cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/06p-cf4-r1x
title: Volutopsius norwegicus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/abs-f29-g55
title: Tellinella listeri (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gbb-kfw-snl
title: Verpa penis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p33-4np-3dp
title: Monoplex parthenopeus (Salis Marschlins, 1793)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1j5-ag4-gpk
title: Cerithium eburneum Bruguière, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wcv-53b-b5h
title: Clanculus corallinus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l2e-26y-y9b
title: Merdigera obscura (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c4r-djw-rys
title: Chrysallida nioba (Dall & Bartsch, 1911)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sbg-9a8-204
title: Paramastus P. Hesse, 1933

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/622-cb7-8bf
title: Nerita textilis Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y65-5wp-4b6
title: Odostomia unidentata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sae-5j3-gdl
title: Conus tiaratus G. B. Sowerby I, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wxe-br0-mhs
title: Dentalium elephantinum Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zbd-1jg-7sy
title: Tritia miga (Bruguière, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d1v-nhm-3mp
title: Neoterebra dislocata (Say, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vb4-gyt-gff
title: Montfortia emarginata (Blainville, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8na-0gs-c68
title: Oxymeris dimidiata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pev-h71-vtg
title: Conus namocanus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fdl-20w-z3e
title: Terebra commaculata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4rb-1ap-acl
title: Alvania punctura (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kp0-tvy-z01
title: Conus ammiralis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2ag-ajz-5jh
title: Domiporta circula (Kiener, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cgb-e9g-en5
title: Gastrocopta barbadensis barbadensis (L. Pfeiffer, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wf3-5sv-llk
title: Tugonia J. E. Gray, 1842

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x7h-haw-qxh
title: Barnea dilatata (Souleyet, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ane-v8f-nwr
title: Clithon oualaniense (Lesson, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4cd-j9k-vez
title: Calliostomatidae Thiele, 1924 (1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n74-5xr-yq3
title: Carychium tridentatum (Risso, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kf8-1zb-t1a
title: Cochlespira pulchella semipolita A. W. B. Powell, 1969

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r84-acd-1hh
title: Tonna allium (Dillwyn, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xea-lmj-wmy
title: Diodora ruppellii (G. B. Sowerby I, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/38e-y9p-sd5
title: Conasprella orbignyi (Audouin, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fz5-lj6-8ds
title: Oxymeris crenulata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eje-wt8-5k4
title: Erronea caurica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qte-fjb-0ac
title: Drupella margariticola (Broderip, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6x9-1r4-hb2
title: Caracollina lenticula (Michaud, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mq2-gj8-a2d
title: Cochlostoma septemspirale septemspirale (Razoumowsky, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5kk-7z4-h1e
title: Stramonita haemastoma (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hdp-jjz-1a9
title: Johnsonella fausta (Pulteney, 1799)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xjh-lht-0fq
title: Mitrella elegans (Dall, 1871)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3q8-72a-b8m
title: Conus aulicus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hc8-pj2-0sa
title: Janthina globosa Swainson, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2n7-9q0-x9h
title: Nassarius subspinosus (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9w8-km4-pke
title: Oncomelania hupensis Gredler, 1881

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvw-69f-f19
title: Conus regularis G. B. Sowerby I, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8kb-wx8-tfc
title: Peristernia forskalii (Tapparone Canefri, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/acd-5jh-375
title: Erronea Troschel, 1863

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15064129
title: 5G Traffic Capture Dataset: User Equipment Classification in the 5G Core

description: A 5G dataset containing network traffic capture files created on a simulated environment and saved in the PCAP format

These datasets were used in the masters dissertation titled "User Equipment Classification in the 5G Core" according to the description in the Table of contents below
description: The network packets of the inference dataset were captured using tcpdump on Ubuntu Linux and saved using the PCAP file format (which is more detailed than CSV)

The virtual environment used free5GC and UERANSIM to simulate the 5G network
description: Dataset file description




File name
Description


training_data.zip
Data from other public datasets used to train the ML models


inference_data.zip
Data collected and used to run the model inference step




 




