cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6wzn6pxjsc.2
title: Automated Detection and Site-scale Vegetation Shift Analysis for Individual Heritage Buildings along the Great Wall

description: This dataset includes two compressed files. The first, IHB_Dataset.zip, contains the training and testing samples used for developing the IHBSegNet model, along with the quantitative results of site-scale vegetation density dynamics across the Fugu, Shenmu, and Yuyang sections of the Great Wall. The data is provided in XLSX format, where the 2nd and 5th columns correspond to the Net Class Shift and Mean Class Shift metrics, respectively. The second file, IHB_Supplementary_Dataset.zip, includes supplementary data consisting of unsupervised clustering results and annual vegetation shift statistics, along with associated scripts to facilitate statistical analysis and data visualization.
DOI: 10.17632/fdpwmgg2kh
title: Paleoenvironmental Evolution Characteristics and Mineral Enrichment Patterns of the Lacustrine System Under Orbital Forcing in the Yin'e Basin During the Early Cretaceous

description: he samples cover the entire first member of the Bayingebi Formation (total thickness: 189 m). Specific grouping: 26 samples were prepared as thin sections for microscopic and scanning electron microscope (SEM) observations; 71 samples were analyzed for mineral composition using X-ray diffraction (XRD); 51 mudstone and marlstone samples were selected for determinations of total organic carbon (TOC), organic carbon isotope (δ¹³C), and nitrogen isotope (δ¹⁵N); while 20 high-organic-content mudstone samples were used for biomarker analysis via gas chromatography-mass spectrometry (GC-MS); and 369 samples were subjected to chromaticity and magnetic susceptibility (MS) measurements.
DOI: 10.17632/fdpwmgg2kh.2
title: Paleoenvironmental Evolution Characteristics and Mineral Enrichment Patterns of the Lacustrine System Under Orbital Forcing in the Yin'e Basin During the Early Cretaceous

description: he samples cover the entire first member of the Bayingebi Formation (total thickness: 189 m). Specific grouping: 26 samples were prepared as thin sections for microscopic and scanning electron microscope (SEM) observations; 71 samples were analyzed for mineral composition using X-ray diffraction (XRD); 51 mudstone and marlstone samples were selected for determinations of total organic carbon (TOC), organic carbon isotope (δ¹³C), and nitrogen isotope (δ¹⁵N); while 20 high-organic-content mudstone samples were used for biomarker analysis via gas chromatography-mass spectrometry (GC-MS); and 369 samples were subjected to chromaticity and magnetic susceptibility (MS) measurements.
DOI: 10.5281/zenodo.17878818
title: Using TabPFN to simplify bioinformatics predictors: A case study using IApred Antigenicity Prediction

description: Background: Creating and fine-tuning computational predictors typically requires extensive hyperparameter optimization, particularly with traditional machine learning algorithms like Support Vector Machines (SVM). Tabular Prior-Data Fitted Networks (TabPFN), a transformer-based foundation model, eliminates hyperparameter tuning through in-context learning. 




Methods: We have recently developed IApred, an intrinsic antigenicity predictor using SVM. Now, we generated TabPFN models using the same training dataset and compared both methods' complexity and performance. While IApred-SVM required feature selection (k=529), 5-fold cross-validation hyperparameter tuning (RBF kernel, C=1, γ=0.001), and SMOTE preprocessing, IApred-TabPFN used the same data with minimal preprocessing (only VarianceThreshold to remove constant features), no hyperparameter tuning, and no SMOTE. Three TabPFN variants were evaluated: using all features, 529 features (matching SVM), and 100 features. 




Results: Comprehensive external validation on 436 independent proteins (218 antigens, 218 non-antigens) demonstrated consistent superiority of IApred-TabPFN variants over the extensively optimized IApred-SVM baseline. The TabPFN model using all features achieved the highest performance with ROC-AUC of 0.816 and MCC of 0.518, representing 4.3% and 20.4% improvements over SVM (ROC-AUC 0.782, MCC 0.430). 




