cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zz66wr
title: Occurrence Download

description: A dataset containing 3020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Turdus eunomus"
 ]
}

 The dataset includes 3020 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044766-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/cchfz8mdc3
title: GPBAR1-mediated bile acid sensing in cholangiocytes drives IL-23/Th17-dependent inflammation in PSC_Mass Spec data_Figure 1 A-D

description: MS data related to Figure 1 A-D
DOI: 10.17632/cchfz8mdc3.1
title: GPBAR1-mediated bile acid sensing in cholangiocytes drives IL-23/Th17-dependent inflammation in PSC_Mass Spec data_Figure 1 A-D

description: MS data related to Figure 1 A-D
DOI: 10.17632/t5r8t4rjv4.1
title: Best practices for interpretation and management of common laboratory abnormalities in dermatology. Part I. Lipids, liver enzymes, and renal function.

description: Table 1. Lab values for common lab abnormalities
DOI: 10.17632/k74ds7s649
title: AFVRPCI-FPTW-Instances

description: Instances to test the Agricultural Fleet Vehicle routing problem with Capacitated Implements and fair profits and times windows.
DOI: 10.17632/k74ds7s649.2
title: AFVRPCI-FPTW-Instances

description: Instances to test the Agricultural Fleet Vehicle routing problem with Capacitated Implements and fair profits and times windows.
DOI: 10.15468/dl.vhajvk
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-112.6188 27.59913, -112.4688 27.59913, -112.4688 27.74913, -112.6188 27.74913, -112.6188 27.59913))"
 ]
}

 The dataset includes 69 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044767-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mh387hzsbx
title: RaagaDhvani-A novel curated Augmented Carnatic music Dataset

description: The RaagaDhvani dataset comprises high-quality audio recordings of solo flute renditions representing 11 selected Carnatic ragas: Bhairavi, Bilahari, Hamsadhwani, Saveri, Thodi, Anandabhairavi, Poorvikalyani, Gaanamurthe, Neelambari, Bhauli, and Dwijavanthi. The primary content includes audio data along with derived emotion annotations, augmentation variants, and associated metadata. All recordings were created by Prof. Vidushi Archana Priyadarshini and are released under the Creative Commons Attribution-NoDerivatives 4.0 International (CC BY-ND 4.0) license.
DOI: 10.17632/mh387hzsbx.2
title: RaagaDhvani-A novel curated Augmented Carnatic music Dataset

description: The RaagaDhvani dataset comprises high-quality audio recordings of solo flute renditions representing 11 selected Carnatic ragas: Bhairavi, Bilahari, Hamsadhwani, Saveri, Thodi, Anandabhairavi, Poorvikalyani, Gaanamurthe, Neelambari, Bhauli, and Dwijavanthi. The primary content includes audio data along with derived emotion annotations, augmentation variants, and associated metadata. All recordings were created by Prof. Vidushi Archana Priyadarshini and are released under the Creative Commons Attribution-NoDerivatives 4.0 International (CC BY-ND 4.0) license.
DOI: 10.17632/wxxkwjk9hm.3
title: Age-related differences in learning, memory and brain plasticity in workers of the common wasp Vespula vulgaris

description: Raw data files, figures & tables and R-script of the manuscript of "Age-related differences in learning, memory and brain plasticity in workers of the common wasp Vespula vulgaris".
DOI: 10.17632/25r6txd45n.4
title: Provenance Modelling of Fossil Dinosaur Bones Using Geochemistry and Machine Learning: Source Data

description: The data presented here support the research paper “Provenance Modelling of Fossil Dinosaur Bones Using Geochemistry and Machine Learning”, intended for a submission to "Paleoworld".

The dataset contains trace elements concentrations from fossil dinosaur bones from the Upper Cretaceous Nemegt and Djadokhta formations. 
For the analytical purposes, the dataset was divided into two subsets: the first one consisting of long bones (tibiae, femora, radii and humeri) and the other including trabecular bones (ribs and vertebrae) and metatarsals. Locality labels were used to train and evaluate several machine learning classifiers (logistic regression, random forest, AdaBoost, XGBoost) to assess the potential of bone geochemistry for provenance prediction. Feature selection was conducted on the best-performing models to identify the elements contributing the most to the model performance. These results were compared with those obtained using Linear Discriminant Analysis. 

