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

description: A dataset containing 22577 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 37.42857426825602
 AND decimallatitude &lt;= 41.89415215079384
 AND decimallongitude &gt;= 63.32053397346014
 AND decimallongitude &lt;= 71.92889702835036
 AND GBIF_Within('POLYGON ((71.928897 37.428574, 71.928897 41.894152, 63.320534 41.894152, 63.320534 37.428574, 71.928897 37.428574))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 22577 records were derived from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002004-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sp9ygv6w4w
title: Replication code for The effects of delayed remuneration on doctor labour supply: Evidence from the English NHS

description: Replication code for "The effects of delayed remuneration on doctor labour supply: Evidence from the English NHS", forthcoming in the Journal of Health Economics (https://doi.org/10.1016/j.jhealeco.2026.103119).
The underlying data used in this project, the Electronic Staff Record for the English NHS, was available by agreement with the UK's Department of Health and Social Care. It is not possible for us to publish any of the data we used. This data is used by some other researchers, however there is not currently a standard way of requesting access to use the data. The views expressed are those of the authors and are not necessarily those of the Department of Health and Social Care.
DOI: 10.17632/sp9ygv6w4w.1
title: Replication code for The effects of delayed remuneration on doctor labour supply: Evidence from the English NHS

description: Replication code for "The effects of delayed remuneration on doctor labour supply: Evidence from the English NHS", forthcoming in the Journal of Health Economics (https://doi.org/10.1016/j.jhealeco.2026.103119).
The underlying data used in this project, the Electronic Staff Record for the English NHS, was available by agreement with the UK's Department of Health and Social Care. It is not possible for us to publish any of the data we used. This data is used by some other researchers, however there is not currently a standard way of requesting access to use the data. The views expressed are those of the authors and are not necessarily those of the Department of Health and Social Care.
DOI: 10.5281/zenodo.18529190
title: EVRP-TW-D

description: EVRP-TW-D-B is an industrial-scale, unit-consistent dataset and benchmark suitefor the Electric Vehicle Routing Problem with Time Windows (EVRP-TW).

This release provides versioned, publicly accessible evaluation instancestogether with generation metadata to enable reproducible, apples-to-applescomparison of heterogeneous solvers under unified operational semantics.All instances follow physically grounded modeling assumptions with explicitunits for distance, energy consumption, charging dynamics, and time windows.

The dataset is generated using a configurable policy-driven generator(EVRP-TW-D), supporting multiple spatial layouts, time-window regimes,demand and service-time distributions, and realistic charging and vehicleprofiles. The released instances span four scales, with numbers of customersN ∈ {5, 15, 100, 1000}, covering small, mid-scale, and industrial-scale settings.

The dataset is organized into two complementary subsets:

• Anchored subset (~2.2K instances):    A fixed, versioned evaluation set in which each instance is accompanied by  time-limited exact-solver reference snapshots. Specifically, for each instance,  Gurobi (MILP) is run under the unified EVRP-TW semantics, and the best incumbent  objective values at 1, 5, and 15 minutes are recorded. These anchored references  serve as stable evaluation anchors for benchmarking, difficulty diagnostics,  and budgeted performance analysis across solver paradigms.

• Unanchored subset (~40K instances):    A large-scale instance collection without exact-solver references, intended  for training, stress testing, and scalability studies. This subset enables  learning-based methods and heuristics to be evaluated beyond the reach of  time-limited exact optimization, especially at industrial scale.

Two complementary instance formats are provided:(1) a Solomon-style text format for compatibility with classical VRPTW/EVRP    solvers and optimization pipelines; and(2) a Python pickle format that stores fully self-contained instances with    complete generation context and metadata, enabling efficient batch-parallel    training, evaluation, and diagnostic analysis for learning-based methods.

This dataset is intended to serve as the evaluation backbone of EVRP-TW-B,a unified benchmark protocol that enforces consistent feasibility checks andobjective semantics across solver paradigms. It supports budgeted evaluation,deliverability diagnostics, scale-aware performance analysis, and cross-paradigmcomparison under identical operational assumptions.

