cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30465377
title: Supplemental Data 1 - Cladistic Matrix - Oneirosaurus caballeroi gen. et sp. nov., a new mosasaur from Colombia

description: A new mosasaur specimen found in the Coniacian beds of Lebrija, Santander, Central Colombia, is here described. The new specimen represents a new genus and species of plioplatecarpine mosasaurid that we name Oneirosaurus caballeroi gen. et sp. nov. Oneirosaurus is a plioplatecarpine characterized by one character unknown in any other plioplatecarpine: the presence of two external foramina for the exit of nerves X, XI, and XII. It is also distinguished by a combination of characters that includes among others: prefrontal and postorbitofrontal separated at the roof of the orbit; broad frontal, with short triangular surface anterior to the orbits; triangular and broad anterodorsal surface of the parietal contacting the postorbital for a short distance; infrastapedial process of the quadrate robust without being fused to the suprastapedial process; small otosphenoidal crest of prootic not covering the exit of nerve VII; basioccipital canal opening into the floor of the braincase through two large foramina separated by a medial septum; lingual alveolar parapet of dentary lower than labial; marginal teeth crown with subcircular cross-section at base and with two carinae arranged at 180o; and presence of a notch in anterior border of the atlas neural arch. The morphological comparisons and the cladistic analysis show the new taxon as an intermedium plioplatecarpine with phylogenetic proximity to the Colombian species Yaguarasaurus columbianus from the lower Turonian and to the species Ectenosaurus clidastoides from the Santonian-Campanian of the USA. Our phylogenetic results shows tethysaurines and halisaurines as plesiopelvic and plesiopedal groups separated from the hydropelvic and hydropedal derived groups Tylosaurinae, Plioplatecarpinae, and Mosasaurinae.
DOI: 10.6084/m9.figshare.30465377.v1
title: Supplemental Data 1 - Cladistic Matrix - Oneirosaurus caballeroi gen. et sp. nov., a new mosasaur from Colombia

description: A new mosasaur specimen found in the Coniacian beds of Lebrija, Santander, Central Colombia, is here described. The new specimen represents a new genus and species of plioplatecarpine mosasaurid that we name Oneirosaurus caballeroi gen. et sp. nov. Oneirosaurus is a plioplatecarpine characterized by one character unknown in any other plioplatecarpine: the presence of two external foramina for the exit of nerves X, XI, and XII. It is also distinguished by a combination of characters that includes among others: prefrontal and postorbitofrontal separated at the roof of the orbit; broad frontal, with short triangular surface anterior to the orbits; triangular and broad anterodorsal surface of the parietal contacting the postorbital for a short distance; infrastapedial process of the quadrate robust without being fused to the suprastapedial process; small otosphenoidal crest of prootic not covering the exit of nerve VII; basioccipital canal opening into the floor of the braincase through two large foramina separated by a medial septum; lingual alveolar parapet of dentary lower than labial; marginal teeth crown with subcircular cross-section at base and with two carinae arranged at 180o; and presence of a notch in anterior border of the atlas neural arch. The morphological comparisons and the cladistic analysis show the new taxon as an intermedium plioplatecarpine with phylogenetic proximity to the Colombian species Yaguarasaurus columbianus from the lower Turonian and to the species Ectenosaurus clidastoides from the Santonian-Campanian of the USA. Our phylogenetic results shows tethysaurines and halisaurines as plesiopelvic and plesiopedal groups separated from the hydropelvic and hydropedal derived groups Tylosaurinae, Plioplatecarpinae, and Mosasaurinae.
DOI: 10.6084/m9.figshare.30465377.v2
title: Supplemental Data 1 - Cladistic Matrix - Oneirosaurus caballeroi gen. et sp. nov., a new mosasaur from Colombia