Conclusions: TabPFN achieves superior predictive performance to optimized SVM while eliminating development complexity, representing a substantial reduction in development time without compromising accuracy. 
description: Here we present the updated evaluation dataset, removing highly similar proteins whick skewed the results. The comparison between the generated IApred-TabPFN models, with the original IApred-SVM model and the previously reported antigenicity predictors are shown

 

For all other needed data to train the models, please refere to:https://zenodo.org/records/14578279
DOI: 10.17632/hsxwg92dmh
title: Location courte durée vs location longue durée avec 107finances

description: Ce dossier de 107finances évalue les stratégies LCD et LLD sous l'angle du Taux de Rentabilité Interne (TRI). La LCD se caractérise par des flux de trésorerie volatils mais potentiellement très élevés, avec l'avantage crucial du statut LMNP (Loueur en Meublé Non Professionnel). L'amortissement comptable LMNP permet de neutraliser l'impôt sur les loyers, créant un cash-flow net d'impôt qui augmente significativement le TRI global du projet.

Inversement, la LLD offre une stabilité des revenus et une gestion simplifiée, mais sa rentabilité est plafonnée. L'absence d'amortissement en location vide expose les revenus à la pleine pression fiscale (TMI + prélèvements sociaux), réduisant fortement le TRI net-net. L'investisseur doit arbitrer entre la liquidité et le haut TRI potentiel de la LCD et la sécurité de la LLD.

Venez visiter notre site internet : https://www.107finances.com
DOI: 10.17632/hsxwg92dmh.1
title: Location courte durée vs location longue durée avec 107finances

description: Ce dossier de 107finances évalue les stratégies LCD et LLD sous l'angle du Taux de Rentabilité Interne (TRI). La LCD se caractérise par des flux de trésorerie volatils mais potentiellement très élevés, avec l'avantage crucial du statut LMNP (Loueur en Meublé Non Professionnel). L'amortissement comptable LMNP permet de neutraliser l'impôt sur les loyers, créant un cash-flow net d'impôt qui augmente significativement le TRI global du projet.

Inversement, la LLD offre une stabilité des revenus et une gestion simplifiée, mais sa rentabilité est plafonnée. L'absence d'amortissement en location vide expose les revenus à la pleine pression fiscale (TMI + prélèvements sociaux), réduisant fortement le TRI net-net. L'investisseur doit arbitrer entre la liquidité et le haut TRI potentiel de la LCD et la sécurité de la LLD.

Venez visiter notre site internet : https://www.107finances.com
DOI: 10.5281/zenodo.17912828
title: Optimizing photoactivation of PA-mCherry for optical pooled CRISPR screens
DOI: 10.5281/zenodo.17912829
title: Optimizing photoactivation of PA-mCherry for optical pooled CRISPR screens
DOI: 10.6084/m9.figshare.29549918.v1
title: Data from: Resprouting plants are more resilient to drought: increased fitness in <i>Anthyllis cytisoides</i>

description: The dataset used for the paper Resprouting plants are more resilient to drought: increased fitness in <i>Anthyllis cytisoides.</i>
DOI: 10.17632/yh7d6rmxy2
title: Disintegration process and disintegration mechanism

description: Disintegration process and disintegration mechanism
DOI: 10.17632/yh7d6rmxy2.1
title: Disintegration process and disintegration mechanism

description: Disintegration process and disintegration mechanism
DOI: 10.17632/jkbxpbgf63
title: Raw image data related to McCourt et al Cell Reports 2026

description: Figure 4B raw images of Fluorophore-assisted carbohydrade electrophoresis (FACE) using fluorophore 8-aminonaphthalene- 1,3,6-trisulphonic acid (ANTS) labeled glycogen enriched fractions from fecal matter or mouse liver.

Figure 5B and Figure S14 raw western blot images of brain cortex lysates.