This artifact is released for research and benchmarking purposes. Detailedusage instructions, instance format specifications, and solver implementationsare documented in the accompanying repository.
DOI: 10.5281/zenodo.18529191
title: EVRP-TW-D

description: EVRP-TW-D-B is an industrial-scale, unit-consistent dataset and benchmark suitefor the Electric Vehicle Routing Problem with Time Windows (EVRP-TW).

This release provides versioned, publicly accessible evaluation instancestogether with generation metadata to enable reproducible, apples-to-applescomparison of heterogeneous solvers under unified operational semantics.All instances follow physically grounded modeling assumptions with explicitunits for distance, energy consumption, charging dynamics, and time windows.

The dataset is generated using a configurable policy-driven generator(EVRP-TW-D), supporting multiple spatial layouts, time-window regimes,demand and service-time distributions, and realistic charging and vehicleprofiles. The released instances span four scales, with numbers of customersN ∈ {5, 15, 100, 1000}, covering small, mid-scale, and industrial-scale settings.

The dataset is organized into two complementary subsets:

• Anchored subset (~2.2K instances):    A fixed, versioned evaluation set in which each instance is accompanied by  time-limited exact-solver reference snapshots. Specifically, for each instance,  Gurobi (MILP) is run under the unified EVRP-TW semantics, and the best incumbent  objective values at 1, 5, and 15 minutes are recorded. These anchored references  serve as stable evaluation anchors for benchmarking, difficulty diagnostics,  and budgeted performance analysis across solver paradigms.

• Unanchored subset (~40K instances):    A large-scale instance collection without exact-solver references, intended  for training, stress testing, and scalability studies. This subset enables  learning-based methods and heuristics to be evaluated beyond the reach of  time-limited exact optimization, especially at industrial scale.

Two complementary instance formats are provided:(1) a Solomon-style text format for compatibility with classical VRPTW/EVRP    solvers and optimization pipelines; and(2) a Python pickle format that stores fully self-contained instances with    complete generation context and metadata, enabling efficient batch-parallel    training, evaluation, and diagnostic analysis for learning-based methods.

This dataset is intended to serve as the evaluation backbone of EVRP-TW-B,a unified benchmark protocol that enforces consistent feasibility checks andobjective semantics across solver paradigms. It supports budgeted evaluation,deliverability diagnostics, scale-aware performance analysis, and cross-paradigmcomparison under identical operational assumptions.

This artifact is released for research and benchmarking purposes. Detailedusage instructions, instance format specifications, and solver implementationsare documented in the accompanying repository.
DOI: 10.17632/rc4cwhx76v.1
title: Starting position-dependent automatic sequential behavior encoded by caudate nucleus neurons

description: Matlab code of simulation used for the figure 7 in the paper “Starting position-dependent automatic sequential behavior encoded by caudate nucleus neurons”
DOI: 10.17632/v4zbbbsr5t.1
title: Porcine epidemic diarrhea virus nsp3 and nsp4 induce complete autophagy in a HOPS-dependent manner to promote viral replication

description: Completion of autophagy through autophagosome–lysosome fusion represents a critical regulatory checkpoint that is frequently manipulated during viral infection, yet how coronaviruses exploit this terminal step remains incompletely understood. Porcine epidemic diarrhea virus (PEDV), a highly pathogenic alphacoronavirus, has been reported to induce autophagy, but whether and how complete autophagic flux contributes to viral replication is unclear. Here, using a genome-wide CRISPR/Cas9 knockout screen in Vero cells, we identify the HOPS complex subunits VPS33A and VPS18 as essential host factors for PEDV infection. Genetic ablation of either VPS33A or VPS18 profoundly suppresses viral progeny production and arrests autophagic flux at the autophagosome stage, demonstrating that PEDV replication critically depends on HOPS-mediated autolysosome formation. Domain-mapping analyses further reveal that the structural integrity of VPS33A and the α-solenoid plus RING domains of VPS18 are indispensable for both autophagosome–lysosome fusion and efficient viral replication. Mechanistically, we show that PEDV non-structural proteins nsp3 and nsp4 physically interact with VPS33A and VPS18. While either protein alone initiates autophagosome formation, their coordinated action is required to drive complete autophagy in a HOPS-dependent manner. Collectively, our findings uncover a coronavirus strategy that actively licenses autophagic completion through the HOPS complex to support replication, thereby establishing autolysosome formation as a critical host process exploited by PEDV.
DOI: 10.17632/hm9jxhbsm8.1
title: Supplementary material for "Therapeutic Data on 131I-Labeled Glypican-3 Antibody in Hepatocellular Carcinoma"

