cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.11742507.v2
title: Building shape dataset

description: Building shape data and codes that support the findings of our paper entitled "Graph convolutional autoencoder model for the shape coding and cognition of buildings in maps" (https://doi.org/10.1080/13658816.2020.1768260)
DOI: 10.6084/m9.figshare.12521900.v1
title: Multi-temporal Xingu river classification - Iriri to Pimental

description: Surface water classifications for 2011 and 2019 for the Xingu river created from RapidEye and PlanetScope high spatial resolution satellite imagery. Datasets are provided as ESRI shapefiles and as Geotifs with a UTM 22S WGS84 projection.<br>Dataset described in detail in:Kalacska M., Lucanus O., Sousa L., Arroyo-Mora J.P. 2020. High resolution surface water classifications of the Xingu River, Brazil, pre and post operationalization of the Belo Monte hydropower complex. <i>Data</i>. submitted. <br>
DOI: 10.6084/m9.figshare.28593245.v1
title: Quantum Vacuum Energy

description: <b>Title:</b> Quantum Vacuum Energy Stabilization via Prime-Based Friction and the DUAL Nominator Framework<b>Description:</b><br>This research presents a novel stabilization framework for quantum vacuum energy, leveraging <b>prime number structures</b>, <b>frictional stabilization</b>, and <b>harmonic oscillations</b>. Utilizing the DUAL Nominator mechanism, we establish a mathematically rigorous model incorporating a 51/49 frictional balance, a finite scaling threshold, and a 90-degree rotational transformation to regulate quantum oscillations. Our high-precision computational simulations demonstrate self-regulating energy stability within the vacuum field, suggesting <b>profound connections</b> between prime sequences, gravitational wave structures, and space-time geometry. This work opens new avenues in <b>quantum field stabilization</b>, energy extraction, and potential applications to <b>propulsion technologies</b>.
DOI: 10.17632/k8m7rby4bf
title: Treatment with low-dose oral minoxidil for alopecia in pediatric patients

description: This is a dataset including a supplemental figure for the article named: "Low-dose oral minoxidil for treatment of androgenetic alopecia and telogen effluvium in pediatric population: a descriptive study", published in the Journal of the American Academy of Dermatology.
DOI: 10.25422/azu.data.25724286.v1
title: Metropolitan Geographic Definitions and Code for "Urban Inequality, the Housing Crisis and Deteriorating Water Access in US Cities"

description: Safe, reliable, and equitable water access is critical to human health and livelihoods. In this study, we present the first longitudinal analysis of household access to running water—a vital social infrastructure—in the 50 largest US cities since 1970. In the accompanying paper published in <i>Nature Cities</i>, results of the analysis indicate that water access has worsened in an increasing number and typology of US cities since the 2008 global financial crash, disproportionately affecting households of color. We provide evidence to suggest that a ‘reproductive squeeze’—systemic, compounding pressures on households’ capacity to reproduce themselves on a daily and societal basis—is forcing urban households into more precarious living arrangements, including housing without running water, with few signs of abating.This file—which is the supplementary data that underpins the paper—contains the microdata dataset for the manuscript "Urban Inequality, the Housing Crisis and Deteriorating Water Access in US Cities" (<i>Nature Cities</i>). Here, we present customized and improved Public Use Microdata Sample (PUMS) definitions used in our study that enable researchers to compare US Metropolitan Statistical Area (MSA) over time, while minimizing spatial error. The dataset also includes accompanying R code for statistical analysis of census microdata and the creation of static and dynamic spatial visualizations.Parties interested in collaborating on use of the full script may contact the corresponding author (K. Meehan).If you use this dataset or code, please cite as follows: Meehan, Katie, Jason R. Jurjevich, Lucy Everitt, Nicholas M.J.W. Chun, and Justin Sherrill. (2024). Metropolitan Geographic Definitions and Code for "Urban Inequality, the Housing Crisis and Deteriorating Water Access in US Cities.” Tucson, AZ: University of Arizona Research Data Repository. DOI: 10.25422/azu.data.25724286FUNDING<br>This research and dataset were supported by a grant selected by the European Research Council and funded by UKRI Horizon Europe Guarantee (Grant No. EP/Y024265/1)<br><i>For inquiries regarding the contents of this dataset, please contact the Corresponding Author listed in the README.txt file. Administrative inquiries (e.g., removal requests, trouble downloading, etc.) can be directed to data-management@arizona.edu</i><br>
DOI: 10.17632/tpp25ztzmb
title: The dataset of ionic liquid properties

description: The dataset of ionic liquid properties, including CO₂ solubility, viscosity, toxicity, and melting point.
DOI: 10.6084/m9.figshare.28023449.v1
title: Supplementary Material for: Discrimination of T-stage using tumor weight and size - a potential approach to guide perioperative decision making in patients with bladder cancer

description: Introduction: 
To examine the value of tumor size, weight, and density in predicting pathological tumor stage in patients with suspected bladder cancer (BCa), minimize interobserver variability of estimated tumor size, and thus provide a more objective instrument to describe the extent of local tumor growth.

