cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18309177
title: MEPWaste:A multimodal express packaging waste image dataset

description: Dataset Description

We construct a multimodal dataset of express packaging waste in unstructured conveyor-belt sorting environments, named MEPWaste (Multimodal Express Packaging Waste), which includes both RGB images and depth images, with a total of 4,528 synchronized RGB–depth paired samples (9,056 images). Data acquisition is conducted using an industrial high-resolution RGB camera and a depth camera mounted above a conveyor belt, triggered synchronously to ensure spatial–temporal alignment consistency between modalities.

The dataset covers ten representative categories of express packaging waste, including outer packaging (PaperBox, FileSealing, PlasticBag, WovenBag, FoamBox) and inner packaging (GasColumnBag, AirBag, EPEFoam, BubbleFilm, IceBag). Samples are collected under realistic sorting conditions characterized by material heterogeneity, deformable packaging, random stacking, and background interference, reflecting engineering-relevant operational disturbances.

To support occlusion-centric benchmarking, MEPWaste intentionally includes images under varying levels of stacking-induced occlusion (light occlusion, moderate occlusion, severe occlusion). Occlusion levels are curated based on the degree of visible-evidence loss caused by object overlap and partial coverage in conveyor-belt scenes. The dataset provides instance-level bounding-box annotations for all categories, enabling reproducible evaluation of multimodal detection methods under dense stacking and heavy occlusion.

As the related paper is currently under review, the dataset will remain temporarily confidential, and only partial data are disclosed here. The complete dataset and full benchmark protocol will be released once the article is accepted.

Usage Policy

If you plan to use our data in scientific research, we strongly recommend contacting us in advance to seek feedback on experimental design and benchmarking settings. Please consider acknowledging our contributions and citing the associated paper/dataset description. For substantial use of the dataset (e.g., building new benchmarks, releasing derivative annotations, or extending the dataset taxonomy), we encourage discussing potential collaboration and co-authorship in advance.
DOI: 10.15468/dl.hs8y4z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((112.373 -2.107823, 112.302689 -2.113388, 112.234109 -2.129947, 112.168945 -2.157092, 112.108801 -2.194155, 112.055158 -2.240225, 112.009336 -2.294167, 111.972463 -2.354655, 111.945447 -2.4202, 111.928956 -2.489188, 111.923397 -2.559921, 111.928907 -2.630658, 111.945355 -2.699657, 111.972335 -2.765219, 112.009186 -2.825728, 112.055 -2.879694, 112.108651 -2.925788, 112.168817 -2.962873, 112.234016 -2.990035, 112.302641 -3.006605, 112.373 -3.012174, 112.443359 -3.006605, 112.511984 -2.990035, 112.577183 -2.962873, 112.637349 -2.925788, 112.691 -2.879694, 112.736814 -2.825728, 112.773665 -2.765219, 112.800645 -2.699657, 112.817093 -2.630658, 112.822603 -2.559921, 112.817044 -2.489188, 112.800553 -2.4202, 112.773537 -2.354655, 112.736664 -2.294167, 112.690842 -2.240225, 112.637199 -2.194155, 112.577055 -2.157092, 112.511891 -2.129947, 112.443311 -2.113388, 112.373 -2.107823))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001884-260119153935675/datasets/export for details.
DOI: 10.15468/dl.vemjng
title: Occurrence Download

description: A dataset containing 254690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Spodoptera litura, Helicoverpa armigera, Aphis gossypii, Achaea janata, Aproaerema modicella, Aphis craccivora, Plutella xylostella, Antigastra catalaunalis, Amrasca biguttula, Acanthiophilus helianthi, Maruca testulalis, Riptortus pedestris, Chilo infuscatellus, Pyrilla perpusilla, Ceratovacuna lanigera, Odontotermes obesus, Holotrichia consanguinea, Melanagromyza)"
 ]
}

 The dataset includes 254690 records from 784 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001862-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18309208
title: Senega molluginifolia (A.St.-Hil. & Moq.) J.F.B.Pastore. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18309207
title: Senega molluginifolia (A.St.-Hil. & Moq.) J.F.B.Pastore. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.n4mmnn
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pulsatilla vulgaris)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 334 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001886-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnmmzj
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((104.767 -2.102823, 104.69669 -2.108388, 104.628109 -2.124947, 104.562945 -2.152092, 104.502802 -2.189155, 104.449159 -2.235225, 104.403337 -2.289167, 104.366464 -2.349655, 104.339449 -2.4152, 104.322958 -2.484188, 104.317398 -2.554921, 104.322909 -2.625658, 104.339356 -2.694657, 104.366337 -2.760219, 104.403187 -2.820728, 104.449002 -2.874694, 104.502652 -2.920788, 104.562818 -2.957873, 104.628017 -2.985035, 104.696641 -3.001605, 104.767 -3.007174, 104.837359 -3.001605, 104.905983 -2.985035, 104.971182 -2.957873, 105.031348 -2.920788, 105.084998 -2.874694, 105.130813 -2.820728, 105.167663 -2.760219, 105.194644 -2.694657, 105.211091 -2.625658, 105.216602 -2.554921, 105.211042 -2.484188, 105.194551 -2.4152, 105.167536 -2.349655, 105.130663 -2.289167, 105.084841 -2.235225, 105.031198 -2.189155, 104.971055 -2.152092, 104.905891 -2.124947, 104.83731 -2.108388, 104.767 -2.102823))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 28 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001887-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.paexbw
title: Occurrence Download