The data are provided in CSV format in the “Data” folder. The folder “Plots and figures” contains the figures used in the manuscript, including the plots. The folder “Supplementary files” contains additional files. These files are:
- interactive HTML plot ("Element profiles.html") showing the all the concentration profiles across each analysed sample, including the ones measured along several profiles
- concentration profiles presented in a PDF file ("All profiles.pdf")
- XLSX file with the statistical summary of the data ("Data description WK.xlsx")
- LDA scalings in CSV file ("LDA scalings.csv")
- The tables comparing predictions and performance of the algorithms using test part of each subset ("Predictions and accuracy.xlsx")
Besides that, the Jupyter Notebook with data analysis is also provided ("Bones from Gobi - loc prediction.ipynb").
DOI: 10.17632/4sjprhxnv8
title: Delayed Venous Flow on Dual-Phase Dual-Energy CT Revealing Hemodynamic Injury in Acute Pulmonary Embolism

description: To validate delayed venous flow (DVF), a hemodynamic biomarker on dual-phase dual-energy CT (DECT), as a key mediator between thrombus burden and end-organ injury in acute pulmonary embolism (PE), specifically microcirculatory compromise and right ventricular (RV) dysfunction.
DOI: 10.17632/4sjprhxnv8.1
title: Delayed Venous Flow on Dual-Phase Dual-Energy CT Revealing Hemodynamic Injury in Acute Pulmonary Embolism

description: To validate delayed venous flow (DVF), a hemodynamic biomarker on dual-phase dual-energy CT (DECT), as a key mediator between thrombus burden and end-organ injury in acute pulmonary embolism (PE), specifically microcirculatory compromise and right ventricular (RV) dysfunction.
DOI: 10.17632/nf3j5ytdv9
title: Raw MS data-DMS-SLA_monocytes "Comprehensive Lipidomic Profiling Reveals Distinct Metabolic Remodeling during Differentiation and Polarization of Human Monocyte-Derived Macrophages"

description: Raw MS lipidomics data from the project entitled "Comprehensive Lipidomic Profiling Reveals Distinct Metabolic Remodeling during Differentiation and Polarization of Human Monocyte-Derived Macrophages" . JPR Manuscript ID, pr-2025-01060h.
DOI: 10.17632/nf3j5ytdv9.1
title: Raw MS data-DMS-SLA_monocytes "Comprehensive Lipidomic Profiling Reveals Distinct Metabolic Remodeling during Differentiation and Polarization of Human Monocyte-Derived Macrophages"

description: Raw MS lipidomics data from the project entitled "Comprehensive Lipidomic Profiling Reveals Distinct Metabolic Remodeling during Differentiation and Polarization of Human Monocyte-Derived Macrophages" . JPR Manuscript ID, pr-2025-01060h.
DOI: 10.17632/k778thwnmb
title: data for "HYBRID ENERGY SYSTEM RESILIENCE INVESTIGATIONS AND TECHNO-ECONOMIC STUDY"

description: data for "HYBRID ENERGY SYSTEM RESILIENCE INVESTIGATIONS AND TECHNO-ECONOMIC STUDY"
DOI: 10.17632/k778thwnmb.1
title: data for "HYBRID ENERGY SYSTEM RESILIENCE INVESTIGATIONS AND TECHNO-ECONOMIC STUDY"

description: data for "HYBRID ENERGY SYSTEM RESILIENCE INVESTIGATIONS AND TECHNO-ECONOMIC STUDY"
DOI: 10.6084/m9.figshare.28828769
title: <b>Urban sports fields as an emerging evolutionary trap for polarotactic dragonflies</b>

