cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17035671
title: Community hydrodynamics created ecological opportunity in Ediacaran shallow marine ecosystems

description: This dataset consists of original data from the following paper:

Gutarra, S., Mitchell, E.G., Surprenant, R.L., Droser, M.L., Dunn, F.S., Gibson, B.M., Racicot, R.A., Darroch, S.A.F. and Rahman, I.A. In press. Community hydrodynamics created ecological opportunity in Ediacaran shallow marine ecosystems. PNAS Nexus, pgaf346. doi:10.1093/pnasnexus/pgaf346

The dataset comprises two ZIP files: 

Gutarra_et_al_Simulated_Communities.zip. This file includes spreadsheets (.xlsx) with details of the virtual communities simulated based on data on the size, density, spatial distribution, and orientation of fossils from the following Ediacaran surfaces: the DS surface from the Central Urals, Russia; the KS surface from Winter Coast of the White Sea, Russia; the FUN5 surface from the Mount Scott Range, Flinders Ranges, South Australia; and the bedding planes TB-BRW and LV-FUN from Nilpena Ediacara National Park, South Australia. These virtual communities were simulated using the package spatstat in R.

Gutarra_et_al_CFD_Simulations.zip. This file includes three-dimensional digital models (.stp) of the simulated communities and results files (.mph) from computational fluid dynamics (CFD) simulations of water flow using these models. Digital models were built in Rhinoceros and CFD simulations were performed in COMSOL Multiphysics.

The code used for spatial ecological modelling is available at GitHub: https://github.com/egmitchell/WhiteSeaSpatialSimulations
DOI: 10.5281/zenodo.17035672
title: Community hydrodynamics created ecological opportunity in Ediacaran shallow marine ecosystems

description: This dataset consists of original data from the following paper:

Gutarra, S., Mitchell, E.G., Surprenant, R.L., Droser, M.L., Dunn, F.S., Gibson, B.M., Racicot, R.A., Darroch, S.A.F. and Rahman, I.A. In press. Community hydrodynamics created ecological opportunity in Ediacaran shallow marine ecosystems. PNAS Nexus, pgaf346. doi:10.1093/pnasnexus/pgaf346

The dataset comprises two ZIP files: 

Gutarra_et_al_Simulated_Communities.zip. This file includes spreadsheets (.xlsx) with details of the virtual communities simulated based on data on the size, density, spatial distribution, and orientation of fossils from the following Ediacaran surfaces: the DS surface from the Central Urals, Russia; the KS surface from Winter Coast of the White Sea, Russia; the FUN5 surface from the Mount Scott Range, Flinders Ranges, South Australia; and the bedding planes TB-BRW and LV-FUN from Nilpena Ediacara National Park, South Australia. These virtual communities were simulated using the package spatstat in R.

Gutarra_et_al_CFD_Simulations.zip. This file includes three-dimensional digital models (.stp) of the simulated communities and results files (.mph) from computational fluid dynamics (CFD) simulations of water flow using these models. Digital models were built in Rhinoceros and CFD simulations were performed in COMSOL Multiphysics.

The code used for spatial ecological modelling is available at GitHub: https://github.com/egmitchell/WhiteSeaSpatialSimulations
DOI: 10.15468/dl.dsjbn7
title: Occurrence Download

description: A dataset containing 8731 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pantherophis guttatus",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 8731 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024817-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4rkwz
title: Occurrence Download

description: A dataset containing 8772 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Material sample, Occurrence evidence)",
 "Issue is one of (Continent derived from coordinates, Continent derived from country)",
 "OccurrenceStatus is Present",
 "TaxonKey is Hohenbuehelia"
 ]
}

 The dataset includes 8772 records from 301 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024815-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10959758
title: Presence/absence of Norway spruce (Picea abies (L.) Karst.) in Southern Rhodopes/Greece

description: Presence/absence data for Norway spruce population of Southern Rhodopes close to the border line between Greece and Bulgaria. The survey area (110,623 hectares) is divided into 1912 stands and into three forest management sections (Western Nestos River Section (WNR) with 67,043 hectares, North-Eastern Section (BAN) with 29,313 hectares and Trachoniou-Dipotamou-Drymou Section (TDR) with 14,267 hectares). Presence of Norway spruce has been recorded in 500 stands (26,398 hectares).
DOI: 10.5281/zenodo.17571125
title: Presence/absence of Norway spruce (Picea abies (L.) Karst.) in Southern Rhodopes/Greece

description: Presence/absence data for Norway spruce population of Southern Rhodopes close to the border line between Greece and Bulgaria. The survey area (110,623 hectares) is divided into 1912 stands and into three forest management sections (Western Nestos River Section (WNR) with 67,043 hectares, North-Eastern Section (BAN) with 29,313 hectares and Trachoniou-Dipotamou-Drymou Section (TDR) with 14,267 hectares). Presence of Norway spruce has been recorded in 500 stands (26,398 hectares).
DOI: 10.5281/zenodo.17570915
title: POSCOMP Dataset

description: This is a curated dataset of past POSCOMP exam multiple-choice questions, up to 2024.

