cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17272467
title: Data from: Towards light responsive hydrogel-based valves for flow regulation

description: This repository contains the relevant data and code for the article "Towards light responsive hydrogel-based valves for flow regulation" by Annina Mittelhozer, Vincent Hickl, Katharina Maniura-Weber, Luciano F. Boesel, René M. Rossi, Markus Rottmar, and Yashoda Chandorkar.

I includes the raw images, measurements, and analysis necessary to reproduce all figures in the article. 

The Origin file 'all_statistics.opju' contains the final data for all main figure graphs as well as statistical analysis. Subfolders within this file show the data for each experiment/figure. We recommend starting in this file, and then looking at the raw data in each subfolder as needed.

See README files in each folder for further details.
DOI: 10.5281/zenodo.17272468
title: Data from: Towards light responsive hydrogel-based valves for flow regulation

description: This repository contains the relevant data and code for the article "Towards light responsive hydrogel-based valves for flow regulation" by Annina Mittelhozer, Vincent Hickl, Katharina Maniura-Weber, Luciano F. Boesel, René M. Rossi, Markus Rottmar, and Yashoda Chandorkar.

I includes the raw images, measurements, and analysis necessary to reproduce all figures in the article. 

The Origin file 'all_statistics.opju' contains the final data for all main figure graphs as well as statistical analysis. Subfolders within this file show the data for each experiment/figure. We recommend starting in this file, and then looking at the raw data in each subfolder as needed.

See README files in each folder for further details.
DOI: 10.3886/e239907
title: Global Dried Food Market: Industry Outlook and Growth Forecast

description: The global dried food market was valued at USD 31.7 billion in 2024 and is
expected to reach USD 34.6 billion by the end of 2025. The market is projected
to grow to USD 53.2 billion by 2030, with a compound annual growth rate (CAGR)
of 9.0% between 2025 and 2030. Market transformation is powered by rising
consumer demand for health-conscious, convenient, and sustainable food options.<br><br>For more information visit: https://www.nextmsc.com/report/dried-food-market-3636
DOI: 10.15468/dl.czruvm
title: Occurrence Download

description: A dataset containing 117539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Namibia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 117539 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024474-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84kngz
title: Occurrence Download

description: A dataset containing 557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lilium formosanum"
 ]
}

 The dataset includes 557 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024488-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/dxxa-t111
title: "Synthetic Mental Health Survey Dataset"

description: "The Synthetic Mental Health Prediction Dataset was developed  as part of a university thesis project on machine learning\u2013based mental health analysis. The dataset is designed to simulate survey-based responses for predicting the severity of six mental health disorders, including Depression, Anxiety, ADHD, PTSD, Bipolar Disorder, and Substance Use, as well as assessing overall mental health status.The dataset contains demographic information such as Name, Gender, Age, Occupation, and Living Situation. It also includes responses to 20 weighted survey questions, organized into six clinically significant domains: Emotional Well-being (30%), Cognitive Functioning (20%), Behavioral Indicators (15%), Physical Symptoms (15%), History and Risk Factors (10%), and Substance Use (10%). Each question has an assigned clinical weight, which allows for the calculation of scores at both the category level and the total level.The data file consists of 27 input features, including the 20 individual question scores, six category sums, and the total score. It also contains 10 output targets representing disorder severity as continuous values and overall mental health status as a binary classification (Good, Average, Bad, Very Bad). All data are synthetically generated, anonymized, and ethically compliant, intended exclusively for academic, analytical, and machine learning research purposes.This dataset is suitable for studies in predictive modeling, multi-output regression, and classification, and it can be used to explore early mental health assessment using machine learning algorithms such as Random Forest, XGBoost, and LightGBM."
DOI: 10.15468/dl.ftfdaz
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cnemaspis ajijae",
 "Year 2003-2025"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024487-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30579308
title: <b>Determination method</b>

description: Determination methods and standard curves of proline (PRO), malondialdehyde (MDA), ascorbate peroxidase (APX), superoxide dismutase (SOD), peroxidase (POD), catalase (CAT), reactive oxygen species (ROS), soluble protein (SP), photosynthetic pigments, and non-structural carbohydrates
DOI: 10.6084/m9.figshare.30579308.v1
title: <b>Determination method</b>

description: Determination methods and standard curves of proline (PRO), malondialdehyde (MDA), ascorbate peroxidase (APX), superoxide dismutase (SOD), peroxidase (POD), catalase (CAT), reactive oxygen species (ROS), soluble protein (SP), photosynthetic pigments, and non-structural carbohydrates
DOI: 10.15468/h9cmm8
title: Elsie Welter Natural History Museum of Concordia College

