cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/495h8779p6.2
title: Kurdish Social Media Opinions

description: The corpus was compiled through a systematic data collection process from authentic digital sources, including Kurdish-language social media, public forums, and news commentary sections. This strategy ensures the dataset reflects the dynamic and colloquial nature of the language as used by native speakers in organic, real-world settings. To ensure thematic relevance and linguistic diversity, the data collection was stratified across a range of topics of significant interest to Kurdish-speaking communities, such as politics, culture, social affairs, sports, and local current events. This domain-specific approach enhances the practical applicability of the resulting model.
A rigorous multi-stage data preprocessing pipeline was implemented to ensure corpus integrity. Initially, raw user comments were subjected to a filtering process where non-Kurdish text, unintelligible statements, and irrelevant entries were removed. Subsequently, the remaining texts underwent a normalisation procedure to address orthographic variations and common informal writing conventions typical of computer-mediated communication.
The core of the annotation scheme involved the manual classification of each textual unit into discrete sentiment categories: sadness, happiness, anger, disgust, fear, surprise and sarcastic. This categorisation was performed by native Kurdish speakers, who were trained to interpret linguistic cues, contextual nuances, and cultural subtleties. The focus of the annotation extended beyond simple lexical polarity (e.g., the presence of positive words) to encompass a more holistic assessment of the author's intent and overall opinion, thereby adding a layer of pragmatic understanding to the dataset.
The resulting annotated corpus serves as a critical resource for advancing Kurdish language technology. It provides a reliable ground-truth dataset for training and evaluating machine learning and deep learning models tailored for sentiment analysis. This work establishes a foundational benchmark for future research in Kurdish NLP and contributes to the broader effort of developing inclusive language technologies for under-resourced languages.
DOI: 10.17632/c232v5gxjy
title: Soil labile nitrogen and phosphorus fractions mediate aboveground net primary productivity via plant nutrient uptake efficiency under alpine meadow degradation

description: The data included the characteristics of soil and plant.
DOI: 10.15468/dl.92k3q9
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.553 -1.068818, 101.482725 -1.074384, 101.414179 -1.090945, 101.34905 -1.118094, 101.28894 -1.155162, 101.23533 -1.201237, 101.189538 -1.255185, 101.152694 -1.315678, 101.125703 -1.381227, 101.109231 -1.450218, 101.103685 -1.520953, 101.109202 -1.59169, 101.125648 -1.660688, 101.152618 -1.726247, 101.18945 -1.786753, 101.235236 -1.840715, 101.288851 -1.886804, 101.348974 -1.923885, 101.414124 -1.951044, 101.482696 -1.967612, 101.553 -1.97318, 101.623304 -1.967612, 101.691876 -1.951044, 101.757026 -1.923885, 101.817149 -1.886804, 101.870764 -1.840715, 101.91655 -1.786753, 101.953382 -1.726247, 101.980352 -1.660688, 101.996798 -1.59169, 102.002315 -1.520953, 101.996769 -1.450218, 101.980297 -1.381227, 101.953306 -1.315678, 101.916462 -1.255185, 101.87067 -1.201237, 101.81706 -1.155162, 101.75695 -1.118094, 101.691821 -1.090945, 101.623275 -1.074384, 101.553 -1.068818))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037352-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/c232v5gxjy.1
title: Soil labile nitrogen and phosphorus fractions mediate aboveground net primary productivity via plant nutrient uptake efficiency under alpine meadow degradation

description: The data included the characteristics of soil and plant.
DOI: 10.60534/hr3qn-9vt34
title: Imputation integrates single-cell and spatial gene expression data to resolve transcriptional networks in barley shoot meristem development

description: The aim of the investigation was identifying new markers for meristem-types, or new tissue or cellular domains. Inflorescences in Waddington Stage 3.5 (W3.5) from Golden Promise (GP) includes a developmental gradient from the tip to the base encompassing the inflorescence Meristem (IM), Triple Spikelet Meristems (TSM), Central and Lateral Spikelet Meristems (CSM and LSM), Floret Meristems (FM) and Floral Organ Meristems. We used this developmental stage to capture the information of all potentially meristem types involved in floret formation.
DOI: 10.60534/zfdth-2g147
title: Imputation integrates single-cell and spatial gene expression data to resolve transcriptional networks in barley shoot meristem development

description: The aim of the investigation was identifying new markers for meristem-types, or new tissue or cellular domains. Inflorescences in Waddington Stage 3.5 (W3.5) from Golden Promise (GP) includes a developmental gradient from the tip to the base encompassing the inflorescence Meristem (IM), Triple Spikelet Meristems (TSM), Central and Lateral Spikelet Meristems (CSM and LSM), Floret Meristems (FM) and Floral Organ Meristems. We used this developmental stage to capture the information of all potentially meristem types involved in floret formation.
DOI: 10.17632/2t4xyjcmz4
title: A structural model on national identity, tourism ethnocentrism, and domestic tourism intentions: Taking a Chinese Youth perspective

