cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.11796498.v5
title: GEOSPATIAL-PYTHON-DATASETS.zip

description: This is a slimmed down version of the NEON Spatio-temporal Teaching Data Subset, which is available at https://figshare.com/articles/Spatio_temporal_Series_Teaching_Data_Subsets/2009586 . It's used in the Carpentries Geospatial Python workshop (currently in incubator stage) and removes unused hillshade files and adds WGS84 DTM and DSM files.<br>CONTENTS:<br>NEON-DS-Site-Layout-Files: A set of shapefiles for the NEON's Harvard Forest field site and US and (some) state boundary layers.<br>NEON-DS-Airborne-RemoteSensing: LiDAR data including a canopy height model, digital elevation model and digital surface model for NEON's Harvard Forest and San Joaquin Experimental Range field sites.<br>amsterdam-vector and raster file for amsterdam farms, groundwater monitoring wells, and dikes<br><br>
DOI: 10.6084/m9.figshare.13727815.v3
title: Spatiotemporal patterns in the woodiness of flowering plants

description: Data for analysis
DOI: 10.6084/m9.figshare.17158139.v1
title: Temporal trends in lung cancer survival: a population-based study

description: Lung cancer is the number one cancer-related cause of death in Sweden and worldwide. In most countries, five-year survival estimates vary between 10% and 20% with evidence of improved survival over time. Over the last decades, the management of lung cancer has changed including the introduction of national guidelines, new diagnostic procedures and treatments. This study aimed to investigate temporal trends in lung cancer survival both overall and in subgroups defined by established prognostic factors (i.e., sex, stage, histopathology and smoking history). We estimated one-, two-, and five-year relative survival, and excess mortality, in patients diagnosed with squamous cell carcinoma or adenocarcinoma of the lung between 1995 and 2016 in Sweden. We used population-based information available in a national lung cancer research database (LCBaSe) generated by cross-linkage between the Swedish National Lung Cancer Register and several Swedish health and sociodemographic registers. We included 36,935 patients diagnosed with squamous cell carcinoma or adenocarcinoma of the lung between 1995 and 2016. The overall one-, two- and five-year survival estimates increased between 1995 and 2016, from 38% to 53%, 21% to 37%, and 14% to 24%, respectively. Over the study period, we also found improved survival in subgroups, for example in patients with stages III-IV disease, patients with adenocarcinoma, and never-smokers. The excess mortality decreased over the study period, both overall and in all subgroups. Lung cancer survival increased over time in the overall lung cancer population. Of special note was evidence of improved survival in patients with stage IV disease. Our results corroborate a previously observed global trend of improved survival in patients with lung cancer.
DOI: 10.6084/m9.figshare.23648901.v1
title: <strong>Table III</strong>. Discriminant validity (Fornell–Larcker criterion and heterotrait–monotrait ratio, HTMT)

description: Discriminant validity results: Fornell–Larcker and heterotrait–monotrait ratio (HTMT) criteria.
DOI: 10.6084/m9.figshare.24138777.v1
title: protein.txt

description: This is a part of the toy dataset (total of 4 files including labels) provided by the CustOmics authors and available on their GitHub repository: https://github.com/HakimBenkirane/CustOmics/blob/main/toy_data/protein.txtIn this dataset, protein data are provided with one probe per row and one column per subject.
DOI: 10.6084/m9.figshare.25416247.v3
title: <b>A Database</b><b> </b><b>of Electrochemical</b><b> </b><b>Stabilit</b><b>y</b><b> </b><b>Windows</b><b> </b><b>containing </b><b>Over</b><b> </b><b>1500</b><b> </b><b>Solid-State Inorganic Compounds</b>

description: A high-accuracy electrochemical stability window database of 1501 solid-state inorganic compounds.
DOI: 10.6084/m9.figshare.28424744.v1
title: pig_annotation.zip

description: The genome annotation files for Min and Rongchang pigs are provided; please note that our annotation work is still ongoing.
DOI: 10.6084/m9.figshare.7011272.v1
title: Sequence and supplementary data for "Dietary habits of two to nine year old American children influence gut microbiome composition."