description: A new mosasaur specimen found in the Coniacian beds of Lebrija, Santander, Central Colombia, is here described. The new specimen represents a new genus and species of plioplatecarpine mosasaurid that we name Oneirosaurus caballeroi gen. et sp. nov. Oneirosaurus is a plioplatecarpine characterized by one character unknown in any other plioplatecarpine: the presence of two external foramina for the exit of nerves X, XI, and XII. It is also distinguished by a combination of characters that includes among others: prefrontal and postorbitofrontal separated at the roof of the orbit; broad frontal, with short triangular surface anterior to the orbits; triangular and broad anterodorsal surface of the parietal contacting the postorbital for a short distance; infrastapedial process of the quadrate robust without being fused to the suprastapedial process; small otosphenoidal crest of prootic not covering the exit of nerve VII; basioccipital canal opening into the floor of the braincase through two large foramina separated by a medial septum; lingual alveolar parapet of dentary lower than labial; marginal teeth crown with subcircular cross-section at base and with two carinae arranged at 180o; and presence of a notch in anterior border of the atlas neural arch. The morphological comparisons and the cladistic analysis show the new taxon as an intermedium plioplatecarpine with phylogenetic proximity to the Colombian species Yaguarasaurus columbianus from the lower Turonian and to the species Ectenosaurus clidastoides from the Santonian-Campanian of the USA. Our phylogenetic results shows tethysaurines and halisaurines as plesiopelvic and plesiopedal groups separated from the hydropelvic and hydropedal derived groups Tylosaurinae, Plioplatecarpinae, and Mosasaurinae.
DOI: 10.15468/dl.skvmr3
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coraciiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((60 -30,90 -30,90 0,60 0,60 -30))"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060984-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26066/rds.1973216
title: Land Suitability for Walnut in Karnali Province
DOI: 10.5281/zenodo.15054152
title: The influence of environmental stability and upwelling variation on copepod diversity in the Humboldt Current System off Chile - Data scripts and analyses
title: Data scripts and analyses
DOI: 10.5281/zenodo.15054153
title: The influence of environmental stability and upwelling variation on copepod diversity in the Humboldt Current System off Chile - Data scripts and analyses
title: Data scripts and analyses
DOI: 10.5281/zenodo.15054234
title: Mouse BMMC gene expression cell type markers

description: Yaml file containing cell type markers for mouse bone marrow mononuclear cells, based on gene expression. Intended to aid in cell type annotation of single cell RNAseq data. Markers were collected by public search, and were validated as working reasonably well as markers in scRNAseq data specifically. All citations are provided as comments in the yaml file.
DOI: 10.5281/zenodo.15054235
title: Mouse BMMC gene expression cell type markers

description: Yaml file containing cell type markers for mouse bone marrow mononuclear cells, based on gene expression. Intended to aid in cell type annotation of single cell RNAseq data. Markers were collected by public search, and were validated as working reasonably well as markers in scRNAseq data specifically. All citations are provided as comments in the yaml file.
DOI: 10.15126/surreydata.901395
title: Smart Cube dynamic calibration and validation

description: A dynamic calibration facility and methodology was developed for use with high-precision, ultra-low-range pressure sensors. The facility was then validated, the effects of selection of forcing funciton were assessed, and the 500-channel Smart Cube model was dynamically calibrated for use in the EnFlo wind tunnel. This data set includes the output of these tests. See included README file for details.
DOI: 10.15126/surreydata.901476
title: First contact physiotherapy survey on rapid adaptation during COVID dataset

description: First Contact Physiotherapy Services (FCPS) provides initial assessment and management, and onward referral for patients with musculoskeletal conditions. FCPS like other healthcare services adapted during the COVID-19 pandemic. We currently do not understand how these services changed, what have changed and the impact of the change on those that deliver care and patients. This data provides an insight into the ways FCPS for musculoskeletal conditions was provided during COVID-19 pandemic, understand how decisions were made quickly, and identify the impact of the sudden change on practice and patients.
description: [Contact o.adeniji@surrey.ac.uk to request if possible to access dataset]
description: Cross sectional survey
DOI: 10.15468/dl.whpqt5
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.15_1",
 "TaxonKey is Carex buxbaumii Wahlenb."
 ]
}

 The dataset includes 85 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017735-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9nkdtbhtjf.1
title: Data for: A Neoteric Antibacterial Ceria-Silver Nanozyme for Abiotic Surfaces

description: This repository provides additional computational data to accompany the paper:
A Neoteric Antibacterial Ceria-Silver Nanozyme for Abiotic Surfaces
Abinaya Sindu Pugazhendhi, Craig J Neal, Khoa Minh Ta, Marco Molinari, Udit Kumar, Fei Wei, Elayaraja Kolanthai, Andrew Ady, Christina Drake, Megan Hughes, Shibu Yooseph, Sudipta Seal, Melanie J Coathup
Biomaterials, 2024, just accepted. https://doi.org/10.1016/j.biomaterials.2024.122527
DOI: 10.15468/dl.cn2ssc
title: Occurrence Download

description: A dataset containing 1560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Asterella P.Beauv."
 ]
}

