cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17446156
title: Tracking Annual Changes in Suaeda salsa Distribution in the Yellow River Delta Using Landsat Time-Series and Phenological–Tidal Inundation Dynamics
DOI: 10.5281/zenodo.17446155
title: Tracking Annual Changes in Suaeda salsa Distribution in the Yellow River Delta Using Landsat Time-Series and Phenological–Tidal Inundation Dynamics
DOI: 10.5281/zenodo.17448131
title: Survey of Spanish Citizens on Polarization and Political Agreement (2025)
DOI: 10.5281/zenodo.17448130
title: Survey of Spanish Citizens on Polarization and Political Agreement (2025)
DOI: 10.15468/dl.8nn2r7
title: Occurrence Download

description: A dataset listing the 179 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Flora and fauna surveys in Perak (Malaysia) in 2022"
 ]
}

 The dataset's 179 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000888-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guf6ct
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((119.77079 30.04498,120.43113 30.04535,120.42989 30.5084,119.77079 30.51195,119.77079 30.04498))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bufo gargarizans",
 "Year 2020-2025"
 ]
}

 The dataset includes 222 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000897-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ut77sf
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lycalopex culpaeus",
 "Year 2025-2025"
 ]
}

 The dataset includes 108 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000898-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93aurc
title: Occurrence Download

description: A dataset containing 615 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Somniosus microcephalus"
 ]
}

 The dataset includes 615 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000899-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4z9ycx
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Glycyrrhiza inflata"
 ]
}

 The dataset includes 93 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000900-251025141854904/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.28387775
title: Big Data south-north

description: big data south north
DOI: 10.6084/m9.figshare.28387775.v2
title: Big Data south-north

description: big data south north
DOI: 10.6084/m9.figshare.28387775.v1
title: Big Data south-north

description: big data south north
DOI: 10.5281/zenodo.17445672
title: Dataset TikTok's Video Reviews Seafood Restaurant
DOI: 10.5281/zenodo.17445671
title: Dataset TikTok's Video Reviews Seafood Restaurant
DOI: 10.15468/dl.4tcved
title: Occurrence Download

description: A dataset containing 293723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is Pakistan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 293723 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000883-251025141854904/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/13507812
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.eeh7ja
title: Occurrence Download

description: A dataset containing 17271 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plan de gestion Réserve Nationale du Pinail-Données RNN Pinail"
 ]
}

 The dataset includes 17271 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000901-251025141854904/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.30448559
title: Dataset of the study: "Translation and Validation of the Vietnamese version of theDysmenorrhea Symptoms Interference Scale"

description: This is the dataset for the study: "Translation and Validation of the Vietnamese version of the<br>Dysmenorrhea Symptoms Interference Scale"
DOI: 10.6084/m9.figshare.30448559.v1
title: Dataset of the study: "Translation and Validation of the Vietnamese version of theDysmenorrhea Symptoms Interference Scale"

description: This is the dataset for the study: "Translation and Validation of the Vietnamese version of the<br>Dysmenorrhea Symptoms Interference Scale"
DOI: 10.15468/dl.p3tced
title: Occurrence Download

description: A dataset containing 272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Hedysarum polybotrys, Glycyrrhiza inflata)"
 ]
}

 The dataset includes 272 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000903-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.me2824
title: Occurrence Download

description: A dataset containing 6833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Lycalopex griseus"
 ]
}

 The dataset includes 6833 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000902-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17448132
title: Comparative Retrieval Outputs of Lexical, TF-IDF, and Semantic Search Methods in a Fixed ACLS Corpus

description: This dataset contains the ranked retrieval outputs generated for three multi-term clinical queries executed under three retrieval paradigms—lexical (bag-of-words), weighted lexical (TF-IDF), and LLM-enhanced semantic search—within a fixed corpus of 424 open-access biomedical articles on Advanced Cardiac Life Support (ACLS).

Each CSV file records ranked results and relevance scores produced by the corresponding retrieval pipeline:





query_1_multi_term_top10_full_ranking.csv, query_2_multi_term_top10_full_ranking.csv, query_3_multi_term_top10_full_ranking.csv contain the top-10 ranked outputs for each retrieval method.




query_1_multi_term_search_results.csv, query_2_multi_term_search_results.csv, query_3_multi_term_search_results.csv contain the full ranked lists across the entire corpus.



All runs were conducted using a controlled Python environment to ensure reproducibility. The dataset supports the doctoral study “LLM-Enhanced vs Lexical Search in Biomedical Literature Retrieval” and illustrates how retrieval paradigm choice—lexical, weighted lexical, or semantic—alters which studies are surfaced in medical information search.