description: Three sequence data files and one metadata table are provided. The sequence files includes the forward (R1), reverse (R2), and index (I1) sequence files of the variable region 4 (V4) of bacterial 16S rRNA genes extracted from human fecal samples. The metadata table includes the index barcodes to demultiplex the raw sequence files and other demographic data on each study participant. Three supplemental data files are also included. These files include the survey instrument used, the responses to the survey, and the average dietary intake of study participants.<br>
DOI: 10.6084/m9.figshare.7593971.v1
title: Testing literature-based health experience insight cards in a healthcare service co-design workshop

description: Literature can be useful in co-designing healthcare when transformed into a accessible and creative format. This study explores how a card tool developed from literature (Health Experience Insight Cards) can be used in healthcare co-design. The card tool was used in a pilot co-design workshop with six participants (Male=3, Female=3). Group A included people with only professional experience and Group B included people with a combination of personal and professional experience with diabetes. Both groups used the cards, in a storytelling activity to explore the patient experience. Interaction analysis identified three types of interaction that resulted from the storytelling activity: (a) applying the insight from the card to the character/story, (b) discussing real life and (c) discussing experiences. Differences in interactions were found between the two groups. An empathetic dialogue between stakeholders was developed by the group with only professional experience. Experience sharing was triggered between the group with professional and personal experience. The Health Experience Insight Cards offer a useful way to communicate insights from existing literature for use in co-designing health experiences. In our pilot study, the cards triggered discussion, enabled participants in the co-design workshop to discuss the health experience literature, related real-life issues and people’s experiences.
DOI: 10.6084/m9.figshare.25303339.v1
title: Data for the article entitled "Linkage between community assemblage of floral traits and pollinator fauna: A comparison among six geographical regions" provided as private-for-peer review

description: • The persistence of angiosperm communities largely depends on pollinator-mediated interactions. However, the importance of plant-pollinator interactions has often been overlooked in studies of plant community assembly. This study aims to assess the influence of plant-pollinator interactions on the assembly of plant communities.• We compared the distribution of three floral traits (color, symmetry, and tube length) across approximately 650 animal-pollinated plant species in six plant communities located in distinct geographical regions: Mongolian grassland, Japanese grassland, Japanese alpine zone, Swedish subalpine zone, Swedish alpine zone, and New Zealand alpine zone. Additionally, we examined the pollinator fauna in each community, focusing on the taxon-specific usage of floral traits by pollinators.• The composition of all floral traits was predictably linked to the taxonomic composition of the pollinator fauna and the taxon-specific preferences of pollinators for certain floral traits. Furthermore, the dispersion of floral morphology depends on the composition of pollinator fauna, rather than by the phylogenetic dispersion of plant communities. Interestingly, while composition of flower symmetry was largely linked to plant family composition, compositions of flower color and tube length were almost independent of plant family composition.• Our study suggests that pollinator fauna influences the assembly of floral traits. Analysis considering plant family composition suggests that the assembly process could be either ecological, where plant-pollinator interactions select for specific functional traits from a pre-existing pool, or evolutionary, where traits evolve in response to the pollinator environment within a community. This highlights the dual pathways through which pollinator fauna influences plant community assemblages.
DOI: 10.6084/m9.figshare.28347830.v1
title: METR-LA

description: Traffic datasets for ICCPS "Uncertainty Quantification for Physics-Informed Traffic Graph Networks"
DOI: 10.6084/m9.figshare.28938497.v2
title: Mechanical performance of samples extracted from FGF boxes or manufactured by injection moulding or compression moulding

description: This figure presents the mechanical properties of specimens extracted from FGF-manufactured boxes, highlighting their comparative performance against injection-moulded and compression-moulded parts made from the same pellets. The FGF specimens are evaluated in two orientations – 0° and 90° relative to the filament extrusion direction – allowing to understand the anisotropic characteristics in strength and stiffness. The data for injection-moulding using virgin CF/PEEK pellets are taken from Syensqo datasheets.FGF: Fused-Granular-Fabrication. AM Flexbot E25 from CEAD Group. Nozzle: 9mm Extrusion Temperature: 380-400°CRecycled CF/PEKK-PEEK Pellets: Manufactured by Syensqo. Derived from CF/PEKK prepreg tape edge trim (TET) waste.Virgin CF/PEEK Pellets: Manufactured by Syensqo. KetaSpire® KT-880 CF/PEEK
DOI: 10.6084/m9.figshare.8397224.v4
title: R code "Blood Sweat and Tears"