description: We surveyed outdoor sports fields in Haikou City, Hainan Province, south China, from September to December 2024. For each field, we recorded its geographic coordinates and the composition of its surface colors. We observed whether dragonflies were laying eggs on the field surfaces, either with eyes or using binoculars. When egg-laying behavior was observed, we recorded the number of dragonflies ovipositing on each surface color. From a human visual perspective, the surface colors of the fields were easily distinguishable. We broadly classified them into four categories: red (R), green (G), blue (B), and yellow (Y). If a particular color was present at a site and used for oviposition, it was recorded as 1; if the color was present but not used, it was recorded as 0. Finally, we investigated the number of dragonflies that spawned at 37 sites (Table S1), along with the presence or absence of the four surface colors and whether they were used for oviposition (Table S2).To quantify the visual effect of the pitch surface from both human and dragonfly perspectives, we measured the reflectance spectrum of different colors using a spectrometer (AvaSpec-ULS2048, Beijing, China). We selected five of the twelve sites where dragonfly spawning was observed to measure the reflectance spectrum of different surface colors. These five sites included all four color types and were representative of two or more colors at each site. Reflectance spectra were measured following a standardized procedure (Yang et al. 2010). Each color was measured six times at each site.By investigating the attractiveness of different colored parts of the field to dragonflies, we found that dragonflies preferred to lay eggs on green and blue areas and rarely did so on red areas. Reflectance spectrum analysis showed that red was most distinct from the other colors, while green, blue, and yellow were less distinguishable or even indistinguishable, suggesting spawning preferences by dragonflies may stem from similarities between these colors and natural water features. Although sports fields create an evolutionary trap through polarized light as perceived by dragonflies, our study demonstrates that color vision could also provide a potential means of escape. By optimizing the color design of sports fields, the deceptive effects of polarized light can be mitigated, thereby contributing to the conservation of insect biodiversity within urban ecosystems.
DOI: 10.6084/m9.figshare.28828769.v5
title: <b>Urban sports fields as an emerging evolutionary trap for polarotactic dragonflies</b>

description: We surveyed outdoor sports fields in Haikou City, Hainan Province, south China, from September to December 2024. For each field, we recorded its geographic coordinates and the composition of its surface colors. We observed whether dragonflies were laying eggs on the field surfaces, either with eyes or using binoculars. When egg-laying behavior was observed, we recorded the number of dragonflies ovipositing on each surface color. From a human visual perspective, the surface colors of the fields were easily distinguishable. We broadly classified them into four categories: red (R), green (G), blue (B), and yellow (Y). If a particular color was present at a site and used for oviposition, it was recorded as 1; if the color was present but not used, it was recorded as 0. Finally, we investigated the number of dragonflies that spawned at 37 sites (Table S1), along with the presence or absence of the four surface colors and whether they were used for oviposition (Table S2).To quantify the visual effect of the pitch surface from both human and dragonfly perspectives, we measured the reflectance spectrum of different colors using a spectrometer (AvaSpec-ULS2048, Beijing, China). We selected five of the twelve sites where dragonfly spawning was observed to measure the reflectance spectrum of different surface colors. These five sites included all four color types and were representative of two or more colors at each site. Reflectance spectra were measured following a standardized procedure (Yang et al. 2010). Each color was measured six times at each site.By investigating the attractiveness of different colored parts of the field to dragonflies, we found that dragonflies preferred to lay eggs on green and blue areas and rarely did so on red areas. Reflectance spectrum analysis showed that red was most distinct from the other colors, while green, blue, and yellow were less distinguishable or even indistinguishable, suggesting spawning preferences by dragonflies may stem from similarities between these colors and natural water features. Although sports fields create an evolutionary trap through polarized light as perceived by dragonflies, our study demonstrates that color vision could also provide a potential means of escape. By optimizing the color design of sports fields, the deceptive effects of polarized light can be mitigated, thereby contributing to the conservation of insect biodiversity within urban ecosystems.
DOI: 10.6084/m9.figshare.28828769.v4
title: <b>Urban sports fields as an emerging evolutionary trap for polarotactic dragonflies</b>

