cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31084063.v2
title: DynamicTHOR: A Scalable Dataset of Human-Centric Dynamic Scenes for Embodied AI

description: DynamicTHOR is a synthetic dataset of human-centric dynamic indoor scenes designed for embodied AI research. The dataset simulates daily human activities and the resulting object relocations over time, enabling the study of dynamic environments beyond static scenes.The dataset consists of two main components: (1) a character activity dataset including 50 distinct personas with five-day activity schedules and associated activity–object probability models, and (2) 100 instantiated dynamic scenes with time-indexed object configurations that can be directly loaded and replayed in the ProcTHOR simulator. The data are intended to support research on embodied navigation, memory, human-aware planning, and other tasks that require reasoning about dynamic object states.In addition to the dataset, this record provides two accompanying codebases. The DynamicSceneGeneration module contains the reference implementation of the dynamic scene generation pipeline described in the manuscript, enabling users to generate additional personas and dynamic scenes following the same workflow. The generation code is provided for transparency and reproducibility; the released dataset corresponds to a fixed version generated using the configuration described in the manuscript. The DynamicTHOR module provides utilities and example scripts for loading and interacting with the released dynamic scenes within the ProcTHOR-RL framework.
DOI: 10.18150/x2porr
title: Non-invasive strategies in monitoring of animal health - diagnostic and immunological data of pigs using novel biological matrices

description: [ENG:]The dataset contains research results on the use of novel biological matrices obtained from pigs for the diagnosis of infectious diseases and the assessment of their immune status. The data were collected within a research project conducted in commercial pig herds maintained in a closed farrow-to-finish system.The deposited data are provided in CSV, and ZIP formats. ZIP archives contain organized sets of raw data files, grouped by biological matrix (serum, colostrum, processing fluid), production group, and type of analyzed parameters. Each record includes basic descriptive metadata for the sample, including the measured parameter, production group, and type of biological material. The data contained in ZIP archives with Tables A are associated with the publication: Augustyniak A, Czyżewska-Dors E, Pomorska-Mól M. Concentrations of selected immunological parameters in the serum and processing fluid of suckling piglets and the serum and colostrum of their mothers. BMC Vet Res. 2024 May 3;20(1):170. The data contained in ZIP archives with Tables B are associated with the publication: Augustyniak A, Czyżewska-Dors E, Pomorska-Mól M. Field study on the utility of fluid obtained from testicles as a sample for detecting antibodies to selected swine pathogens. Sci Rep. 2025;15(1):22402. The dataset includes results from commercial diagnostic assays used to measure immunological parameters (immunoglobulins, cytokines, acute phase proteins) and to detect infections with selected porcine pathogens. Data were processed using spreadsheet software (Microsoft Excel) and laboratory software Magellan v.7.2 (Tecan). The dataset documentation provides explanations of abbreviations, parameter names, and measurement units.
DOI: 10.15468/dl.9nxsj8
title: Occurrence Download

description: A dataset containing 2851240 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SLU Aqua Institute of Freshwater Research National register of survey test-fishing - NORS"
 ]
}

 The dataset includes 2851240 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001681-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efp333
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Acanthopagrus australis"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001712-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18768641
title: Participatory Single-Object Waste Dataset from Mobile Citizen-Science Capture (ScanYourTrash Workshop1, video frames)

description: This dataset contains annotated video-derived RGB image frames of single post-consumer plastic waste objects collected during the first ScanYourTrash participatory workshop in a school. The workshop was conducted as part of the RecycleBot research project to explore citizen-science–driven data acquisition for computer vision applications in plastic waste sorting.

Participants recorded short videos of individual plastic items using their personal smartphones in a controlled indoor classroom setting. Frames were extracted at a rate of one frame per second to balance viewpoint diversity and temporal redundancy. A total of 850 frames were selected and manually annotated with bounding boxes in YOLO format across 21 material-function classes, covering common post-consumer plastics such as PET, HDPE, PP, PS, LDPE, and composite packaging.

The dataset follows a 70/15/15 stratified train/validation/test split and is primarily designed for single-object object detection research. It supports methodological studies on participatory data collection, natural versus synthetic augmentation, and class imbalance effects. Due to its controlled acquisition context and predominantly single-object framing, it is not intended as a direct benchmark for industrial sorting deployment without additional domain adaptation.

This dataset accompanies and supplements the paper “Scan Your Trash: Exploring Participatory Data Capture to Enrich Object Detection Datasets for Post-Consumer Plastic Sorting,” to be presented at the 33rd CIRP Conference on Life Cycle Engineering (LCE 2026), providing the annotated data and evaluation artifacts underlying the study.

For detailed documentation of the data collection protocol, annotation process, dataset structure, evaluation methodology, and limitations, please refer to the accompanying Data Card included in this repository.
DOI: 10.5281/zenodo.18768640
title: Participatory Single-Object Waste Dataset from Mobile Citizen-Science Capture (ScanYourTrash Workshop1, video frames)

description: This dataset contains annotated video-derived RGB image frames of single post-consumer plastic waste objects collected during the first ScanYourTrash participatory workshop in a school. The workshop was conducted as part of the RecycleBot research project to explore citizen-science–driven data acquisition for computer vision applications in plastic waste sorting.