description: The Elsie Welter Natural History Museum is located on the first floor of the Integrated Science Center (ISC) at Concordia College in Moorhead, MN. The museum was named after influential area bird-watcher, world traveller, and Concordia adjunct biology professor Elsie M. Welter. The collections housed at the museum contain specimens in the areas of ornithology, mammalogy, entomology, botany, and malacology. The museum is open for students and researchers at Concordia College, with public outreach programs underway.
DOI: 10.15468/wbizww
title: Olga Lakela Herbarium, University of Minnesota Duluth
DOI: 10.15468/bihrxd
title: Bell Museum plants

description: Records of specimens at the University of Minnesota herbarium (MIN)
DOI: 10.5281/zenodo.17567757
title: Non-Hermitian comb effect in coupled clean and quasiperiodic chains

description: The corresponding data in each folder, along with the code for extracting it, is available for "Non-Hermitian comb effect in coupled clean and quasiperiodic chains".
DOI: 10.15468/dl.qetfk5
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lilium kesselringianum"
 ]
}

 The dataset includes 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024492-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3929/ethz-b-000736316
title: Dataset for the Aricle "Complete conversion of organic acids into protein-rich biomass: discovering the photoformatotrophic capacity of Galdieria sulphuraria."
DOI: 10.15468/dl.7cqz23
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "StateProvince is one of (Karnataka, Maharashtra, Telangana, Andhra Pradesh)",
 "TaxonKey is Platacanthomys lasiurus"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024491-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3929/ethz-b-000742619
title: Dataset-Iron enrichment in heterotrophic Auxenochlorella protothecoides through a new nitrogen starvation approach and its quantification using novel acid micromagnetic resonance relaxometry
DOI: 10.21227/pef6-a020
title: "Cooperative"

description: "111"
DOI: 10.34740/kaggle/dsv/9479796
title: Gastrointestinal (GI) Abnormalities
DOI: 10.17632/w7mpwv439p
title: Leaky Gut and Acne

description: Supplementary materials for leaky gut and acne paper
DOI: 10.17632/w7mpwv439p.1
title: Leaky Gut and Acne

description: Supplementary materials for leaky gut and acne paper
DOI: 10.3886/e239908
title: Global Sugar Polyol Market: Industry Outlook and Growth Prospects

description: The global sugar polyol market was valued at USD 5.29 billion in 2024 and
is anticipated to grow to USD 5.65 billion in 2025. The industry is projected
to further expand to USD 7.84 billion by 2030, reflecting a CAGR of 6.78%
during the forecast period from 2025 to 2030. Sugar polyols—including sorbitol,
xylitol, erythritol, maltitol, and others—are integral to the food,
pharmaceutical, and personal care industries as sugar substitutes offering
bulk, sweetness, texture, and extended shelf life without glycemic impacts.<br><br>For More information visit: https://www.nextmsc.com/report/sugar-polyol-market-rc3635
DOI: 10.15468/dl.kruxfq
title: Occurrence Download

description: A dataset containing 123303 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrocharis morsus-ranae"
 ]
}

 The dataset includes 123303 records from 645 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024477-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/cygg6sy7xb
title: A STUDY OF DIGITAL CONSUMER ENGAGEMENT AND BRAND INTIMACY ACROSS FASHION SOCIAL MEDIA PLATFORMS

description: This study investigates how social media usage, engagement behavior, and emotional connection collectively influence consumer–brand relationships within the digital fashion industry. Using a quantitative, correlational research design, survey data from 414 active social media users across India were analyzed through descriptive statistics, correlation analysis, and Principal Component Analysis (PCA). The results reveal three distinct yet interrelated dimensions—Social Media Usage, Social Media Engagement, and Brand Intimacy—explaining over 54% of total variance. Findings demonstrate that engagement significantly mediates the relationship between social media usage and brand intimacy, indicating that consistent, interactive, and personalized content enhances emotional trust and loyalty. The study contributes theoretically by affirming engagement as a multidimensional construct encompassing behavioral and emotional elements, and by extending relationship marketing and social exchange theory in digital contexts. From an industry perspective, it emphasizes that authenticity, personalization, and transparency are key to fostering sustained engagement and emotional attachment. These insights provide a strategic framework for fashion brands to design human-centered, data-informed, and emotionally resonant digital marketing strategies that transform visibility into long-term brand intimacy and consumer loyalty.
DOI: 10.17632/cygg6sy7xb.1
title: A STUDY OF DIGITAL CONSUMER ENGAGEMENT AND BRAND INTIMACY ACROSS FASHION SOCIAL MEDIA PLATFORMS