description: We surveyed outdoor sports fields in Haikou City, Hainan Province, south China, from September to December 2024. For each field, we recorded its geographic coordinates and the composition of its surface colors. We observed whether dragonflies were laying eggs on the field surfaces, either with eyes or using binoculars. When egg-laying behavior was observed, we recorded the number of dragonflies ovipositing on each surface color. From a human visual perspective, the surface colors of the fields were easily distinguishable. We broadly classified them into four categories: red (R), green (G), blue (B), and yellow (Y). If a particular color was present at a site and used for oviposition, it was recorded as 1; if the color was present but not used, it was recorded as 0. Finally, we investigated the number of dragonflies that spawned at 37 sites (Table S1), along with the presence or absence of the four surface colors and whether they were used for oviposition (Table S2).To quantify the visual effect of the pitch surface from both human and dragonfly perspectives, we measured the reflectance spectrum of different colors using a spectrometer (AvaSpec-ULS2048, Beijing, China). We selected five of the twelve sites where dragonfly spawning was observed to measure the reflectance spectrum of different surface colors. These five sites included all four color types and were representative of two or more colors at each site. Reflectance spectra were measured following a standardized procedure (Yang et al. 2010). Each color was measured six times at each site.By investigating the attractiveness of different colored parts of the field to dragonflies, we found that dragonflies preferred to lay eggs on green and blue areas and rarely did so on red areas. Reflectance spectrum analysis showed that red was most distinct from the other colors, while green, blue, and yellow were less distinguishable or even indistinguishable, suggesting spawning preferences by dragonflies may stem from similarities between these colors and natural water features. Although sports fields create an evolutionary trap through polarized light as perceived by dragonflies, our study demonstrates that color vision could also provide a potential means of escape. By optimizing the color design of sports fields, the deceptive effects of polarized light can be mitigated, thereby contributing to the conservation of insect biodiversity within urban ecosystems.
DOI: 10.15468/dl.fsmxv5
title: Occurrence Download

description: A dataset containing 655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thymus odoratissimus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 655 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044769-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9zvpm6zrj9
title: Territory and Group Structure of Free-Ranging Dogs in Urban–Rural India: Data for Testing the Resource Dispersion Hypothesis

description: This dataset supports a study testing the Resource Dispersion Hypothesis (RDH) in free-ranging dogs (Canis lupus familiaris) across urban and rural habitats in India. It includes spatial and social data collected through two complementary approaches: a census-based study and a territory-based tracking study, conducted over three reproductive seasons—pre-mating, mating, and post-mating (pup emergence).

The census-based dataset comprises observations from 52 rural and 41 urban sites, where surveys documented dog presence, group structure, age-sex classification, and affiliative interactions. Each survey area was defined as a polygon (1.29 to 161 hectares) encompassing human settlements and nearby accessible areas. Observers also geolocated and categorized food-related resources (e.g., waste bins, food stalls, shops, markets), recorded anthropogenic food subsidies through household surveys, and scored resource points following published protocols.

The territory-based dataset includes high-resolution spatio-temporal tracking of free-ranging dog groups across multiple seasons. Territories were defined using behavioural observations (≥30 hours per group/season), focusing on aggression, scent-marking, and territorial defense. Each territory polygon includes GPS-marked boundaries and mapped food resources.

Resource distribution within each territory is quantified using:

Patch Richness (total food resource points),
Resource Heterogeneity (types of food sources), and
Resource Dispersion (mean inter-resource distances, calculated using R spatial packages).
The dataset also includes metadata on dog group composition, male:female ratios, and seasonal changes in territory size.

Statistical analysis scripts (GLMs and GLMMs using lme4 and glmmTMB in R) are available to reproduce the findings. The data can be used to study spatial ecology, urban animal behaviour, and effects of human-driven resource variation on free-ranging species.
DOI: 10.15468/dl.jkwdq7
title: Occurrence Download

description: A dataset containing 874 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iphiclides podalirius",
 "HasCoordinate is true",
 "Geometry POLYGON ((6.224439 46.56151, 6.224439 48.43216, 8.984551 48.43216, 8.984551 46.56151, 6.224439 46.56151))",
 "Year is greater than or equal to 2020",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 874 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044768-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9zvpm6zrj9.2
title: Territory and Group Structure of Free-Ranging Dogs in Urban–Rural India: Data for Testing the Resource Dispersion Hypothesis

description: This dataset supports a study testing the Resource Dispersion Hypothesis (RDH) in free-ranging dogs (Canis lupus familiaris) across urban and rural habitats in India. It includes spatial and social data collected through two complementary approaches: a census-based study and a territory-based tracking study, conducted over three reproductive seasons—pre-mating, mating, and post-mating (pup emergence).

