cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/d5tdxh
title: Academy of Natural Sciences of Philadelphia Ornithology Collection

description: The Academy maintains an ornithological collection of over 215,000 study skins and 25,000 tissue samples. Specimens of historical importance in the collection predate the founding of the Academy in 1812 and include important early bird collections made by famous collectors such as Alexander Wilson, John Cassin, and John Gould. The collection also contains large recently added series of data rich specimens from North America, South America, Asia, Africa, and Australia. The Academy’s ornithology department is actively adding specimens, locally and internationally, at a rate of ~1500 specimens per year.

Major series of birds in the collection come from South America (~60,000 skins), North America (~55,000 skins), Asia (~25,000 skins), and Africa (~20,000 skins), with additional significant holdings from Central America and Australia. The collection also contains an extensive series of types (~2000 specimens) and skins of extinct and endangered species (~2500 specimens). The collection has significant holdings from around the world, including one of the most extensive series of Andean birds.
DOI: 10.15468/dl.k7gysz
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isothrix pagurus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004491-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17288543
title: All data for 'The effect of heating rate and hold time on grain refinement during the austenitisation of high strength steels with coarse prior austenite grain structures'

description: All data used for "The effect of heating rate and hold time on grain refinement during the austenitisation of high strength steels with coarse prior austenite grain structures". The gifs alone can be downloaded from the below link:

https://zenodo.org/records/17288279?preview=1&token=eyJhbGciOiJIUzUxMiJ9.eyJpZCI6ImFjYmM5ZjhkLWIzZWMtNGEyOC1hOTI2LTM5Mzg5OTZkYWRhNSIsImRhdGEiOnt9LCJyYW5kb20iOiI2NDY2MzhkMGRkMzY1NTg3YmQ0MmIwMTQyNjY3MjkwYiJ9.7Oa_ouHA56Lz2us6eYWmqYJi3KzMcifKIHHb8kWzS2breeeNHMEMpO9JCPxoMx8qm4m2ZpUkW3dhIhFv-LPI5Q

To address reviewers comments a folder called 'SE Images and EDS of 300M Carbides' has been added and may be downloaded separetley to the rest of the dataset. This folder only contains images and EDS data from carbides in 300M and is therefore much smaller. The main folder contains:

Phase transformation temperatures calculated using the offset method are recorded in the 'Dilatometry' folder in the 'Dilatometry Values' excel file.

The PAG reconstruction data for the as built 300M material in Figure 5 (a) was also published in: https://link.springer.com/article/10.1007/s11661-025-07988-x. The data can be found here: https://doi.org/10.5281/zenodo.17106852

All EBSD Maps (both as collected and PAG reconstructions) have been saved as Tiff images and CTF files. Note that in order to aid the AZtec Crystal PAG reconstruction, non-indexed pixels were filled in, the parameters used are doucmented in the 'PAG size measurements Dilatometry Samples' excel file. It was deemed appropriate to do so provided this did not affect the overall morphology of the PAGs in the large montage maps. This was tested before collecting the montage maps by collecting a small map with better indexting and then with the EBSD parametes used for the montage map, reconstructing both and comparing.

Wherever possible images and CTF files have been renamed to match the names used in the paper, however some AZtec files could not be renamed. In the original in-situ experiment AZtec files Test 1 in the paper was originally named 'Continuous WAAM 5 Very Slow', while Test 2 in the paper was named 'Continuous WAAM Test 1'.

The still frames used to create the high temperature in-situ EBSD gifs are all exported, but the Matlab scripts used to create them are also available in the CTF folders. Matlab 2022A was used with MTEX 5.10.2. The 'Calculate_Grains_Par' script was used to calculate grain boundaries and the deviation of phase boundaries from an orientation relationship, then save the results in the 'CalcGrains'folder. The scripts in the folder were used to make the frames, that were then used to create the gifs.