description: A data serves for the SEM analysis based on the constructs of national identity, tourism ethnocentrism, and domestic tourism intentions.
DOI: 10.17632/2t4xyjcmz4.1
title: A structural model on national identity, tourism ethnocentrism, and domestic tourism intentions: Taking a Chinese Youth perspective

description: A data serves for the SEM analysis based on the constructs of national identity, tourism ethnocentrism, and domestic tourism intentions.
DOI: 10.17632/nbw58bcg38
title: Long-Term Dupilumab Efficacy and Safety in Moderate-to-Severe Atopic Dermatitis: A Real-World Single-Center Retrospective Study

description: This is the original drawing and notes of the pictures and tables supplemented in this article：Long-Term Dupilumab Efficacy and Safety in Moderate-to-Severe Atopic Dermatitis: A Real-World Single-Center Retrospective Study
DOI: 10.17632/nbw58bcg38.1
title: Long-Term Dupilumab Efficacy and Safety in Moderate-to-Severe Atopic Dermatitis: A Real-World Single-Center Retrospective Study

description: This is the original drawing and notes of the pictures and tables supplemented in this article：Long-Term Dupilumab Efficacy and Safety in Moderate-to-Severe Atopic Dermatitis: A Real-World Single-Center Retrospective Study
DOI: 10.17632/ts5pmvbbcn
title: Response to Xue et al, “Comment on ‘Efficacy, safety, and B-cell depletion capacity of 3 rituximab dosing regimens in the treatment of moderate-to-severe pemphigus vulgaris and pemphigus foliaceus: A 52-week clinical trial’”

description: Supplemental methods
DOI: 10.17632/ts5pmvbbcn.1
title: Response to Xue et al, “Comment on ‘Efficacy, safety, and B-cell depletion capacity of 3 rituximab dosing regimens in the treatment of moderate-to-severe pemphigus vulgaris and pemphigus foliaceus: A 52-week clinical trial’”

description: Supplemental methods
DOI: 10.17632/g58pt4b6gm
title: Phthalates- Thyroid cancer

description: First, the potential toxicity of phthalates was evaluated using online toxicity prediction platforms. Toxicological targets were retrieved from SwissTargetPrediction, ChEMBL, and STITCH databases and subsequently consolidated. Potential targets were then screened using a network toxicology approach, while thyroid cancer-related genes were comprehensively collected from the GeneCards database. Using R language and associated packages, the intersection of these two gene sets was identified as candidate key genes, and their biological functions were elucidated through KEGG pathway and Gene Ontology (GO) functional enrichment analyses. The candidate genes were then imported into the STRING database to construct a protein-protein interaction (PPI) network, which was further visualized using Cytoscape. Through calculations with CytoHubba and MCODE plugins, the top 20 hub genes and highly interconnected core subnetwork modules were identified. To verify the causal relationship between the intersecting genes and thyroid cancer, Mendelian Randomization (MR) analysis was performed using data from the thyroid cancer-related datasets in FinnGen database. Finally, molecular docking of phthalate esters against thyroid cancer-related key proteins was conducted, followed by molecular dynamics simulations.
DOI: 10.15468/dl.kn4kjh
title: Occurrence Download

description: A dataset containing 30743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((3.5 43.5, 12.5 43.5, 12.5 50.5, 3.5 50.5, 3.5 43.5))"
 ]
}

 The dataset includes 30743 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037355-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/g58pt4b6gm.1
title: Phthalates- Thyroid cancer

description: First, the potential toxicity of phthalates was evaluated using online toxicity prediction platforms. Toxicological targets were retrieved from SwissTargetPrediction, ChEMBL, and STITCH databases and subsequently consolidated. Potential targets were then screened using a network toxicology approach, while thyroid cancer-related genes were comprehensively collected from the GeneCards database. Using R language and associated packages, the intersection of these two gene sets was identified as candidate key genes, and their biological functions were elucidated through KEGG pathway and Gene Ontology (GO) functional enrichment analyses. The candidate genes were then imported into the STRING database to construct a protein-protein interaction (PPI) network, which was further visualized using Cytoscape. Through calculations with CytoHubba and MCODE plugins, the top 20 hub genes and highly interconnected core subnetwork modules were identified. To verify the causal relationship between the intersecting genes and thyroid cancer, Mendelian Randomization (MR) analysis was performed using data from the thyroid cancer-related datasets in FinnGen database. Finally, molecular docking of phthalate esters against thyroid cancer-related key proteins was conducted, followed by molecular dynamics simulations.
DOI: 10.17632/2jsyygkypc
title: SIGMA-H Dataset on Governance, Technological Absorption and Perceived Quality in Hospital Emergency Services (Colombian Caribbean, 2024)