The census-based dataset comprises observations from 52 rural and 41 urban sites, where surveys documented dog presence, group structure, age-sex classification, and affiliative interactions. Each survey area was defined as a polygon (1.29 to 161 hectares) encompassing human settlements and nearby accessible areas. Observers also geolocated and categorized food-related resources (e.g., waste bins, food stalls, shops, markets), recorded anthropogenic food subsidies through household surveys, and scored resource points following published protocols.

The territory-based dataset includes high-resolution spatio-temporal tracking of free-ranging dog groups across multiple seasons. Territories were defined using behavioural observations (≥30 hours per group/season), focusing on aggression, scent-marking, and territorial defense. Each territory polygon includes GPS-marked boundaries and mapped food resources.

Resource distribution within each territory is quantified using:

Patch Richness (total food resource points),
Resource Heterogeneity (types of food sources), and
Resource Dispersion (mean inter-resource distances, calculated using R spatial packages).
The dataset also includes metadata on dog group composition, male:female ratios, and seasonal changes in territory size.

Statistical analysis scripts (GLMs and GLMMs using lme4 and glmmTMB in R) are available to reproduce the findings. The data can be used to study spatial ecology, urban animal behaviour, and effects of human-driven resource variation on free-ranging species.
DOI: 10.17632/ydn9gzxtr6.4
title: The dataset for "Multifaceted effects of galU deletion on phenotype and virulence of Pseudomonas aeruginosa in vitro and in vivo"

description: This dataset includes raw data and raw figures from the manuscript "Multifaceted effects of galU deletion on phenotype and virulence of Pseudomonas aeruginosa in vitro and in vivo."
DOI: 10.17632/bycn6xz4tt
title: Original western blotting images from the study "Transcription factor NFYA directs male meiotic entry by regulating accessible chromatin at the promoters of genes expressed during meiosis"

description: Original wester blot images supporting the findings from the study "Transcription factor NFYA directs male meiotic entry by facilitating accessible chromatin at the promoters of genes expressed during meiosis". Images labelled as "Staged mice testes" present NFYA protein abundance across testes lysates from mice at various age. While, the images labelled as show the change in NFYA protein abundance upon germline-specific deletion of Nfya gene. Measurement of NFYA protein is performed using testes protein lysate from mice at 9, 14, 30 days postpartum.
DOI: 10.17632/bycn6xz4tt.1
title: Original western blotting images from the study "Transcription factor NFYA directs male meiotic entry by regulating accessible chromatin at the promoters of genes expressed during meiosis"

description: Original wester blot images supporting the findings from the study "Transcription factor NFYA directs male meiotic entry by facilitating accessible chromatin at the promoters of genes expressed during meiosis". Images labelled as "Staged mice testes" present NFYA protein abundance across testes lysates from mice at various age. While, the images labelled as show the change in NFYA protein abundance upon germline-specific deletion of Nfya gene. Measurement of NFYA protein is performed using testes protein lysate from mice at 9, 14, 30 days postpartum.
DOI: 10.17632/y8rcjnb2jj
title: MR of Testosterone and Pregnancy Outcomes
DOI: 10.17632/y8rcjnb2jj.2
title: MR of Testosterone and Pregnancy Outcomes
DOI: 10.15468/dl.7xyqmn
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SWFSC Marine Mammal Survey, Vaquita 2008, Cruise 1637"
 ]
}

 The dataset includes 325 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044770-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/j286c757gf
title: The Impact of Early Adverse Experiences on Adolescents’ Adaptive Decision-Making in Positive Risk-Taking: The Mediating Role of Cortisol Response Under Stress

description: This is a dataset on the impact of early adverse experiences on adolescent proactive risk-taking adaptive decision-making: the mediating role of cortisol response under stress