Participants recorded short videos of individual plastic items using their personal smartphones in a controlled indoor classroom setting. Frames were extracted at a rate of one frame per second to balance viewpoint diversity and temporal redundancy. A total of 850 frames were selected and manually annotated with bounding boxes in YOLO format across 21 material-function classes, covering common post-consumer plastics such as PET, HDPE, PP, PS, LDPE, and composite packaging.

The dataset follows a 70/15/15 stratified train/validation/test split and is primarily designed for single-object object detection research. It supports methodological studies on participatory data collection, natural versus synthetic augmentation, and class imbalance effects. Due to its controlled acquisition context and predominantly single-object framing, it is not intended as a direct benchmark for industrial sorting deployment without additional domain adaptation.

This dataset accompanies and supplements the paper “Scan Your Trash: Exploring Participatory Data Capture to Enrich Object Detection Datasets for Post-Consumer Plastic Sorting,” to be presented at the 33rd CIRP Conference on Life Cycle Engineering (LCE 2026), providing the annotated data and evaluation artifacts underlying the study.

For detailed documentation of the data collection protocol, annotation process, dataset structure, evaluation methodology, and limitations, please refer to the accompanying Data Card included in this repository.
DOI: 10.15468/dl.djbxaq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hemidactylus aquilonius"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001713-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e246419
title: Kano State School of School of Nursing 2026/2027 Admission Form Is On Sale.Call 09017730052 To Apply and further admission assistance. Call Admin +2349017730052

description: Kano State School of School of Nursing 
 2026/2027 Admission Form Is On Sale.Call 09017730052 To Apply and further admission assistance. Call Admin +2349017730052
DOI: 10.5287/ora-jn1z5oyxy
title: Experimental dataset of sandwiched baroclinic flows over a bottom conical plate

description: This dataset comprises time-resolved, two-component horizontal velocity fields from experiments in a rotating, differentially heated fluid annulus. The experiments were conducted at the GFDLab, University of Oxford.
DOI: 10.15468/dl.zykkje
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Acanthopagrus palmaris"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001714-260226173443078/datasets/export for details.
DOI: 10.15468/dl.22f2ec
title: Occurrence Download

description: A dataset containing 2149507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-20 -38,55 -38,55 38,-20 38,-20 -38))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Motacillidae"
 ]
}

 The dataset includes 2149507 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001651-260226173443078/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.31424813
title: Sun or shade dataset

description: Data analyzed for manuscript "Sun or shade? Trajectory-level adaptation of pedestrian behavior to urban heat in Tokyo".
DOI: 10.6084/m9.figshare.31424813.v1
title: Sun or shade dataset

description: Data analyzed for manuscript "Sun or shade? Trajectory-level adaptation of pedestrian behavior to urban heat in Tokyo".
DOI: 10.15468/dl.xaw4ga
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calotes medogensis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001716-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqmvft
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Archosargus pourtalesii"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001717-260226173443078/datasets/export for details.
DOI: 10.15468/dl.cswppd
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((119.77079 30.04498,120.43113 30.04535,120.42989 30.5084,119.77079 30.51195,119.77079 30.04498))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sus scrofa"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001718-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18790268
title: Thermographic data for manuscript SA 256 (SBB)

description: This data set contains thermographic images for the visualisation of watermarks. An IRCAM Taurus327kM with Watermark Imager software (Fraunhofer) version 8.118 (R2016b) was used.
DOI: 10.5281/zenodo.18790265
title: Thermographic data for manuscript SA 256 (SBB)

description: This data set contains thermographic images for the visualisation of watermarks. An IRCAM Taurus327kM with Watermark Imager software (Fraunhofer) version 8.118 (R2016b) was used.
DOI: 10.15468/dl.xctrz7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Diplodus noct"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001720-260226173443078/datasets/export for details.
DOI: 10.5281/zenodo.18799633
title: SymSearch results for muon anomalous magnetic moment (g-2) — symbolic search at depth=3

description: Symbolic search for the muon anomalous magnetic moment a_mu = (g-2)/2 = 0.00116592061 using SymSearch v1.1.0 (https://doi.org/10.5281/zenodo.18798254).

Parameters: N=5,000,000, depth=3, sigma=1e-6, seed=42, 68 fundamental constants.

Key finding: best symbolic match is (md_me)^(-3) = (me/md)^3 = 0.0011656512 with S=3.70, suggesting a possible numerical connection between the muon g-2 and the cube of the electron-to-down-quark mass ratio.

