cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17499393
title: Digital images, color spaces, color appearance models and performance metrics data - Chairul Ichsan et al

description: This dataset accompanies the manuscript "Comparative Performance of Tristimulus and Color Appearance Models in Smartphone Digital Colorimetry for Soil CO2 Detection" by Chairul Ichsan, Khoirun Nisa, Siti Rodiah, and M. Mahfudz Fauzi Syamsuri (submitted to Talanta). It provides raw and processed data from experiments using a phenol red-based optical sensor exposed to controlled CO2 concentrations (0–7.8729 wt%) in soil, captured via smartphone for digital colorimetry analysis.

Key components include:



Color parameters extracted from tristimulus spaces (sRGB, CIELAB, CIE XYZ) and color appearance models (CIECAM02, CIECAM16, CAM16UCS, ZCAM), such as lightness, chroma, hue angle, etc.

Machine learning regression performance metrics (RMSE, MAPE, R², LOD) for models like Partial Least Squares (PLS) and Bayesian Ridge, evaluated with Leave-One-Out Cross-Validation.

Embedded sample digital images of the sensor at various CO2 levels.


The data is structured in an XLSX file with three sheets: "color spaces, CAMs & metrics" (raw parameters and error analysis), "ML reg performance" (model benchmarks and LOD notes), and "digital images samples" (concentrations with embedded images). This dataset enables reproduction of the study's findings on CAM superiority for low-cost, field-deployable CO2 monitoring in CCS verification and precision agriculture. For full details, refer to the README.txt file included in the upload.

Data collection methods: Controlled chamber experiments with high-purity CO2 (99.9%), phenol red sensor, and Samsung Galaxy A12 smartphone imaging. Processing used Python libraries (Pillow, Scikit-Image, Colour-Science). Limitations: Small sample size (n=6 concentrations); metrics are estimates.

Keywords: Carbon Dioxide Monitoring, Color Appearance Model (CAM), Digital Colorimetry, Smartphone Sensor, Soil Gas Detection, Machine Learning Regression. Funding: None.
DOI: 10.6084/m9.figshare.16641466
title: Spore_and_Gemma_Conner_et_al..xlsx

description: Data are of spore and gemma germination response to different light quality
DOI: 10.6084/m9.figshare.16641466.v1
title: Spore_and_Gemma_Conner_et_al..xlsx

description: Data are of spore and gemma germination response to different light quality
DOI: 10.5281/zenodo.17502528
title: Inter-pitcher and Intra-pitcher Comparisons on the Relationship between Trunk Kinematics and Ball Speed in Collegiate Baseball Pitchers

description: data for the article "Inter-pitcher and Intra-pitcher Comparisons on the Relationship between Trunk Kinematics and Ball Speed in Collegiate Baseball Pitchers"
DOI: 10.5281/zenodo.17502529
title: Inter-pitcher and Intra-pitcher Comparisons on the Relationship between Trunk Kinematics and Ball Speed in Collegiate Baseball Pitchers

description: data for the article "Inter-pitcher and Intra-pitcher Comparisons on the Relationship between Trunk Kinematics and Ball Speed in Collegiate Baseball Pitchers"
DOI: 10.15468/dl.4q3bjn
title: Occurrence Download

description: A dataset containing 1585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Milleria quinqueflora",
 "Year 1000-2025"
 ]
}

 The dataset includes 1585 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010881-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13579461
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.rnn3xm
title: Occurrence Download

description: A dataset containing 2103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-53.21894 5.82437,83.30152 5.82437,83.30152 60.50798,-53.21894 60.50798,-53.21894 5.82437))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bolma rugosa"
 ]
}

 The dataset includes 2103 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010882-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6b4gj5
title: Occurrence Download

description: A dataset containing 1312 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glossina pallidipes"
 ]
}

 The dataset includes 1312 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010883-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfmk58
title: Occurrence Download

description: A dataset containing 3617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Momordica charantia",
 "Year 1000-2025"
 ]
}