description: A dataset containing 30551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Contacyphon",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30551 records from 338 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001885-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggkdpx
title: Occurrence Download

description: A dataset containing 98227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Manacus candei (Parzudaki, 1841)"
 ]
}

 The dataset includes 98227 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000920-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dr64dd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus secalinus L.",
 "Country is Lebanon"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009482-250525065834625/datasets/export for details.
DOI: 10.15468/dl.png8t9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maulisia Parr, 1960",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((47.4981 -25.2951,47.5481 -25.1504,44.9648 -25.1504,44.9648 -26.0621,45.53 -26.0805,46.4427 -25.6738,46.9062 -25.6462,47.4981 -25.2951))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009481-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.28853835.v1
title: Additional file 1 of Testing the utility of GPT for title and abstract screening in environmental systematic evidence synthesis

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.28853827
title: Additional file 1 of Association of albumin-bilirubin grade with short- and long-term mortality in patients with heart failure: a cohort study using restricted cubic splines and propensity score matching

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.28853830
title: Additional file 2 of Association of albumin-bilirubin grade with short- and long-term mortality in patients with heart failure: a cohort study using restricted cubic splines and propensity score matching

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.28853827.v1
title: Additional file 1 of Association of albumin-bilirubin grade with short- and long-term mortality in patients with heart failure: a cohort study using restricted cubic splines and propensity score matching

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.28853830.v1
title: Additional file 2 of Association of albumin-bilirubin grade with short- and long-term mortality in patients with heart failure: a cohort study using restricted cubic splines and propensity score matching

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.28853833
title: Additional file 3 of Association of albumin-bilirubin grade with short- and long-term mortality in patients with heart failure: a cohort study using restricted cubic splines and propensity score matching

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.28853833.v1
title: Additional file 3 of Association of albumin-bilirubin grade with short- and long-term mortality in patients with heart failure: a cohort study using restricted cubic splines and propensity score matching

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.28853836
title: Additional file 4 of Association of albumin-bilirubin grade with short- and long-term mortality in patients with heart failure: a cohort study using restricted cubic splines and propensity score matching

description: Supplementary Material 4
DOI: 10.6084/m9.figshare.28853836.v1
title: Additional file 4 of Association of albumin-bilirubin grade with short- and long-term mortality in patients with heart failure: a cohort study using restricted cubic splines and propensity score matching

description: Supplementary Material 4
DOI: 10.15468/dl.svugum
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((15.52 47.32,15.57 47.32,15.57 47.37,15.52 47.37,15.52 47.32))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EX, EW, CR, EN, VU, NT)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012673-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzu7au
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neocheiropteris Christ"
 ]
}

 The dataset includes 96 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012674-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13588246
title: Spatiotemporal denudation rates of the Swabian Alb escarpment (Southwest Germany) dominated by anthropogenic impact, lithology, and base-level lowering

description: This data publication contains data downloaded from the internet and calculated chemical weathering, physical erosion and total denudation rates for river load measurments in the Swabian Alb, southwest Germany. This compilation is part of the funding by “Bundesgesellschaft für Endlagerung“ under grant number STAFuE-21-12-Klei and comprises the supplemental material for the manuscript: “Spatiotemporal denudation rates of the Swabian Alb escarpment (Southwest Germany)  dominated by anthropogenic impact, lithology, and base-level lowering“ by Schaller et al., (In Review - 2025, Earth Surface Dynamics).
DOI: 10.5281/zenodo.13588248
title: Spatiotemporal denudation rates of the Swabian Alb escarpment (Southwest Germany) dominated by anthropogenic impact, lithology, and base-level lowering