Description

This dataset contains 1,340 multiple-choice questions (MCQs) sourced from historical editions of the Brazilian National Exam for Admission to Graduate Studies in Computing (POSCOMP). It was originally created to support research in automated question generation and educational assessment, and its process of creation was documented in a paper (titled Smarter Questions, Smaller Models: RAG-Enhanced Multiple-Choice Question Generation for POSCOMP) to the published in the 2025 Brazilian Symposium on Computers in Education.

The questions are drawn from 21 past POSCOMP exams, covering the period from 2002 to 2024. The dataset is comprehensive, omitting only 130 questions from the original exams that were dependent on images.

The 1,340 questions are categorized into POSCOMP's three main areas of knowledge:



Mathematics: 391 questions

Computational Foundations: 507 questions

Computational Technology: 442 questions


As no publicly available, structured dataset of POSCOMP exams existed, this one was built from scratch. The process involved extraction from text content from historical exam PDF files, as well as automatic and extensive manual structuring.

Each question in the dataset is accompanied by a rich set of metadata11:





year: The year the exam was administered.




number: The original question number in the exam.




stem: The text of the question.




options: A list containing all answer choices (distractors and the correct answer).




key: The official correct answer.




knowledge_area: The broad area (MT, CF, or CT).




area: A more specific thematic division within the knowledge area.




subarea: A granular topic classification within the area.



The area and subarea fields were generated using an LLM-based approach (Llama 3.3-70B) with Self-Consistency and Self-Refine techniques, and were then validated by researchers, reacihng strong agreements.
DOI: 10.5281/zenodo.17570916
title: POSCOMP Dataset

description: This is a curated dataset of past POSCOMP exam multiple-choice questions, up to 2024.

Description

This dataset contains 1,340 multiple-choice questions (MCQs) sourced from historical editions of the Brazilian National Exam for Admission to Graduate Studies in Computing (POSCOMP). It was originally created to support research in automated question generation and educational assessment, and its process of creation was documented in a paper (titled Smarter Questions, Smaller Models: RAG-Enhanced Multiple-Choice Question Generation for POSCOMP) to the published in the 2025 Brazilian Symposium on Computers in Education.

The questions are drawn from 21 past POSCOMP exams, covering the period from 2002 to 2024. The dataset is comprehensive, omitting only 130 questions from the original exams that were dependent on images.

The 1,340 questions are categorized into POSCOMP's three main areas of knowledge:



Mathematics: 391 questions

Computational Foundations: 507 questions

Computational Technology: 442 questions


As no publicly available, structured dataset of POSCOMP exams existed, this one was built from scratch. The process involved extraction from text content from historical exam PDF files, as well as automatic and extensive manual structuring.

Each question in the dataset is accompanied by a rich set of metadata11:





year: The year the exam was administered.




number: The original question number in the exam.




stem: The text of the question.




options: A list containing all answer choices (distractors and the correct answer).




key: The official correct answer.




knowledge_area: The broad area (MT, CF, or CT).




area: A more specific thematic division within the knowledge area.




subarea: A granular topic classification within the area.



The area and subarea fields were generated using an LLM-based approach (Llama 3.3-70B) with Self-Consistency and Self-Refine techniques, and were then validated by researchers, reacihng strong agreements.
DOI: 10.5281/zenodo.15308211
title: PALSYN - Evaluation Results (Statistics, Event Logs and Models)

description: This repository contains comprehensive evaluation results for the Private Autoregressive Log Synthesizer (PALSYN), a novel approach for generating synthetic event logs with differential privacy guarantees.

Contents



Descriptive statistics comparing original and synthetic event logs

Generated synthetic event logs with varying privacy parameters

Process models extracted from both original and synthetic data

Process mining utility measurements across multiple dimension


These evaluation materials complement the PALSYN implementation available at https://github.com/martinkuhn94/PALSYN.
DOI: 10.5281/zenodo.17570783
title: PALSYN - Evaluation Results (Statistics, Event Logs and Models)

description: This repository contains comprehensive evaluation results for the Private Autoregressive Log Synthesizer (PALSYN), a novel approach for generating synthetic event logs with differential privacy guarantees.

