cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17581920
title: CryoSTAR Tutorial Dataset

description: This dataset accompanies the CryoSTAR tutorial and serves as a demonstration dataset for the CryoSTAR framework. It provides a minimal, reproducible example used to illustrate the workflow of the proposed method.

The dataset is organized into three main sub-directories:• pdbs/ – Contains 50 PDB files (1akeA_{i}.pdb, i = 1 … 50), representing interpolated conformations between the adenylate kinase structures 4ake and 1ake. Both share identical amino-acid sequences but adopt different conformations. The interpolations were generated using PyMOL’s morph tool.• mrcs/ – Contains 50 MRC density maps (1akeA_{i}.mrc), each corresponding to its paired PDB file. The densities were generated from the atomic models using EMAN2’s e2pdb2mrc utility.• uniform_snr0-0001_ctf/ – Contains particle stacks simulated from the MRC densities with random orientations. CTF distortions and Gaussian noise were applied to mimic realistic cryo-EM acquisition conditions.

Additionally, reconstructed volumes are included for demonstration:• rln.mrc – Reconstruction from all particles combined.• rln_reconstruct/rln{i}.mrc – Reconstruction from particles generated from the i-th MRC density.

This dataset is intended solely for educational and methodological demonstration of the CryoSTAR pipeline. It illustrates each step of the generative reconstruction process, but does not represent experimentally acquired cryo-EM data.
DOI: 10.5281/zenodo.17581921
title: CryoSTAR Tutorial Dataset

description: This dataset accompanies the CryoSTAR tutorial and serves as a demonstration dataset for the CryoSTAR framework. It provides a minimal, reproducible example used to illustrate the workflow of the proposed method.

The dataset is organized into three main sub-directories:• pdbs/ – Contains 50 PDB files (1akeA_{i}.pdb, i = 1 … 50), representing interpolated conformations between the adenylate kinase structures 4ake and 1ake. Both share identical amino-acid sequences but adopt different conformations. The interpolations were generated using PyMOL’s morph tool.• mrcs/ – Contains 50 MRC density maps (1akeA_{i}.mrc), each corresponding to its paired PDB file. The densities were generated from the atomic models using EMAN2’s e2pdb2mrc utility.• uniform_snr0-0001_ctf/ – Contains particle stacks simulated from the MRC densities with random orientations. CTF distortions and Gaussian noise were applied to mimic realistic cryo-EM acquisition conditions.

Additionally, reconstructed volumes are included for demonstration:• rln.mrc – Reconstruction from all particles combined.• rln_reconstruct/rln{i}.mrc – Reconstruction from particles generated from the i-th MRC density.

This dataset is intended solely for educational and methodological demonstration of the CryoSTAR pipeline. It illustrates each step of the generative reconstruction process, but does not represent experimentally acquired cryo-EM data.
DOI: 10.15468/dl.fc932a
title: Occurrence Download

description: A dataset containing 405 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antirrhinum charidemi"
 ]
}

 The dataset includes 405 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037525-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ke74s
title: Occurrence Download

description: A dataset containing 1239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-48.56924 -26.88255,-49.42866 -26.4514,-50.63485 -26.36362,-50.64239 -27.61976,-49.02157 -27.59304,-49.08188 -27.23836,-48.56924 -26.88255))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 1239 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037526-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17472911
title: data for manuscript "Lakes Amplify Carbon Emissions Relative to Downstream Export in Aquatic Networks
DOI: 10.5281/zenodo.17472910
title: data for manuscript "Lakes Amplify Carbon Emissions Relative to Downstream Export in Aquatic Networks
DOI: 10.15468/dl.ddupmh
title: Occurrence Download

description: A dataset containing 9350 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Daphne striata"
 ]
}

 The dataset includes 9350 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037527-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhgz97
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atelocauda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037528-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/bg8cnx
title: Biodiversità delle Aleocharinae della Cina: Lomechusini e Thamiaraeini (Coleoptera, Staphylinidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Pace, R. (2012): Biodiversità delle Aleocharinae della Cina: Lomechusini e Thamiaraeini (Coleoptera, Staphylinidae). Beiträge Zur Entomologie = Contributions to Entomology 62: 77-102, DOI: 10.21248/contrib.entomol.62.1.77-102
DOI: 10.15468/dl.9vbfvq
title: Occurrence Download

description: A dataset containing 2661089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "GadmGid is ESP.12_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2661089 records from 445 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037517-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17622586
title: Sentiment Analysis of Public Perceptions toward Finance Minister Purbaya

description: This dataset contains Indonesian-language social media posts related to Finance Minister Purbaya Yudhi Sadewa collected from the Platform X (formerly Twitter). The dataset was developed for sentiment analysis research using the IndoBERT model. A total of 3,121 posts were collected, with 1,000 manually labeled instances categorized into positive, neutral, and negative sentiments.

