cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.4042488.v1
title: Data and Code to reproduce Evans et al 2016 "Data-driven identification of potential Zika virus vectors"

description: This repository contains data files and R code (in an Rmd document) to reproduce analysis and figures from a manuscript entitled "Data-driven identification of potential Zika virus vectors" by Evans et al.<br>Once 'unzipped', Rmd files will render appropriately if directory structure is respected.<br>Be aware that these models use over 6 GB of memory each, and are set to run on 12 cores.<br>
DOI: 10.6084/m9.figshare.4924694.v1
title: Fileset: Procedure for transforming 3D computed tomography (CT) skull and face models to a common orientation.

description: This fileset provides figures, a spreadsheet, and a Meshlab script for transforming 3D skull and face models reconstructed from computed tomography (CT) scans to a common orientation (Frankfurt Horizontal with Nasion centered). The spreadsheet requires x-, y-, z-coordinates for Nasion (N), Left Orbitale (OrL), Left and Right Porion (PoL and PoR). After the coordinates are pasted in, the spreadsheet calculates the rotations and translation to orient the skull and/or face model so that N is at x = 0, OrL, PoL, and PoR are at z = 0, and PoL and PoR are at y = 0. The calculated values can be applied to the 3D skull and face models within Meshlab following the steps outlined in the figures.<br>The figures outline the steps for entering the numbers manually, step-by-step in the appropriate Meshlab filters, while the attached Meshlab script (.mlx) allows the steps to be run all at once after entering the appropriate values into the script.<br><br>This procedure will allow pre-existing 3D head models to be rotated and translated into a common orientation for use in forensic craniofacial identification research and practice, to include forensic facial approximation and craniofacial superimposition. The standardized orientation will allow the visualization and quantification of the relationships of bone and soft tissue anatomical landmarks in front view, profile view, and in any axis.
DOI: 10.17632/v5h6f8wnkc
title: Seatle and MEdford US_Data_2015-2018

description: Seattle and Medford hourly solar irradiance dataset for the year 2018.
DOI: 10.6084/m9.figshare.2008689.v8
title: Comparing FTTP and FTTN costs for NBN Australia

description: These models (xls, Numbers for Mac OS X, csv) compare the Capital costs (CAPEX), Operating costs (OPEX) and revenue generated for a single household. The aim primarily is to compare the upfront and continuing costs and revenues of a household connected to FTTN (Fibre to the Node) and FTTP (Fibre to the Premises). Original analysis in OSX Numbers (one page), translated into XLS (multi-page), CSV (multi-file). <br>Variables include: (1) CAPEX, (2) annual OPEX, (3) annual revenue, (4) Life of asset.The model also compares FTTP not starting until (5) Year X, where X is supplied by the user. The model also allows (in Numbers) to set yearly period of output e.g. annual, each decade, half-decade etc.<br>V2 Now updated with discounted cash flow and discounted GDP impact in DCF files. 08.01.16<br>V3 Now updated with GDP boost (externality 1%, 2% variable) in DCF_Externality files. 25.01.16.<br>V4 Now included graphical heat map showing assumptions favouring FTTN or FTTP. Blog post 6 describes further. Javascript, in html file added within.<br>V5 Updated model to include Delta FTTP/FTTN calc as used in Heatmap.<br>V6 Added heat map image, so shows up in preview.V7 Add image of raw data; from Optus HFC Overbuild doc.Original source (Delimiter): see link below.<br>The model calculates breakeven; based on CAPEX, OPEX and Revenue. The model calculates yearly Cash balance (net costs and revenues), profit (adding depreciation and subtracting CAPEX), and GDP impact i.e. Revenue, plus costs, plus profit/loss of NBN Operator.<br><br>Current issues with model:- life span of FTTN (est = 10 years; FTTP set conservatively to 25 years)- current Revenue and OPEX figures are assumed annual with no changes over time- FTTN figures after ten years, especially for revenue are not likely to be stable- customer satisfaction for FTTN likely to decline as relative speed compared to FTTP declines, not accounted for- does not account for HFC<br><br>Further description in blog post attached.NBN is the National Broadband Network, a 2007 project to connect all Australians to faster broadband. The 2009 ALP Government proposed connecting 93% to FTTP, while the 2013 Liberal National Coalition proposed connecting 25% of household to FTTN, 25% to FTTP and 40% to HFC. Remainder is wireless and satellite like the ALP proposal. The NBN is expected to complete in 2020 under the Coalition and 2025 under ALP proposals.
DOI: 10.6084/m9.figshare.c.3597221_d7.v1
title: Additional file 4: of Co-linearity and divergence of the A subgenome of Brassica juncea compared with other Brassica species carrying different A subgenomes

