cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/msan-4t33
title: "predict-dropout-dataset"

description: "This dataset comprises anonymized academic and demographic records of undergraduate students from the business faculty of a private, highly international university in Turkey, spanning the enrollment years 2011 to 2022. It uniquely integrates institutional student data with external macroeconomic indicators (inflation, unemployment, and political stability) corresponding to each student's home country at the time of their enrollment. The repository contains raw data files (isletme-ogrenciler-en.csv, isletme-ogrenciler-notlar-en.csv) detailing student demographics (e.g., gender, scholarship status, nationality) and semester-by-semester course grades. Additionally, it provides processed datasets (ogr_ml_macros_final.csv) specifically engineered for machine learning applications, where temporal grade data has been pivoted into cumulative GPA features and merged with World Bank economic data. The dataset is designed to support research in educational data mining (EDM) and learning analytics, specifically for developing predictive models of student dropout and retention in international higher education contexts. It serves as the foundational data for the accompanying study on the role of macroeconomic factors in student attrition.Key features:*   Longitudinal Data: Academic records across multiple semesters.*   Macroeconomic Context: Integration of inflation, unemployment, and political stability indices linked to student nationality.*   Machine Learning Ready: Pre-processed CSV files with engineered features suitable for classification tasks.*   Demographic Diversity: Includes data from a diverse international student body.  "
DOI: 10.15468/dl.2c52pt
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tliltocatl verdezi"
 ]
}

 The dataset includes 68 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030141-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18498077
title: Detection and identification of Epichloë using qPCR-HRM analysis
DOI: 10.5281/zenodo.18498078
title: Detection and identification of Epichloë using qPCR-HRM analysis
DOI: 10.5281/zenodo.18691457
title: Revisión sistemática PRISMA del proyecto SIGMA-Bajío: Metodologías de mejora continua en manufactura (62 estudios, 2019-2026)

description: Conjunto de datos completo de la revisión sistemática de literatura realizada bajo protocolo PRISMA 2020 para el proyecto SIGMA-Bajío. Incluye 62 estudios empíricos sobre implementación de metodologías de mejora continua en contextos manufactureros, publicados entre 2019 y 2026.

CONTENIDO DEL DATASET:- Estrategias de búsqueda detalladas para Scopus, Web of Science y ScienceDirect- Diagrama de flujo PRISMA con resultados de cribado (registros identificados: 165, incluidos: 62)- Tablas de extracción de datos con metodologías analizadas (DMAIC, AMFE, CEP, SMED)- Distribución geográfica de estudios (Asia 41.9%, Europa 35.5%, EE.UU. 22.6%, América Latina 0%)- Rangos de efectividad documentados por metodología- Factores críticos de éxito y barreras identificadas- Síntesis conceptual de 30 estudios seleccionados

PRINCIPALES HALLAZGOS:1. Ausencia total de estudios en América Latina (0%)2. Subrepresentación de SMED como metodología independiente (11.3%)3. Inexistencia de frameworks secuenciales de 4+ metodologías (83.9% estudia una sola)

Este dataset fundamenta el desarrollo del Modelo SIGMA-Bajío y responde a los vacíos de conocimiento identificados en la literatura internacional.

DOI del proyecto relacionado: 10.5281/zenodo.18687826 (Base de datos) y 10.5281/zenodo.18689676 (Modelo)
DOI: 10.15468/dl.69kzs8
title: Occurrence Download

description: A dataset containing 1992 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mellivora capensis"
 ]
}

 The dataset includes 1992 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030142-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpqcy7
title: Occurrence Download

description: A dataset containing 468123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meles meles"
 ]
}

 The dataset includes 468123 records from 2598 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030112-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6mhk9
title: Occurrence Download

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

 The dataset includes 90 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012828-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4h4xxw
title: Occurrence Download

description: A dataset containing 445 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Romerolagus diazi"
 ]
}