The posts were obtained through a web crawling process using keyword-based queries to capture discussions surrounding economic and policy-related topics. The preprocessing pipeline includes text cleaning, normalization, and the removal of duplicates, noise, and non-informative tokens.

This dataset is suitable for Indonesian Natural Language Processing (NLP) research, particularly for sentiment classification, public opinion analysis, and language model fine-tuning tasks involving social media data.
DOI: 10.5281/zenodo.17622587
title: Sentiment Analysis of Public Perceptions toward Finance Minister Purbaya

description: This dataset contains Indonesian-language social media posts related to Finance Minister Purbaya Yudhi Sadewa collected from the Platform X (formerly Twitter). The dataset was developed for sentiment analysis research using the IndoBERT model. A total of 3,121 posts were collected, with 1,000 manually labeled instances categorized into positive, neutral, and negative sentiments.

The posts were obtained through a web crawling process using keyword-based queries to capture discussions surrounding economic and policy-related topics. The preprocessing pipeline includes text cleaning, normalization, and the removal of duplicates, noise, and non-informative tokens.

This dataset is suitable for Indonesian Natural Language Processing (NLP) research, particularly for sentiment classification, public opinion analysis, and language model fine-tuning tasks involving social media data.
DOI: 10.5281/zenodo.17618740
title: Dataset from "Electrical Response in Freezing Porous Media: New Insights from a Hybrid Finite Element - Pore Network Modeling Approach"

description: This dataset supports the research study "Electrical Response in Freezing Porous Media: New Insights from a Hybrid Finite Element - Pore Network Modeling Approach "by Y.Y. Zhang, C. C. Zou, C. Peng, X.X. Lan, W. Shen and J.B. Shu. 

We have provided the relevant data for the graphics in this study, along with dynamic diagrams illustrating the evolution of current conduction pathways during the freezing process.
DOI: 10.5281/zenodo.17618741
title: Dataset from "Electrical Response in Freezing Porous Media: New Insights from a Hybrid Finite Element - Pore Network Modeling Approach"

description: This dataset supports the research study "Electrical Response in Freezing Porous Media: New Insights from a Hybrid Finite Element - Pore Network Modeling Approach "by Y.Y. Zhang, C. C. Zou, C. Peng, X.X. Lan, W. Shen and J.B. Shu. 

We have provided the relevant data for the graphics in this study, along with dynamic diagrams illustrating the evolution of current conduction pathways during the freezing process.
DOI: 10.15468/dl.gkyp87
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allotelium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037531-251025141854904/datasets/export for details.
DOI: 10.34740/kaggle/dsv/13753395
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15790635
title: Bridging Gaps in Targeting Criteria for a Payment for Ecosystem Services Program in southern Chile

description: The study deals with a Payment for Ecosystem Services (PES) design in southern Chile. We combined expert elicitation with spatial Multicriteria Decision Analysis (MCDA) to develop and apply a socio-ecological targeting framework in the municipality of Río Bueno in southern Chile.

The uploaded data compromises the following:



Anonymized Survey Data & Questionnaire (Spanish and English)

Spatial Analysis & Data:





Digitized properties of Río Bueno (.shp) 




Individual criteria mapping (incl. rawdata, .shp, raster, reclassified raster, spatial modelling description)




Suitability Analysis & Property Ranking Output (incl. suitability raster, .shp of property ranking, excel property ranking, high resolution maps, spatial modelling description)




Sensitivity Analysis & Property Ranking Output (incl. suitability raster, .shp of property ranking, excel property ranking, high resolution maps, spatial modelling description)
DOI: 10.5281/zenodo.15791654
title: Bridging Gaps in Targeting Criteria for a Payment for Ecosystem Services Program in southern Chile

description: The study deals with a Payment for Ecosystem Services (PES) design in southern Chile. We combined expert elicitation with spatial Multicriteria Decision Analysis (MCDA) to develop and apply a socio-ecological targeting framework in the municipality of Río Bueno in southern Chile.