description: This study investigates how social media usage, engagement behavior, and emotional connection collectively influence consumer–brand relationships within the digital fashion industry. Using a quantitative, correlational research design, survey data from 414 active social media users across India were analyzed through descriptive statistics, correlation analysis, and Principal Component Analysis (PCA). The results reveal three distinct yet interrelated dimensions—Social Media Usage, Social Media Engagement, and Brand Intimacy—explaining over 54% of total variance. Findings demonstrate that engagement significantly mediates the relationship between social media usage and brand intimacy, indicating that consistent, interactive, and personalized content enhances emotional trust and loyalty. The study contributes theoretically by affirming engagement as a multidimensional construct encompassing behavioral and emotional elements, and by extending relationship marketing and social exchange theory in digital contexts. From an industry perspective, it emphasizes that authenticity, personalization, and transparency are key to fostering sustained engagement and emotional attachment. These insights provide a strategic framework for fashion brands to design human-centered, data-informed, and emotionally resonant digital marketing strategies that transform visibility into long-term brand intimacy and consumer loyalty.
DOI: 10.17632/42xjwzs8tk
title: Soil carbon contents in Xi'an
DOI: 10.5281/zenodo.17568496
title: COVID-19-Todesfälle in Deutschland

description: Im Datensatz "COVID-19-Todesfälle in Deutschland" des Robert Koch-Instituts werden täglich aktualisierte Informationen zu COVID-19-bedingten Todesfällen in Deutschland bereitgestellt. Die Datenerhebung erfolgt im Rahmen des Infektionsschutzgesetzes (IfSG). Der Datensatz umfasst aggregierte Todesfallzahlen nach Berichtsdatum, Altersgruppen und Bundesländern und wird ergänzt durch den Fall-Verstorbenen-Anteil. Der Datensatz ermöglicht fundierte Analysen zur Bewertung der Krankheitsschwere und Verbreitung von COVID-19 in Deutschland.
DOI: 10.15468/dl.r9qtem
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "StateProvince is one of (Karnataka, Maharashtra, Telangana, Andhra Pradesh)",
 "TaxonKey is Parus nuchalis"
 ]
}

 The dataset includes 280 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024494-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/42xjwzs8tk.3
title: Soil carbon contents in Xi'an
DOI: 10.17632/2nckbwhtyj
title: Loess and peat δDwax records on the northeastern Tibetan Plateau
DOI: 10.17632/2nckbwhtyj.2
title: Loess and peat δDwax records on the northeastern Tibetan Plateau
DOI: 10.17632/9vrk7yx692
title: Dataset for the upper Gulf of Thailand carbon storage

description: Dataset for the upper Gulf of Thailand carbon storage
DOI: 10.17632/9vrk7yx692.1
title: Dataset for the upper Gulf of Thailand carbon storage

description: Dataset for the upper Gulf of Thailand carbon storage
DOI: 10.15468/dl.q8u9ej
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lilium ledebourii"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024495-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqk8ag
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "StateProvince is one of (Karnataka, Maharashtra, Telangana, Andhra Pradesh)",
 "TaxonKey is Parapsilorhynchus discophorus"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024497-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30579317
title: <b>Genoms of Multidrug-Resistant </b><b>Acinetobacter baumannii</b><b> Clone ST697</b>

description: Complete genomes of Acinetobacter baumannii ST697 isolates. The genomes were constructed using ONT and Illumina sequencing techniques. All genomes were assebled into circulars, including the core genome and plasmids.
DOI: 10.6084/m9.figshare.30579317.v1
title: <b>Genoms of Multidrug-Resistant </b><b>Acinetobacter baumannii</b><b> Clone ST697</b>

description: Complete genomes of Acinetobacter baumannii ST697 isolates. The genomes were constructed using ONT and Illumina sequencing techniques. All genomes were assebled into circulars, including the core genome and plasmids.
DOI: 10.15468/dl.6ujgc2
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus namanganicus"
 ]
}

