, very broadly, candidly and openly. Times have changed, so we, entomologists, are adapting to changes. We advise following the legal way to keep and provide evidence of legal collecting activity.
DOI: 10.6084/m9.figshare.29816486.v1
title: Phegea53-3. Editorial. Ethical trends for insect collecting. Less is more

description: In this editorial, the authors raise ethical questions. Do we really need to collect, collect and collect? Even if it is not forbidden to collect, do we really need so many pinned specimens and so huge collections of insects? Our northern neighbours, the members of the Dutch Entomological Society, during their general Assembly of members on 17 April 2025, discussed the ethical issues about collecting, even with permits, very broadly, candidly and openly. Times have changed, so we, entomologists, are adapting to changes. We advise following the legal way to keep and provide evidence of legal collecting activity.
DOI: 10.15468/dl.tcfusd
title: Occurrence Download

description: A dataset containing 2550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gerygone chrysogaster)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2550 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004027-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rpe88
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phaseolus lunatus",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004028-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypsyja
title: Occurrence Download

description: A dataset containing 4342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera caprifolium",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4342 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004029-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tknchc
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gerygone citrina)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 230 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004030-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kb57fw
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phalloceros mikrommatos)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004031-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9kabw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Icterus gularis)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004033-250802193616735/datasets/export for details.
DOI: 10.15468/dl.4jmrfv
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Congermuraena balearica"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004032-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4uz2cv
title: Occurrence Download

description: A dataset containing 336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erythrina standleyana)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 336 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004034-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4686c
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phaseolus lunatus",
 "Country is Equatorial Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004035-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.824fxg
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus congestus",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 67 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004038-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwedwx
title: Occurrence Download

description: A dataset containing 9704 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gerygone chloronota)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 9704 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004037-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9csa2a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Icterus gularis)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004040-250802193616735/datasets/export for details.
DOI: 10.15468/dl.d7gyd9
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cerapterocerus mirabilis"
 ]
}

 The dataset includes 35 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004041-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3yp4xy
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera caprifolium",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004039-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.