The uploaded data compromises the following:



Anonymized Survey Data & Questionnaire (Spanish and English)

Spatial Analysis & Data:





Digitized properties of Río Bueno (.shp) 




Individual criteria mapping (incl. rawdata, .shp, raster, reclassified raster, spatial modelling description)




Suitability Analysis & Property Ranking Output (incl. suitability raster, .shp of property ranking, excel property ranking, high resolution maps, spatial modelling description)




Sensitivity Analysis & Property Ranking Output (incl. suitability raster, .shp of property ranking, excel property ranking, high resolution maps, spatial modelling description)
DOI: 10.15468/dl.aqwe4h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diabolidium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037533-251025141854904/datasets/export for details.
DOI: 10.15468/dl.u8tpu4
title: Occurrence Download

description: A dataset containing 7773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Leucaena leucocephala"
 ]
}

 The dataset includes 7773 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037532-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u34s7h
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Manis pentadactyla Linnaeus, 1758"
 ]
}

 The dataset's 7 records were derived from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008172-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auczmn
title: Occurrence Download

description: A dataset containing 50546284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is one of (India Biodiversity Portal publication grade dataset, Svalbard Global Seed Vault Collection, INSDC Sequences, Natural History Museum (London) Collection Specimens, A global database for the distributions of crop wild relatives, Global soil organisms, Royal Botanic Gardens, Kew - Herbarium Specimens, SeasonWatch - Tree Phenology Dataset (India), iNaturalist Research-grade Observations, EOD – eBird Observation Dataset)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 50546284 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008164-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15551080
title: ΔSprint10 as a Discriminative Metric for Sprint Acceleration Profiling in Elite Youth Footballers

description: This study investigated the utility of ΔSprint10—the difference between stationary and flying 10 m sprints—as a tool for assessing initial acceleration in elite youth footballers (n = 112, aged 15–18). Performance metrics (10 m, 20 m, and flying sprint times), vertical jumps (SJ, CMJ), and body composition were analyzed. Results showed ΔSprint10 strongly correlated with 10 m sprint performance (r = .805, p < .001) and effectively discriminated top sprinters (AUC = 0.912). However, neuromuscular and morphological variables (jump height, lean mass, fat percentage) had minimal predictive power (<5% variance explained). No significant differences in ΔSprint10 were found across age groups or playing positions, suggesting it is a universal metric for acceleration capacity. The findings highlight ΔSprint10 as a practical, discriminative tool for assessing sprint performance in youth footballers, independent of physical traits or positional demands. This metric could enhance talent identification and training focus on acceleration development.
DOI: 10.5281/zenodo.15551081
title: ΔSprint10 as a Discriminative Metric for Sprint Acceleration Profiling in Elite Youth Footballers

description: This study investigated the utility of ΔSprint10—the difference between stationary and flying 10 m sprints—as a tool for assessing initial acceleration in elite youth footballers (n = 112, aged 15–18). Performance metrics (10 m, 20 m, and flying sprint times), vertical jumps (SJ, CMJ), and body composition were analyzed. Results showed ΔSprint10 strongly correlated with 10 m sprint performance (r = .805, p < .001) and effectively discriminated top sprinters (AUC = 0.912). However, neuromuscular and morphological variables (jump height, lean mass, fat percentage) had minimal predictive power (<5% variance explained). No significant differences in ΔSprint10 were found across age groups or playing positions, suggesting it is a universal metric for acceleration capacity. The findings highlight ΔSprint10 as a practical, discriminative tool for assessing sprint performance in youth footballers, independent of physical traits or positional demands. This metric could enhance talent identification and training focus on acceleration development.
DOI: 10.15468/dl.cx6a6p
title: Occurrence Download

description: A dataset containing 37448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada, Korea, Republic of)",
 "TaxonKey is Ambrosia trifida L."
 ]
}

