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

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Canis lupus ligoni Goldman, 1937"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157390-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6sspx
title: Occurrence Download

description: A dataset containing 3664145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anas strepera Linnaeus, 1758"
 ]
}

 The dataset includes 3664145 records from 797 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089031-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxbrga
title: Occurrence Download

description: A dataset containing 5620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters is less than or equal to 20000.0",
 "Country is Singapore",
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is SGP",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Mammalia",
 "TaxonKey is Reptilia"
 ]
 },
 "Year is greater than or equal to 2019"
 ]
}

 The dataset includes 5620 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183327-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tae8m5
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoscion reticulatus (Günther, 1864)"
 ]
}

 The dataset includes 247 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033415-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mx23sy
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.53640 35.50834,36.46360 35.50834,36.46360 49.49166,1.53640 49.49166,1.53640 35.50834))",
 "HasCoordinate is true",
 "TaxonKey is Poa sylvicola Guss.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 230 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002546-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxpgur
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Canis lupus filchneri (Matschie, 1907)",
 "Year 2000-2021"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157407-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyhzvp
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monochamus notatus (Drury, 1773)",
 {
 "or" : [
 "Country is United States",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 24 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123387-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdsjb2
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-81.5243269000000055 41.0347415000000026, -81.5243269000000055 41.0371455000000012, -81.5243269000000055 41.0388282999999987, -81.5243269000000055 41.0415928999999977, -81.5243269000000055 41.0435160999999979, -81.5243269000000055 41.0449584999999999, -81.5243269000000055 41.0467615000000023, -81.5219217100000009 41.0467615000000023, -81.5197569700000031 41.0467615000000023, -81.5179530300000010 41.0467615000000023, -81.5144654099999997 41.0467615000000023, -81.5118196300000051 41.0467615000000023, -81.5101359500000058 41.0467615000000023, -81.5072497000000027 41.0467615000000023, -81.5072497000000027 41.0449584999999999, -81.5072497000000027 41.0420737000000031, -81.5072497000000027 41.0395494999999997, -81.5072497000000027 41.0376262999999994, -81.5072497000000027 41.0347415000000026, -81.5088130500000005 41.0347415000000026, -81.5114588400000031 41.0347415000000026, -81.5135033100000044 41.0347415000000026, -81.5161490899999990 41.0347415000000026, -81.5196367100000003 41.0347415000000026, -81.5225230199999942 41.0347415000000026, -81.5243269000000055 41.0347415000000026))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 146 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096674-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmpf7a
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.36182 -47.63916,-76.0669 -53.93799,-67.66113 -57.48535,-56.48682 -53.10791,-47.75208 -26.48499,-47.88117 -25.11597,-49.37653 -24.21051,-49.5221 -22.99378,-51.0846 -22.70081,-53.39173 -22.40784,-54.27063 -23.86047,-55.11963 -23.66455,-55.44068 -22.03735,-57.78443 -21.9397,-57.61353 -20.81665,-58.04932 -19.51416,-60.1001 -18.78174,-61.90003 -19.50256,-62.81372 -21.30493,-64.49829 -22.18384,-66.52466 -21.67114,-67.35474 -22.55005,-67.88147 -21.67542,-67.96692 -19.99085,-69.11255 -17.52075,-69.91455 -17.41455,-70.45166 -18.39111,-78.36182 -47.63916))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Marsippospermum Desv."
 ]
}

 The dataset includes 85 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183328-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzspzd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anas soporata (Kurochkin, 1976)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089028-210914110416597/datasets/export for details.
DOI: 10.15468/dl.c6pnkv
title: Occurrence Download

description: A dataset containing 26797 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ficus carica L."
 ]
}

 The dataset includes 26797 records from 394 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023839-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qe9fcr
title: Occurrence Download

description: A dataset containing 1199958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than 50000",
 "Year is 2007",
 "DecimalLongitude is greater than or equal to 7.0",
 "DecimalLongitude is less than or equal to 11.0",
 "DecimalLatitude is greater than or equal to 54.5",
 "DecimalLatitude is less than or equal to 58.0"
 ]
}

 The dataset includes 1199958 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061369-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drq74r
title: Occurrence Download

description: A dataset containing 243259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ictaluridae",
 "Year 1000-2025"
 ]
}

 The dataset includes 243259 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061384-241126133413365/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.28162946
title: Factors Influencing Dog Vaccination Against Rabies Among Household Heads in South Mugirango Sub-County, Kisii County: A Quantitative Descriptive Cross-Sectional Survey

description: A quantitative descriptive cross-sectional survey conducted in South Mugirango , Kisii, Kenya involving structured questionnaires administered to 422 household heads.
DOI: 10.15468/dl.u596vy
title: Occurrence Download

description: A dataset containing 585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachychiton rupestris (Lindl.) Schum.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 585 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061390-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrdmcy
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "Geometry POLYGON((-97.44715 27.23896,-96.19188 27.93323,-93.70887 29.59603,-91.52984 29.20573,-89.48967 29.71486,-87.04649 30.03304,-84.28406 29.63801,-83.0163 28.68218,-81.99761 26.58904,-80.48314 27.06308,-80.35375 28.72782,-81.03812 31.45236,-76.25424 34.48367,-75.11198 35.3902,-75.41208 36.70726,-76.22518 37.31348,-79.50212 36.55463,-81.94314 35.0027,-84.83926 34.66149,-87.08287 34.38357,-90.27995 34.66106,-94.57945 34.41736,-98.62084 32.17052,-99.33298 29.94887,-97.44715 27.23896))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sabal minor (Jacq.) Pers."
 ]
}

 The dataset includes 419 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061391-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scdn4w
title: Occurrence Download

description: A dataset containing 6990 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ethnobotanical surveys species in Benin (West Africa)"
 ]
}

 The dataset includes 6990 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061392-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17866/rd.salford.28138010
title: <b>DDoSViT: IoT DDoS Attack Detection for Fortifying Firmware Over-The-Air (OTA) Updates Using Vision Transformer</b>

description: The widespread adoption of Internet of Things (IoT) devices has introduced numerous vulnerabilities, particularly in firmware over-the-air (OTA) updates. These updates are essential for improving device functionality and addressing security vulnerabilities. However, they have increasingly become the focus of distributed denial of service (DDoS) attacks designed to disrupt the update process. Historically, the infamous Mirai botnet and its variants have exploited IoT vulnerabilities to carry out successful DDoS attacks. In recent years, deep learning models, especially Vision Transformers, have gained significant attention due to their exceptional performance in image classification tasks. To optimize detection and alert mechanisms, this novel study proposes a DDoSViT framework. This Vision Transformer (ViT)-based multi-vector DDoS and DoS attack detection framework converts attack flows into images and trains Vision Transformers on an attack image dataset. To validate the proposed framework, this study extensively reviewed diverse datasets and selected CICIoT2023 and CICIoMT2024 datasets ensuring these contain real-world attack scenarios and multi-vector real attacks. The proposed methodology and rigorous experimentation demonstrated 99.50\% accuracy in multi-class classification across 23 different variants of DDoS and DoS attacks, outperforming contemporary models. The model's performance was assessed using metrics such as accuracy, precision, recall, and F1-score. This research provides significant benefits to security practitioners and administrators, offering reduced false positives and reliable alerts during firmware over-the-air updates in IoT-edge devices.
DOI: 10.17866/rd.salford.28138010.v1
title: <b>DDoSViT: IoT DDoS Attack Detection for Fortifying Firmware Over-The-Air (OTA) Updates Using Vision Transformer</b>

description: The widespread adoption of Internet of Things (IoT) devices has introduced numerous vulnerabilities, particularly in firmware over-the-air (OTA) updates. These updates are essential for improving device functionality and addressing security vulnerabilities. However, they have increasingly become the focus of distributed denial of service (DDoS) attacks designed to disrupt the update process. Historically, the infamous Mirai botnet and its variants have exploited IoT vulnerabilities to carry out successful DDoS attacks. In recent years, deep learning models, especially Vision Transformers, have gained significant attention due to their exceptional performance in image classification tasks. To optimize detection and alert mechanisms, this novel study proposes a DDoSViT framework. This Vision Transformer (ViT)-based multi-vector DDoS and DoS attack detection framework converts attack flows into images and trains Vision Transformers on an attack image dataset. To validate the proposed framework, this study extensively reviewed diverse datasets and selected CICIoT2023 and CICIoMT2024 datasets ensuring these contain real-world attack scenarios and multi-vector real attacks. The proposed methodology and rigorous experimentation demonstrated 99.50\% accuracy in multi-class classification across 23 different variants of DDoS and DoS attacks, outperforming contemporary models. The model's performance was assessed using metrics such as accuracy, precision, recall, and F1-score. This research provides significant benefits to security practitioners and administrators, offering reduced false positives and reliable alerts during firmware over-the-air updates in IoT-edge devices.
DOI: 10.15468/dl.2tq9ud
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brahea armata S.Watson",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 390 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061393-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2fvzr1
title: CCDC 2260264: Experimental Crystal Structure Determination

description: Related Article: Bappaditya Goswami, Manas Khatua, Swati Rani, Robindo Chatterjee, Subhas Samanta|2024|Inorg.Chem.|63|23630|doi:10.1021/acs.inorgchem.4c03640
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2hxj10
title: CCDC 2321312: Experimental Crystal Structure Determination

description: Related Article: Guan Peng, Wei Xu, Fangfang Chen|2025|Polyhedron|267|117317|doi:10.1016/j.poly.2024.117317
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k1grv
title: CCDC 2354907: Experimental Crystal Structure Determination

description: Related Article: Weiming Shi, Pei-Jun Cai, Zi-You Tian, Zhe Dong, Zhi-Xiang Yu|2024|J.Org.Chem.|89|18019|doi:10.1021/acs.joc.4c01646
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k1gsw
title: CCDC 2354908: Experimental Crystal Structure Determination

description: Related Article: Weiming Shi, Pei-Jun Cai, Zi-You Tian, Zhe Dong, Zhi-Xiang Yu|2024|J.Org.Chem.|89|18019|doi:10.1021/acs.joc.4c01646
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k86pr
title: CCDC 2361384: Experimental Crystal Structure Determination

description: Related Article: Cuiying Pu, Jiajia Wang, Qiangqiang Liu, Lu Lu, Akil Ahmad, Mohammad B. Alshammari, Istikhar A. Ansari, Mohd Afzal, Abdullah Alarifi|2025|Polyhedron|267|117321|doi:10.1016/j.poly.2024.117321
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2khvgd
title: CCDC 2368724: Experimental Crystal Structure Determination

description: Related Article:  S․ Neetha,  C․ Santhosh, T․N․ Lohith, K․ Sharath, M․A․ Sridhar, M․P․ Sadashiva|2025|J.Mol.Struct.|1324|140793|doi:10.1016/j.molstruc.2024.140793
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kp2bp
title: CCDC 2373742: Experimental Crystal Structure Determination

description: Related Article: Lorenzo Sorace, Alexey A. Dmitriev, Mauro Perfetti, Kira E. Vostrikova|2025|Chemical Science|16|218|doi:10.1039/D4SC05035E
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kp2dr
title: CCDC 2373744: Experimental Crystal Structure Determination

description: Related Article: Lorenzo Sorace, Alexey A. Dmitriev, Mauro Perfetti, Kira E. Vostrikova|2025|Chemical Science|16|218|doi:10.1039/D4SC05035E
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ksymy
title: CCDC 2377471: Experimental Crystal Structure Determination

description: Related Article: Xin Li, Mohan Zu, Linzhuo Yan, Qiang Zhao, Liu Liu|2024|RSC Advances|14|38002|doi:10.1039/D4RA06324D
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.3uh64u
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brahea edulis H.Wendl. ex S.Watson",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 69 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061395-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjfsca
title: Occurrence Download

description: A dataset containing 31936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Nyctidromus albicollis (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 31936 records from 311 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061394-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7evz5j
title: Occurrence Download

description: A dataset containing 7924 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ESP, PRT, AND)",
 "OccurrenceStatus is Present",
 "TaxonKey is Anguis fragilis Linnaeus, 1758"
 ]
}

 The dataset includes 7924 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061396-241126133413365/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.26539699
title: Engineering microbial consortia: uptake and leakage rate differentially shape community arrangement and composition

description: Microscopy pictures of range expansion experiments with synthetic communities of Escherichia coli amino acid auxotrophs. Sample code indicated in the readme file.
DOI: 10.6084/m9.figshare.26539699.v1
title: Engineering microbial consortia: uptake and leakage rate differentially shape community arrangement and composition

description: Microscopy pictures of range expansion experiments with synthetic communities of Escherichia coli amino acid auxotrophs. Sample code indicated in the readme file.