 The dataset includes 15 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024496-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13676525
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.58an9p
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cnemaspis adii"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024499-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e239909
title: Global Refrigerator Market: Industry Outlook and Growth Forecast

description: The global refrigerator market was valued at USD 107.47 billion in 2024 and
is expected to grow to USD 114.21 billion by the end of 2025. The industry is
forecasted to reach USD 154.77 billion by 2030, representing a compound annual
growth rate (CAGR) of 6.27% between 2025 and 2030. This manuscript analyzes the
evolving market dynamics driven by consumer expectations, technological
advances, and expanding complementary services such as installation,
maintenance, and smart-home integration.<br><br>For more Information visit: https://www.nextmsc.com/report/refrigerator-market-se3633
DOI: 10.5281/zenodo.17351580
title: Preop anad Postop shapes of craniosynostosis patients

description: Dataset of the Article "A combined Machine Learning and Finite Element Modelling tool for the surgical planning of craniosynostosis correction"
DOI: 10.5281/zenodo.17351581
title: Preop anad Postop shapes of craniosynostosis patients

description: Dataset of the Article "A combined Machine Learning and Finite Element Modelling tool for the surgical planning of craniosynostosis correction"
DOI: 10.6084/m9.figshare.30577751
title: Flow cytometry raw data involving in the article "<b>Neuro-immune–related gene signatures define molecular subtypes and prognostic score in bladder cancer with SERPINE2 as a potential therapeutic target</b>"

description: <b>Purpose</b> This experiment aimed to determine the effect of SERPINE2 gene knockdown on apoptosis in T24 human bladder cancer cells using the Annexin V-FITC/PI dual staining method. <b>Experimental Design</b> Groups: Control (Vector), shRNA3, Cell line: T24 (human bladder carcinoma), Method: Flow cytometry (FITC/PI dual channel), Replicates: 3 biological repeats <b>Materials</b>ItemBrandCatalog No.NoteDMEM High Glucose MediumGibco11965-092with 10% FBS1× PBSYEASEN41403ES76pre-cooledTrypsin-EDTA SolutionGibco25200-0720.25%Annexin V-FITC Apoptosis Detection KitBeyotimeC1062Lper manufacturer’s protocol<b>Instrumentation </b>Flow cytometer: BD FACSCanto II (BD Biosciences, USA) Excitation laser: 488 nm Channels: FITC: Ex/Em = 488/530 nm, PI: Ex/Em = 488/615 nm Software: FlowJo v10.8 <b>Data Description</b> Format: .FCS Each group includes 3 replicates Example file names: T24-NC_1.fcs T24-shRNA3_1.fcs <b>Summary of Results</b> Knockdown of SERPINE2 significantly increased the apoptosis rate of T24 cells compared with the control group (<i>P</i> &lt; 0.05).
DOI: 10.6084/m9.figshare.30577751.v1
title: Flow cytometry raw data involving in the article "<b>Neuro-immune–related gene signatures define molecular subtypes and prognostic score in bladder cancer with SERPINE2 as a potential therapeutic target</b>"

description: <b>Purpose</b> This experiment aimed to determine the effect of SERPINE2 gene knockdown on apoptosis in T24 human bladder cancer cells using the Annexin V-FITC/PI dual staining method. <b>Experimental Design</b> Groups: Control (Vector), shRNA3, Cell line: T24 (human bladder carcinoma), Method: Flow cytometry (FITC/PI dual channel), Replicates: 3 biological repeats <b>Materials</b>ItemBrandCatalog No.NoteDMEM High Glucose MediumGibco11965-092with 10% FBS1× PBSYEASEN41403ES76pre-cooledTrypsin-EDTA SolutionGibco25200-0720.25%Annexin V-FITC Apoptosis Detection KitBeyotimeC1062Lper manufacturer’s protocol<b>Instrumentation </b>Flow cytometer: BD FACSCanto II (BD Biosciences, USA) Excitation laser: 488 nm Channels: FITC: Ex/Em = 488/530 nm, PI: Ex/Em = 488/615 nm Software: FlowJo v10.8 <b>Data Description</b> Format: .FCS Each group includes 3 replicates Example file names: T24-NC_1.fcs T24-shRNA3_1.fcs <b>Summary of Results</b> Knockdown of SERPINE2 significantly increased the apoptosis rate of T24 cells compared with the control group (<i>P</i> &lt; 0.05).
DOI: 10.15468/dl.75art4
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "StateProvince is one of (Karnataka, Maharashtra, Telangana, Andhra Pradesh)",
 "TaxonKey is one of (Panthera pardus, Panthera pardus japonensis, Panthera pardus delacouri, Panthera pardus fusca, Panthera pardus kotiya, Panthera pardus nimr, Panthera pardus orientalis, Panthera pardus pardus, Panthera pardus melas, Panthera pardus saxicolor)"
 ]
}

 The dataset includes 159 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024502-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pukzfb
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tupaia nicobarica"
 ]
}

 The dataset includes 54 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024504-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.