Methods: 
An institutional dataset of 588 consecutive patients undergoing TUR-BT for suspected BCa from 05/2016 - 09/2018 was used. Separate Mann-Whitney-U tests examined differences in each unit between non-muscle-invasive (NMIBC) and muscle-invasive BCa (MIBC) and between Ta/CIS and T1 NMIBC. Intraoperative tumor size, weight, and respective density were calculated. We then calculated multivariable logistic regression models to examine each unit's predictive value and distinguish between endpoints.

Results: 
Overall, 367 patients undergoing TUR-BT were diagnosed with BCa. In patients with MIBC (n=73), the median size (p&lt;0.001) and weight (p&lt;0.001) were higher compared to NMIBC. In contrast, tumor density (p&lt;0.001) was lower. On multivariable analysis, increasing size and weight were associated with higher odds of T1 (size: OR 2.50, 95%CI 1.87-3.35; weight: OR 1.65, 95%CI 1.26-2.15) and muscle-invasive disease (size: OR 1.51, 95%CI 1.29-1.78; weight: OR 1.09, 95%CI 1.03-1.15). Meanwhile, an increasing density was associated with lower odds of both outcomes (T1:OR 0.96, 95%CI 0.89-1.02; MIBC: OR 0.81, 95%CI 0.69-0.96). 

Conclusion: 
In patients diagnosed with BCa, tumor size, and weight showed similar predictive power concerning T1 NMIBC and MIBC. Tumor density failed to predict the local tumor stage sufficiently. These results may lay the foundation for improving objective measurement of the local tumor burden in patients with BCa and may help guide further immediate treatment decisions.
DOI: 10.6084/m9.figshare.28683623.v1
title: Whistle rate determinants in wild bottlenose dolphins: behaviour, location, and group size

description: Bottlenose dolphins are highly social animals that communicate through complex vocal signals, making them a compelling species for the study of underwater animal communication. This study investigates the determinants of whistle production in wild bottlenose dolphins by analysing a dataset from two distinct study areas. Over a 15-year period, 189.1 h of acoustic recordings were collected from 464 sightings of free-ranging bottlenose dolphins in Mediterranean waters (Sardinia, Italy) and Atlantic waters (Galicia, Spain). Acoustic data were collected alongside synchronous surface observations, including data on behaviour and group size. Focal group Whistle Rate (defined as the number of whistles per minute emitted by the observed focal dolphin group) was modelled using Generalised Linear Mixed Models (GLMMs) on randomly selected acoustic samples, to minimise pseudo-replication and temporal correlation. Results indicate that Whistle Rate increases with group size, is higher during active behaviours such as socialising and feeding and is significantly different across populations. The combination of the long-term dataset and the comparison of two ecologically distinct locations suggest that whistle production is not only driven by individual variables but also by the interactions of social and behavioural factors unique to each underwater environment, advancing our understanding of vocal communication in bottlenose dolphins.
DOI: 10.17605/osf.io/rq3et
title: HBCD_motion_test_data

description: An example dataset to ensure if the processing pipeline works as expected
DOI: 10.6084/m9.figshare.28754483.v1
title: IMPROVEMENT OF STELLANTIS CONCERN LOW-TONNAGE COMMERCIAL VANS CLUTCH PEDAL

description: The article examines the issue of extending the life cycle of the operation of lowtonnage vans of the Stellantis concern. These vehicles are widely used by farms in Ukraine to transport spare parts for agricultural machinery, fertilizers, dry fodder mixtures, fuel and lubricants, etc. As a result of long-term operation, a failure of the pedal connection with the clutch master cylinder rod was discovered. This happens due to lack of lubrication and mechanical wear, destruction of the plastic bushing. The author's team proposed a certain constructive improvement. It consists in replacing individual parts with more reliable ones. The proposed technical solution will significantly increase the reliability of the use of the node and save money on repairs.
DOI: 10.6084/m9.figshare.5110750.v3
title: Juniperus phoenicea chorology

description: Distribution map of Phoenician juniper (<i>Juniperus phoenicea</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn"). <br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com). <br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007 <br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01
DOI: 10.6084/m9.figshare.21429357.v1
title: covid respi.xlsx

description: Raw data
DOI: 10.6084/m9.figshare.21904305.v2
title: aDNA_Aegean_Skourtaniotietal2023.1240K.ind

description: List of individuals with genotype data (*.geno).
DOI: 10.6084/m9.figshare.24124092.v1
title: GUSTO_nongenetic_demo_withNA.csv