If there are any issues or questions please contact mark.taylor-5@manchester.ac.uk
DOI: 10.5281/zenodo.17288542
title: All data for 'The effect of heating rate and hold time on grain refinement during the austenitisation of high strength steels with coarse prior austenite grain structures'

description: All data used for "The effect of heating rate and hold time on grain refinement during the austenitisation of high strength steels with coarse prior austenite grain structures". The gifs alone can be downloaded from the below link:

https://zenodo.org/records/17288279?preview=1&token=eyJhbGciOiJIUzUxMiJ9.eyJpZCI6ImFjYmM5ZjhkLWIzZWMtNGEyOC1hOTI2LTM5Mzg5OTZkYWRhNSIsImRhdGEiOnt9LCJyYW5kb20iOiI2NDY2MzhkMGRkMzY1NTg3YmQ0MmIwMTQyNjY3MjkwYiJ9.7Oa_ouHA56Lz2us6eYWmqYJi3KzMcifKIHHb8kWzS2breeeNHMEMpO9JCPxoMx8qm4m2ZpUkW3dhIhFv-LPI5Q

To address reviewers comments a folder called 'SE Images and EDS of 300M Carbides' has been added and may be downloaded separetley to the rest of the dataset. This folder only contains images and EDS data from carbides in 300M and is therefore much smaller. The main folder contains:

Phase transformation temperatures calculated using the offset method are recorded in the 'Dilatometry' folder in the 'Dilatometry Values' excel file.

The PAG reconstruction data for the as built 300M material in Figure 5 (a) was also published in: https://link.springer.com/article/10.1007/s11661-025-07988-x. The data can be found here: https://doi.org/10.5281/zenodo.17106852

All EBSD Maps (both as collected and PAG reconstructions) have been saved as Tiff images and CTF files. Note that in order to aid the AZtec Crystal PAG reconstruction, non-indexed pixels were filled in, the parameters used are doucmented in the 'PAG size measurements Dilatometry Samples' excel file. It was deemed appropriate to do so provided this did not affect the overall morphology of the PAGs in the large montage maps. This was tested before collecting the montage maps by collecting a small map with better indexting and then with the EBSD parametes used for the montage map, reconstructing both and comparing.

Wherever possible images and CTF files have been renamed to match the names used in the paper, however some AZtec files could not be renamed. In the original in-situ experiment AZtec files Test 1 in the paper was originally named 'Continuous WAAM 5 Very Slow', while Test 2 in the paper was named 'Continuous WAAM Test 1'.

The still frames used to create the high temperature in-situ EBSD gifs are all exported, but the Matlab scripts used to create them are also available in the CTF folders. Matlab 2022A was used with MTEX 5.10.2. The 'Calculate_Grains_Par' script was used to calculate grain boundaries and the deviation of phase boundaries from an orientation relationship, then save the results in the 'CalcGrains'folder. The scripts in the folder were used to make the frames, that were then used to create the gifs.

If there are any issues or questions please contact mark.taylor-5@manchester.ac.uk
DOI: 10.15468/dl.9hyq8b
title: Occurrence Download

description: A dataset containing 228061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Branta canadensis",
 "Year 2025-2026"
 ]
}

 The dataset includes 228061 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004484-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3ezux
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonchothrix emiliae",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004492-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34804/supra.20211124412
title: A hypoxia-responsive supramolecular formulation for imaging-guided photothermal therapy
DOI: 10.5281/zenodo.18816923
title: onustus_indicus_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18816924
title: onustus_indicus_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.fzx2cc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Makalata obscura",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004493-260226173443078/datasets/export for details.
DOI: 10.34804/supra.20210928147
title: Fluorimetric and mass spectrometric study of the interaction of β-cyclodextrin and osthole

description: null
DOI: 10.21227/h7sx-5y36
title: "A Hybrid Multi-Domain Electric Vehicle Dataset for AI Model Training   "

description: "I present EV-HybridDataset-2026, a comprehensive hybrid dataset for AI model training in the electric vehicle (EV) domain of power and energy systems. The dataset integrates three interconnected sub-datasets:1. EV Charging Sessions: 50,000 records covering AC Level 1\/2 and DC Fast charging (up to 350\u202fkW), five connector standards, four location types, over the period 2022\u20132024.2. Battery Degradation Checkpoints: 37,506 records across 300 vehicles with three Li-ion chemistries (NMC, LFP, NCA), tracking state-of-health (SOH), internal resistance, open-circuit voltage, and EIS impedance over up to 1,200 equivalent full cycles.3. Trip Energy Consumption: 80,000 records for six commercial EV platforms across urban, highway, mixed, and rural scenarios, including full physics-correlated contextual metadata.Parameter distributions are calibrated against eight peer-reviewed real-world sources. Identified data gaps are filled through physics-informed stochastic synthesis, clearly flagged with a `data_source` column.All 167,506 records across 51 variables are validated with zero missing values, zero range violations, and zero physical logic violations. The dataset supports AI tasks including:- Charging Load Forecasting: LSTM (R\u00b2 = 0.883)- SOH Estimation: XGBoost (R\u00b2 = 0.971, MAE = 0.42%)- Energy Consumption Regression: Random Forest (R\u00b2 = 0.921)- User Behavior Clustering: K-Means (silhouette = 0.67)The full data generation and validation pipeline is provided as an open-source Python script."
DOI: 10.5281/zenodo.18816934
title: onustus_longleyi_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18816933
title: onustus_longleyi_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.q4m5ej
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marmosops marina",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 40 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004494-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzqczk
title: Occurrence Download