 The dataset includes 1560 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017737-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfqx97
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lontra longicaudis annectens (Major, 1897)"
 ]
}

 The dataset includes 88 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017736-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdevee
title: Occurrence Download

description: A dataset containing 386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 },
 "TaxonKey is Capra sibirica (Pallas, 1776)"
 ]
}

 The dataset includes 386 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017739-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14889801
title: Mathematical Study on Coherence Interactions

description: This dataset contains an encrypted document related to coherence-driven interactions in structured systems. Access to the contents is restricted.

.
DOI: 10.5281/zenodo.14920921
title: Microplastics _ Sample data
DOI: 10.5281/zenodo.14960757
title: Lactate and AKI

description: This is the raw data of the author's clinical study, used for peer review.

This study, initiated at West China Hospital of Sichuan University in 2022 and later including the Affiliated Hospital of Guizhou Medical University, was approved by the respective Institutional Review Boards (West China Hospital: No. 869-2021; Guizhou Medical University: No. 2022019K) with consent waived. It adhered to the Helsinki Declaration.
DOI: 10.15468/dl.9p9pcz
title: Occurrence Download

description: A dataset containing 111443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)"
 ]
}

 The dataset includes 111443 records from 255 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017732-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3cpt3
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 {
 "or" : [
 "Month is October",
 "Month is November",
 "Month is December",
 "Month is January",
 "Month is February"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Aquila heliaca Savigny, 1809",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 223 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029554-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kx6mrz
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Alternanthera philoxeroides (Mart.) Griseb."
 ]
}

 The dataset includes 258 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0323788-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/56b5mbgbp4.2
title: The Impact of Environmental Responsibility Locus Attribution on the Selection of Green Advertising Appeal Types: A Study Based on Chinese Samples（data）

description: Version 2 corrects data entry errors present in Version 1 and supplements the item-level data to allow for reliability and validity testing.This dataset was used to examine a chain mediation model and the moderating role of the Environmental Responsibility Locus Attribution. The data were collected online via an experiment and questionnaire between June and August 2025. The dataset consists of one Excel file containing four worksheets: the first two worksheets contain data from two pilot studies, and the last two contain data from the formal experiment.
DOI: 10.17632/56b5mbgbp4
title: The Impact of Environmental Responsibility Locus Attribution on the Selection of Green Advertising Appeal Types: A Study Based on Chinese Samples（data）

description: Version 2 corrects data entry errors present in Version 1 and supplements the item-level data to allow for reliability and validity testing.This dataset was used to examine a chain mediation model and the moderating role of the Environmental Responsibility Locus Attribution. The data were collected online via an experiment and questionnaire between June and August 2025. The dataset consists of one Excel file containing four worksheets: the first two worksheets contain data from two pilot studies, and the last two contain data from the formal experiment.
DOI: 10.17632/56b5mbgbp4.3
title: The Impact of Environmental Responsibility Locus Attribution on the Selection of Green Advertising Appeal Types: A Study Based on Chinese Samples（data）

description: Version 2 corrects data entry errors present in Version 1 and supplements the item-level data to allow for reliability and validity testing.This dataset was used to examine a chain mediation model and the moderating role of the Environmental Responsibility Locus Attribution. The data were collected online via an experiment and questionnaire between June and August 2025. The dataset consists of one Excel file containing four worksheets: the first two worksheets contain data from two pilot studies, and the last two contain data from the formal experiment.
DOI: 10.17632/vb2w9h9msp.1
title: CDAS

description: This repository contains the analysis code for the study “Differential Factor Effects in Comorbid Depressive and Anxiety Symptoms (CDASs): A Machine Learning Approach to Individualized Mental Health Promotion.”