description: for "<b>Comparing feature selection and machine learning approaches for predicting </b><b><i>CYP2D6</i></b><b> methylation from genetic variations</b>"
DOI: 10.6084/m9.figshare.12959825.v1
title: Data from: Invasion dynamics of the European bumblebee Bombus terrestris in the southern part of South America

description: Data from: Fontúrbel, F.E., M.M. Murúa & L. Vieli (2021) Invasion dynamics of the European bumblebee Bombus terrestris in the southern part of South America. Scientific Reports.
DOI: 10.6084/m9.figshare.28139807.v3
title: Dataset of filamentous cyanobacteria density and N<sub>2</sub> fixation rates on the ECS shelf during spring and autumn in 2021

description: The filamentous cyanobacteria density and N<sub>2</sub> fixation rates in the ECS during Spring and Autumn of 2021.
DOI: 10.6084/m9.figshare.29182778.v1
title: External rewards and EFL learning motivation

description: This dataset encompasses seven key variables related to external rewards and learning motivation: result-based external rewards (RER), participation-based external rewards (PER), learner autonomy (LA), intrinsic motivation toward experiences (IM-E), intrinsic motivation toward knowledge (IM-K), intrinsic motivation toward achievement (IM-A), and EFL academic performance (EFL-AP). While the complete collection contains 312 validated entries, we can only upload a subset of the data (100 entries) due to the ethics committee's data protection requirements. Nonetheless, we believe this subset will accurately reflect the overall trends of the dataset.
DOI: 10.6084/m9.figshare.26761927.v2
title: <b>Chromosome-scale whole genome assembly and annotation of the Jamaican field cricket </b><b><i>Gryllus assimilis</i></b>

description: <i>Gryllus assimilis</i>, commonly known as Jamaican field cricket, is an edible insect with significant economic value in sustainable food production. Despite its importance, a high-quality reference genome of <i>G. assimilis</i> has not yet been published. Here, we report a chromosome-level reference genome of <i>G. assimilis </i>based on Oxford Nanopore Technologies (ONT) sequencing, Illumina sequencing, and Hi-C technologies. The assembled genome has a total length of 1.60 Gbp with scaffold N50 of 102 Mbp, and 96.80% of the nucleotides was assigned to 15 chromosome-scale scaffolds. The assembly completeness was validated using BUSCO, achieving 99.5% completeness against the arthropoda database. We predicted 27,645 protein-coding genes, and 825 Mb repetitive elements were annotated in the reference genome. This reference genome of <i>G. assimilis </i>can provide a basis for the subsequent development of genomic resources, offering insights for future functional genomic studies, comparative genomics, and DNA-informed breeding of this species.
DOI: 10.6084/m9.figshare.3565668.v1
title: Appendix B. Additional details on the protocol followed and the original sources used to build the tolerance data set and to standardize the rankings of tolerance obtained from different sources and for species from different continents.

description: Additional details on the protocol followed and the original sources used to build the tolerance data set and to standardize the rankings of tolerance obtained from different sources and for species from different continents.
DOI: 10.6084/m9.figshare.7150892.v1
title: Front view flower photographs

description: Front view flower photographs of 41 species (65 accession) of Nicotiana.<br>
DOI: 10.6084/m9.figshare.25013852.v1
title: Spot records with contexts and notes, in Italy

description: This dataset includes 'spot records’ which refer to burials, pot content or other special contexts, obtained from one spot study, or material preserved in museums and not extracted from known stratigraphy.
DOI: 10.6084/m9.figshare.26316703.v1
title: Raw Nighttime Light Pollution Data of Chattogram District

description: This study investigates the trend of light pollution in Chattogram, Bangladesh, over a 30-year period from 1992 to 2021. Utilizing nighttime satellite data from the DMSP/OLS and VIIRS, the research applies higher-order multiple regression analysis with 2012 as the reference year. Findings reveal a significant increase in light pollution, from 9.2% in 1992 to 24.3% in 2021, with the most pronounced rise in the south-west direction. The Chattogram Metropolitan area experiences the highest levels of light pollution, followed by adjacent regions. A strong positive correlation is identified between built-up areas and light pollution, particularly in the metropolitan area (R² = 0.508). The study attributes the increase in light pollution to uncontrolled urban expansion, industrial growth, and excessive port illumination. Recommendations include regulating urban and industrial development and controlling nighttime lighting to mitigate light pollution. This research aims to support environmental conservation planning and assist organizations in identifying and addressing light pollution zones through effective nighttime environmental policies.
DOI: 10.17632/tkwzysr4y6
title: Prediction of Venous Thromboembolism in Diverse Populations Using Machine Learning and Electronic Health Records