The corpus was derived from PubMed Central open-access articles, and all processing conformed to FAIR data and PRISMA-S transparency principles.
DOI: 10.5281/zenodo.17448133
title: Comparative Retrieval Outputs of Lexical, TF-IDF, and Semantic Search Methods in a Fixed ACLS Corpus

description: This dataset contains the ranked retrieval outputs generated for three multi-term clinical queries executed under three retrieval paradigms—lexical (bag-of-words), weighted lexical (TF-IDF), and LLM-enhanced semantic search—within a fixed corpus of 424 open-access biomedical articles on Advanced Cardiac Life Support (ACLS).

Each CSV file records ranked results and relevance scores produced by the corresponding retrieval pipeline:





query_1_multi_term_top10_full_ranking.csv, query_2_multi_term_top10_full_ranking.csv, query_3_multi_term_top10_full_ranking.csv contain the top-10 ranked outputs for each retrieval method.




query_1_multi_term_search_results.csv, query_2_multi_term_search_results.csv, query_3_multi_term_search_results.csv contain the full ranked lists across the entire corpus.



All runs were conducted using a controlled Python environment to ensure reproducibility. The dataset supports the doctoral study “LLM-Enhanced vs Lexical Search in Biomedical Literature Retrieval” and illustrates how retrieval paradigm choice—lexical, weighted lexical, or semantic—alters which studies are surfaced in medical information search.

The corpus was derived from PubMed Central open-access articles, and all processing conformed to FAIR data and PRISMA-S transparency principles.
DOI: 10.5281/zenodo.17448150
title: Configuration files for different HGC scenarios

description: This dataset provides multi-scenario terrain and boundary condition input files for hydrological and hydrodynamic simulations, suitable for building related models.
DOI: 10.5281/zenodo.17448151
title: Configuration files for different HGC scenarios

description: This dataset provides multi-scenario terrain and boundary condition input files for hydrological and hydrodynamic simulations, suitable for building related models.
DOI: 10.13140/rg.2.2.18996.10886
title: TreeAI: a global database for tree species annotations and high-resolution imagery
DOI: 10.5281/zenodo.17448172
title: Historic Aerial Photo Calibration Reports

description: This repository contains information manually extracted from 1392 calibration reports provided by the USGS Camera Calibration Reports database. Additionally, calculates summary information for different aerial camera fiducial marker patterns, based on browse images and calibration reports downloaded from USGS EarthExplorer.

For additional information, including a summary of the different fiducial marker patterns, see https://spymicmac.readthedocs.io/en/latest/cameras.html.
DOI: 10.5281/zenodo.17448173
title: Historic Aerial Photo Calibration Reports

description: This repository contains information manually extracted from 1392 calibration reports provided by the USGS Camera Calibration Reports database. Additionally, calculates summary information for different aerial camera fiducial marker patterns, based on browse images and calibration reports downloaded from USGS EarthExplorer.

For additional information, including a summary of the different fiducial marker patterns, see https://spymicmac.readthedocs.io/en/latest/cameras.html.
DOI: 10.15468/dl.gesp8n
title: Occurrence Download

description: A dataset containing 3409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Leopardus guigna"
 ]
}

 The dataset includes 3409 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000905-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17448152
title: Supplementary Materials for "Evaluation of Large Language Models in the Clinical Management of Multiple Chronic Conditions: A Comparative Study of DeepSeek-R1 and ChatGPT-o1"
DOI: 10.5281/zenodo.17448153
title: Supplementary Materials for "Evaluation of Large Language Models in the Clinical Management of Multiple Chronic Conditions: A Comparative Study of DeepSeek-R1 and ChatGPT-o1"
DOI: 10.15468/dl.nncwbw
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((119.77079 30.04498,120.43113 30.04535,120.42989 30.5084,119.77079 30.51195,119.77079 30.04498))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pelophylax nigromaculatus",
 "Year 2020-2025"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000906-251025141854904/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.30448604.v2
title: .university of Port Harcourt (UNIPORT) 2025/2026 Admission List (1st & 2nd) is Out(08053738196) DR Ben for Admission Help into Third and Final Batch Call Registrar : 08053738196 To check your admission status on the Admission List, Processing Of Admission Into Any Department And Purchasing Of 2025/2026 Last Supplementary Form For New Student Into Any Program, call the School's Admissions Office now on 08053738196

description: university of Port Harcourt (UNIPORT) 2025/2026 Admission List (1st & 2nd) is Out(08053738196) DR Ben for Admission Help into Third and Final Batch Call Registrar : 08053738196 To check your admission status on the Admission List, Processing Of Admission Into Any Department And Purchasing Of 2025/2026 Last Supplementary Form For New Student Into Any Program, call the School's Admissions Office now on 08053738196
DOI: 10.15468/dl.drex38
title: Occurrence Download

description: A dataset containing 14023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Pudu puda"
 ]
}