 The dataset includes 3617 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010885-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csehan
title: Occurrence Download

description: A dataset listing the 1764045 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset's 1764045 records were derived from 49072 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010877-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/zry4-hr90
title: HST Observations of F8D1 (GO-16191)

description: WFC3 and ACS images of the ultra-diffuse M81 Group satellite F8D1, taken as part of GO Program 16191. The program includes two deep fields – WFC3 targeting F8D1's center; parallel ACS targeting its outer regions – and 8 shallower fields (4 WFC3 + 4 parallel ACS), targeting the outer regions.
DOI: 10.4121/49f4ee70-a95a-4804-bced-7d2a1a05a656
title: Code underlying the publication: Guided filtering and smoothing for infinite-dimensional diffusions

description: Code to run the experiments in Pieper-Sethmacher et al. (2025) Guided filtering and smoothing for infinite-dimensional diffusions, arXiv preprint, arXiv:2507.06786.The Julia source code, GuidedFiltering.jl and GuidedSmoothing.jl, implement Algorithms 1&2 and Algorithm 5. Executing the driver files in the experiments folders runs the experiments of examples in section 5.2 and 5.3 of the article.
DOI: 10.15468/dl.5fbwun
title: Occurrence Download

description: A dataset containing 352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthus ebracteatus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 352 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000023-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/49f4ee70-a95a-4804-bced-7d2a1a05a656.v1
title: Code underlying the publication: Guided filtering and smoothing for infinite-dimensional diffusions

description: Code to run the experiments in Pieper-Sethmacher et al. (2025) Guided filtering and smoothing for infinite-dimensional diffusions, arXiv preprint, arXiv:2507.06786.The Julia source code, GuidedFiltering.jl and GuidedSmoothing.jl, implement Algorithms 1&2 and Algorithm 5. Executing the driver files in the experiments folders runs the experiments of examples in section 5.2 and 5.3 of the article.
DOI: 10.15468/dl.xw4fk9
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Axis axis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 115 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000025-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3728f
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum bornmuelleri"
 ]
}

 The dataset includes 58 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000026-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pe4wwc
title: Occurrence Download

description: A dataset containing 11441 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Theobroma cacao"
 ]
}

 The dataset includes 11441 records from 442 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000024-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12439946
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.15468/dl.xx4rds
title: Occurrence Download

description: A dataset containing 1362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthus ilicifolius",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1362 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000029-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfkf7t
title: Occurrence Download

description: A dataset containing 4042 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Serbia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Haliaeetus albicilla"
 ]
}

 The dataset includes 4042 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000028-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17863/cam.116344
title: Research Data Supporting "Microstructural evolution in a spinodal copper alloy and its effect on elastic moduli and hardness"

description: Data collected from scanning electron microscopy, transmission electron microscopy, X-ray diffraction, Vickers hardness testing and resonant ultrasound spectroscopy during the research project. Also included is the code used for analysis of the resonant ultrasound spectroscopy data.
DOI: 10.15468/dl.c6pp45
title: Occurrence Download

description: A dataset containing 883 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Axis porcinus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 883 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000030-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15581911
title: Electrospun Hollow Nanofiber Surfaces as Dielectric Mediums for Highly Sensitive Flexible Capacitive Pressure Sensors in Low-Pressure Regimes
DOI: 10.5281/zenodo.15581912
title: Electrospun Hollow Nanofiber Surfaces as Dielectric Mediums for Highly Sensitive Flexible Capacitive Pressure Sensors in Low-Pressure Regimes
DOI: 10.15468/dl.ys6snv
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum bosniacum"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000032-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00006829.1
title: Available IPD datapackage for study 'A Multicentre, 12 Week Double Blind Placebo Controlled Randomized Study Of Etanercept On A Background Nsaid In The Treatment Of Adult Subjects With Non Radiographic Axial Spondyloarthritis With A 92 Week Open Label Extension'

description: This is a two part study. During period one there will be a comparison of Etanercept (ETN) against a placebo with both arms maintaining the background anti inflammatory drug prescribed by their Physician. The hypothesis is that Etanercept will be superior to the placebo arm as determined by the proportion of subjects achieving Assessments in Ankylosing Spondylitis (ASAS)40 improvement at 12 weeks. This will be followed by 92 weeks extension where everyone in the trial receives Etanercept (ETN) and a background non steroidal anti inflammatory drug(NSAID).
DOI: 10.25934/pr00008887.0
title: Available datapackage for study 'A MULTICENTER OPEN-LABEL STUDY OF ETANERCEPT WITHDRAWAL AND RETREATMENT IN SUBJECTS WITH NON-RADIOGRAPHIC AXIAL SPONDYLOARTHRITIS WHO ACHIEVED ADEQUATE 24 WEEK RESPONSE'

description: The purpose of this study is to study the benefits and risks of etanercept withdrawal in patients who have achieved a significant clinical response.
DOI: 10.15468/dl.eb9r96
title: Occurrence Download

description: A dataset containing 660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is one of (CHN.31_1, CHN.24_1, CHN.15_1, CHN.1_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Oryza sativa"
 ]
}