Figure S7A-C raw DNA PCR images amplified from purified mouse fecal samples or bacterial cultures.
DOI: 10.48688/hju7-si7q
title: COVID19 clinical data from Luxembourg
title: IDDO_CVLYDZL									

description: Clinical data from patients hospitalised with COVID19 in Luxembourg, shared as a part of the ISARIC Clinical Characterisation Group collaboration.
DOI: 10.17632/jkbxpbgf63.1
title: Raw image data related to McCourt et al Cell Reports 2026

description: Figure 4B raw images of Fluorophore-assisted carbohydrade electrophoresis (FACE) using fluorophore 8-aminonaphthalene- 1,3,6-trisulphonic acid (ANTS) labeled glycogen enriched fractions from fecal matter or mouse liver.

Figure 5B and Figure S14 raw western blot images of brain cortex lysates.

Figure S7A-C raw DNA PCR images amplified from purified mouse fecal samples or bacterial cultures.
DOI: 10.17632/kfkbpmb5s2
title: Psychological Recovery Paths of Players within a Team: A Decision Tree-Assisted Longitudinal Analysis

description: The data acquired during eight week longitudinal study in football and basketball athletes. The the Sport Psychological Recovery Scale (SPRS) developed by Kayğusuz and Karagözoğlu (2023) [3], and the Emotional State Profile-40 (ESP-40, based on IZOF methodology) developed by Hanin (2002) [25] and adapted into Turkish by Ertürk (2013) [26], the Checklist Individual Strength (CIS) Scale, the validity and reliability of which were studied by Ergin et al. (2012) [27], and the Visual Analog Scales (VAS) applied during the study.
DOI: 10.15468/dl.dy695a
title: Occurrence Download

description: A dataset containing 866 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leishmania infantum"
 ]
}

 The dataset includes 866 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049572-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kfkbpmb5s2.1
title: Psychological Recovery Paths of Players within a Team: A Decision Tree-Assisted Longitudinal Analysis

description: The data acquired during eight week longitudinal study in football and basketball athletes. The the Sport Psychological Recovery Scale (SPRS) developed by Kayğusuz and Karagözoğlu (2023) [3], and the Emotional State Profile-40 (ESP-40, based on IZOF methodology) developed by Hanin (2002) [25] and adapted into Turkish by Ertürk (2013) [26], the Checklist Individual Strength (CIS) Scale, the validity and reliability of which were studied by Ergin et al. (2012) [27], and the Visual Analog Scales (VAS) applied during the study.
DOI: 10.17632/2g4c7kbm7s
title: Raw data

description: These materials include measuring raw data and characterized raw data for the article: Core-Shell Covalent Organic Framework Immobilized β-Lactamase for Continuous and Eco-Friendly Degradation of Antibiotics in Wastewater.
DOI: 10.17632/2g4c7kbm7s.1
title: Raw data

description: These materials include measuring raw data and characterized raw data for the article: Core-Shell Covalent Organic Framework Immobilized β-Lactamase for Continuous and Eco-Friendly Degradation of Antibiotics in Wastewater.
DOI: 10.17632/9dg3mv8fbs
title: Anshul

description: This dataset accompanies the paper “Hydrogen as a Future Fuel for Power Generation: A Global Project-Based Analysis Using MATLAB and IEA Database”. It provides a cleaned and structured subset of the International Energy Agency (IEA) Hydrogen Projects Database (2024), together with the MATLAB/Simulink models and simulation outputs used for the global analysis of hydrogen-based power generation.

The project-level dataset covers approximately 780 hydrogen projects worldwide and includes key variables such as project name, country/region, year of commissioning, hydrogen production technology (e.g. electrolysis, fossil-based with CCS, other emerging routes), project status (planned, under construction, operational, decommissioned) and installed power capacity (MW). The raw IEA export was pre-processed in MATLAB to remove duplicate records, drop entries with missing or inconsistent capacity values, standardise technology categories and harmonise date formats. The resulting table is suitable for descriptive statistics, trend analysis and visualisations of growth, technology mix, geographical distribution and scale of hydrogen projects.