 The dataset includes 37448 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002158-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6zvbpn9t6m
title: Oxalate microbiome cardio kidney phenotypes

description: Source and lipidomic data to support research on the impact of oxalate and antibiotics on atherosclerosis, kidney stone formation, and kidney injury.
DOI: 10.17632/6zvbpn9t6m.1
title: Oxalate microbiome cardio kidney phenotypes

description: Source and lipidomic data to support research on the impact of oxalate and antibiotics on atherosclerosis, kidney stone formation, and kidney injury.
DOI: 10.17632/pggsd7mghr.1
title: Supplementary Materials for "Decreased risk of Kaposi sarcoma with statin use in a large retrospective cohort of HIV patients"

description: Supplementary Appendix 1 for "Decreased risk of Kaposi sarcoma with statin use in a large retrospective cohort of HIV patients"
DOI: 10.17632/pggsd7mghr
title: Supplementary Materials for "Decreased risk of Kaposi sarcoma with statin use in a large retrospective cohort of HIV patients"

description: Supplementary Appendix 1 for "Decreased risk of Kaposi sarcoma with statin use in a large retrospective cohort of HIV patients"
DOI: 10.17632/pggsd7mghr.2
title: Supplementary Materials for "Decreased risk of Kaposi sarcoma with statin use in a large retrospective cohort of HIV patients"

description: Supplementary Appendix 1 for "Decreased risk of Kaposi sarcoma with statin use in a large retrospective cohort of HIV patients"
DOI: 10.17632/94tp7zs979.1
title: The correlations of economic fluctuations of the the Austrian-Slovenian border regions

description: This Dataset presents the correlations of economic fluctuations of the Austrian-Slovenian border regions
DOI: 10.17632/94tp7zs979
title: The correlations of economic fluctuations of the Austrian-Slovenian border regions

description: This Dataset presents the correlations of economic fluctuations of the Austrian-Slovenian border regions
DOI: 10.17632/94tp7zs979.2
title: The correlations of economic fluctuations of the Austrian-Slovenian border regions

description: This Dataset presents the correlations of economic fluctuations of the Austrian-Slovenian border regions
DOI: 10.15468/dl.dd77bm
title: Occurrence Download

description: A dataset containing 78469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Orchidaceae"
 ]
}

 The dataset includes 78469 records from 238 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006171-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cdpr8
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudexostoma brachysoma)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033462-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwcbyk
title: Occurrence Download

description: A dataset containing 50 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 countrycode countrycode,
 COUNT(*) occurrences,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 (CAST(occurrence.taxonkey AS INTEGER) = 6164194 OR CAST(occurrence.acceptedtaxonkey AS INTEGER) = 6164194 OR CAST(occurrence.kingdomkey AS INTEGER) = 6164194 OR CAST(occurrence.phylumkey AS INTEGER) = 6164194 OR CAST(occurrence.classkey AS INTEGER) = 6164194 OR CAST(occurrence.orderkey AS INTEGER) = 6164194 OR CAST(occurrence.familykey AS INTEGER) = 6164194 OR CAST(occurrence.genuskey AS INTEGER) = 6164194 OR CAST(occurrence.specieskey AS INTEGER) = 6164194)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL AND occurrence.hascoordinate = TRUE)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year",
 occurrence.countrycode

 The dataset's 50 records were derived from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033443-250811113504898/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.29971846
title: Electrode Impedance

description: Impedance for all the Electrodes used (EEG/EOG for all the performances)
DOI: 10.6084/m9.figshare.29971846.v2
title: Electrode Impedance

description: Impedance for all the Electrodes used (EEG/EOG for all the performances)
DOI: 10.6084/m9.figshare.29971846.v1
title: Electrode Impedance

description: Impedance for all the Electrodes used (EEG/EOG for all the performances)
DOI: 10.34847/nkl.92596ys1
title: Survey with second home owners in Alpine ski resorts

description: This file contains the data from the survey of second home owners in the analysed winter sports resort municipalities which were used in the figures of the following manuscript: Drouet, Q,B,G, The "inhabitant footprints" of second home owners in Alpine resort communities: anyone at home?, Geographica Helvetica. The survey was conducted with second home owners from June 2022 to June 2023
description: This file contains the data from the survey of second home owners in the analysed winter sports resort municipalities which were used in the figures of the following manuscript: Drouet, Q,B,G, The "inhabitant footprints" of second home owners in Alpine resort communities: anyone at home?, Geographica Helvetica