cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/x5gssvnbnn
title: PI3Kβ functions as a protein kinase to promote cellular protein O-GlcNAcylation and acetyl-CoA production for tumor growth

description: Raw data for Western blot in the paper "PI3Kβ functions as a protein kinase to promote cellular protein O-GlcNAcylation and acetyl-CoA production for tumor growth".
DOI: 10.6084/m9.figshare.10289096.v1
title: Data_OCEAN_SENTINEL_Weimerskirch_et_al_2018_2019

description: The file contains traking data of albatrosses from Crozet, Kerguelen, Amsterdam and Marion Islands, including identity, location, presence of vessels and detection of radar emission. The data are use in various papers. For additional information contact henri.weimerskirch@cebc.cnrs.fr or corbeau.alexandre@gmail.com<br>
DOI: 10.6084/m9.figshare.12745931.v1
title: Native trees of Mexico: diversity, distribution, uses and conservation (datasets used for spatial analyses)

description: Datasets of plant occurrences used for the spatial analyses described in the paper. The majority of the tree species data and their occurrence records were obtained from the database of the National Biodiversity Information System (SNIB) of the National Commission for the Knowledge and Use of Biodiversity (CONABIO), freely available in its GIS portal (http://www.conabio.gob.mx/informacion/gis/). <br>We are grateful to CONABIO for the financial support and for their help for obtaining and making use of the valuable biodiversity database.<br><br>For details, please consult the publication: Tellez O, Mattana E, Diazgranados M, Kühn N, Castillo-Lorenzo E, Lira R, Montes-Leyva L, Rodriguez I, Flores Ortiz CM, Way M, Dávila P, Ulian T. 2020. Native trees of Mexico: diversity, distribution, uses and conservation. <i>PeerJ </i>8:e9898 https://doi.org/10.7717/peerj.9898.
DOI: 10.6084/m9.figshare.22248118.v7
title: Creeping to failure transition of landslides

description: supporting information file
DOI: 10.17632/9427ww7v22
title: Textual Functional Requirements of Software in Indonesian

description: This dataset consists of 15 functional requirements in Indonesian and English text form. The data were collected from the software requirement specification (SRS) documents of the mini-hospital, employee cooperative, and shop applications. Functional requirements in text form were collected from user stories in the SRS documents of each application. The dataset is also equipped with a BPMN diagram based on the results of generating the textual dataset
DOI: 10.17632/j3htgdk4pn
title: Data of Physical Characteristics and Sports Performance Among Middle School Students.

description: The database contains the physical characteristics and athletic performance of middle school students between the ages of 11 and 19. The data includes age, sex, weight, height, BMI, sprint and long jump performance.
This database can be used for a number of research purposes: analysis of student performance, physical characteristics of adolescents, application of artificial intelligence in sport, etc.
DOI: 10.17632/mkk5khxrbp
title: Genome Diversity and the Origin of the Arabian Horse

description: The Arabian horse, one of the world’s oldest breeds of any domesticated animal, is characterized by natural beauty, graceful movement, athletic endurance, and, as a result of its development in the arid Middle East, the ability to thrive in a hot, dry environment. Here we studied 378 Arabian horses from 12 countries using equine single nucleotide polymorphism (SNP) arrays and whole-genome re-sequencing to examine hypotheses about genomic diversity, population structure, and the relationship of the Arabian to other horse breeds. We identified a high degree of genetic variation and complex ancestry in Arabian horses from the Middle East region. Also, contrary to popular belief, we could detect no significant genomic contribution of the Arabian breed to the Thoroughbred racehorse, including Y chromosome ancestry. However, we found strong evidence for recent interbreeding of Thoroughbreds with Arabians used for flat-racing competitions. Genetic signatures suggestive of selective sweeps across the Arabian breed contain candidate genes for combating oxidative damage during exercise, and within the “Straight Egyptian” subgroup, for facial morphology. Overall, our data support an origin of the Arabian horse in the Middle East, no evidence for reduced global genetic diversity across the breed, and unique genetic adaptations for both physiology and conformation. This deposition includes sample annotation and Plink format filesets for genotyping data generated for the associated publication. Full methods can be found in the publication, in summary: Genotype calls from each genotyping array batch and the whole genome sequences were combined sequentially using PLINK v. 1.90 [58]. First, Affymetrix and GeneSeek calls were merged using PLINK with filters set to 90% SNP genotyping rate and 1% minor allele frequency. A subset of multi-origin ancestry Arabians (from mixed origins) were used to test all SNPs for Hardy Weinberg Equilibrium. Autosomal variants with P-values &lt; 0.005 (corrected for multiple testing) were removed from the genotype files. SNPs derived from whole genome sequencing were then merged to generate the final set of variant calls for downstream analysis, removing any variant with lower than 80% genotyping rate, 1% minor allele frequency, or flagged as multi-allelic. Finally, samples with genotyping rate &lt;95% were removed. After applying these filters, the data set included 343,367 SNPs.
DOI: 10.17632/mm3wmgchkf
title: Global Land and Biodiversity Data: Mapping Ecosystem Changes