description: Contains resources needed to train, test, and analyze performance of gradient boosting models used to predict venous thromboembolism (VTE) from electronic health record (EHR) data. "Code for analyses" folder: Contains code we used for the analyses in our paper. Prediction.ipynb: Contains code needed to run trained models. Small, Medium, and Large.xlsx: Excel templates to correctly format data for prediction generation. Models.zip: Contains trained models. Note that this is 0.4 GB once unzipped. Analysis.ipynb: Contains code used to train the models. Dependencies: Python 3.10.9; Pandas 1.5.1; LightGBM 3.3.2.
DOI: 10.17632/x8yntd5pd5
title: Data for: Reference and comparison values for ecological indicators in the evaluation of areas undergoing restoration in the Brazilian Atlantic Forest

description: Raw data of reference values collected in the literature and from a monitoring database in the Brazilian Atlantic Forest.
DOI: 10.6084/m9.figshare.24065970.v1
title: Large-scale recording of neuronal activity in freely-moving mice at cellular resolution

description: Raw data files for individual animals used in figure(s) 2b,c,d; 3d, supplementary figures 6 and 10.
DOI: 10.17632/smmtrnz5nb
title: BEEP-G: A Bi-Directional EnergyPlus Interoperability Method Integrated in BIM-Based Generative Design Workflows for Automated Energy-Efficient Building Envelope Design

description: This dataset includes the simulation file structures, results, relevant Dynamo-Python scripts, and External python scripts of BEEP-G workflow.
DOI: 10.4121/21207662.v2
title: Data underlying the article: "Ultrahigh Dynamic Range and Low Noise Figure Programmable Integrated Microwave Photonic Filter"

description: Data underlying the article: "Ultrahigh Dynamic Range and Low Noise Figure Programmable Integrated Microwave Photonic Filter".
The data set consists of several different measurement results for the modulation transformer, double injection ring resonator, and microwave photonic filter responses as published in the resource article. 
All data is stored in files using the CSV-format. 
The set is structured to give the data per figure (subfigure), where each subfigure has a folder containing a README-file describing the data in that folder.
DOI: 10.6084/m9.figshare.12236957.v1
title: Dataset for Modeling Climate Change and Health in Uganda-East Africa

description: Climate change, that is a threat to ecosystems and the livelihoods of those that depend on them, is increasingly manifesting as an increased frequency and intensity of severe weather events such as droughts and floods (Déqué et al., 2017). Climate change has created an urgent need for early warning aids or models to enhance the sub-Saharan African health systems ability to prepare for, and cope with escalations in treatment needs of climate sensitive diseases (Nhamo & Muchuru, 2019). This dataset was created from the health and weather data of nine purposively selected study districts in Uganda, whose health and weather data were available for the development of an early warning health model (https://github.com/CHAIUGA/chasa-model) and an accompanying prediction web app (https://github.com/CHAIUGA/chasa-webapp). The districts were selected based on the following criteria: (a) were experiencing climate change and variability, (b) represented different climatologic, and agro-ecological zones, (c) availability of climate information and health information from a health facility within a 40 kilometres radius of a functional weather station. Historical weather data was retrieved from the Uganda National Meteorological Association databases, as monthly averages. The weather variables in this data included: atmospheric pressure, rainfall, solar radiation, humidity, temperature (maximum, minimum and mean), and wind (gusts and average wind speed). The monthly health aggregated data for the period starting September 2018 to December 2019, was retrieved from the National Health Repository (DHIS2) for referral hospitals within the selected districts. Only data for a selection of climate-sensitive disease aggregates was obtained. The dataset contains 436 complete matched disease and weather records. Ethical issues: Both the de-identified aggregate monthly disease diagnosis count data and weather data in this dataset are from national data available to the public on request.
DOI: 10.17632/4r25x9sc7k
title: A Real-time Dataset of Air Pollution Monitoring Generated Using IoT

description: IoT devices are used in the data-gathering procedure to get real-time information on air pollution in Dhaka, Bangladesh. The hardware design is made to ensure that suitable sensors are fitted to detect the levels of carbon monoxide, nitrogen dioxide, sulfur dioxide, ozone, particulate matter 2.5, and particulate matter 10. To facilitate connectivity with the IoT devices, the Arduino IDE code was uploaded. The appropriate Excel file is opened after starting the Excel data streamer. The Arduino IDE chooses the proper COM port to connect the IoT devices to the PC. The gathered data are stored in a designated file location to facilitate analysis and interpretation. This approach enables future research and decision-making procedures about air pollution in Dhaka. It also ensures continuous monitoring and complete assessment of air quality metrics.
The record of the dataset is 1 lac 55 thousand 4 hundred 6.
DOI: 10.6084/m9.figshare.12520058.v1
title: Supplementary material 13: Bayesian trees and in-/output files (morphological and molecular data)

description: Resulting Bayesian trees as TREE-files together with the corresponding input-/output-files from the analysis.