In addition, the dataset includes MATLAB scripts and a simplified Simulink model representing a renewable–electrolyzer–hydrogen storage–fuel cell power chain (P2H2P). Time-series outputs (e.g. renewable input power, electrolyzer power consumption, hydrogen tank state of charge, fuel cell power output and grid support) over a 24-hour period are provided in CSV/MAT format, enabling users to reproduce the qualitative system behaviour reported in the paper.

This dataset can be reused to:

replicate and extend the global hydrogen project analysis,

test alternative classification schemes or filtering criteria on the IEA hydrogen project portfolio,

perform teaching demonstrations on hydrogen energy systems and P2H2P concepts, and

serve as a starting point for techno-economic optimisation, scenario studies and integration of hydrogen into future low-carbon power systems.

Keywords: Hydrogen projects, IEA Hydrogen Projects Database, green hydrogen, electrolysis, power generation, MATLAB, Simulink, P2H2P, energy storage, decarbonisation.
DOI: 10.17632/9dg3mv8fbs.1
title: Anshul

description: This dataset accompanies the paper “Hydrogen as a Future Fuel for Power Generation: A Global Project-Based Analysis Using MATLAB and IEA Database”. It provides a cleaned and structured subset of the International Energy Agency (IEA) Hydrogen Projects Database (2024), together with the MATLAB/Simulink models and simulation outputs used for the global analysis of hydrogen-based power generation.

The project-level dataset covers approximately 780 hydrogen projects worldwide and includes key variables such as project name, country/region, year of commissioning, hydrogen production technology (e.g. electrolysis, fossil-based with CCS, other emerging routes), project status (planned, under construction, operational, decommissioned) and installed power capacity (MW). The raw IEA export was pre-processed in MATLAB to remove duplicate records, drop entries with missing or inconsistent capacity values, standardise technology categories and harmonise date formats. The resulting table is suitable for descriptive statistics, trend analysis and visualisations of growth, technology mix, geographical distribution and scale of hydrogen projects.

In addition, the dataset includes MATLAB scripts and a simplified Simulink model representing a renewable–electrolyzer–hydrogen storage–fuel cell power chain (P2H2P). Time-series outputs (e.g. renewable input power, electrolyzer power consumption, hydrogen tank state of charge, fuel cell power output and grid support) over a 24-hour period are provided in CSV/MAT format, enabling users to reproduce the qualitative system behaviour reported in the paper.

This dataset can be reused to:

replicate and extend the global hydrogen project analysis,

test alternative classification schemes or filtering criteria on the IEA hydrogen project portfolio,

perform teaching demonstrations on hydrogen energy systems and P2H2P concepts, and

serve as a starting point for techno-economic optimisation, scenario studies and integration of hydrogen into future low-carbon power systems.

Keywords: Hydrogen projects, IEA Hydrogen Projects Database, green hydrogen, electrolysis, power generation, MATLAB, Simulink, P2H2P, energy storage, decarbonisation.
DOI: 10.15468/dl.yk8eaw
title: Occurrence Download

description: A dataset containing 3357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Symphyotrichum subulatum"
 ]
}

 The dataset includes 3357 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049575-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpkyuz
title: Occurrence Download

description: A dataset containing 451 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Holohalaelurus"
 ]
}

 The dataset includes 451 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049574-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tfmt52zmmd
title: The raw data for the study titled "The effect of high-dose clonidine on autonomic control of blood pressure in two-kidney, one-clip hypertensive rats"

description: This spss file contains the raw data for the study titled "The effect of high-dose clonidine on autonomic control of blood pressure in two-kidney, one-clip hypertensive rats".
DOI: 10.17632/tfmt52zmmd.3
title: The raw data for the study titled "The effect of high-dose clonidine on autonomic control of blood pressure in two-kidney, one-clip hypertensive rats"

description: This spss file contains the raw data for the study titled "The effect of high-dose clonidine on autonomic control of blood pressure in two-kidney, one-clip hypertensive rats".
DOI: 10.17026/ar/ozjoio
title: PAN-00180204 - seal with long connecting strip