description: This dataset examines the relationship between land use changes and biodiversity trends over time, covering the years 2005, 2010, 2021, and 2024. The primary source of raw data is the UN Data for Environment: Land Estimates, last updated in November 2024. It helps researchers, policymakers, and environmentalists analyze how human activities impact ecosystems and biodiversity conservation efforts.

Research Hypothesis:
We hypothesize that increased agricultural land use and deforestation correlate with a decline in biodiversity protection. Specifically:

Higher arable land percentages lead to lower forest cover and fewer protected biodiversity sites.
Countries with stronger conservation policies will show higher biodiversity protection values despite land use changes.
Regional differences will depend on policy interventions, climate conditions, and economic development.

Key Findings:
Deforestation is increasing in several regions due to agricultural expansion.
Biodiversity protection efforts are uneven, with some countries improving and others stagnating.
Some nations successfully balance agriculture and conservation, while others struggle with sustainability.

Dataset Structure
The dataset has two key components:

🌍 Land Use Data (final_filtered_countries_cleaned.csv)
Country & Year – Tracks changes over time
Arable Land % – Land used for crops
Forests % – Land covered by forests
Crops % – Land for permanent crops
Use – Helps monitor deforestation and land degradation trends
🦋 Biodiversity Data (bio_countries_cleaned.csv)
Country & Year – Tracks biodiversity indicators
Series – Description of the indicator measured
Value – % of key biodiversity sites under protection
Use – Helps track conservation and biodiversity protection
How to Interpret the Data
High arable land percentages & declining forest cover → Rapid agricultural expansion.
Increasing protected biodiversity sites → Effective conservation policies.
Year-to-year comparisons → Identify trends and policy effectiveness.
Cross-country comparisons → Understand sustainable land-use practices.
Applications & Importance
✔ Tracking Environmental Changes – Helps monitor deforestation and biodiversity loss.
✔ Policy Decision-Making – Supports sustainable land-use planning.
✔ Sustainable Development Goals (SDG 15) – Provides insights into forest and biodiversity conservation.
✔ Scientific Research & Climate Studies – Helps study climate change impacts.
✔ Educational Use – Real-world data for students and educators.

This dataset is a valuable resource for understanding land use, conservation policies, and biodiversity protection worldwide.
DOI: 10.6084/m9.figshare.28218593.v1
title: Single-molecule tweezers decoding hidden dimerization patterns of membrane proteins within lipid bilayers

description: The uploaded folders contain raw data for the paper. Refer to the Methods section for detailed description.
DOI: 10.6084/m9.figshare.3512459.v1
title: Appendix C. Plots of regression coefficient estimates and confidence intervals for estimates demonstrating the strength of tree cover effects across scales.

description: Plots of regression coefficient estimates and confidence intervals for estimates demonstrating the strength of tree cover effects across scales.
DOI: 10.6084/m9.figshare.14059202.v2
title: Supplementary Data for Comparative Study on the Use of S Curve-Bar Chart and Ms Project-Pdm Methods in Scheduling and Controlling Building Construction Project

description: Building construction projects have very complex activities, so they require precise and accurate methods of scheduling and control. Using the right method, the project executor can carry out the project according to plan and can be controlled if there is schedule deviations. This study aims to compare the effectiveness of using the Bar Chart-curve-S and Ms. Project-PDM methods on scheduling and controlling building construction projects. The method used by contractors in scheduling and controlling a project is the Bar Chart-S curve and Ms. Project-PDM method.
DOI: 10.6084/m9.figshare.26089271.v1
title: HiGTS_2015s3