description: PPT for “Therapeutic Data on 131I-Labeled Glypican-3 Antibody in Hepatocellular Carcinoma”
DOI: 10.17632/bw2tdhf6mt
title: Cavitation erosion resistance of Ti-rich high-entropy alloys

description: Tables and Figures from original manuscript “Cavitation erosion resistance and mechanical properties of Ti-rich high-entropy alloys” by Hanna Yu. Rostova, Alexander S. Kuprin, Igor V. Kolodiy, Mykhailo A. Tikhonovsky, Oleksiy M. Velikodnyi, Illya O. Klimenko, Ruslan L. Vasilenko , Volodymyr G. Marinin.
DOI: 10.17632/bw2tdhf6mt.1
title: Cavitation erosion resistance of Ti-rich high-entropy alloys

description: Tables and Figures from original manuscript “Cavitation erosion resistance and mechanical properties of Ti-rich high-entropy alloys” by Hanna Yu. Rostova, Alexander S. Kuprin, Igor V. Kolodiy, Mykhailo A. Tikhonovsky, Oleksiy M. Velikodnyi, Illya O. Klimenko, Ruslan L. Vasilenko , Volodymyr G. Marinin.
DOI: 10.17632/pjhwfsyw9p
title: Datos para analizar las dificultades conceptuales y obstáculos epistemológicos sobre los números enteros en docentes en formación

description: Este conjunto de datos contiene las respuestas cuantitativas y cualitativas de estudiantes del 1º curso del Grado en Educación Primaria de la Universidad de Las Palmas de Gran Canaria (ULPGC).

La investigación parte de la hipótesis de que la enseñanza tradicional de los números enteros, centrada excesivamente en modelos aritméticos concretos, consolida el obstáculo epistemológico del número como "cantidad de magnitud concreta". Se asume que esta concepción, útil en la aritmética elemental, dificulta que los docentes en formación comprendan la naturaleza algebraica de los enteros, manifestándose en dificultades específicas al enfrentar situaciones que rompen con la lógica de los números naturales.

Los participantes no habían recibido instrucción específica sobre números enteros durante su formación universitaria al momento de la toma de datos. Los datos se recogieron mediante un cuestionario adaptado de Iriarte et al. (1991), diseñado para detectar dificultades conceptuales y obstáculos epistemológicos relacionados con la concepción del número entero como "cantidad de magnitud concreta". Los datos fueron procesados mediante un análisis cuantitativo (frecuencia de aciertos) y un análisis cualitativo de las estrategias (reglas memorizadas, modelos concretos o recta numérica).
DOI: 10.17632/pjhwfsyw9p.1
title: Datos para analizar las dificultades conceptuales y obstáculos epistemológicos sobre los números enteros en docentes en formación

description: Este conjunto de datos contiene las respuestas cuantitativas y cualitativas de estudiantes del 1º curso del Grado en Educación Primaria de la Universidad de Las Palmas de Gran Canaria (ULPGC).

La investigación parte de la hipótesis de que la enseñanza tradicional de los números enteros, centrada excesivamente en modelos aritméticos concretos, consolida el obstáculo epistemológico del número como "cantidad de magnitud concreta". Se asume que esta concepción, útil en la aritmética elemental, dificulta que los docentes en formación comprendan la naturaleza algebraica de los enteros, manifestándose en dificultades específicas al enfrentar situaciones que rompen con la lógica de los números naturales.