Data Description:
The data are derived from the Psychology and Behavior Investigation of Chinese Residents (PBICR) 2021, including 2,951 Chinese youth aged 19–35 years. The dataset integrates multidimensional variables covering demographic, psychological, family, social, behavioral, physiological and environmental factors (59 independent variables). The dependent variable represents four mental health categories:
• 0 = No symptoms
• 1 = Depressive symptoms only
• 2 = Anxiety only
• 3 = Comorbid Depressive and Anxiety (CDAS)
For the final analysis, categories 1 and 2 were excluded to construct a binary classification (0 = asymptomatic, 1 = CDAS) focusing on identifying individuals with comorbid risks.

Analytic Framework:
All analyses were conducted in Python (version 3.8.8). The pipeline includes:
1. Data preprocessing – handling missing values, encoding categorical variables, and standardizing continuous ones.
2. Feature selection – combining LASSO and Boruta to select predictive factors.
3. Model training and evaluation – Random Forest (RF), XGBoost, LightGBM, CatBoost, Support Vector Machine (SVM), and Multilayer Perceptron (MLP) were trained under stratified cross-validation.
4. Model interpretation – SHAP (Shapley Additive exPlanations) was used to quantify feature importance and visualize group-specific factor effects.
5. Decision Curve Analysis (DCA) – to evaluate clinical utility across risk thresholds.

Key Findings:
Random Forest demonstrated optimal performance (AUC = 0.905, PR-AUC = 0.703). SHAP analysis revealed that stress and swimming were core risk factors for comorbid symptoms. Neglecting or normalizing negative emotions, obesity-related dietary behaviors, and sports equipment usage were positively correlated with comorbid symptoms. Family health, social support, self-efficacy, and healthcare exerted protective effects. SHAP waterfall plots provided individualized predictive explanations, while decision curve analysis confirmed the model's clinical net benefit within the threshold range of 0.02–0.67.

How to Use:
All code files can be executed sequentially. Each script is annotated for reproducibility. Researchers can apply for access via the official PBICR data portal.
DOI: 10.17632/srkxbkh6sp
title: Detection of electrical signals in fungal mycelia in response to external stimuli; Buffi et al.

description: Raw Voltage Potential Data of Fusarium oxysporum, before and after addition of external stimuli (name of the file)
DOI: 10.17632/srkxbkh6sp.1
title: Detection of electrical signals in fungal mycelia in response to external stimuli; Buffi et al.

description: Raw Voltage Potential Data of Fusarium oxysporum, before and after addition of external stimuli (name of the file)
DOI: 10.17632/ccmhfmjvyy
title: Dataset from Norwegian participants of the Gottman Seven Principles Course and a control group

description: Data is stored in wide format. Time is defined by t1, t2, and _t3 at the end of each variable name. Duration is days from first to last session. Participants indicate the number of participants in each course. Gender: 1 = female, 2 = male. Education: 1 = elementary school, 2 = high school, 3 = bachelor, 4 = master, 5 = PhD. Income is family gross income in NOK.
DOI: 10.17632/ccmhfmjvyy.1
title: Dataset from Norwegian participants of the Gottman Seven Principles Course and a control group

description: Data is stored in wide format. Time is defined by t1, t2, and _t3 at the end of each variable name. Duration is days from first to last session. Participants indicate the number of participants in each course. Gender: 1 = female, 2 = male. Education: 1 = elementary school, 2 = high school, 3 = bachelor, 4 = master, 5 = PhD. Income is family gross income in NOK.
DOI: 10.15468/dl.8acsus
title: Occurrence Download

description: A dataset containing 1940 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-3.58591 40.45272,-3.59612 40.4506,-3.5311 40.44616,-3.53276 40.44954,-3.5386 40.45293,-3.56563 40.45546,-3.58591 40.45272))",
 "Geometry POLYGON((-3.65541 40.5126,-3.6575 40.50668,-3.65636 40.50249,-3.64952 40.49844,-3.64192 40.49873,-3.62919 40.4983,-3.61323 40.50162,-3.60373 40.50422,-3.61836 40.50552,-3.64933 40.5087,-3.65541 40.5126))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 1940 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000253-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7g9372
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "TaxonKey is Abyssocladia Lévi, 1964"
 ]
}

 The dataset includes 154 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000254-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ceuf7k
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000252-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctb94w
title: Occurrence Download

description: A dataset containing 529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Strophostyles helvola (L.) Elliott"
 ]
}

 The dataset includes 529 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000256-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.