 The dataset includes 445 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009474-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12552870
title: Dataset: Arm Holdings plc (ARM) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552871
title: Dataset: Arm Holdings plc (ARM) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.15468/dl.nczg3y
title: Occurrence Download

description: A dataset containing 2310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vitis tiliifolia Humb. & Bonpl. ex Roem. & Schult., Vitis caribaea Hook. & Arn., 1838, Vitis glomerata Raf., Vitis havanica Regel, Vitis intramarginalis Baker ex Jenman, Vitis maritima Raf., Vitis vinifera var. caribaea (DC.) Kuntze, Vitis vinifera var. denticulata Kuntze, Vitis vinifera var. tiliifolia (Humb. & Bonpl. ex Schult.) Kuntze)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2310 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000658-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/01459
title: Chandra X-ray Observatory ObsId 01459
DOI: 10.15468/dl.33qg8z
title: Occurrence Download

description: A dataset listing the 24860 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Greenland",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 24860 records were derived from 988 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000637-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8h6zc4
title: Occurrence Download

description: A dataset listing the 7237 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Grenada",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 7237 records were derived from 429 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000641-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wbpjb
title: Occurrence Download

description: A dataset containing 3461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Antidesma madagascariense Lam., Antidesma madagascariense var. madagascariense, Antidesma madagascariense var. hildebrandtii (Pax & K.Hoffm.) Petra Hoffm., Antidesma madagascariense var. trichophorum Müll.Arg., Antidesma madagascariense f. trichophorum Müll.Arg., Antidesma madagascariense f. aporosum Müll.Arg.)"
 ]
}

 The dataset includes 3461 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000660-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4bepq
title: Occurrence Download

description: A dataset containing 9012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "DatasetKey is eButterfly Surveys",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is Vermont",
 "Year 2023-2024"
 ]
}

 The dataset includes 9012 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000661-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r58xhc
title: Occurrence Download

description: A dataset containing 174298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 174298 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000586-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9py9q
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((68.78680 24.51472,111.21320 24.51472,111.21320 41.48528,68.78680 41.48528,68.78680 24.51472))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pantholops hodgsonii"
 ]
}

 The dataset includes 66 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017522-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15916973
title: nWGS_pipeline_refdata

description: nWGS_pipeline is a comprehensive bioinformatics workflow designed for the analysis of Central Nervous System (CNS) tumor samples using Oxford Nanopore sequencing data. It integrates multiple analytical modules, including copy number variation (CNV) detection, DNA methylation profiling, structural variant calling, and MGMT promoter methylation status assessment.

Users can access the reference materials, example datasets, and detailed usage instructions via the project's GitHub repository.For references and licensing terms, see:🔗 https://github.com/VilhelmMagnusLab/nWGS_pipeline
DOI: 10.15468/dl.z6nqt9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marcusenius moeruensis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017526-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6kxjp
title: Occurrence Download

description: A dataset containing 1134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium fasciculatum"
 ]
}

 The dataset includes 1134 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017523-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yh49bt
title: Occurrence Download

description: A dataset containing 699 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus vasta",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 699 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017527-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfhx6w
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syzygium cumini",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017528-250711103210423/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.29573348
title: WOVVCA-RFPR Project Training Manuals

description: “Women’s Voices in Coastal Climate Adaptation” project was a pioneering eight-month initiative conducted from September 2024 to April 2025 in Ghana’s vulnerable coastal zones. Implemented through Feminist Participatory Action Research (FPAR) methodologies, the project sought to document and amplify women’s experiences, knowledge, and agency in responding to climate change across six communities in the Keta and Ada East districts.
DOI: 10.6084/m9.figshare.29573348.v1
title: WOVVCA-RFPR Project Training Manuals

description: “Women’s Voices in Coastal Climate Adaptation” project was a pioneering eight-month initiative conducted from September 2024 to April 2025 in Ghana’s vulnerable coastal zones. Implemented through Feminist Participatory Action Research (FPAR) methodologies, the project sought to document and amplify women’s experiences, knowledge, and agency in responding to climate change across six communities in the Keta and Ada East districts.
DOI: 10.57903/uj/9hbpyt
title: Copper-containing zeolite Y applied for NH3-SCR-DeNOx - research data

description: IR spectra of NO transforation of zeolite CuY
DOI: 10.15468/dl.hsrfcp
title: Occurrence Download

description: A dataset containing 2228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is India",
 "GadmGid is IND",
 "Geometry POLYGON((73.94877 22.41269,71.61731 19.63226,75.37354 7.31468,79.12977 7.44313,73.94877 22.41269))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lantana camara"
 ]
}