This result is exploratory. Statistical significance not yet established.
DOI: 10.5281/zenodo.18799632
title: SymSearch results for muon anomalous magnetic moment (g-2) — symbolic search at depth=3

description: Symbolic search for the muon anomalous magnetic moment a_mu = (g-2)/2 = 0.00116592061 using SymSearch v1.1.0 (https://doi.org/10.5281/zenodo.18798254).

Parameters: N=5,000,000, depth=3, sigma=1e-6, seed=42, 68 fundamental constants.

Key finding: best symbolic match is (md_me)^(-3) = (me/md)^3 = 0.0011656512 with S=3.70, suggesting a possible numerical connection between the muon g-2 and the cube of the electron-to-down-quark mass ratio.

This result is exploratory. Statistical significance not yet established.
DOI: 10.15468/dl.8xjfa2
title: Occurrence Download

description: A dataset containing 468 records in GBIF matching the query:

SELECT
 GBIF_ISEA3HCode(
 8, 
 decimalLatitude,
 decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)
 ) AS geogrid_id,
 CASE 
 WHEN classKey IN ('359') THEN 'Mammals'
 WHEN classKey IN ('212') THEN 'Birds'
 WHEN familyKey IN ('1103', '1104', '494', '495', '1105', '496', '497', '1106', '498', '499', '1107', '537', '538', '1153', '547', '1162', '548', '549', '550', '1163', '1164', '1165', '1166', '1167', '1305', '1067', '1306', '1307', '1308', '1068', '1069', '587', '1310', '588', '589', '1311', '1312', '1313', '590', '708', '890', '774', '889', '773', '772', '888', '765', '879') THEN 'Bony Fish'
 WHEN classKey IN ('131') THEN 'Amphibians'
 WHEN classKey IN ('216') THEN 'Insects'
 WHEN classKey IN ('11418114', '11569602', '11592253', '11493978') THEN 'Reptiles'
 WHEN phylumKey IN ('52') THEN 'Molluscs'
 WHEN classKey IN ('367') THEN 'Arachnids'
 WHEN classKey IN ('220', '196') THEN 'Flowering Plants'
 WHEN classKey IN ('194', '244', '228', '282') THEN 'Gymnosperms'
 WHEN orderKey IN ('392') THEN 'Ferns'
 WHEN phylumKey IN ('35') THEN 'Mosses'
 WHEN phylumKey IN ('95') THEN 'Sac Fungi'
 WHEN phylumKey IN ('34') THEN 'Basidiomycota'
 END AS taxonomic_group,
 COUNT(DISTINCT speciesKey) AS species_count
FROM occurrence
WHERE countryCode = 'BY'
 AND hasCoordinate = TRUE
 AND hasGeospatialIssues = FALSE
 AND coordinateUncertaintyInMeters &lt;= 2000
 AND occurrenceStatus = 'PRESENT'
 AND speciesKey IS NOT NULL
 AND basisOfRecord != 'FOSSIL_SPECIMEN'
 AND taxonRank = 'SPECIES'
 AND (
 classKey IN ('359', '212', '131', '216', '11418114', '11569602', '11592253', '11493978', '367', '220', '196', '194', '244', '228', '282')
 OR familyKey IN ('1103', '1104', '494', '495', '1105', '496', '497', '1106', '498', '499', '1107', '537', '538', '1153', '547', '1162', '548', '549', '550', '1163', '1164', '1165', '1166', '1167', '1305', '1067', '1306', '1307', '1308', '1068', '1069', '587', '1310', '588', '589', '1311', '1312', '1313', '590', '708', '890', '774', '889', '773', '772', '888', '765', '879')
 OR phylumKey IN ('52', '35', '95', '34')
 OR orderKey IN ('392')
 )
GROUP BY geogrid_id, taxonomic_group;


 The dataset's 468 records were derived from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001711-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enymhr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Japalura andersoniana"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001722-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9wgx3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Diplodus kotschyi"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001724-260226173443078/datasets/export for details.
DOI: 10.15468/dl.pbxcny
title: Occurrence Download

description: A dataset containing 7059977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Poaceae",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 7059977 records from 1354 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001674-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ydftca
title: Occurrence Download

description: A dataset containing 13364 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sirenidae"
 ]
}

 The dataset includes 13364 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007727-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id110130.1
title: StrainInfo SI-ID 110130.1

description: StrainInfo dataset 110130 about a strain of Staphylococcus hominis subsp. hominis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id110131.1
title: StrainInfo SI-ID 110131.1

description: StrainInfo dataset 110131 about a strain of Victivallis lenta. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id110179.1
title: StrainInfo SI-ID 110179.1

description: StrainInfo dataset 110179 about a strain of Pasteurellaceae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id110180.1
title: StrainInfo SI-ID 110180.1

description: StrainInfo dataset 110180 about a strain of Leuconostoc lactis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id110181.1
title: StrainInfo SI-ID 110181.1

description: StrainInfo dataset 110181 about a strain of Chryseobacterium indologenes. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id110182.1
title: StrainInfo SI-ID 110182.1

description: StrainInfo dataset 110182 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.