Los participantes no habían recibido instrucción específica sobre números enteros durante su formación universitaria al momento de la toma de datos. Los datos se recogieron mediante un cuestionario adaptado de Iriarte et al. (1991), diseñado para detectar dificultades conceptuales y obstáculos epistemológicos relacionados con la concepción del número entero como "cantidad de magnitud concreta". Los datos fueron procesados mediante un análisis cuantitativo (frecuencia de aciertos) y un análisis cualitativo de las estrategias (reglas memorizadas, modelos concretos o recta numérica).
DOI: 10.17632/mynvsfb2yj
title: Integrated Proteomics and Metabolomics Analysis Reveals the Mechanisms of SFYC Decoction in Regulating Airway Inflammation in Asthma

description: This dataset contains the complete raw and processed data supporting the study entitled “Integrative Proteomics and Metabolomics Analysis Reveals the Anti-Inflammatory Mechanisms of Soufeng Yuchuan Decoction in Asthma”.In vivo data (ovalbumin-induced asthmatic rat model):Hematoxylin-eosin (H&E) stained histopathological images of rat lung tissue; Original Western blot images and quantitative data of key ferroptosis-related proteins: glutathione peroxidase 4 (GPX4), solute carrier family 7 member 11 (SLC7A11), solute carrier family 3 member 2 (SLC3A2), glutamate-cysteine ligase catalytic subunit (GCLC), glutathione synthetase (GSS), and voltage-dependent anion channel 2 (VDAC2); Levels of IgE, IL-6, and IL-13 in bronchoalveolar lavage fluid (BALF); Biochemical assay results: reduced glutathione (GSH) levels in lung tissue and serum.
In vitro data (erastin-induced ferroptosis model in BEAS-2B human bronchial epithelial cells):
Raw data of cell viability measured by Cell Counting Kit-8 (CCK-8); Fluorescence images and quantitative data of 5-ethynyl-2′-deoxyuridine (EdU) cell proliferation assay; ELISA results for malondialdehyde (MDA), superoxide dismutase (SOD), total iron content, and GSH/GSSG ratio; Original Western blot images, quantitative data, and RT-qPCR raw Ct values with normalized expression of GPX4, GCLC, GSS, SLC7A11, SLC3A2, and VDAC2
The dataset enables full reproduction and independent verification of all in vivo and in vitro experimental results presented in the associated manuscript.
DOI: 10.17632/mynvsfb2yj.2
title: Integrated Proteomics and Metabolomics Analysis Reveals the Mechanisms of SFYC Decoction in Regulating Airway Inflammation in Asthma

description: This dataset contains the complete raw and processed data supporting the study entitled “Integrative Proteomics and Metabolomics Analysis Reveals the Anti-Inflammatory Mechanisms of Soufeng Yuchuan Decoction in Asthma”.In vivo data (ovalbumin-induced asthmatic rat model):Hematoxylin-eosin (H&E) stained histopathological images of rat lung tissue; Original Western blot images and quantitative data of key ferroptosis-related proteins: glutathione peroxidase 4 (GPX4), solute carrier family 7 member 11 (SLC7A11), solute carrier family 3 member 2 (SLC3A2), glutamate-cysteine ligase catalytic subunit (GCLC), glutathione synthetase (GSS), and voltage-dependent anion channel 2 (VDAC2); Levels of IgE, IL-6, and IL-13 in bronchoalveolar lavage fluid (BALF); Biochemical assay results: reduced glutathione (GSH) levels in lung tissue and serum.
In vitro data (erastin-induced ferroptosis model in BEAS-2B human bronchial epithelial cells):
Raw data of cell viability measured by Cell Counting Kit-8 (CCK-8); Fluorescence images and quantitative data of 5-ethynyl-2′-deoxyuridine (EdU) cell proliferation assay; ELISA results for malondialdehyde (MDA), superoxide dismutase (SOD), total iron content, and GSH/GSSG ratio; Original Western blot images, quantitative data, and RT-qPCR raw Ct values with normalized expression of GPX4, GCLC, GSS, SLC7A11, SLC3A2, and VDAC2
The dataset enables full reproduction and independent verification of all in vivo and in vitro experimental results presented in the associated manuscript.
DOI: 10.17632/rx3fjgz96x
title: A dataset of infrared (ATR-FTIR) spectra for textile fibres of natural and man-made origin

description: This dataset contains attenuated total reflectance Fourier transform infrared (ATR-FTIR) spectra of natural and man-made textile fibres assembled to support research in forensic, analytical, and environmental science. The dataset was developed under the hypothesis that textile fibres exhibit characteristic and reproducible infrared signatures that enable differentiation between fibre classes. By capturing a broad representation of commonly encountered textile materials, the dataset provides a reference framework for fibre identification, spectral comparison, and the development and evaluation of classification approaches.