 The dataset includes 660 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000033-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6wxva
title: Occurrence Download

description: A dataset containing 30109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avicennia marina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30109 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000031-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8m7q3
title: Occurrence Download

description: A dataset containing 1289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cervus elaphus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1289 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000034-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12439969
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.3535/z8j-as8-ntp
title: Dryopteris pallida subsp. pallida

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0bv-20f-c6q
title: Dryopteris pallida subsp. pallida

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y6l-la0-7s6
title: Euphorbia oblongata Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8ac-0je-bkm
title: Euphorbia oblongata Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/s7k-1cj-y68
title: Euphorbia oblongata Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3gw-a0g-jtd
title: Euphorbia oblongata Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/l0f-t8e-gr2
title: Euphorbia oblongata Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/v7d-5q5-psv
title: Euphorbia oblongata Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jv3-f4g-32p
title: Euphorbia oblongata Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/sr1-hyd-e6j
title: Euphorbia oblongata Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5284/1133978
title: Data from a Geophysical Survey, an Archaeological Evaluation, and an Archaeological Excavation at Buckleigh Road, Buckleigh, Northam, Devon, 2021-2022

description: This collection includes geophysics and site records from the results of a geophysical survey, an archaeological evaluation, and an archaeological excavation carried out by South West Archaeology Ltd. (SWARCH) for a residential development on land off Buckleigh Road, Buckleigh, Northam, Devon between June 2021 and April 2022.
DOI: 10.15468/dl.v5nbud
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum brughieri"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000036-250711103210423/datasets/export for details.
DOI: 10.15468/dl.dhgccx
title: Occurrence Download

description: A dataset containing 1262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nypa fruticans",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1262 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000035-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfyjm6
title: Occurrence Download

description: A dataset containing 128419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oryctolagus cuniculus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 128419 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000020-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw36ta
title: Occurrence Download

description: A dataset containing 16936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dama dama",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16936 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000037-250711103210423/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.29542376
title: <i>the Poetry of Small Things -</i> Helsinki

description: <i>the Poetry of Small Things -</i> Helsinki
DOI: 10.6084/m9.figshare.29542376.v1
title: <i>the Poetry of Small Things -</i> Helsinki

description: <i>the Poetry of Small Things -</i> Helsinki
DOI: 10.15468/dl.b48qwv
title: Occurrence Download

description: A dataset containing 2874919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acridotheres tristis"
 ]
}

 The dataset includes 2874919 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000012-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8vpy6
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum bulbotrichum"
 ]
}

 The dataset includes 48 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000039-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86kkej
title: Occurrence Download

description: A dataset containing 785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lumnitzera littorea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 785 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000038-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swbjxh
title: Occurrence Download

description: A dataset containing 3426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Fossil, Specimen, Occurrence evidence)",
 "TaxonKey is Ptychodus"
 ]
}

 The dataset includes 3426 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000041-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzmhtf
title: Occurrence Download

description: A dataset containing 867 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rusa timorensis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 867 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000040-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15862154
title: Hyperboost In-situ data

description: This is an in situ dataset of bio-optical and biogeochemical variables resulting from the HyperBOOST project on board of TARA oceans, during the TREC project
DOI: 10.48366/r1431435
title: Survey about Mobile Money Attacks detection from 2014 to 2025

description: In most developing countries where people in undeserved areas are unbanked, economy relies on informal activities that require mobile money (MM) technology to perform transactions. This study focuses on dissecting works from 2014 to 2025, that address phishing attacks targeting MM.
DOI: 10.15468/dl.gk3zay
title: Occurrence Download

description: A dataset containing 120219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oryctolagus cuniculus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 120219 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000027-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.