description: HiGTS is a high temporal resolution global gridded dataset of human thermal stress metrics. Derived using climate variables from ERA5-Land and ERA5, the HiGTS consists of hourly gridded maps of Universal Thermal Climate Index (UTCI), Universal Thermal Stress (UTS), and daily Thermal Stress Duration (TSD) at 0.1° × 0.1° spatial resolution over the global land surface.HiGTS_2015s3 contains the data from July 1, 2015 to September 30, 2015.
DOI: 10.17632/9h5fjdxhrm
title: B2B Marketing Dataset

description: The authors applied a survey to 1049 sales representatives selected using the random sampling method, working full-time in the field of B2B marketing in different sectors, which are considered boundary-spanning personnel in the literature, working in different provinces of Turkey. The scales used in the study were used in previous studies and their reliability and validity were tested and they were found to be within the acceptable range. Analysis of the data of the study was carried out using the AMOS statistical analysis program.
DOI: 10.17632/hb3ty366bg
title: Systematic Review Dataset

description: This data was generated via an extensive systematic literature search carried out on several databases including Google Scholar, Web of ‎Science, Science Direct, Scopus, and OpenGrey, following the Preferred Items for Sys‎tematic Reviews and Meta-Analyses (PRISMA) guidelines to estimate the abundance of microplastics in world's five oceans.
DOI: 10.17632/trs5j932s8
title: Assessing the COVID-19 impact on air quality in Quito, Ecuador

description: The COVID-19 lockdown impact on air quality is estimated for Andean city - Quito. This data set includes hourly data for a number of sites (urban: Bel, Car, Cam; and suburban: Cot, Gua, Chi) in the Ecuadorian capital for atmospheric and meteorological parameters. The changes in pollution are quantified, showing that during the full lockdown (16 March - 1 June, 2020), air pollution decreased by -53%, -45%, -30%, and -15% for NO2, SO2, CO, and PM2.5, respectively. The traffic-busy districts (Bel and Cot) were the most affected. However, the air pollution starts increasing during the later stages of the full lockdown. Even more, during the partial relaxation (starting on 2 June, 2020), the concentrations nearly return to the pre-pandemic levels.
DOI: 10.17632/y6zyrnxbfm
title: Dataset of Stagnant Water and Wet Surface with Annotations

description: Stagnant Water detection is a very challenging task due to mudding or reflection of surrounding . Therefore, to increase the accuracy of stagnant water detection by avoiding misclassification; additional images of wet surface are added. With this objective, we have created a dataset of 1976 images with annotations. The dataset consists of RGB labeled images (256 × 256 pixels) for two classes, namely water and wet surface. The images were taken from the top view and side view with varying daylight conditions.  The rear camera of a mobile phone is used to capture images. The annotations are in the YOLO (You Only Look Once) format.
DOI: 10.6084/m9.figshare.9310430.v1
title: Untangling featural and conceptual object representations

description: Data for Grootswagers et al 2019; Untangling featural and conceptual object representations.<br>
DOI: 10.17632/c8m3ns9ft9
title: Worldbank Indicators years 2010-2020

description: This dataset contains the following variables:

- Country Name 
- Year 
- Exports of goods and services (current US$) 
- Imports of goods and services (current US$) 
- Trade (current US$) 
- ICT goods exports (BoP, current US$) 
- ICT goods imports (BoP, current US$) 
- Trade ICT (BoP, current US$) 
- Income 
- Global Competitiveness Index
- Global Innovation Index 
- Economic Freedom of the World Index (current)

The dataset was created using the World Development Indicators dataset (independent variables) and the Quality of Government dataset (dependent variable: Economic Freedom of the World Index).
DOI: 10.6084/m9.figshare.17086199.v1
title: SM4. Selected data from the Mio-Pliocene marine deposits of the Canary Islands, Spain