description: Supplementary material, Raw data and R code used for the analyses andpreparation of figures presented in:Lefort, M.C., Cruickshank, R.H., Descovich, K., Adams, N.J., Barun, A., Emami-Khoyi, A., Ridden, J., Smith, V.R., Sprague, R., Waterhouse, B. and Boyer, S., 2018. Blood, sweat and tears: a review of non-invasive DNA sampling. <i>bioRxiv</i>, p.385120.
DOI: 10.17632/5m7md55pyt
title: Datos cualitativos proyecto Promoción de la Salud Bucal en la Primera Infancia

description: En el documento se encuentran las transcripciones de los grupos focales y los diarios de campo correspondientes a un proyecto participativo realizado en Colombia para la promoción de la salud bucal de la primera infancia con agentes educativas y cuidadores
DOI: 10.17632/tw2jm3fh3g
title: Replication Package for "Collateral Value Uncertainty and Mortgage Credit Provision"

description: Replication package for "Collateral Value Uncertainty and Mortgage Credit Provision” by Erica Xuewei Jiang and Anthony Lee Zhang.
DOI: 10.6084/m9.figshare.16909126.v4
title: Tipping points of marine phytoplankton to multiple environmental stressors

description: Please downloaded the codes.zip, model data.zip, and workflow output.zip.
Extract the contents of these three files into one folder.
<br>
Codes.zip contains R and python codes for this work.
model data.zip contains data used for model building and analyses.
workflow output.zip contains all raw data for analysis and visualization. 
<br>
Please be free to contact me if you have any reviews, comments, or questions.
<br>
https://www.researchgate.net/profile/Zhan-Ban/
banzhan@mail.nankai.edu.cn
<br>
DOI: 10.6084/m9.figshare.3578313.v1
title: Mapping file of InChIStrings, InChIKeys and DTXSIDs for the EPA CompTox Dashboard

description: The foundation of chemical safety testing relies on chemistry information such as high-quality chemical structures and physical chemical properties. This information is used by scientists to predict the potential health risks of chemicals.The iCSS CompTox Dashboard is part of a suite of dashboards developed by EPA to help evaluate the safety of chemicals. The dashboard provides access to a variety of information on over 700,000 chemicals currently in use. Within the dashboard, users can access chemical structures, experimental and predicted physicochemical and toxicity data, and additional links to relevant websites and applications. It maps curated physicochemical property data associated with chemical substances to their corresponding chemical structures.This data are compiled from sources including the EPA’s computational toxicology research databases, and public domain databases such as the National Center for Biotechnology Information’s PubChem database. This dataset is a mapping file between the dashboard chemicals and the associated InChIStrings and InChIKeys. This file is the version produced by an export of the database on July 1st 2016
DOI: 10.6084/m9.figshare.5554507.v1
title: Experiment CLA-SubjectB-151020-3States

description: Experiment in which subject performed 3 imageries of left and right hand motion and a passive state.
DOI: 10.17632/fx279m39p8
title: Data for: Understanding online fashion retailers (OFR) in India: A multi-criteria decision approach

description: The data depicts the practices of decision making in online fashion retail.
DOI: 10.6084/m9.figshare.26140717.v2
title: CJ Graduate Student Survey_Sobba.sav

description: The current dataset contains a sample of graduate criminal justice students from a regional midwestern university. The data were gathered in Spring 2024. The population was 27 students. There were a total of 16 students who responded to the online survey which was 59.3% of the total graduate CJ student population at this university. The survey was conducted through Qualtrics.Questions asked included: demographics, criminal justice graduate advising benefits and improvements, advising styles, criminal justice graduate program benefits and improvements, and final comments.
DOI: 10.6084/m9.figshare.27201291.v1
title: Padua daily precipitation 1725-2024

description: Daily precipitation observations collected in Padua (Italy) from 1725.Complete_series contains the daily precipitation between 12/01/1725 and 30/06/2024. Flags are also indicated, reporting the source of each value. The meaning of the flags is reported in the file Metadata.September and October 1825 have many gaps, at monthly level they can be infilled using the observations taken in Venice by A.M. Traversi at Liceo S. Caterina (now Liceo Marco Foscarini): 56.5 and 90.5 mm, respectively.
DOI: 10.6084/m9.figshare.5566969.v1
title: Color coordinates, CCT and CRI of the mounted LEDs with PiGs.