description: Comparison between the three A subgenomes. Ten sheets present the comparison from A1 to A10 among the three A subgenomes. The lines with blue color in one segment show an inversion event. (XLSX 2894Â kb)
DOI: 10.17632/fcrk8wc93p
title: School Teachers' Reflection on Emergency Remote Teaching-Learning: Indian Dataset

description: The unprecedented gravity of crisis caused by Covid-19 has impacted every sphere of life and education is one of the worst affected which may have long lasting effects on society.  With the nationwide lockdown being enforced, all teachers were thrown into a new unforeseen, unprecedented situation without any mental preparation. The teachers at the school level were struggling hard to cope-up with the situation either with institutional support or even without it.  Our research aim was how the teachers are reflecting on their response to such Emergency Remote Teaching-learning. The information was obtained from Indian teachers who usually taught any school subject at the secondary level in a school in West Bengal, India, and those who were forced to start online or remote teaching-learning owing to the abrupt suspension of school hours.  A four point Likert scale was used for collecting data.
DOI: 10.6084/m9.figshare.24391240.v2
title: Frontier HPC & Facility Data

description: This dataset captures waste heat data from an ORNL HPC data center, aiming to guide future research on optimizing waste heat recovery in large-scale data centers, especially those of HPC caliber
DOI: 10.6084/m9.figshare.24599196.v1
title: ValiTex Data

description: This is the dataset underlying the ValiTex framework
DOI: 10.17632/y7zb3htzzm
title: Persian Gulf and Gulf of Oman Oceanographic Monitoring Programe-PGE1801-CTD

description: The cruise PGE1801 was part of a long term program for the oceanographic monitoring of the Persian Gulf and Gulf of Oman which took place in the strait of Hormuz and Eastern Persian Gulf.
DOI: 10.6084/m9.figshare.22121720.v1
title: Molecular 14C evidence for contrasting turnover and temperature sensitivity of soil organic matter components

description: Dataset for article titled"<strong>Molecular </strong><sup><strong>14</strong></sup><strong>C evidence for contrasting turnover and temperature sensitivity of soil organic matter components"</strong> submitted to Ecology Letters
DOI: 10.6084/m9.figshare.5971336.v1
title: Dati medico_sanitari_completi(1).sav

description: Anticholinergic Burden in adult and elderly people with Intellectual Disabilities.The 2012 updated version of the Anticholinergic Burden Score (ACB) was calculated for a multicentre sample of 276 adult and older people over 40 years with ID<br>and associations with factors assessed. Antipsychotics, antiepileptics, anxiolytics, and antidepressants were<br>the most frequent classes contributing to the total ACB score. Residential care setting was associated with higher exposure (ACB score 3+), both community housing (OR 4.63, 95%CI 1.08 - 19.95) and nursing home facility (OR 9.99, 2.32 - 43.04) as were a mental health (OR 25.56, 95% CI 8.08 - 80.89) and a neurological (OR 4.14, 1.32 - 12.94) condition. Age and gender were not significant nor were the other clinical conditions (somatic comorbidity, level and typology of ID). Higher anticholinergic load was significantly more frequent in laxative users (22.6% ACB3+ vs. 5.1% ACB 0)<br>(p=0.003).
DOI: 10.17632/gpxy7529bb
title: Examining Employee Preferences: Leadership Styles in Hospital Environments

description: Background: Leadership styles significantly influence staff performance and productivity, which in turn impact the overall efficiency of hospitals. Understanding employees' preferred leadership styles can provide insights into what motivates them and boosts morale, ultimately contributing to better hospital outcomes. Objective: To identify the preferred leadership styles among employees in the Department of Patient Care Services (PCS) at Aakash Healthcare Super Speciality Hospital, Dwarka, New Delhi, India. Method: A total of 25 employees from the PCS department at Aakash Healthcare Super Speciality Hospital were surveyed using a structured Likert-scale questionnaire designed to assess their leadership style preferences. Results: Among the 25 participants, one preferred an authoritarian leadership style, 12 preferred a democratic style, five preferred a transformational style, none preferred a transactional style, and seven expressed a preference for a mixed leadership style. Conclusion: The democratic leadership style emerged as the most preferred among hospital employees, suggesting its potential to enhance job performance and hospital efficiency. A mixed leadership style, incorporating key elements of democratic leadership, may also be effective in healthcare settings.
DOI: 10.17870/bathspa.14987454.v1
title: Score 4: For Machines and Machinists

description: <i>For Machines and Machinists</i> (2014) – performed at Index Gallery with Gavin McClafferty, 21 March 2014. <br>This score is the work of Oogoo Maia and was created as part of his doctoral thesis at Bath Spa University, <i>Developing a vigilant musical practice</i> (2021).<br>
DOI: 10.6084/m9.figshare.28281749.v3
title: A Survey for What Developers Require in AI-powered Tools that Aid in Component Selection in CBSD