A total of 160 spectra were obtained from 137 verified textile samples sourced from industry reference collections and academic textile archives. Only pure (non-blended) fibres were included. Samples were provided as fibre tufts, yarns, or fabric swatches, and natural variation in manufacturing treatments was retained to reflect the diversity typically encountered in real-world materials. The dataset currently covers 26 fibre subtypes, spanning both natural and man-made categories.

The data are organised into six components: raw instrument files, tabular matrices of raw transmission spectra, baseline-corrected spectra, averaged spectra grouped by fibre subtype, three alternative fully pre-processed feature matrices prepared using different spectral preprocessing pipelines, and a metadata file describing sample-level attributes. These datasets allow users to explore spectral variability within and between fibre categories, build custom reference libraries, benchmark spectral matching algorithms, examine discriminating spectral regions, and train or evaluate chemometric or machine-learning models using a consistent, well-structured foundation.
DOI: 10.17632/rx3fjgz96x.3
title: A dataset of infrared (ATR-FTIR) spectra for textile fibres of natural and man-made origin

description: This dataset contains attenuated total reflectance Fourier transform infrared (ATR-FTIR) spectra of natural and man-made textile fibres assembled to support research in forensic, analytical, and environmental science. The dataset was developed under the hypothesis that textile fibres exhibit characteristic and reproducible infrared signatures that enable differentiation between fibre classes. By capturing a broad representation of commonly encountered textile materials, the dataset provides a reference framework for fibre identification, spectral comparison, and the development and evaluation of classification approaches.

A total of 160 spectra were obtained from 137 verified textile samples sourced from industry reference collections and academic textile archives. Only pure (non-blended) fibres were included. Samples were provided as fibre tufts, yarns, or fabric swatches, and natural variation in manufacturing treatments was retained to reflect the diversity typically encountered in real-world materials. The dataset currently covers 26 fibre subtypes, spanning both natural and man-made categories.

The data are organised into six components: raw instrument files, tabular matrices of raw transmission spectra, baseline-corrected spectra, averaged spectra grouped by fibre subtype, three alternative fully pre-processed feature matrices prepared using different spectral preprocessing pipelines, and a metadata file describing sample-level attributes. These datasets allow users to explore spectral variability within and between fibre categories, build custom reference libraries, benchmark spectral matching algorithms, examine discriminating spectral regions, and train or evaluate chemometric or machine-learning models using a consistent, well-structured foundation.
DOI: 10.17632/756mmvdncg
title: Code and example data for: Connectedness and systemic importance of global financial markets: A multilayer network perspective

description: The attachment, “Code and Example Data.zip”, contains codes of the methodology and example data in the manuscript entitled “Connectedness and systemic importance of global financial markets: A multilayer network perspective”. The brief description of the codes and example data is shown in the attachment.
DOI: 10.17632/756mmvdncg.1
title: Code and example data for: Connectedness and systemic importance of global financial markets: A multilayer network perspective

description: The attachment, “Code and Example Data.zip”, contains codes of the methodology and example data in the manuscript entitled “Connectedness and systemic importance of global financial markets: A multilayer network perspective”. The brief description of the codes and example data is shown in the attachment.
DOI: 10.60893/figshare.jap.31069801
title: Supplement Number 1

description: The content includes: the thermionic emission model formulas and the equations required for calculating the interface states of GaN (Eqs. (S1-S3)); The formula required for calculating the dislocation density of GaN single crystals ((Eqs. (S4-S5)); Decay time constant calculation formula ((Eqs. (S6-S7)); The circular-like ink marks left by the ink-stained indium ball and tungsten probe on the glass micron scale ruler (Fig. S1); The I-V curve of the metal (indium and tungsten)/GaN heterojunction, as well as the calculation results of the interface states of GaN (Fig. S2); The dislocation density of GaN single crystals with different lattice orientations was characterized by the cathodoluminescence microscopy method (Figs. S3-S7); The dark currents of graphene/h-BN/GaN heterojunctions fabricated on GaN with different lattice orientations (Table SI).