description: Color coordinates, CCT and CRI of the mounted LEDs with PiGs.
DOI: 10.6084/m9.figshare.9917831.v1
title: Bill of material quantities - Data granularity for life cycle modelling at an urban scale

description: Bill of material quantities for the paper "Data granularity for life cycle modelling at an urban scale".
DOI: 10.17632/48yt3j4j2p
title: Data for: Long Short-Term Memory-Based Deep Recurrent Neural Networks for Target Tracking

description: The dataset we simulated for our experiments in the "Long Short-Term Memory-Based Deep Recurrent Neural Networks for Target Tracking". It contains training dataset we used to train our networks and test data we used to obtain the results in the paper.
DOI: 10.17632/snv9b69j7j
title: Network-simulations_files

description: This folder contains the Mathematica codes for the numerical examples in the paper "Are two networks one too many? Optimal network sizes under uncertain technological progress"
DOI: 10.6084/m9.figshare.12089523.v1
title: OTU Table

description: OTU table
DOI: 10.6084/m9.figshare.12408866.v1
title: Raw Data and Code

description: Contains all raw data and code necessary to reproduce the results in Brandl et al.
DOI: 10.6084/m9.figshare.19665315.v1
title: ChEBI datasets

description: ChEBI dataset in Turtle, N-Triples, JSON-LD, and RDF/XML. https://www.ebi.ac.uk/chebi/
DOI: 10.6084/m9.figshare.22691461.v1
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.17632/7tkyg4fvhb
title: Supplemental Table 3: Hair loss diagnostic codes, following ICD-10

description: This table contains the ICD-10 hair loss codes applied within a single-center retrospective chart review broadly investigating the management of hair-related disorders among transgender and gender-diverse patients.
DOI: 10.17632/gy79dgksgg
title: Data for: Solvent mixing generating air bubbles as a template for polydopamine nanobowl fabrication: underlying mechanism, nanomotor assembly and application in cancer treatment

description: Fabrication of hollow or bowl-like materials using gas bubbles as templates is an attractive technique. However, it is challenging to develop simple and mild methods that produce nanosized and homogeneous gas bubble templates. Herein, excess air could outgas in the form of bubbles by mixing water and water-soluble solvents in the proper proportion. And polydopamine (PDA) nanobowls are fabricated using these bubble templates.
DOI: 10.17632/mnk3wzhs3t
title: Revisiting Factors Influencing Strategies for Enhancing Pre-service Teachers’ Digital Competencies

description: In the end, there were a total of 387 respondents, all of whom were pre-service normal students who had already participated in educational internships.
DOI: 10.17632/ps8mtmtmvv
title: Data on Race, Inequality, and Social Capital in the U.S. Counties

description: This data set is associated with the article “Race, Inequality, and Social Capital in the U.S. Counties” published in The Social Science Journals. It provides covariates to understand the variation of social capital across the U.S counties in both 2009 and 2014.
DOI: 10.6084/m9.figshare.1226593.v1
title: hs cloro

description: quimico en relacion a usuarios
DOI: 10.6084/m9.figshare.28079846.v1
title: Onion (Allium cepa L.) DHW30006 Genome Information

