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

description: A dataset containing 3677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((71.98729 30.09747,65.60207 18.34285,72.71289 -1.97377,90.85273 -13.29303,118.86064 -14.01862,147.73926 -14.01862,158.62317 -13.58327,154.85008 1.50908,138.01631 12.39298,118.42528 23.27689,114.21684 28.35604,98.68914 27.19509,80.69442 29.80723,71.98729 30.09747))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hopea"
 ]
}

 The dataset includes 3677 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028728-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/24393
title: Chandra X-ray Observatory ObsId 24393

description: The LMXB population of NGC 3998: Testing for an extreme IMF
DOI: 10.25574/24399
title: Chandra X-ray Observatory ObsId 24399

description: RXJ1053.7+5735: A High-Redshift Early-Stage Cluster Merger with an SZ Detected Shock
DOI: 10.25574/24803
title: Chandra X-ray Observatory ObsId 24803

description: Understanding Quasar Jet Physics in the X-rays
DOI: 10.25574/25208
title: Chandra X-ray Observatory ObsId 25208

description: The Astrophysics of the Most Energetic Gamma-Ray Bursts
DOI: 10.25574/25445
title: Chandra X-ray Observatory ObsId 25445

description: A Chandra Survey of the Definitive Low-Luminosity AGN Sample
DOI: 10.25574/26276
title: Chandra X-ray Observatory ObsId 26276

description: Shallow heating in the neutron star crust of MAXI J0556?-332
DOI: 10.15468/dl.kegpwj
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028732-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/26291
title: Chandra X-ray Observatory ObsId 26291

description: X-RAY SURVEYING RADIO-LOUD ACTIVE GALAXIES AND THEIR LARGE-SCALE ENVIRONMENTS
DOI: 10.15468/dl.gp5mdq
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Descurainia nuttallii"
 ]
}

 The dataset includes 16 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028729-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/26292
title: Chandra X-ray Observatory ObsId 26292

description: DEFINING A BONA FIDE SAMPLE OF INTERMEDIATE-MASS BLACK HOLES:X-RAY CONFIRMATION OF OPTICALLY SELECTED AGN CANDIDATES
DOI: 10.15468/dl.ju9rg2
title: Occurrence Download

description: A dataset containing 689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "Geometry POLYGON((-153.91487 -26.49138,-9.08513 -26.49138,-9.08513 31.49138,-153.91487 31.49138,-153.91487 -26.49138))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862, 33d232b5-5cc2-4521-8bd6-121c5bb41c32, d0e01e0c-7e8c-49aa-aeed-15fab7dfee46, 2e149736-4cc6-44d4-a068-ccb2041baf75, e1f3033f-176a-4e5e-8b97-7f1f000fcc2a, bc092ff0-02e4-11dc-991f-b8a03c50a862, 061b4f20-f241-11da-a328-b8a03c50a862, 396d5f30-dea9-11db-8ab4-b8a03c50a862)",
 "TaxonKey is Hesperomeles obtusifolia"
 ]
}

 The dataset includes 689 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028731-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/txjk6k
title: Deal or No Deal? Decision Making under Risk in a Large-Payoff Game Show

description: &lt;div&gt;This excel file contains all data in the paper, divided over eight sheets. For more detail, see the read-me file.&lt;/div&gt;In this research we examine the risky choices of contestants in the popular TV game show "Deal or No Deal" and related classroom experiments. Contrary to the traditional view of expected utility theory, the choices can be explained in large part by previous outcomes experienced during the game. Risk aversion decreases after earlier expectations have been shattered by unfavorable outcomes or surpassed by favorable outcomes. Our results point to reference-dependent choice theories such as prospect theory, and suggest that path-dependence is relevant, even when the choice problems are simple and well defined, and when large real monetary amounts are at stake.
description: This entry is a two-file data package totaling 560.7 KB, containing files in .xls and .pdf formats.If you use this dataset, please cite: Baltussen, Guido; Post, Thierry; J. van den Assem, Martijn (2020). Deal or No Deal? Decision Making under Risk in a Large-Payoff Game Show. Erasmus University Rotterdam (EUR). Dataset. https://doi.org/10.25397/eur.12629960
DOI: 10.15468/dl.qjq94s
title: Occurrence Download

description: A dataset containing 1171 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Glasaalmigratie - Glass eel migration in the river Yser"
 ]
}

 The dataset includes 1171 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028733-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wj9hfh
title: Occurrence Download

description: A dataset containing 2539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cussonia arborea"
 ]
}

 The dataset includes 2539 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028734-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntynjx
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.64 5.586,-75.606 5.586,-75.606 5.6,-75.64 5.6,-75.64 5.586))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 104 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028736-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15807306
title: Experimental data for "Transient photodoping and phonon dynamics in bulk and monolayer MoS2 by time resolved Raman scattering"

description: Experimental data relative to the Figures and analysis for the manuscript "Transient photodoping and phonon dynamics in bulk and monolayer MoS2 by time resolved Raman scattering", by the same authors. 

