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

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceryle torquatus (Linnaeus, 1766)",
 "TaxonKey is Ceryle torquatus (Linnaeus, 1766)",
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 83 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051724-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-34322
title: Robbery suspect, 1952

description: 10 images. Robbery suspect, 05 January 1952. Loren Rodgers -- 21 years (suspect); Patricia Rodgers -- 3 years; Mrs. Dolores Rodgers -- 21 years; Detective J. R. Kline; Detective T. H. Gerber.
DOI: 10.15468/dl.wckew7
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium orteganum Arv.-Touv. & Gaut."
 ]
}

 The dataset includes 32 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021095-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wm985a
title: Occurrence Download

description: A dataset containing 1715 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saguinus oedipus (Linnaeus, 1758)"
 ]
}

 The dataset includes 1715 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005766-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6lqgn
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Archaea Collection in BCRC"
 ]
}

 The dataset includes 62 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051727-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-43882
title: Easter hunt queen, 1952

description: 4 images. Easter hunt queen, 1 April 1952. Sherrie Halgren -- 7 years ("Queen" of the 12,000 San Gabriel Easter egg hunt to be held April 12th).; Caption slip reads: "San Gabriel Pictorial. Photographer: Richardson. Date: 1952-04-01. Reporter: Swaim. Assignment: Easter egg queen. K2, 3: Sherrie Halgren, 7, queen of San Gabriel giant Easter egg hunt, finding eggs hidden in scale model of San Gabriel Mission Playhouse. K4, 5: Closeups, Sherrie Halgren, 7, Easter egg hunt queen". Edits: "K1: Sherrie Halgren with basket of eggs".
DOI: 10.15468/dl.fr4cng
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium urbionicum Mateo"
 ]
}

 The dataset includes 66 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021093-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2c85r3
title: Occurrence Download

description: A dataset containing 178060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.479608666666667 48.58410666666667, 2.479608666666667 65.67073733333334, -31.565747 65.67073733333334, -31.565747 48.58410666666667, 2.479608666666667 48.58410666666667))",
 "EventDate is 2013-02-01,2013-02-28"
 ]
}

 The dataset includes 178060 records from 306 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061194-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-28080
title: Independent Progressive Party pickets councilman's house, 1951

description: 7 images. Independent Progressive Party pickets councilman's house, 23 December 1951. Mr. and Mrs. Harold Harby; Harold Harby, Junior; Ronnie Soderwall, 8, friend; Billie Soderwall, 7, friend; Joe Young, friend, 13, holding sign of his own.; Caption slip reads: "Photographer: Olmo. Date: 1951-12-23. Assignment: Independent Progressive Party pickets Harold Harby's house. 21: Pickets walking in front of house at 2642 Halm Avenue. 22: Harold harby, Jr. stands in front of house. 23: Mrs. Harold Harby, Sr., watering lawn while pickets walk. 24-25-26: Mr. and Mrs. Harby, Sr. in front of house. 27: Harold Harby watches pickets with some friends, l to r: Ronnie Soderwall, age 8; Billie Soderwall, age 7; Joe Young, age 13, holds a sign of his own".
DOI: 10.15468/dl.vxu4ir
title: Occurrence Download

description: A dataset containing 554 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haroldiellus sallei (Harold, 1863)"
 ]
}

 The dataset includes 554 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051729-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-44080
title: Easter Party for Tracy Clinic children, 1952

description: 3 images. Easter Party for Tracy Clinic children (possibly, John Tracy Clinic), 04 April 1952. Micky Terzagian; Jan McCready; Sonia Theiler; Claire Bond; Beverly Konugres; Above are occupational therapy majors at University of Southern California.
DOI: 10.15468/dl.c7z5uk
title: Occurrence Download

description: A dataset containing 5 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 Rana culaiensis Li, Lu & Li, 2008"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023622-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xx9frz
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "GadmGid is one of (CHN.15_1, CHN.31_1, CHN.1_1, CHN.24_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Hynobius amjiensis Gu, 1992, Hydrophis platurus (Linnaeus, 1766), Hydrophis melanocephalus Gray, 1849, Hydrophis cyanocinctus Daudin, 1803)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035530-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-27910
title: New judge, 1951

description: 2 images. New judge, 5 December 1951. Superior Court Judge W. Turney Fox; H. Burton Noble (New Pasadena Municipal Judge).; Caption slip reads: "Photographer: Richardson. Date: 1951-12-05. Reporter: Swaim. Assignment: New judge. L - R: Superior Court Judge W. Turney Fox swearing in new Pasadena Municipal Judge H. Burton Noble".
DOI: 10.15468/dl.jxpmib
title: Occurrence Download

description: A dataset containing 118017 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zea mays L."
 ]
}

 The dataset includes 118017 records from 326 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051749-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/5jcmko
title: PAN-00175159 - pinch lead

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00175159&lt;/p&gt;
description: Modified: 2025-10-14T14:56:22+02:00
DOI: 10.15468/dl.w5wgcz
title: Occurrence Download

description: A dataset containing 23824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ferula"
 ]
}