Contents



Descriptive statistics comparing original and synthetic event logs

Generated synthetic event logs with varying privacy parameters

Process models extracted from both original and synthetic data

Process mining utility measurements across multiple dimension


These evaluation materials complement the PALSYN implementation available at https://github.com/martinkuhn94/PALSYN.
DOI: 10.15468/dl.p47zw3
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-149.2818 -58.11026,-51.0318 -58.11026,-51.0318 -10.96252,-149.2818 -10.96252,-149.2818 -58.11026))",
 "HasGeospatialIssue is false",
 "TaxonKey is Etmopterus pusillus"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024818-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t576hk
title: Occurrence Download

description: A dataset containing 81733 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haliaeetus leucoryphus, Aythya baeri, Platalea minor, Aquila heliaca, Neophron percnopterus, Falco cherrug, Aquila clanga, Anser erythropus, Aquila nipalensis, Otis tarda)",
 "Geometry POLYGON((73.5208333 16.6625,135.0791667 16.6625,135.0791667 53.5541667,73.5208333 53.5541667,73.5208333 16.6625))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)"
 ]
}

 The dataset includes 81733 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024774-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bvf66
title: Occurrence Download

description: A dataset containing 7868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-106.29767 -56.96737,-51.59987 -56.96737,-51.59987 -20.32131,-106.29767 -20.32131,-106.29767 -56.96737))",
 "HasGeospatialIssue is false",
 "TaxonKey is Psammobatis normani"
 ]
}

 The dataset includes 7868 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024819-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvq6wk
title: Occurrence Download

description: A dataset containing 276661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clitellata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2002"
 ]
}

 The dataset includes 276661 records from 256 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024782-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acxv88
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rajella sadowskii"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024820-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rdy92
title: Occurrence Download

description: A dataset containing 250774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cameraria ohridella"
 ]
}

 The dataset includes 250774 records from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024765-251025141854904/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.30213781
title: 250528_Seurat_complete.rds

description: This object contains single-cell sequencing data for 49 samples from 33 patients. The count matrix comprises 496,691 cells and 37,553 genes, and metadata includes cell type annotations from BoneMarrowMap, donor/recipient origins from Souporcell, and normal/malignant calls from Numbat.
DOI: 10.6084/m9.figshare.30213781.v1
title: 250528_Seurat_complete.rds

description: This object contains single-cell sequencing data for 49 samples from 33 patients. The count matrix comprises 496,691 cells and 37,553 genes, and metadata includes cell type annotations from BoneMarrowMap, donor/recipient origins from Souporcell, and normal/malignant calls from Numbat.
DOI: 10.15468/dl.9e797r
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-5.76613 41.64737,-5.38513 41.64737,-5.38513 41.9594,-5.76613 41.9594,-5.76613 41.64737))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Salicornia ramosissima"
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024822-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wm6vaj
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Scomber scombrus"
 ]
}

 The dataset includes 228 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024823-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17569145
title: Novel pleiotropic loci links vascular and immune pathways in systemic sclerosis and primary Raynaud's phenomenon

description: This release contains the summary statistics of the study "Novel pleiotropic loci links vascular and immune pathways in systemic sclerosis and primary Raynaud’s phenomenon", describing the results of the METASOFT meta-analysis. Three summary statistics are included, comprising the cross-trait meta-analysis between primary Raynaud's Phenomenon (RP) and systemic sclerosis (SSc), limited cutaneous systemic sclerosis (lcSSc) and diffuse cutaneous systemic sclerosis (dcSSc): 



Summary statistics of the meta-analysis between primary RP and SSc: Raynaud_SSc.tsv

Summary statistics of the meta-analysis between primary RP and lcSSc: Raynaud_lcSSc.tsv 

Summary statistics of the meta-analysis between primary RP and dcSSc: Raynaud_dcSSc.tsv