The paper has been accepted for publication on Npj 2D Materials and Applications on August 13th, 2025 (https://doi.org/10.1038/s41699-025-00601-0).

 

Data of figures 4 and 5 are grouped, and organized so that the variation in time of frequency and temperature are presented for both modes. Data relative to Imap and Diffmap (Fig2, Fig3, e FigS1) are obtained from the raw data after linear background subtraction (background is assesseed by linear fitting, with different parameters for Stokes and antiStokes regions) and smoothing (adjacent averaging, 5pts).
DOI: 10.5281/zenodo.15807304
title: Experimental data for "Transient photodoping and phonon dynamics in bulk and monolayer MoS2 by time resolved Raman scattering"

description: Experimental data relative to the Figures and analysis for the manuscript "Transient photodoping and phonon dynamics in bulk and monolayer MoS2 by time resolved Raman scattering", by the same authors. 

The paper has been accepted for publication on Npj 2D Materials and Applications on August 13th, 2025 (https://doi.org/10.1038/s41699-025-00601-0).

 

Data of figures 4 and 5 are grouped, and organized so that the variation in time of frequency and temperature are presented for both modes. Data relative to Imap and Diffmap (Fig2, Fig3, e FigS1) are obtained from the raw data after linear background subtraction (background is assesseed by linear fitting, with different parameters for Stokes and antiStokes regions) and smoothing (adjacent averaging, 5pts).
DOI: 10.25574/29870
title: Chandra X-ray Observatory ObsId 29870

description: INSIGHTS INTO HIGH-REDSHIFT X-RAY EMISSION FROM NEARBY EXTREMELY METAL-POOR GALAXIES (XMPS)
DOI: 10.15468/dl.8t59rx
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028738-250811113504898/datasets/export for details.
DOI: 10.15468/dl.fbqj7n
title: Occurrence Download

description: A dataset containing 19196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Festuca valesiaca"
 ]
}

 The dataset includes 19196 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028735-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/jntcn9
title: Higher socioeconomic status does not predict decreased prosocial behavior in a field experiment_stata

description: This is the data and do file of the paper Andreoni, J., Nikiforakis, N., & Stoop, J. (2021). Higher socioeconomic status does not predict decreased prosocial behavior in a field experiment. &lt;i&gt;Nature communications&lt;/i&gt;, &lt;i&gt;12&lt;/i&gt;(1), 1-8.
description: This entry is a seven-file data package totaling 183.5 KB, containing files in .do and .dta formats.If you use this dataset, please cite: Stoop, Jan; Nikiforakis, Nikos; Andreoni, James (2022). Higher socioeconomic status does not predict decreased prosocial behavior in a field experiment_stata. Erasmus University Rotterdam (EUR). Dataset. https://doi.org/10.25397/eur.19236546
DOI: 10.15468/dl.kw42yx
title: Occurrence Download

description: A dataset containing 223181 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Florabank2: a grid-based database on distribution of bryophytes in the northern part of Belgium (Flanders and the Brussels Capital region)"
 ]
}

 The dataset includes 223181 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028724-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayadqu
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Odontostilbe fugitiva)",
 "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 231 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028740-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awfm2w
title: Occurrence Download

description: A dataset containing 6906 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6906 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028739-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sd45wg
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028741-250811113504898/datasets/export for details.
DOI: 10.15468/dl.wqqjgx
title: Occurrence Download

description: A dataset containing 2367360 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vaccinium"
 ]
}

 The dataset includes 2367360 records from 2156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028631-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17590798
title: Dataset for "An efficient multistart heuristic for the driver and vehicle routing problem"

description: This repository contains all input files associated with the computational experiments described in the artice:

Domínguez-Martín, Bencomo, Inmaculada Rodríguez-Martín, y Juan-José Salazar-González. «An efficient multistart heuristic for the driver and vehicle routing problem». Computers and Operations Research 150 (2023).

https://doi.org/10.1016/J.COR.2022.106076.
DOI: 10.15468/dl.fugcqf
title: Occurrence Download

description: A dataset containing 7082 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amaranthus caudatus L."
 ]
}

 The dataset includes 7082 records from 444 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078603-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycqqh9
title: Occurrence Download

description: A dataset containing 6590 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amaranthus hypochondriacus L."
 ]
}