 The dataset includes 14023 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000908-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46rfeq
title: Occurrence Download

description: A dataset containing 592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhodiola kirilowii"
 ]
}

 The dataset includes 592 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000909-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46wsdh
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((119.77079 30.04498,120.43113 30.04535,120.42989 30.5084,119.77079 30.51195,119.77079 30.04498))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pelophylax plancyi",
 "Year 2020-2025"
 ]
}

 The dataset includes 46 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000910-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.etv7va
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Chad",
 "TaxonKey is Balanites aegyptiaca",
 "Year 1980-2025"
 ]
}

 The dataset includes 366 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000912-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17303183
title: Activity-Driven Demixing and Sustained Temperature Gradients in Inertial  Active-Passive Mixtures

description: This repository contains all the necessary data files related to the study “Activity-Driven Demixing and Sustained Temperature Gradients in Inertial  Active-Passive Mixtures”.

-The data folder contains the full dataset used to generate figures in the article.
DOI: 10.5281/zenodo.17303184
title: Activity-Driven Demixing and Sustained Temperature Gradients in Inertial  Active-Passive Mixtures

description: This repository contains all the necessary data files related to the study “Activity-Driven Demixing and Sustained Temperature Gradients in Inertial  Active-Passive Mixtures”.

-The data folder contains the full dataset used to generate figures in the article.
DOI: 10.15468/dl.dc82uj
title: Occurrence Download

description: A dataset containing 3223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Puma concolor"
 ]
}

 The dataset includes 3223 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000911-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyzmk5
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Réseau Loup - Lynx ONCFS - Répartition Régulière Lynx 2020",
 "Geometry POLYGON((5.1016687188449605 45.62002127755824,6.96611042705168 45.62002127755824,6.96611042705168 47.48446298576495,5.1016687188449605 47.48446298576495,5.1016687188449605 45.62002127755824))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 90 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000913-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xbnm2
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((119.77079 30.04498,120.43113 30.04535,120.42989 30.5084,119.77079 30.51195,119.77079 30.04498))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hylarana latouchii",
 "Year 2020-2025"
 ]
}

 The dataset includes 61 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000914-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ue84nd
title: Occurrence Download

description: A dataset containing 444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Galictis cuja"
 ]
}

 The dataset includes 444 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000915-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2duf6
title: Occurrence Download

description: A dataset containing 483625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "GadmGid is one of (DEU.2.78_1, DEU.2.77.1_1, DEU.2.77_1)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 483625 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000896-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awx24s
title: Occurrence Download

description: A dataset containing 19635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.14.23_2",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 19635 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000917-251025141854904/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/13508021
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17448286
title: HEPATİTİS AND SEXUAL DİSORDERS
DOI: 10.5281/zenodo.17448287
title: HEPATİTİS AND SEXUAL DİSORDERS
DOI: 10.15468/dl.cwtqet
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Strobilanthes kunthiana"
 ]
}

 The dataset includes 103 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000921-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17448325
title: Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland

description: Der Datensatz "Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland" des Robert Koch-Instituts dokumentiert die tägliche intensivmedizinische Versorgungslage seit der COVID-19-Pandemie. Basierend auf Meldungen aller intensivbettenführenden Krankenhäuser in Deutschland erfasst das DIVI-Intensivregister Echtzeitdaten zu belegten und freien Intensivbetten. Die Erhebung differenziert nach Altersgruppen, Regionen und Versorgungsstufen. COVID-19-Fälle auf Intensivstationen werden gesondert ausgewiesen. Die Daten stehen aggregiert auf Bundes-, Landes- und Kreisebene zur Verfügung. Damit bildet der Datensatz eine Grundlage für die Überwachung von Kapazitäten, die Koordination von Behandlungskapazitäten und politische Entscheidungsprozesse während der Pandemie und darüber hinaus.
DOI: 10.15468/dl.hu3x4w
title: Occurrence Download

description: A dataset containing 2527873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tringa totanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-26.542322 25.637500, 53.987701 25.637500, 53.987701 73.184014, -26.542322 73.184014, -26.542322 25.637500))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 2527873 records from 1087 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000893-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ab5zjg
title: Occurrence Download

description: A dataset containing 4038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Tabellaria flocculosa (Roth) Kützing, 1844",
 "Year 2000-2023"
 ]
}

 The dataset includes 4038 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002170-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.