File name
For training or inference?
5G traffic type
Description


Youtube_cellular.pcap
Training
eMMB
Video reproduction traffic collected from the "5G Traffic Datasets" public dataset


naver5g3-10M.pcap
Training
URLLC
Video live stream traffic collected from the "5G Traffic Datasets" public dataset


training_data_mmtc.zip
Training
mMTC
UDP traffic collected from the "5G Campus Networks: Measurement Traces" public dataset


youtube-1M-1080p.pcap
Inference
eMMB
Captured while virtual UE reproduced the "5G eMBB traffic" Youtube playlist


naver-tv-1M.pcap
Inference
URLLC
Captured while virtual UE reproduced the NaverTV's YTN "Korea 24-hour news channel" live stream


udp-100pps.pcap
Inference
mMTC
Captured while virtual UE used our traffic generator/Netcat to send 100 UDP packets per second


udp-nc-traffic-1k.pcap
Inference
mMTC
Captured while virtual UE used our traffic generator/Netcat to mimic an IoT-like UDP communication pattern (with variable intervals)
description: The data was split in two ZIP files (training_data.zip and inference_data.zip). If using them with our source code, they should be extracted to the same folder called "pcap". For more details on the expected folder structure, see the directory structure files in this other Zenodo record
description: The training data was obtained from the IEEE Dataport "5G Traffic Datasets" and "5G Campus Networks: Measurement Traces" public datasets. The files' contents were not changed.
DOI: 10.5281/zenodo.15064130
title: 5G Traffic Capture Dataset: User Equipment Classification in the 5G Core

description: A 5G dataset containing network traffic capture files created on a simulated environment and saved in the PCAP format

These datasets were used in the masters dissertation titled "User Equipment Classification in the 5G Core" according to the description in the Table of contents below
description: The network packets of the inference dataset were captured using tcpdump on Ubuntu Linux and saved using the PCAP file format (which is more detailed than CSV)

The virtual environment used free5GC and UERANSIM to simulate the 5G network
description: Dataset file description




File name
Description


training_data.zip
Data from other public datasets used to train the ML models


inference_data.zip
Data collected and used to run the model inference step




 




File name
For training or inference?
5G traffic type
Description


Youtube_cellular.pcap
Training
eMMB
Video reproduction traffic collected from the "5G Traffic Datasets" public dataset


naver5g3-10M.pcap
Training
URLLC
Video live stream traffic collected from the "5G Traffic Datasets" public dataset


training_data_mmtc.zip
Training
mMTC
UDP traffic collected from the "5G Campus Networks: Measurement Traces" public dataset


youtube-1M-1080p.pcap
Inference
eMMB
Captured while virtual UE reproduced the "5G eMBB traffic" Youtube playlist


naver-tv-1M.pcap
Inference
URLLC
Captured while virtual UE reproduced the NaverTV's YTN "Korea 24-hour news channel" live stream


udp-100pps.pcap
Inference
mMTC
Captured while virtual UE used our traffic generator/Netcat to send 100 UDP packets per second


udp-nc-traffic-1k.pcap
Inference
mMTC
Captured while virtual UE used our traffic generator/Netcat to mimic an IoT-like UDP communication pattern (with variable intervals)
description: The data was split in two ZIP files (training_data.zip and inference_data.zip). If using them with our source code, they should be extracted to the same folder called "pcap". For more details on the expected folder structure, see the directory structure files in this other Zenodo record
description: The training data was obtained from the IEEE Dataport "5G Traffic Datasets" and "5G Campus Networks: Measurement Traces" public datasets. The files' contents were not changed.
DOI: 10.3535/4dl-lk5-rdk
title: Semicassis thomsoni (Brazier, 1876)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.jvm2n8
title: Occurrence Download

description: A dataset containing 11562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Paspalum distichum"
 ]
}

 The dataset includes 11562 records from 474 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007255-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36hydp
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038425-250717081556266/datasets/export for details.
DOI: 10.15468/dl.8ztt8d
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038423-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ezhega
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Hungary",
 "HasCoordinate is true"
 ]
}

 The dataset includes 121 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038424-250717081556266/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.29634452
title: Urban livable environment exposure and inequality

description: This repository contains the data and code used for the key analyses and findings in the paper: Global disparities in human exposure to urban livable environment and their health implications.If any questions, please contact the author: Mingjie Xu (mingjiexu@whu.edu.cn)
DOI: 10.6084/m9.figshare.29634452.v2
title: Urban livable environment exposure and inequality

description: This repository contains the data and code used for the key analyses and findings in the paper: Global disparities in human exposure to urban livable environment and their health implications.If any questions, please contact the author: Mingjie Xu (mingjiexu@whu.edu.cn)
DOI: 10.6084/m9.figshare.29634452.v1
title: Urban livable environment exposure and inequality