description: A dataset listing the 36 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((25.86725 44.51742,48.20767 44.51742,48.20767 71.54431,25.86725 71.54431,25.86725 44.51742))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Reduviidae"
 ]
}

 The dataset's 36 records were derived from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004487-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15461931
title: Hybrid Plasmonic Bioresins and dECM-Based Materials for Volumetric Bioprinting of Vascular-Inspired Architectures.

description: Synergizing nanomaterial technology with advanced 3D printing techniques creates new opportunities for developing smart, stimuli-responsive materials suitable for tissue engineering scaffolds. By incorporation of stimuli-responsive nanoparticles into extracellular matrix mimetics, these composites gain functional elements capable of replicating dynamic biological processes in vitro. Herein, we propose combining hybrid multifunctional inorganic-organic materials with the emerging volumetric bioprinting (VBP) technique. We present two hybrid materials, a light stimuli-responsive polymer-based resin and a biocompatible porcine-derived decellularized extracellular matrix (dECM)-based bioresin, thus expanding the library of materials suitable for VBP. Plasmonic nanoparticles are combined with a thermoresponsive polymeric matrix, formulating the stimuli-responsive plasmonic resin, while a dECM-based bioresin with embedded smooth muscle cells (SMCs) is employed to include the biological component in the system. As proof of concept to demonstrate the versatility of the hybrid materials, we investigated the generation of highly complex structures, including multiwalled channels, using sequential VBP. Overall, this study broadens the range of materials compatible with VBP, thereby enabling the use of smart multicomponent materials in the fabrication of dynamic, stimuli-responsive 3D in vitro models.
DOI: 10.5281/zenodo.15461930
title: Hybrid Plasmonic Bioresins and dECM-Based Materials for Volumetric Bioprinting of Vascular-Inspired Architectures.

description: Synergizing nanomaterial technology with advanced 3D printing techniques creates new opportunities for developing smart, stimuli-responsive materials suitable for tissue engineering scaffolds. By incorporation of stimuli-responsive nanoparticles into extracellular matrix mimetics, these composites gain functional elements capable of replicating dynamic biological processes in vitro. Herein, we propose combining hybrid multifunctional inorganic-organic materials with the emerging volumetric bioprinting (VBP) technique. We present two hybrid materials, a light stimuli-responsive polymer-based resin and a biocompatible porcine-derived decellularized extracellular matrix (dECM)-based bioresin, thus expanding the library of materials suitable for VBP. Plasmonic nanoparticles are combined with a thermoresponsive polymeric matrix, formulating the stimuli-responsive plasmonic resin, while a dECM-based bioresin with embedded smooth muscle cells (SMCs) is employed to include the biological component in the system. As proof of concept to demonstrate the versatility of the hybrid materials, we investigated the generation of highly complex structures, including multiwalled channels, using sequential VBP. Overall, this study broadens the range of materials compatible with VBP, thereby enabling the use of smart multicomponent materials in the fabrication of dynamic, stimuli-responsive 3D in vitro models.
DOI: 10.6084/m9.figshare.31437908
title: The effect of occupational exposure to petrol on biochemical and hematological parameters: a review and meta-analysis