description: This data publication contains data downloaded from the internet and calculated chemical weathering, physical erosion and total denudation rates for river load measurments in the Swabian Alb, southwest Germany. This compilation is part of the funding by “Bundesgesellschaft für Endlagerung“ under grant number STAFuE-21-12-Klei and comprises the supplemental material for the manuscript: “Spatiotemporal denudation rates of the Swabian Alb escarpment (Southwest Germany)  dominated by anthropogenic impact, lithology, and base-level lowering“ by Schaller et al., (In Review - 2025, Earth Surface Dynamics).
DOI: 10.7910/dvn/yqgmpb
title: Replication Data for: "Sediment load determines the shape of rivers"

description: Measured depth and sediment flux profiles for experimental laminar rivers described in P Popovic, O Devauchelle, A Abramian, and E Lajeunesse (2021), "Sediment load determines the shape of rivers", PNAS, accepted. The data were originally collected by A Abramian, O Devauchelle, and E Lajeunesse (2020), "Laboratory rivers adjust their shape to sediment transport", Physical Review E, 102(5), 053101.

Dataset consists of five experiments with varying sediment discharge. For each experiment, we provide a depth profile (experiment_X_depth.csv) and a sediment flux profile (experiment_X_sediment_flux.csv). 

experiment_X_depth.csv contains three columns:
y[cm] - transverse coordinate in cm;
D_raw [cm] - raw measurement of depth in cm;
D_smooth [cm] - smoothed depth in cm used in the analysis in the paper.

experiment_X_sediment_flux.csv contains two columns:
y[cm] - transverse coordinate in cm;
qs [grains/cm/s] - sediment flux in grains/cm/s.

The sediment discharge (in grains/s) for each experiment is provided in sediment_discharge.csv with the corresponding uncertainties provided in sediment_discharge_std.csv. Experimental parameters and their uncertainties are summarized in parameters.csv and parameters_std.csv.
DOI: 10.7910/dvn/nwemwj
title: Mean Fixation All Experiments

description: Mean Fixation All Experiments, A, B, and C.
DOI: 10.7910/dvn/adcesq
title: Replication Data for: The Effect of Social Information on Reliance and Efficacy in AI-assisted Prediction

description: This repository contains the data and code necessary to replicate the results reported in "The Effect of Social Information on Trust and Efficacy in AI-assisted Prediction"; please consult the README.md file for a detail description of contents. For "plug-and-play" running of the notebooks, please ensure that all files are in the same directory.
DOI: 10.7910/dvn/njgna8
title: fdsfdsf

description: fdsfds
DOI: 10.15468/dl.ryqcsf
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015336-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/z9ml1l
title: Survey on the Images of Foreign Countries and Current Topics (Harvard Dataverse Version, Postal Code Data)

description: This dataset contains postal code variables data for the Survey on the Images of Foreign Countries and Current Topics (Harvard Dataverse Version) (https://doi.org/10.7910/DVN/LTJEO9). To protect the privacy of individual survey participants, those who wish to access the postal code variables must request access.
DOI: 10.7910/dvn/yxpq8x
title: Replication Data for: Issue Framing and Beliefs About the Importance of Climate Change Policy

description: There are two files needed to replicate the analyses described and depicted in “Issue Framing and Beliefs About the Importance of Climate Change Policy,” by Shane P. Singh and Meili Swanson: (1) The data, included in Stata format as “Survey_Final”; (2) The Stata code, in a do-file, included as “replication.” To proceed with the replication, open the data in Stata. Then, open the do-file. The code can be run directly from that file. All models were estimated in Stata 13.
DOI: 10.7910/dvn/n19ln6
title: The dataset for the paper "Framework for constructing an optimal weighted score based on agreement"

description: This dataset illustrates the approach developed by the paper "Framework for constructing an optimal weighted score based on agreement"
DOI: 10.7910/dvn/o1mdn6
title: Environmental externalities and free-riding in the household

description: Survey datasets for the analysis in "Environmental externalities and free-riding in the household". We include both individual level data (for husband-wife couples) and the processed data at the household level. The original survey, formatted for data collection with surveyCTO, is also included for reference.
description: Household billing data is covered by a data use agreement between the researchers and SWSC (the water company in Zambia). Contact the authors for additional detail on access to the water billing dataset.
DOI: 10.15468/dl.gy4a5b
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ARG, CHL, PRY, URY, FLK, BRA.21_1, BRA.16_1, BRA.24_1)",
 "TaxonKey is Linderniaceae"
 ]
}

 The dataset includes 225 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006942-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15468892
title: ToxiClean-IT

description: this is the dataset of ToxiClean-IT.
DOI: 10.5281/zenodo.15468893
title: ToxiClean-IT

description: this is the dataset of ToxiClean-IT.
DOI: 10.15468/dl.suxjjv
title: Occurrence Download

description: A dataset containing 562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Profenusa thomsoni (Konow, 1886)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 562 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008999-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110814488
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814463
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814467
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814265
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814163
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814304
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters