cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.64kfzh
title: Occurrence Download

description: A dataset containing 41859 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulmus americana",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 41859 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014122-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qk5heq
title: Occurrence Download

description: A dataset containing 18382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa",
 "Country is Germany",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 18382 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014123-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18495853
title: Dataset of the Manuscript Titled "Pancasila Villages as a Living Laboratory: A Social Relations Model for Plural Society Resilience Amidst the Global Rise of Populism "

description: This dataset supports the manuscript entitled “Pancasila Villages as a Living Laboratory: A Social Relations Model for Plural Society Resilience Amidst the Global Rise of Populism.”

The dataset contains qualitative research materials and conceptual figures used to develop and explain the proposed social relations model at the village level. The data were collected and produced as part of an in-depth study of plural community resilience grounded in everyday social practices within Pancasila Villages.

The dataset consists of the following files:





Interview Results in Pancasila Village (PDF)




Figure 1. Plural Community Social Relations Model Based on Local Social Practices (TIFF)




Figure 2. Conceptual Model of Social Relations in Plural Communities Based on Village-Level Practices (TIFF)


Participant Data (xlsx)

Profile of Sukoreno Village (PDF)

Profile of Balun Village (PDF)


Overall, this dataset is intended to enhance transparency, replicability, and theoretical clarity by providing empirical and conceptual materials underlying the manuscript’s analysis of practice-based pluralism and community resilience.
DOI: 10.5281/zenodo.18495854
title: Dataset of the Manuscript Titled "Pancasila Villages as a Living Laboratory: A Social Relations Model for Plural Society Resilience Amidst the Global Rise of Populism "

description: This dataset supports the manuscript entitled “Pancasila Villages as a Living Laboratory: A Social Relations Model for Plural Society Resilience Amidst the Global Rise of Populism.”

The dataset contains qualitative research materials and conceptual figures used to develop and explain the proposed social relations model at the village level. The data were collected and produced as part of an in-depth study of plural community resilience grounded in everyday social practices within Pancasila Villages.

The dataset consists of the following files:





Interview Results in Pancasila Village (PDF)




Figure 1. Plural Community Social Relations Model Based on Local Social Practices (TIFF)




Figure 2. Conceptual Model of Social Relations in Plural Communities Based on Village-Level Practices (TIFF)


Participant Data (xlsx)

Profile of Sukoreno Village (PDF)

Profile of Balun Village (PDF)


Overall, this dataset is intended to enhance transparency, replicability, and theoretical clarity by providing empirical and conceptual materials underlying the manuscript’s analysis of practice-based pluralism and community resilience.
DOI: 10.5281/zenodo.18312589
title: Validation Dataset for "Entomoscope 2.0 and ENIMAS 2.0: An Open-Source, AI-Integrated Platform for Rapid and Affordable Insect Digitization"

description: This repository contains the complete validation dataset used in the manuscript "Entomoscope 2.0 and ENIMAS 2.0: An Open-Source, AI-Integrated Platform for Rapid and Affordable Insect Digitization".

The dataset comprises 54 insect specimens digitized using two distinct workflows to benchmark efficiency:





Entomoscope 2.0: A low-cost, open-source platform using the AI-integrated ENIMAS 2.0 software.




Keyence VHX-7000: A high-end commercial digital microscopy system using a manual workflow.



Contents:





Raw Images: Original captures from both systems.




Processed Images: Output of AI cropping, background removal, and uniform background generation.




Morphometric Data: Automated OBB measurements (Entomoscope) vs. Manual measurements (Keyence).




Time Logs: Detailed timing data used to calculate the 2.28-fold efficiency speedup reported in the paper.



This data is provided to ensure full reproducibility of the study's results and to support the training of future AI models for insect digitization.
DOI: 10.15468/dl.2nzafh
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Calliandra trinervia stenocylix"
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014127-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.td9a7w
title: Occurrence Download

description: A dataset containing 19171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ixodes scapularis"
 ]
}

 The dataset includes 19171 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014126-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.waezmj
title: Occurrence Download

description: A dataset containing 6350 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Podon intermedius Lilljeborg, 1853"
 ]
}

 The dataset includes 6350 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130685-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5r96tu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, 158145213, Echeneidae, Echeneidae, 205879505, Echeneidae, 197286876, Echeneidae, Echeneidae, 204136750, Echeneidae, 203894735, Echeneidae, Echeneidae, 205001441, Echeneidae, 205844831, 160688829, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, 208469609, Echeneidae, Echeneidae, Echeneidae, 201160682, Echeneidae, 208014523, 205877599, 208479158, Echeneidae, 204357591, Echeneidae, Echeneidae, 199474751, Echeneidae, 208539392, Echeneidae Rafinesque, 1810, 161456779, Echeneidae Rafinesque, 1810, Echeneidae Rafinesque 1810, Echeneidae Rafinesque, 1810, 161456915, Echeneididae, Echeneididae, Echeneididae)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((105.5 17,110.5 17,110.5 22,105.5 22,105.5 17))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237767-220831081235567/datasets/export for details.
DOI: 10.15468/dl.9garvh
title: Occurrence Download

description: A dataset containing 28590 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Lunulariaceae)"
 ]
}

 The dataset includes 28590 records from 315 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159042-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4tbzc
title: Occurrence Download

description: A dataset containing 2334 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus crispula Vuk."
 ]
}

 The dataset includes 2334 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165222-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfccn2
title: Occurrence Download

description: A dataset containing 1851055 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Curculionidae, Anthribidae, Caridae, Brentidae, Nemonychidae, Attelabidae, Belidae, Cimberididae, Brachyceridae)"
 ]
}

 The dataset includes 1851055 records from 1897 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0140775-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/nc9wbn3l
title: Birds-to-Words

description: The Birds-to-Words dataset contains 15,931 images (12,770 training and 3,151 testing) tagged with descriptions of fine-grained differences between pairwise bird images.
DOI: 10.57702/qg4mu7iz
title: Math

description: The dataset used in the paper is a set of educational mathematics problems that reason about prime numbers, square numbers, and triangle numbers.
DOI: 10.57702/q4wegpl5
title: TED Gesture

description: TED Gesture is a large-scale English-based dataset for co-speech gesture generation, composed of 1766 TED videos from various topics and different narrators.
DOI: 10.15468/dl.pp9gdb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.17189999999999 23.94605, 89.09506500000001 23.940473, 89.02014200000001 23.923881, 88.948992 23.896687, 88.883381 23.859565, 88.824933 23.813439, 88.775091 23.759453, 88.735077 23.698944, 88.70586900000001 23.633411, 88.688171 23.564473, 88.68240299999999 23.493831, 88.688686 23.423226, 88.70684900000001 23.354396, 88.73642599999999 23.28903, 88.77667599999999 23.228732, 88.8266 23.174979, 88.884967 23.129086, 88.95034099999999 23.092176, 89.02112200000001 23.065148, 89.095581 23.048664, 89.17189999999999 23.043124, 89.24821900000001 23.048664, 89.322678 23.065148, 89.39345899999999 23.092176, 89.458833 23.129086, 89.5172 23.174979, 89.56712400000001 23.228732, 89.60737399999999 23.28903, 89.636951 23.354396, 89.655114 23.423226, 89.66139699999999 23.493831, 89.655629 23.564473, 89.63793099999999 23.633411, 89.608723 23.698944, 89.568709 23.759453, 89.518867 23.813439, 89.460419 23.859565, 89.394808 23.896687, 89.32365799999999 23.923881, 89.248735 23.940473, 89.17189999999999 23.94605))"},{"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/0080100-251120083545085/datasets/export for details.
DOI: 10.57702/h25lj67r
title: V2XSet

description: The V2XSet dataset is a public large-scale dataset for multi-agent perception, containing LiDAR data from different autonomous vehicles and roadside intelligent infrastructure.
DOI: 10.15468/dl.8qpztf
title: Occurrence Download

description: A dataset containing 1649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudochondrostoma polylepis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1649 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080101-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/vnlnw6lj
title: AP-RVSE Dataset

description: The dataset is used to evaluate the Approximate Precomputed Runtime Veriﬁcation with State Estimation (AP-RVSE) algorithm. It is a statistical model of the monitored system to fill in sampling-induced gaps in event sequences, and then calculate the probability that the property of interest is satisﬁed or violated.
DOI: 10.57702/5cd7lfcw
title: Voxel Field Fusion for 3D Object Detection

description: The proposed framework for cross-modality 3D object detection, named voxel field fusion.
DOI: 10.6084/m9.figshare.31018315
title: Detailed model diagnostics (sample size, R², RMSE, parameter standard errors)

description: In this paper, a detailed model diagnosis ( sample size, R2, RMSE, standard error of parameters ) is listed for the biomass equation. Explain the scope of application of the biomass equation
DOI: 10.6084/m9.figshare.31018315.v1
title: Detailed model diagnostics (sample size, R², RMSE, parameter standard errors)

description: In this paper, a detailed model diagnosis ( sample size, R2, RMSE, standard error of parameters ) is listed for the biomass equation. Explain the scope of application of the biomass equation
DOI: 10.57702/vbk57sdi
title: MAT dataset

description: The MAT dataset contains the mean annual temperature in North America.
DOI: 10.57702/izid98md
title: Head and Neck Cancer Dataset

description: The dataset is used for histopathological image segmentation. It contains H&E stained histopathological images along with annotations.
DOI: 10.57702/x2f4ky05
title: Italian wines dataset

description: The dataset used in this paper is a wine dataset, consisting of 27 chemical measurements from a collection of wine samples from Piedmont region, Italy.
DOI: 10.57702/42haqqrs
title: PolSAR data from vegetation using subaperture decomposition approach

description: PolSAR data from vegetation using subaperture decomposition approach
DOI: 10.6084/m9.figshare.29585996
title: Supplementary Materials for Anand, S et al., 2025.

description: This study evaluates the effectiveness of large language models (LLMs), specifically Claude Sonnet 4.0 and ChatGPT 4.1, for analyzing formative feedback to support student-centered learning (SCL). In large courses, instructors often struggle to promptly review and synthesize student input. We used a low-stakes task: analyzing 63 anonymous student responses to a Muddiest Point prompt in a human physiology class after a lecture on respiratory physiology. Across 20 runs, both LLMs consistently identified “Ventilation and Lung Mechanics” as the most frequent area of confusion, aligning with human analysis. LLMs completed the task significantly faster than a human reviewer (average 19.6 s/31.0 s vs. 32 min), with thematic reliability. This suggests LLMs can efficiently generate information from student input, enabling instructors to adapt their instruction in real-time. The approach supports SCL and educational equity through inclusion of all student voices. While promising for formative feedback, observed variability indicates that further refinement is needed before LLMs are utilized for high-stakes summative assessment.
DOI: 10.6084/m9.figshare.29585996.v1
title: Supplementary Materials for Anand, S et al., 2025.