description: This repository contains the data and code used for the key analyses and findings in the paper: Global disparities in human exposure to urban livable environment and their health implications.If any questions, please contact the author: Mingjie Xu (mingjiexu@whu.edu.cn)
DOI: 10.25403/upresearchdata.29617202
title: Role of impingement length and pitch in jet impingement boiling

description: The dataset underpins a dissertation titled "CFD investigation into the role of impingement length and pitch in jet impingement boiling."Temperature, volume fracture, and heat flux results of the following cases:Validation study2D single jet domains with:Mesh independence study2D single jet with and without conjugationMultiple jet domains with:2D Slotted jets with and without conjugation3D Four jet configurations without conjugationProcessed data from Wright et al. and St number evaluationDissertation formatted images<br>
DOI: 10.25403/upresearchdata.29617202.v1
title: Role of impingement length and pitch in jet impingement boiling

description: The dataset underpins a dissertation titled "CFD investigation into the role of impingement length and pitch in jet impingement boiling."Temperature, volume fracture, and heat flux results of the following cases:Validation study2D single jet domains with:Mesh independence study2D single jet with and without conjugationMultiple jet domains with:2D Slotted jets with and without conjugation3D Four jet configurations without conjugationProcessed data from Wright et al. and St number evaluationDissertation formatted images<br>
DOI: 10.15468/dl.u76a32
title: Occurrence Download

description: A dataset containing 662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alaudala rufescens",
 "MediaType is Image"
 ]
}

 The dataset includes 662 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038426-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppx7gk
title: Occurrence Download

description: A dataset containing 1076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus mahaleb",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1076 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038428-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18167/dvn1/wkajzo
title: Reunion island - 2018, Land cover map (Pleiades) - 0.5m

description: CIRAD's TETIS research unit is developing an automated mapping method based on the Moringa chain that minimizes interactions with users by automating most image analysis and processing. The methodology uses jointly a Very High Spatial Resolution image (Spot6/7 or Pleiades) and one or more time series of High Spatial Resolution optical images such as Sentinel-2 and Landsat-8 for a classification combining segmentation and object classification (use of the Random Forest algorithm) driven by a learning database constituted from in situ collection and photo-interpretation. The land use maps are produced as part of the GABIR project (Gestion Agricole des Biomasses à l'échelle de l'Ile de la Réunion) and are downloadable below or on CIRAD's spatial data catalogue: https://geode.cirad.fr This Dataverse entry concerns the maps produced, for the year 2018, using a mosaic of Pleiades images to calculate segmentation (extraction of homogeneous objects from the image). We use a field database with a nested nomenclature with 3 levels of accuracy allowing us to produce a classification by level. The most detailed level 3 distinguishing crop types has an overall accuracy of 87% and a Kappa index of 0.85. Level 2, distinguishing crop groups, has an overall accuracy of 92% and a Kappa index of 0.90. Level 1, distinguishing major land use groups, has an overall accuracy of 97% and a Kappa index of 0.95. A detailed sheet presenting the validation method and results is available for download.
DOI: 10.15468/dl.rtrjjg
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus mahaleb",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 72 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038427-250717081556266/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.29634428
title: Skin Type Identification

description: This dataset was collected and used for the research study titled <i>"Deep Learning-Based Skin Type Identification and Personalized Skincare Recommendations."</i><br>It includes facial skin images of women categorized by different skin types (e.g., oily, dry, normal, combination).<br>The dataset was preprocessed and labeled to train and evaluate deep learning models for accurate skin type classification.<br>The data is intended for academic and research purposes only.
DOI: 10.6084/m9.figshare.29634428.v1
title: Skin Type Identification

description: This dataset was collected and used for the research study titled <i>"Deep Learning-Based Skin Type Identification and Personalized Skincare Recommendations."</i><br>It includes facial skin images of women categorized by different skin types (e.g., oily, dry, normal, combination).<br>The dataset was preprocessed and labeled to train and evaluate deep learning models for accurate skin type classification.<br>The data is intended for academic and research purposes only.
DOI: 10.15468/dl.gb6vjq
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glischrochilus quadrisignatus",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 163 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038430-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vwqpm
title: Occurrence Download

description: A dataset containing 1389 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meretrix lusoria"
 ]
}

 The dataset includes 1389 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038429-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xm4kgq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038431-250717081556266/datasets/export for details.
DOI: 10.15468/dl.g2smp8
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038432-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6f5pf
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038433-250717081556266/datasets/export for details.