 The dataset includes 6590 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078604-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7py9v
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 {
 "or" : [
 "Geometry POLYGON((-124.8051 49.49229,-124.81347 49.49752,-124.81818 49.50676,-124.82777 49.51478,-124.8337 49.52175,-124.83998 49.52664,-124.848 49.53274,-124.85759 49.54442,-124.86282 49.55244,-124.87258 49.54756,-124.86822 49.53797,-124.85985 49.52733,-124.85131 49.51984,-124.84277 49.51269,-124.83544 49.50449,-124.82864 49.49386,-124.81993 49.48775,-124.81225 49.48252,-124.80667 49.4806,-124.80162 49.4827,-124.8004 49.48775,-124.8051 49.49229))",
 "Geometry POLYGON((-124.63048 49.36456,-124.63292 49.36413,-124.63499 49.36384,-124.63379 49.35775,-124.62659 49.35996,-124.62377 49.36096,-124.62429 49.3566,-124.62089 49.35219,-124.61868 49.34979,-124.61202 49.35367,-124.61461 49.35775,-124.61221 49.3612,-124.60929 49.36226,-124.60976 49.36643,-124.61221 49.37036,-124.61552 49.37439,-124.6219 49.37376,-124.62501 49.37098,-124.62933 49.36633,-124.63048 49.36456))",
 "Geometry POLYGON((-124.56449 49.33444,-124.56342 49.32972,-124.55993 49.32759,-124.55269 49.32561,-124.55219 49.33136,-124.55279 49.33592,-124.55091 49.34158,-124.54505 49.3508,-124.54545 49.35913,-124.55051 49.37023,-124.5512 49.37728,-124.5629 49.37896,-124.55973 49.36855,-124.55636 49.35853,-124.55705 49.35298,-124.55973 49.34753,-124.56082 49.34177,-124.56429 49.33721,-124.56449 49.33444))"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 2000-2024"
 ]
}

 The dataset's 7 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078600-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxhfr7
title: Occurrence Download

description: A dataset containing 983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trichonephila clavipes (Linnaeus, 1767)"
 ]
}

 The dataset includes 983 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078605-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3d2tk
title: Occurrence Download

description: A dataset containing 1225 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artibeus fraterculus Anthony, 1924"
 ]
}

 The dataset includes 1225 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078606-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfdmtk
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "BasisOfRecord is one of (Material sample, Occurrence evidence, Machine Observation)",
 "GadmGid is one of (COL.2.112_2, COL.2.102_2, COL.2.53_2, COL.2.8_2, COL.2.96_2)",
 "StateProvince is one of (antioquia)"
 ]
 }
 ]
}

 The dataset includes 495 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078607-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfy99u
title: Occurrence Download

description: A dataset containing 983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trichonephila clavipes (Linnaeus, 1767)"
 ]
}

 The dataset includes 983 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078608-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.genaq5
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Espeletia oswaldiana S.Díaz)"
 ]
}

 The dataset includes 96 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078609-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gy4sb
title: Occurrence Download

description: A dataset containing 684981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geum urbanum L.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 684981 records from 2717 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078564-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afqs5g
title: Occurrence Download

description: A dataset containing 51993 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 (Bubalornis niger)",
 "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 51993 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085520-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2eysm
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus spinosus",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085557-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/fkfbl4
title: 20240702_jade_extract.tab

description: Jade dataset
DOI: 10.57745/owhal1
title: jade_champs.tab

description: Description des champs utilisés pour l'export des données jade
DOI: 10.57745/7cwvu0
title: README_jade_dataset.md

description: :unav
DOI: 10.15468/dl.xe4usx
title: Occurrence Download

description: A dataset containing 1332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudobombax ellipticum (Kunth) Dugand",
 "BasisOfRecord is one of (Specimen, Fossil, Material sample, Material citation)"
 ]
}

 The dataset includes 1332 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010875-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/t4xs-rf05
title: Urban Mobility Research Dataset (Generated with the Quanser Interactive Lab)

description: Fair Use for Academic Research: If you use this dataset, please cite the following paper to ensure proper attributionM. A. Onsu, P. Lohan, B. Kantarci, A. Syed, M. Andrews, S. Kennedy, "Leveraging Multimodal-LLMs Assisted by Instance Segmentation for Intelligent Traffic Monitoring," 30th IEEE Symposium on Computers and Communications (ISCC), July 2025, Bologna, Italy.  Preprint available here: https://arxiv.org/pdf/2502.11304 It is an urban city environment dataset containing camera captions of 1898x1898 RGB color images. 4 different cameras are attached to various places in the environment to collect data in different driving scenarios.