description: This study evaluates the effectiveness of large language models (LLMs), specifically Claude Sonnet 4.0 and ChatGPT 4.1, for analyzing formative feedback to support student-centered learning (SCL). In large courses, instructors often struggle to promptly review and synthesize student input. We used a low-stakes task: analyzing 63 anonymous student responses to a Muddiest Point prompt in a human physiology class after a lecture on respiratory physiology. Across 20 runs, both LLMs consistently identified “Ventilation and Lung Mechanics” as the most frequent area of confusion, aligning with human analysis. LLMs completed the task significantly faster than a human reviewer (average 19.6 s/31.0 s vs. 32 min), with thematic reliability. This suggests LLMs can efficiently generate information from student input, enabling instructors to adapt their instruction in real-time. The approach supports SCL and educational equity through inclusion of all student voices. While promising for formative feedback, observed variability indicates that further refinement is needed before LLMs are utilized for high-stakes summative assessment.
DOI: 10.57702/svz0awt1
title: Epinions dataset

description: The Epinions dataset is a social dataset recording social relations between users.
DOI: 10.57702/rv5l88vd
title: MVSEC

description: The MVSEC dataset is a dataset for event-based camera data, featuring 5 sequences of a car on the street, as well as 4 short indoor sequences shot from a flying quadrotor.
DOI: 10.57702/c836d7mq
title: WHU building dataset

description: The WHU building dataset focuses on the changes in buildings and contains one pair of very high-resolution images sized 32507x15354 pixels with a spatial resolution of 0.075 m per pixel.
DOI: 10.57702/q0wn3c7d
title: Simulated Systems with Contact

description: The dataset used in the paper is a set of simulated systems with contact, including bouncing point masses, bouncing disks, chained pendulums with ground, gyroscope with a wall, and rope.
DOI: 10.57702/r4ux17ho
title: OHaze

description: The OHaze dataset used for testing the PF-DCP algorithm.
DOI: 10.57702/3c2ybtyk
title: Inference of hidden structures in complex physical systems by multi-scale clustering

description: The dataset is used for community detection in complex physical systems, including image segmentation and analysis of amorphous materials.
DOI: 10.57702/2phwfzfg
title: Modified IEEE 24 bus Reliability Test System

description: The Modified IEEE 24 bus Reliability Test System (RTS) is a modified version of the original IEEE 24 bus system, with some lines removed to create transmission network inefficiency.
DOI: 10.7910/dvn/gk2ash
title: Code for Data Analysis: Klenowski et al. (2023)

description: Scripts used for data analysis. README files included.
DOI: 10.57702/lq1owd69
title: GAIA

description: The Generic AIOps Atlas dataset contains multi-modal information from the business simulation system MicroSS, including metrics, logs and traces.
DOI: 10.25582/data.2023-05.2816645/2368386
title: Data for EMSL Project 51287 from May 2023
DOI: 10.25582/data.2023-05.2817034/2368387
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.apfr62
title: Occurrence Download

description: A dataset containing 5819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2011-2018",
 "DatasetKey is Ringing and recovery database of birds (TIPU)",
 "HasCoordinate is true",
 "TaxonKey is Piciformes",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5819 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010744-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ax6bwt
title: Occurrence Download

description: A dataset containing 8464 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vanellus gregarius (Pallas, 1771)"
 ]
}

 The dataset includes 8464 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267275-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8dxar
title: Occurrence Download

description: A dataset containing 1602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Peromyscus beatae Thomas, 1903)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1602 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260541-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2817368/2368388
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.yz5dkx
title: Occurrence Download

description: A dataset containing 3198 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Connochaetes taurinus (Burchell, 1823)"
 ]
}

 The dataset includes 3198 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010744-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3naru2
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Myiopagis viridicata viridicata"
 ]
}

 The dataset includes 154 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261843-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73ftsn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Odontoglossum harryanum Rchb.f."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272189-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24g1ic
title: Occurrence Download

description: A dataset containing 1455 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthospermum australe (Loefl.) Kuntze",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1455 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010745-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2817187/2368389
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.mpukng
title: Occurrence Download

description: A dataset containing 10340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fuchsia magellanica Lam."
 ]
}

 The dataset includes 10340 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196962-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrszzu
title: Occurrence Download

description: A dataset containing 511 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heringocrania unimaculella (Zetterstedt, 1840)"
 ]
}

 The dataset includes 511 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244952-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.