 The dataset includes 23824 records from 300 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039893-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17863206
title: List of Scopus Indexed Journals

description: Discover 34683 Scopus-indexed journals. Explore both paid and free options with detailed metrics, quartiles, impact factors, submission guidelines, and access types to elevate your research and publishing success.
DOI: 10.5281/zenodo.17863205
title: List of Scopus Indexed Journals

description: Discover 34683 Scopus-indexed journals. Explore both paid and free options with detailed metrics, quartiles, impact factors, submission guidelines, and access types to elevate your research and publishing success.
DOI: 10.17026/ar/aahacb
title: PAN-00163948 - terra sigillata bowl type Drag. 29

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00163948&lt;/p&gt;
description: Modified: 2025-10-18T16:37:01+02:00
DOI: 10.15468/dl.8fhmw8
title: Occurrence Download

description: A dataset containing 100784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lanice conchilega",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 100784 records from 378 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039876-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17862333
title: HITL-IoT: Human-in-the-Loop Intrusion Detection Dataset

description: Abstract: HITL-IoT is the first intrusion detection dataset for IoT environments that integrates human analyst decision metadata with traditional benign/attack labels. The dataset includes network traffic covering twelve IoT attack categories, complemented by 10,227 human-annotated samples produced by security analysts across three expertise levels (expert 80.5%, intermediate 14.4%, novice 5.1%). Each annotation includes the analyst's decision, confidence score (0-1 scale), decision latency, and justification text, enabling detailed study of human decision behavior, human-AI collaboration, and oversight mechanisms. The dataset provides 54 CICFlowMeter-style features per flow and covers 12 IoT device types, including cameras, thermostats, doorbells, and speakers. The dataset release includes baseline benchmarks for nine classical and deep learning models (best: XGBoost 99.59% accuracy, 1.67s training), together with preprocessing utilities and evaluation protocols to ensure reproducible experimentation. Human annotation performance ranges from expert (92.2% accuracy, ECE=0.152) to novice (76.9% accuracy, ECE=0.256), demonstrating the importance of expertise stratification in HITL systems. HITL-IoT enables research in human-centered intrusion detection, selective-deferral strategies, confidence calibration, and regulatory oversight analysis aligned with EU AI Act Article 14 requirements. All dataset files, metadata, baseline code, and documentation are openly available under CC BY 4.0 license to support transparent, extensible research in trustworthy, human-aligned IoT cybersecurity.

 

If you use this dataset, please cite:

1. The dataset (this Zenodo record)[Full citation detailsbibtex@dataset{Wakili2025hitliot_dataset,  author       = {Abubakar Wakili, Muhammad Idris, Sara Bakkali                   },  title        = {HITL-IoT: Human-in-the-Loop Intrusion Detection Dataset},  year         = 2025,  publisher    = {Zenodo},  doi          = {10.5281/zenodo.17862334},  url          = {https://doi.org/10.5281/zenodo.17862334}}

 

 

Keywords:human-in-the-loop, intrusion detection, IoT security, cybersecurity dataset, network traffic analysis, human-AI collaboration, confidence calibration, expert annotations, EU AI Act, trustworthy AI, anomaly detection, benchmark dataset
DOI: 10.5281/zenodo.17862334
title: HITL-IoT: Human-in-the-Loop Intrusion Detection Dataset

description: Abstract: HITL-IoT is the first intrusion detection dataset for IoT environments that integrates human analyst decision metadata with traditional benign/attack labels. The dataset includes network traffic covering twelve IoT attack categories, complemented by 10,227 human-annotated samples produced by security analysts across three expertise levels (expert 80.5%, intermediate 14.4%, novice 5.1%). Each annotation includes the analyst's decision, confidence score (0-1 scale), decision latency, and justification text, enabling detailed study of human decision behavior, human-AI collaboration, and oversight mechanisms. The dataset provides 54 CICFlowMeter-style features per flow and covers 12 IoT device types, including cameras, thermostats, doorbells, and speakers. The dataset release includes baseline benchmarks for nine classical and deep learning models (best: XGBoost 99.59% accuracy, 1.67s training), together with preprocessing utilities and evaluation protocols to ensure reproducible experimentation. Human annotation performance ranges from expert (92.2% accuracy, ECE=0.152) to novice (76.9% accuracy, ECE=0.256), demonstrating the importance of expertise stratification in HITL systems. HITL-IoT enables research in human-centered intrusion detection, selective-deferral strategies, confidence calibration, and regulatory oversight analysis aligned with EU AI Act Article 14 requirements. All dataset files, metadata, baseline code, and documentation are openly available under CC BY 4.0 license to support transparent, extensible research in trustworthy, human-aligned IoT cybersecurity.