description: This dataset contains cross-sectional survey data from 93 public and mixed hospital emergency departments in the Colombian Caribbean region. It was collected in 2024 to quantify the relationships between organizational governance, technological absorptive capacity and perceived quality of emergency care, and to empirically ground the Global SIGMA-H model (Sustainable Integrated Governance and Management for Healthcare). The file dataset_emergency_services.xlsx includes anonymized variables on human talent management, financial and resource governance, internal control and community participation, together with multi-item indicators of technological learning, awareness, acquisition, implementation and strategic alignment, plus perceived quality indices reported by clinical and managerial staff. Composite indices, binary quality thresholds (Quality_high50, Quality_high75), and a three-class latent organizational profile (typical, bureaucratic, elite) are also provided. The data enable replication of all descriptive, correlational, latent class and logistic regression analyses reported in the associated article, as well as secondary research on healthcare governance, digital maturity and sustainability-oriented quality management in middle-income health systems. No patient-level or identifying information is included; hospital codes and respondent roles are fully anonymized.
DOI: 10.17632/2jsyygkypc.1
title: SIGMA-H Dataset on Governance, Technological Absorption and Perceived Quality in Hospital Emergency Services (Colombian Caribbean, 2024)

description: This dataset contains cross-sectional survey data from 93 public and mixed hospital emergency departments in the Colombian Caribbean region. It was collected in 2024 to quantify the relationships between organizational governance, technological absorptive capacity and perceived quality of emergency care, and to empirically ground the Global SIGMA-H model (Sustainable Integrated Governance and Management for Healthcare). The file dataset_emergency_services.xlsx includes anonymized variables on human talent management, financial and resource governance, internal control and community participation, together with multi-item indicators of technological learning, awareness, acquisition, implementation and strategic alignment, plus perceived quality indices reported by clinical and managerial staff. Composite indices, binary quality thresholds (Quality_high50, Quality_high75), and a three-class latent organizational profile (typical, bureaucratic, elite) are also provided. The data enable replication of all descriptive, correlational, latent class and logistic regression analyses reported in the associated article, as well as secondary research on healthcare governance, digital maturity and sustainability-oriented quality management in middle-income health systems. No patient-level or identifying information is included; hospital codes and respondent roles are fully anonymized.
DOI: 10.15468/dl.tw3kgq
title: Occurrence Download

description: A dataset containing 897 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bylgides groenlandicus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 897 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037356-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/78r2tztkzc
title: Data set for article "Enhancing Students’ Understanding of Numerical Sequences through Real-Life Contexts and Python Programming"

description: Dataset includet in this link are:
Pre-test, post-test, observation list, open-ended questionnaire , Python codes, Responses analyzed, SPSS results anonymous, SPSS-Output
DOI: 10.17632/78r2tztkzc.1
title: Data set for article "Enhancing Students’ Understanding of Numerical Sequences through Real-Life Contexts and Python Programming"

description: Dataset includet in this link are:
Pre-test, post-test, observation list, open-ended questionnaire , Python codes, Responses analyzed, SPSS results anonymous, SPSS-Output
DOI: 10.15468/dl.3tkqqf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((119.433 -1.068818, 119.362725 -1.074384, 119.294179 -1.090945, 119.22905 -1.118094, 119.16894 -1.155162, 119.11533 -1.201237, 119.069538 -1.255185, 119.032694 -1.315678, 119.005703 -1.381227, 118.989231 -1.450218, 118.983685 -1.520953, 118.989202 -1.59169, 119.005648 -1.660688, 119.032618 -1.726247, 119.06945 -1.786753, 119.115236 -1.840715, 119.168851 -1.886804, 119.228974 -1.923885, 119.294124 -1.951044, 119.362696 -1.967612, 119.433 -1.97318, 119.503304 -1.967612, 119.571876 -1.951044, 119.637026 -1.923885, 119.697149 -1.886804, 119.750764 -1.840715, 119.79655 -1.786753, 119.833382 -1.726247, 119.860352 -1.660688, 119.876798 -1.59169, 119.882315 -1.520953, 119.876769 -1.450218, 119.860297 -1.381227, 119.833306 -1.315678, 119.796462 -1.255185, 119.75067 -1.201237, 119.69706 -1.155162, 119.63695 -1.118094, 119.571821 -1.090945, 119.503275 -1.074384, 119.433 -1.068818))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037357-251120083545085/datasets/export for details.
DOI: 10.15468/dl.78t7jb
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solomys sapientis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037358-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/m5rxya
title: Archeologisch bureauonderzoek Melkweg 17 (Drinkwaterzuivering De Steeg), Langerak Gemeente Molenlanden