 The dataset includes 2228 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017529-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15919665
title: Hydrometeorological monitoring data, LULC classification and calculated Earth- and ocean tides for the research site GW1 in the southern Vietnamese Mekong Delta
DOI: 10.15468/dl.2pycej
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Selenia grandis"
 ]
}

 The dataset includes 111 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017532-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwkdxd
title: Occurrence Download

description: A dataset containing 1299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-44.44718 -19.56896,-42.84016 -19.56896,-42.84016 -18.17398,-44.44718 -18.17398,-44.44718 -19.56896))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Psychodidae"
 ]
}

 The dataset includes 1299 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017530-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7nhn5
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vulpia bromoides",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017533-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gm9bjj
title: Occurrence Download

description: A dataset containing 1072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vulpia bromoides",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1072 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017534-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25444/nhlbi.29316011.v1
title: Data for "<b>Spindle checkpoint can secure additional cheating time for selfish expanded centromeres</b>".

description: Microscopy images analyzed in the Figures and Supplemental Figures in Walton et al "<b>Spindle checkpoint can secure additional cheating time for selfish expanded centromeres</b>".<b>Summary:</b>Expanded centromeric satellite repeats can violate Mendel’s Law of Segregation by preferentially segregating to the egg. In mice, these selfish centromeres enrich microtubule-destabilizers at pericentromeres to detach from the spindle and flip towards the egg side of the meiotic spindle, thereby achieving preferential segregation. However, despite consistent enrichment of destabilizers upon centromere expansion, such enrichment alone is insufficient to drive preferential retention of expanded centromeres, suggesting a missing component in understanding their non-Mendelian segregation. Here we propose that prolonged spindle checkpoint activation is crucial for expanded centromeres to cheat the segregation process by providing sufficient time for them to flip towards the egg side. By experimentally manipulating kinetochore size in a species-specific manner, we found that assembling larger kinetochores triggers robust spindle checkpoint activation, leading to anaphase delay and preferential retention of expanded centromeres in the egg. Comparisons across multiple hybrid mouse models revealed that centromeric satellite asymmetry does not consistently lead to kinetochore asymmetry and anaphase delay, explaining why satellite asymmetry does not always result in preferential retention of larger centromeres. Altogether, this work highlights the significance of checkpoint activation in exploiting the inherent asymmetry in female meiosis and the distinct responses of kinetochore proteins and microtubule-destabilizers to centromere expansion.
DOI: 10.15468/dl.myw6sv
title: Occurrence Download

description: A dataset containing 225293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "IsInCluster is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 225293 records from 935 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017452-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mduxay
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eutrema bulbiferum"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017535-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10920137
title: Data and Script for: Olive Trees Health and Yield Prediction through EO data and Machine Learning (OLEA-PRED) / EO AFRICA – Research and Development Facility

description: This database was collected under the "Olive Trees Health and Yield Prediction through EO data and Machine Learning" project, funded by the European Space Agency in the framework of the "EO AFRICA R&D Facility".

- Shapefiles.rar contains shp files for Orchads boundaries and tree locations.

- Field_data contains data collected in the field (Chllorophyl, Yield and Soil ).

- SCRIPTS.rar contains all scripts and extracted data used for prediction for Settat orchad.

- FBS images.rar contains UAV and M6 images for Fkih Ben Saleh orchad.
DOI: 10.15468/dl.ehh7yf
title: Occurrence Download

description: A dataset containing 1000 records in GBIF matching the query:
SELECT gbifId, taxonKey, scientificName, family, genus, species,
 countryCode, decimalLatitude, decimalLongitude, elevation,
 "year", "month", coordinateUncertaintyInMeters
FROM occurrence 
WHERE hasGeospatialIssues = false 
 AND hasCoordinate = true
 AND occurrenceStatus = 'PRESENT'
LIMIT 1000


 The dataset's 1000 records were derived from 63848 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017524-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/az8-1we-v83
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/00l-t7w-zer
title: Chondrichthyes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kcz-6z7-cn8
title: Trachinus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/84m-4ct-wns
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9hy-wv7-p79
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hyn-qm3-f4l
title: †Cladiscites beyrichi Welter, 1914

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ygr-3hy-sbp
title: Dama dama mesopotamica (Brooke, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5jy-vdp-qld
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.