 

If you use this dataset, please cite:

1. The dataset (this Zenodo record)[Full citation detailsbibtex@dataset{Wakili2025hitliot_dataset,  author       = {Abubakar Wakili, Muhammad Idris, Sara Bakkali                   },  title        = {HITL-IoT: Human-in-the-Loop Intrusion Detection Dataset},  year         = 2025,  publisher    = {Zenodo},  doi          = {10.5281/zenodo.17862334},  url          = {https://doi.org/10.5281/zenodo.17862334}}

 

 

Keywords:human-in-the-loop, intrusion detection, IoT security, cybersecurity dataset, network traffic analysis, human-AI collaboration, confidence calibration, expert annotations, EU AI Act, trustworthy AI, anomaly detection, benchmark dataset
DOI: 10.15468/dl.c6qa5n
title: Occurrence Download

description: A dataset containing 362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((110.17555 27.74233,123.92133 27.74233,123.92133 37.84755,110.17555 37.84755,110.17555 27.74233))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Osmanthus fragrans"
 ]
}

 The dataset includes 362 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039894-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/qklvhs
title: PAN-00170553 - terra sigillata bowl type Drag. 37 (SG)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00170553&lt;/p&gt;
description: Modified: 2025-10-07T15:11:32+02:00
DOI: 10.15468/dl.sck47h
title: Occurrence Download

description: A dataset containing 3681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laphania boecki",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3681 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039895-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4k872
title: Occurrence Download

description: A dataset containing 600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Kyrgyzstan, Korea, Republic of, Kazakhstan, Mongolia, Korea (Democratic People’s Republic of), Russian Federation, China)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Iris uniflora"
 ]
}

 The dataset includes 600 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039897-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/ossgxa
title: PAN-00175461 - pinch lead

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00175461&lt;/p&gt;
description: Modified: 2025-10-29T09:58:23+01:00
DOI: 10.15468/dl.v9ezj4
title: Occurrence Download

description: A dataset containing 589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Cinnamomum bodinieri"
 ]
}

 The dataset includes 589 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039898-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73vyfp
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lagorchestes asomatus"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039899-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg3j6y
title: Occurrence Download

description: A dataset containing 1104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Loimia medusa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1104 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039900-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/li8lcc
title: PAN-00182003 - arched bow brooch variant A1

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00182003&lt;/p&gt;
description: Modified: 2025-11-02T11:36:03+01:00
DOI: 10.15468/dl.6fdgk4
title: Occurrence Download

description: A dataset containing 3158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lysilla loveni",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3158 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039902-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.j00210.00066
title: RNA-seq data and resequencing data of DM160、 DM252
title: RNA-seq data and resequencing data of DM160、 DM252

description: When DM160 and DM252 reached the three-leaf stage, fresh Bgt E09 spores collected from pre-infected susceptible control wheat SY225 were gently brushed onto their leaf surfaces. Leaf samples were collected at 0 h and 24 h post-inoculation with three biological replicates per time point. Transcriptome sequencing was performed. In addition, 15 specific molecular markers were developed by resequencing DM160 and DM252
description: When DM160 and DM252 reached the three-leaf stage, fresh Bgt E09 spores collected from pre-infected susceptible control wheat SY225 were gently brushed onto their leaf surfaces. Leaf samples were collected at 0 h and 24 h post-inoculation with three biological replicates per time point. Transcriptome sequencing was performed. In addition, 15 specific molecular markers were developed by resequencing DM160 and DM252
DOI: 10.15468/dl.xwmmh6
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lagorchestes asomatus"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039903-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/gtxzam
title: PAN-00179064 - large single looped ring buckle

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00179064&lt;/p&gt;
description: Modified: 2025-10-21T08:32:22+02:00
DOI: 10.15468/dl.gwp23k
title: Occurrence Download

description: A dataset containing 845 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lysilla nivea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 845 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039905-251120083545085/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.30829340.v1
title: dataset bibliometric

description: Malaysian literature dataset from 2024 to 2025
DOI: 10.34740/kaggle/dsv/14069558
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.yzbz75
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Astragalus monophyllus"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039908-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25442/hku.30828212
title: Data for "Not All Roads Lead to Red: The genetics of sexual dichromatism in the northern cardinal (<i>Cardinals cardinalis</i>)"

description: Attached are the data for "Not All Roads Lead to Red: The genetics of sexual dichromatism in the northern cardinal (<i>Cardinals cardinalis</i>)" submitted to MBE for review in December 2025. They include:gene_reanno.list: list of the gene identifiers and names from the northern cardinal genome annotation used in the analysesmetadata.txt: contains all information used in the analyses outlined in the paper, such as Band, Sample_ID, Tissue_Type, Treatment, Age, Sex, Wing, Tail, Weight, Molt_Score, AvgBillHueMolting, AvgBillSaturationMolt, AvgBillBrightnessMolt, plasma_ketocarotenoids, plasma_non-ketos, plasma_lutein_zeax, plasma_canary_xanthophylls_conc, follicle_ketocarotenoids, follicle_non-ketos, follicle_lutein_zeax, and follicle_canary_xanthophylls_conc wild_cardinals_all_genes.counts: raw counts from RSEMwild_cardinals.list: sample names wild_samples_TPM.tsv: transcripts per million from RSEM