description: &lt;p&gt;IDDS Archeologie heeft in februari 2024 een archeologisch bureauonderzoek uitgevoerd voor een uitbreiding van Drinkwaterzuivering De Steeg aan de Melkweg 17 in Langerak, gemeente Molenlanden. De doel- en vraagstelling van het bureauonderzoek is het opstellen van een gespecificeerde archeologische verwachting voor het plangebied.&lt;/p&gt;&lt;p&gt;
Uit het bureauonderzoek blijkt dat het plangebied gelegen is aan de rand van de rivierkomvlakte van de Lek. Naar verwachting bestaat de ondergrond uit een afwisseling van veen- en kleilagen. Op historisch kaartmateriaal vanaf het begin van de 19e eeuw staat het aangegeven als hooi- en weiland. De Melkweg en de huidige bebouwing zijn pas aangelegd aan het einde van de 20e eeuw.
Het plangebied heeft op de archeologische verwachtingskaart van de gemeente een hoge verwachting vanaf het maaiveld voor resten uit de prehistorie tot de Middeleeuwen. Deze verwachting is echter gebaseerd op een verouderde versie van de stroomruggenkaart. De huidige stroomruggenkaart geeft in het plangebied geen stroomrug weer. De verwachting van het plangebied kan daarom worden aangepast naar laag. Het plangebied zal altijd een relatief laaggelegen en vochtig gebied zijn geweest dat niet geschikt was voor bewoning of voor een landgebruik anders dan als weiland.&lt;/p&gt;&lt;p&gt;
IDDS Archeologie adviseert om het plangebied, voor wat betreft het aspect archeologie, vrij te geven voor de voorgenomen civieltechnische werkzaamheden.&lt;/p&gt;
DOI: 10.15468/dl.48frxb
title: Occurrence Download

description: A dataset containing 907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tridentiger trigonocephalus"
 ]
}

 The dataset includes 907 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037359-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6mqjt
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bylgides promamme",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 162 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037360-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/s2xkktdyyx
title: First-order control of basaltic sources on the diversity of Archean TTG magmatism

description: Supplementary Data 1: Detailed information about the geological background, petrology, geochemical features and petrogenesis of both the TTG gneisses and basaltic source rocks from the Jiaobei terrane.
 Supplementary Data 2: Supplementary tables of whole-rock geochemical, zircon U-Pb-Lu-Hf isotopic and thermodynamic-trace element modeling data.
DOI: 10.17632/s2xkktdyyx.1
title: First-order control of basaltic sources on the diversity of Archean TTG magmatism

description: Supplementary Data 1: Detailed information about the geological background, petrology, geochemical features and petrogenesis of both the TTG gneisses and basaltic source rocks from the Jiaobei terrane.
 Supplementary Data 2: Supplementary tables of whole-rock geochemical, zircon U-Pb-Lu-Hf isotopic and thermodynamic-trace element modeling data.
DOI: 10.15468/dl.6vakm9
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.664 -1.056818, 103.593725 -1.062384, 103.52518 -1.078945, 103.460051 -1.106094, 103.399941 -1.143162, 103.346331 -1.189237, 103.30054 -1.243185, 103.263696 -1.303678, 103.236705 -1.369227, 103.220233 -1.438218, 103.214688 -1.508953, 103.220205 -1.579691, 103.23665 -1.648688, 103.26362 -1.714247, 103.300452 -1.774753, 103.346238 -1.828715, 103.399853 -1.874804, 103.459976 -1.911885, 103.525125 -1.939044, 103.593696 -1.955612, 103.664 -1.961181, 103.734304 -1.955612, 103.802875 -1.939044, 103.868024 -1.911885, 103.928147 -1.874804, 103.981762 -1.828715, 104.027548 -1.774753, 104.06438 -1.714247, 104.09135 -1.648688, 104.107795 -1.579691, 104.113312 -1.508953, 104.107767 -1.438218, 104.091295 -1.369227, 104.064304 -1.303678, 104.02746 -1.243185, 103.981669 -1.189237, 103.928059 -1.143162, 103.867949 -1.106094, 103.80282 -1.078945, 103.734275 -1.062384, 103.664 -1.056818))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 55 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037361-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/vr2wb38r6t
title: Raw DNA Methylation Data; Møller et al., 2025

description: Raw de-identifying DNA methylation data associated with 117 non-functioning pituitary adenoma (NFPA) tumor tissue samples included in the full cohort study are provided in the folder “Deidentified_IDATs”. These samples were analyzed using the Illumina Infinium MethylationEPIC BeadChip (850K) array. A corresponding sample annotation file (“SampleSheet.xlsx”) containing Sentrix_ID and Sample_ID is included to enable proper linkage between IDAT files and the analyzed cohort.
This repository supports the publication “DNA methylation profiling identifies prognostic subgroups in SF1-lineage non-functioning pituitary adenomas” and enables reproducibility of the analyses presented therein.