description: This dataset contains a selection of reliable data from the main Late Miocene and Early Pliocene marine sites of paleontological and paleoclimatic interest from the Canary Islands, Spain. There are three sections: (1) Topographical location of the selected sites, in terms of UTM coordinates and heights (m), above present sea level (APSL); (2) geology and radiometric ages, including a short geological description of the marine deposits, their radiometric ages and dating methods; (3) paleontology and paleoclimate, with a summary of the main fossil fauna, species and/or subspecies, collected from the sites and properly classified in accordance with the systematic paleontology; and an interpretation of the paleoclimatic conditions at the time the fossils lived and were deposited. Moreover, when available, values of SST (Sea Surface Temperature) have been also calculated (or estimated). Each section is presented with their available scientific source(s).
DOI: 10.6084/m9.figshare.29108807.v1
title: Research Question 3 analysis prompt

description: Finally, leveraging the ISO/IEC 25010 standard, we used prompt engineering to apply the taxonomy of the quality model in order to identify the explicit or implicit quality attributes affected by the trade-offs described in the ADR "consequences" section.
DOI: 10.6084/m9.figshare.833905.v1
title: SG hybrid trace of LU class C with 16 processors for Graphene

description: This is a SimGrid trace of the NASPB LU benchmark on a model of graphene using the Hybrid SMPI model. The trace was obtained by Georges Markomanolis using SimGrid 3.10.0.
DOI: 10.17632/t4n3t4p6db
title: Smart Home Grow Open Source

description: The Arduino code, Android code with APK to link to the hydroponic set with ph Sensor and EC sensor and water pump for self regulating feature
DOI: 10.17632/yfw6m4pcpw
title: Evaluation of the cost and efficacy of home-formulated sunscreens supplementary materials

description: Supplementary materials accompanying the manuscript "Evaluation of the cost and efficacy of home-formulated sunscreens" published in Journal of the American Academy of Dermatology"
DOI: 10.6084/m9.figshare.23312786.v1
title: supplementary_files_1.zip

description: Dataset of liver space-occupying lesions
DOI: 10.6084/m9.figshare.25624806.v1
title: The chromosome-level genome assembly of Euglena gracilis

description: The GO annotation of the predicted genes.
DOI: 10.6084/m9.figshare.3523184.v1
title: Appendix B. A photo of one of the exclusion cages in which nests of Iridomyrmex purpureus were contained.

description: A photo of one of the exclusion cages in which nests of Iridomyrmex purpureus were contained.
DOI: 10.6084/m9.figshare.22986779.v1
title: Tropical Andes Biodiversity Indicators

description: This dataset included two derived biodiversity indicators: one focused on ecosystems and the other focused on species. It specifically concentrated on the Tropical Andes region, which encompassed Colombia, Peru, Ecuador, and Bolivia. The NatureServe IVC hierarchical classification structure was utilized to develop these indicators, enabling the creation of scalable indicators connecting ecosystem diversity measures across different conservation action scales (Comer et al., 2022). The ecosystem indicator measured long-term ecosystem loss, the percent of ecosystem types within existing protected areas, and assessed the additional protection achieved by adding Key Biodiversity Areas (KBAs). More detailed information on the methodology can be found in Valdez et al. (2022). For the species indicators, the average species richness of terrestrial mammals, birds, and amphibians within each ecosystem type was calculated. This included combined assessments for the three groups, as well as separate assessments focusing solely on threatened species within each ecosystem type. <br> <br> Este conjunto de datos incluía dos indicadores de biodiversidad derivados: uno centrado en los ecosistemas y otro en las especies. Se centraba específicamente en la región de los Andes Tropicales, que abarcaba Colombia, Perú, Ecuador y Bolivia. Para desarrollar estos indicadores se utilizó la estructura de clasificación jerárquica NatureServe IVC, que permite la creación de indicadores escalables que conectan las medidas de diversidad de los ecosistemas a través de diferentes escalas de acción de conservación (Comer et al., 2022). El indicador de ecosistemas midió la pérdida de ecosistemas a largo plazo, el porcentaje de tipos de ecosistemas dentro de las áreas protegidas existentes y evaluó la protección adicional lograda mediante la adición de Áreas Clave para la Biodiversidad. Puede encontrarse información más detallada sobre la metodología en Valdez et al. (2022). Para los indicadores de especies, se calculó la riqueza media de especies de mamíferos terrestres, aves y anfibios dentro de cada tipo de ecosistema. Esto incluyó evaluaciones combinadas para los tres grupos, así como evaluaciones separadas enfocadas únicamente en especies amenazadas dentro de cada tipo de ecosistema.
DOI: 10.17632/45pzwvn7p4
title: Adrenal Venous Sampling Using Metanephrine in Primary Aldosteronism With or Without Cortisol Co-Secretion