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00180204&lt;/p&gt;
description: Modified: 2025-10-14T11:13:37+02:00
DOI: 10.15468/dl.s9cg5q
title: Occurrence Download

description: A dataset containing 21740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((153.018586 -30.641863, 152.981355 -30.603991, 152.932932 -30.603991, 152.970151 -30.641863, 153.018586 -30.641863))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 21740 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049573-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17913229
title: Rodes-Bachs_etal_AP_health_ineq_EU - Data

description: Data used for the analysis in the study A socioeconomic assessment of projected health impacts from outdoor air pollution under current European climate policy, Clàudia Rodés-Bachs, Jon Sampedro, Mercè Amich, Alexandros Nikas, Konstantinos Koasidis, Claudio A. Belis, and Dirk-Jan Van de Ven.

To reproduce the analysis, download this data and follow the step-by-step instructions detailed in the parent repo.
DOI: 10.5281/zenodo.17913230
title: Rodes-Bachs_etal_AP_health_ineq_EU - Data

description: Data used for the analysis in the study A socioeconomic assessment of projected health impacts from outdoor air pollution under current European climate policy, Clàudia Rodés-Bachs, Jon Sampedro, Mercè Amich, Alexandros Nikas, Konstantinos Koasidis, Claudio A. Belis, and Dirk-Jan Van de Ven.

To reproduce the analysis, download this data and follow the step-by-step instructions detailed in the parent repo.
DOI: 10.15468/dl.xetxae
title: Occurrence Download

description: A dataset containing 253584 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Culex pipiens"
 ]
}

 The dataset includes 253584 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049544-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hay9dx
title: Occurrence Download

description: A dataset listing the 9 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psittacula krameri (Scopoli, 1769)"
 ]
}

 The dataset's 9 records were derived from 1316 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001977-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zf49mq
title: Occurrence Download

description: A dataset containing 147234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex alpestris, Carex diversiflora, Carex gynobasis, Carex gynobasis, Carex gynobasis occultata, Carex halleriana lerinensis, Carex halleriana occultata, Carex halleriana pedunculata, Carex halleriana halleriana, Carex halleriana bracteosa, Carex halleriana lerinensis, Carex halleriana occultata, Carex halleriana occultata, Carex halleriana peduncularis, Carex halleriana thymicola, Carex ptychocarpa, Carex rhizantha, Carex tenuifolia, Olotrema gynobasis, Sparganium tenuifolium, Carex macrolepis, Carex platystachys, Carex tenorei, Carex parviflora, Carex aetheostachya, Carex alpina, Carex alpina parviflora, Carex atrata parviflora, Carex atrata nigra, Carex atrata conglomerata, Carex atrata nigra, Carex atrata nigra, Carex atrata parviflora, Carex binata, Carex nigra, Carex nigra chlorogona, Carex nigra chlorogona, Carex nigra pirinensis, Carex pirinensis, Edritria parviflora, Carlina acaulis, Carlina aggregata decurrens, Carlina cirsiodes, Carlina sicula, Carlina sicula sicula, Carlina sicula purpurascens, Carlina sicula sicula, Caucalis platycarpos, Ageomoron royenii, Caucalis barcinonensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 147234 records from 442 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054977-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.100085
title: KELLIA_nb_1985_03056

description: Référence : nb_1985_03056<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Secteur : QR_88<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.100084
title: KELLIA_nb_1985_03058

description: Référence : nb_1985_03058<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Secteur : QR_88<br />Type : photographie<br />
DOI: 10.15468/dl.5qpyr9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oreophryne choerophrynoides Günther, 2015"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0301905-210914110416597/datasets/export for details.
DOI: 10.15468/dl.cv96q8
title: Occurrence Download

description: A dataset containing 29759 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanoloxia brissonii (Lichtenstein & Mhc, 1823)"
 ]
}

 The dataset includes 29759 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026528-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zoeola
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celestus cyanochloris Cope, 1894"
 ]
}

 The dataset includes 13 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001369-180920211646547/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.