description: Onion (<i>Allium cepa</i> L.) is an economically valuable crop, but its large, repeat-enriched genome makes genome assembly difficult and limits molecular breeding and biological studies. Herein, we present a chromosomal-level reference genome assembly of the double-haploid onion line DHW30006, constructed by combining PacBio, Illumina, and Hi-C sequencing approaches. The assembled genome totaled 12.77 Gb, with 65,730 gene models, and was anchored to eight pseudo-chromosomes covering 12.07 Gb (94.5%), with a scaffold N50 of 1.40 Gb. DHW30006 onion genome contained improved gene models covering approximately 580 Mb (4.54%) of the genic regions with an average gene length of 8,827 bp and 5.48 exons per gene. These gene models represented the most improved annotation among <i>Allium</i> genomes. This onion genome will serve as a valuable resource for breeding and biological research in <i>Allium</i> plants.
DOI: 10.6084/m9.figshare.12672248.v1
title: MVLR DevOps in an ISO 13485 - Extracted

description: List of extracted sources with exclusion criteria and quality assessment
DOI: 10.6084/m9.figshare.1377862.v2
title: Support for the microgenderome: Associations in a human clinical population. Dataset

description: Data from 274 patients diagnosed with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) during treatment at a Melbourne specialist clinic during 2011-2013. Microbial composition from stool analyses from the patient's large colon are presented for anaerobic (Bacteroides, Bifidobacterium, Clostridium, Eubacterium, and Lactobacillus) and aerobic genera (Escherichia Coli, Streptococcus, Enterococcus). Exponent values reflect microbial frequency (viable count) in colony-forming units per gram (CFU/g). The predigit values are also presented for completeness. The percentage of each genus shows the proportion calculated against respective anaerobic/aerobic genera identified during faecal microbial assesment. The relative abundance (RA) of each genus was calculated by the ratio of genera count divided by total detectable bacteria count expressed as a percentage. Each patient completed the Bioscreen Patient Questionnaire and the Impact Score (severity x frequency: range 0-16) are shown for the 88 individual items. Scores for the 13 ME/CFS factors are presented.
DOI: 10.6084/m9.figshare.24633105.v1
title: Customer Satisfaction Response to Artificial Intelligence Tools Usage During Online Shopping

description: Artificial intelligence (AI) is a technology that enables products to be combined with new features and create innovative customer experiences . A lot of businesses have embraced various AI tools to offer customer care interactions. Research gaps arise from an unclear picture of how customers' experience with online shopping will be affected by the experience and usage of AI tools. This study aims to predict satisfied online shoppers based on their usage experience with AI tools, by leveraging data mining methods and machine learning techniques. Data was collected from India, China, and Canada in 2021 and 2022 by distributing online survey to online shoppers with exposure to AI tools. Five machine learning algorithms; decision tree, random forest, naïve bayes, gradient boosted tree and multilayer perceptron neural network techniques were applied and compared to predict satisfied shoppers using. Overall, all the models showed a prediction accuracy of more than 86.5% f-score value and random forest outperformed with 91.5% f-score value. The findings demonstrated that the online retail business can identify satisfied customers with 91.5% accuracy using machine learning. Business can derive such data-driven actionable knowledge from integrating machine learning into their operations, resulting in a more satisfied customer base and a more efficient and competitive business model.
DOI: 10.6084/m9.figshare.3465407.v5
title: Computational fluid dynamics modelling of left valvular heart diseases during atrial fibrillation

description: Computational fluid dynamics modelling of left valvular heart diseases during atrial fibrillation, Scarsoglio, S. and Saglietto, A. and Gaita, F. and Ridolfi, L. and Anselmino, M., 2016, PeerJ 4:e2240 https://doi.org/10.7717/peerj.2240<br><br>Data, main codes and post-processing scripts are available.<br>
DOI: 10.6084/m9.figshare.3562290.v1
title: Appendix D. Description of the model selection procedure and model output for the full and minimum adequate models.

description: Description of the model selection procedure and model output for the full and minimum adequate models.
DOI: 10.6084/m9.figshare.8798345.v2
title: AID1.rar

description: The images in this dataset are downloaded from Google Earth. It comprises 30 categories with a total of 10,000 images. It is a large datasets and is uploaded in parts.<br>Xia GS, Hu J, Hu F, Shi B, Bai X, Zhong Y, et al. AID: A benchmark data set for performance evaluation of aerial scene classification. IEEE Transactions on Geoscience and Remote Sensing. 2017;55(7):3965-3981.<br>