description: Supplemental Data
DOI: 10.17632/rf55vcwdbh
title: Energy Indicators and Energy Consumption Values of Turkey 1970-2020

description: Some economic, social, and environmental issues in Turkey from 1970 to 2020 were examined, as well as a demand estimation study for future electrical energy consumption. Gross energy consumption was used as an output variable, whereas GDP, electricity sales price, electrical energy import, population, and temperature were used as input variables. The Worldbank, Turkish Electricity Transmission Corporation, Statista, TURKSTAT (Turkish Statistical Institute), and Turkish State Meteorological Service provided variable data for the country.
DOI: 10.6084/m9.figshare.25254229.v4
title: speciateIT: vSpeciateDB Models

description: Compressed directories containing Markov chain models for classifying rRNA gene amplicon sequences targeting the V1V3, V3V4, or V4 regions from the human vaginal microbiota.
DOI: 10.6084/m9.figshare.27569481.v1
title: Video Games dataset for multimedia features

description: The Amazon and Google video game datasets contain metadata and user interaction data for video games on each respective platform. They provide essential features like game title, genre, platform, release date,images links and user reviews. These datasets are used in experiments to reproduce results from prior research on video game recommendation systems, enabling the evaluation and comparison of recommendation accuracy across platforms. By analyzing features unique to each dataset, this approach aids in validating the robustness of recommendation models and optimizing their accuracy for personalized game recommendations
DOI: 10.17632/syfmgsv3d9
title: MIF melanoma

description: Processed Seurat object for Multiplexed immunofluorescence image of tumor tissue sample from one melanoma patients. The cell phenotyping step was done with the pipeline: https://github.com/xiyupeng/MIF. This dataset was used as an illustration for SpaTopic R package https://github.com/xiyupeng/SpaTopic. 
If you find the dataset useful, please cite: 
Smithy, J. W. et al. Quantitatively defined stromal B cell aggregates are associated with response to checkpoint inhibitors in unresectable melanoma. Cell Reports 44, (2025).
DOI: 10.6084/m9.figshare.21591618.v3
title: PPI prediction from sequence, gold standard dataset

description: Gold Standard Dataset for sequence-based PPI prediction:Big dataset: 163,192 training points (Intra-1), 59,260 validation points (Intra-0), 52,048 test points (Intra-2)) + corresponding protein sequences from SwissprotNo direct data leakage: proteins from training are not contained in validation or test, proteins from validation are not in training or test, proteins from test are not in validation or trainingMinimized sequence similarity between training, validation, test because whole human proteome was split with KaHIP such that sequence similarities are minimized w.r.t. length-normalized bitscoresRedundancy-reduction with CD-HIT: inside of the datasets, no proteins with &gt;40% pairwise sequence similarity
DOI: 10.6084/m9.figshare.27885756.v1
title: Future education modalities: Scope review

description: In this review we aimed to glimpse the possible futures of education in the digital age through a scoping review in the framework of a futures study, where signals, patterns and trends were identified. In this dataset, you will find all the information from Scopus and WoS that was used as a data source.
DOI: 10.6084/m9.figshare.28544396.v2
title: Supplemental Table 1

description: <b>Supplemental Table 1. Primer Sequences Used for Quantitative Real Time PCR</b>
DOI: 10.17632/rjwcmjd9gb
title: Replication Data for: "The Impact of It-Business Strategic Alignment on The Transformation and Operations of Pre-Digital Businesses"

description: "Mendes-da-Silva, F. M.; Albertin, A. L. (2024), "Replication Data for: "The Impact of It-Business Strategic Alignment on The Transformation and Operations of Pre-Digital Businesses" published by RAC-Revista de Administração Contemporânea, Harvard Dataverse, V1.
DOI: 10.6084/m9.figshare.26662564.v1
title: <b>Evaluating the effectiveness of field-based probiotic treatments for stony coral tissue loss disease in southeast Florida, USA</b>

description: Three-dimensional surface area measurements and accompanying R script analysis of in situ <i>Montastraea cavernosa</i> colonies treated with whole-colony or lesion-specific probiotic treatments. McH1-7 and <i>Vibrio</i> c<i>oralliilyticus</i> biomarkers are included in text documents.