Summary statistics contain the results for METASOFT meta-analysis for each meta-analysis. All genomic positions are reported with reference to the GRCh38 genome build. Please refer to the original manuscript for more information about the original GWASs included, quality controls and filtering of the signals.
DOI: 10.5878/hwa8-vn68
title: Concentrations of leaf mercury in relation to nitrogen and LMA
title: Halter av kvicksilver i blad i förhållande till kväve och LMA

description: Data include concentrations of mercury and nitrogen in leaves and needles as well as values for LMA (dry leaf mass per leaf area) for 17 tree species.
description: Data omfattar halter av kvicksilver och kväve i blad och barr samt värden för LMA (torrvikt av bladmassa per bladyta) för 17 trädarter
DOI: 10.5878/0ebr-ah03
title: Concentrations of leaf mercury in relation to nitrogen and LMA
title: Halter av kvicksilver i blad i förhållande till kväve och LMA

description: Data include concentrations of mercury and nitrogen in leaves and needles as well as values for LMA (dry leaf mass per leaf area) for 17 tree species.
description: Data omfattar halter av kvicksilver och kväve i blad och barr samt värden för LMA (torrvikt av bladmassa per bladyta) för 17 trädarter
DOI: 10.5281/zenodo.17570951
title: Joint Optimization of Tilt Angle and Spot Size in a LASE-Based Imaging Flow Cytometer
DOI: 10.5281/zenodo.17571127
title: Joint Optimization of Tilt Angle and Spot Size in a LASE-Based Imaging Flow Cytometer
DOI: 10.15468/dl.whvqzt
title: Occurrence Download

description: A dataset containing 595474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Rosales"
 ]
}

 The dataset includes 595474 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024800-251025141854904/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/13679207
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.eagppc
title: Occurrence Download

description: A dataset containing 370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Geocoris ater"
 ]
}

 The dataset includes 370 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024824-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15472/ciasei
title: Colección Mastozoológica del Museo de Historia Natural de la Universidad del Cauca

description: Contiene 251 registros, correspondientes a capturas de murciélagos obtenidos en 3 localidades del Cauca ubicadas en los municipios del Tambo, Patía y Cajibío y del Departamento del Valle del Cauca ubicada en el municipio de Buenaventura. Lo anterior se hizo con el fin de conocer la biodiversidad de murciélagos del Suroccidente Colombiano y adicionalmente las colectas hacen parte de proyectos de investigación, trabajos de grado y de prácticas de campo incluidas en la formación de los biólogos de la Universidad del Cauca. El método de muestreo que incluyó captura de individuos con redes de niebla.
DOI: 10.15468/dl.drdchw
title: Occurrence Download

description: A dataset containing 2934 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Bison bonasus"
 ]
}

 The dataset includes 2934 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024826-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17473383
title: Rifugio Boé (Dolomites, 2871 m) Hourly Hygrothermal Dataset, 2020–2025

description: This dataset contains hourly hygrothermal monitoring data collected at the high-altitude case study site, “Rifugio Boé” (Dolomites, 2871 m, Italy), from 2020 to 2025. The data provide continuous measurements of outdoor and indoor boundary conditions and are intended for research on building physics, energy performance, and the conservation of historic and extreme-environment buildings.

The dataset has been pre-processed into hourly time series to ensure comparability with climate data and simulation tools. Rain data were aggregated as sums, while other variables were averaged. Raw files from Campbell CR6 dataloggers were cleaned, merged, and aggregated using Python scripts.

To ensure transparency and reproducibility, the repository also includes the Python scripts used for data processing:



ZENODO_Print.py: script for printing, structuring, and exporting the final dataset.

ZENODO_Data_Aggregation.py: script for data cleaning, aggregation (hourly resampling), and formatting


Data and scripts are released under CC BY 4.0 license and can be freely reused with appropriate citation.
DOI: 10.5281/zenodo.16902713
title: Rifugio Boé (Dolomites, 2871 m) Hourly Hygrothermal Dataset, 2020–2025

description: This dataset contains hourly hygrothermal monitoring data collected at the high-altitude case study site, “Rifugio Boé” (Dolomites, 2871 m, Italy), from 2020 to 2025. The data provide continuous measurements of outdoor and indoor boundary conditions and are intended for research on building physics, energy performance, and the conservation of historic and extreme-environment buildings.

The dataset has been pre-processed into hourly time series to ensure comparability with climate data and simulation tools. Rain data were aggregated as sums, while other variables were averaged. Raw files from Campbell CR6 dataloggers were cleaned, merged, and aggregated using Python scripts.

To ensure transparency and reproducibility, the repository also includes the Python scripts used for data processing:



ZENODO_Print.py: script for printing, structuring, and exporting the final dataset.

ZENODO_Data_Aggregation.py: script for data cleaning, aggregation (hourly resampling), and formatting


Data and scripts are released under CC BY 4.0 license and can be freely reused with appropriate citation.