description: Continuous occupational exposure of fuel station workers to petrol and diesel vapors, which contain volatile organic compounds such as BTEXs, may adversely affect hematological parameters. This meta-analysis evaluated the impact of such exposures on blood indices. Online databases were systematically searched using relevant MeSH keywords. After removing duplicates, articles were screened, and quality was assessed using the Newcastle – Ottawa Scale. A random-effects model was applied to estimate standardized mean differences (SMD) in blood indices between exposed and unexposed groups. Sensitivity analysis, meta-regression, and Egger’s test were used to assess study influence, exposure duration, and publication bias. Thirty-seven studies, with 2244 exposed and 2106 unexposed participants, were included. Pooled results showed significant decreases in red blood cell count (SMD = −1.03, 95% CI: −1.54 to −0.52), white blood cell count (SMD = −0.54, 95% CI: −0.94 to −0.15), hemoglobin (SMD = −0.82, 95% CI: −1.34 to −0.31), and mean corpuscular hemoglobin (SMD = −0.69, 95% CI: −1.14 to −0.23), while increases were observed in mean corpuscular hemoglobin concentration, hematocrit, platelets, lymphocytes, and neutrophils. Changes were more pronounced with longer exposure. Overall, exposure to fuel vapors was linked to reduced red blood cell indices and increased white blood cell indices, serving as potential early indicators of adverse health effects.
DOI: 10.6084/m9.figshare.31437908.v1
title: The effect of occupational exposure to petrol on biochemical and hematological parameters: a review and meta-analysis

description: Continuous occupational exposure of fuel station workers to petrol and diesel vapors, which contain volatile organic compounds such as BTEXs, may adversely affect hematological parameters. This meta-analysis evaluated the impact of such exposures on blood indices. Online databases were systematically searched using relevant MeSH keywords. After removing duplicates, articles were screened, and quality was assessed using the Newcastle – Ottawa Scale. A random-effects model was applied to estimate standardized mean differences (SMD) in blood indices between exposed and unexposed groups. Sensitivity analysis, meta-regression, and Egger’s test were used to assess study influence, exposure duration, and publication bias. Thirty-seven studies, with 2244 exposed and 2106 unexposed participants, were included. Pooled results showed significant decreases in red blood cell count (SMD = −1.03, 95% CI: −1.54 to −0.52), white blood cell count (SMD = −0.54, 95% CI: −0.94 to −0.15), hemoglobin (SMD = −0.82, 95% CI: −1.34 to −0.31), and mean corpuscular hemoglobin (SMD = −0.69, 95% CI: −1.14 to −0.23), while increases were observed in mean corpuscular hemoglobin concentration, hematocrit, platelets, lymphocytes, and neutrophils. Changes were more pronounced with longer exposure. Overall, exposure to fuel vapors was linked to reduced red blood cell indices and increased white blood cell indices, serving as potential early indicators of adverse health effects.
DOI: 10.15468/dl.jbn2hk
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marmosops woodalli",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 34 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004495-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbgakc
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chamaeleo chamaeleon",
 "Year 1000-2007"
 ]
}

 The dataset includes 180 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004496-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/kaauor
title: Evolución del PIB en Latinoamérica por País (2000-2024)

description: Base de datos con la evolución del Producto Interior Bruto (PIB) nominal en dólares corrientes (miles de millones USD) de los principales países de América Latina entre 2000 y 2024. Incluye datos para Brasil, México, Argentina, Colombia, Chile, Perú, Venezuela, Ecuador, Bolivia, Uruguay y Paraguay. Los datos han sido extraídos de series históricas del Banco Mundial y complementados con estadísticas de CEPAL. La serie muestra el crecimiento generalizado de la región impulsado por el auge de los commodities, así como las contracciones asociadas a la crisis financiera de 2008-2009, la pandemia de COVID-19 (2020) y situaciones específicas de países como Venezuela. Brasil y México lideran como las economías más grandes de la región, mientras países como Venezuela experimentaron contracciones severas desde 2013. Los datos son representativos de años clave (2000, 2005, 2010, 2015, 2020, 2023, 2024), con valores aproximados basados en tendencias reportadas por fuentes oficiales. Fuente principal: Banco Mundial (data.worldbank.org); fuente complementaria: CEPAL (estadisticas.cepal.org).
description: Base de datos macroeconómica con series temporales del PIB nominal (miles de millones USD corrientes) para los principales países de América Latina entre 2000 y 2024. Fuentes: Banco Mundial (WDI), FMI (WEO), CEPAL y bancos centrales nacionales. Búsqueda y compilación asistida por Perplexity AI (febrero 2026). Los datos de 2023-2024 pueden ser estimaciones preliminares sujetas a revisión.
DOI: 10.15468/dl.5f52nd
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesomys occultus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004497-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18813958
title: Funding interest data Dex CEX

description: funding rate data