description: It is the replication package of a survey paper on using AI tools in component selection.<br><br>
DOI: 10.6084/m9.figshare.29152997.v1
title: <b>Next-Generation Sequencing (NGS) data and Sanger sequencing data </b>

description: Non-syndromic congenital nail disorder type 4 (OMIM: 206800) is a rare autosomal recessive condition characterized by severe underdevelopment or complete absence of fingernails and toenails. This disorder results from variants in the RSPO4 gene (OMIM: 610573) located on chromosome 20p13.A novel frameshift variant in the RSPO4 gene—c.268dupA / p.Cys91fs*6—was identified and classified based on WES and Sanger sequence in a Chinese patient .
DOI: 10.17632/3fwc3twwn6
title: DVRP Kilby's instances for Dynamic Vehicle Routing Problem

description: The data set consists of 22 Dynamic Vehicle Routing Instances, created by Kilby and Montemanni from the static instances of Christofides, Taillard and Fisher. Each file consists of a set of locations, with their X and Y coordinates, cargo demand and appearance time. Results comparison can be found in Okulewicz, M., & Mańdziuk, J. (2019). A metaheuristic approach to solve Dynamic Vehicle Routing Problem in continuous search space. Swarm and Evolutionary Computation, 48, 44-61. https://doi.org/10.1016/j.swevo.2019.03.008 Visualization of 20 best results (up to year 2019) can be found at: https://pages.mini.pw.edu.pl/~mandziukj/dynamic/index.html%3Fpage_id=67.html
DOI: 10.17632/whf4hkfwdx
title: Supplementary Table 2, Data File McElwee et al. 2020

description: Examples of COVID-19 economic recovery stimulus packages as of Sept 15, 2020
DOI: 10.17632/3784pz62nt
title: The data from the study of  The Association of Renal Injury in Chronic Kidney Disease with Socioeconomic Status

description: These tables include the basic data needed to perform a Mendelian analysis of the association between CKD and socioeconomic status.
DOI: 10.17632/hpwdtxs6gx
title: Biocrusts characteristics, soil properties and soil erodibility indicators

description: This dataset contains the coverage gradient, month, biocrusts thickness (BCth, mm), biocrusts coverage (BCc, %) , biocrusts biomass (BCb, g m-2), sand content (Sand, %), silt content (Silt, %), clay content (Clay, %), bulk density (BD, g cm-3), capillary porosity (CP, %), saturated water content (SWC, %), field capacity (FC, %) , water stable aggregate content (WSA, %), soil organic matter(SOM, g kg-1), soil cohesion (Coh, KPa), penetration resistance (PR, KPa), slaking rate (SR, g min-1), saturated hydraulic conductivity (Ks, mm min-1), mean weigh diameter (MWD, mm), mean number of drop impact (MND), structural stability index (SSI, %), K factor (K, t hm2 h (MJ mm hm2)-1), and the comprehensive soil erodibility indicator (CSEI) .
DOI: 10.6084/m9.figshare.28414700.v2
title: <b>Dataset - Climate impacts on the multidiversity-multifunctionality relationship change with habitat type</b>

description: Extreme climatic events are expected to increase in frequency in the coming decades. However, it is largely unknown how these events will mediate the influence of multidiversity on ecosystem multifunctionality in different habitats. Here we conducted a manipulative field experiment to evaluate the impact of rainfall amount and frequency variation on freshwater multidiversity (macrofauna, microfauna, bacteria, and algae) and ecosystem multifunctionality in contrasting environments. For this, we used natural microcosms (tank bromeliads) as model systems in forest environments that differed in structural environmental heterogeneity. Rainfall amount affected the bromeliad's multifunctionality, but the outcome depended on the type of environment, the biodiversity component, and the dimension of the ecosystem multifunctionality (i.e., average, productivity or decomposition). Ecosystem functioning in the habitat with lower environmental heterogeneity was more sensitive to rainfall amount. Conversely, in the habitat with higher environmental heterogeneity, ecosystem functioning was more sensitive to biodiversity components. Our study brings new evidence of how climate change affects different dimensions of ecosystem functioning as mediated by multidiversity and its dependence on habitat properties. Our results improve the understanding of how global change can impact the multiple dimensions of biodiversity and ecosystem functioning in different habitat types.
DOI: 10.6084/m9.figshare.1287360.v1
title: GPDS960signature database

description: Off line signature database. It contains data from 960 individuals: 24 genuine signatures for each individual, plus 30 forgeries of his/her signature. The 24 genuine specimens of each signer were collected in a single day writing sessions. The forgeries were produced from the static image of the genuine signature. Each forger was allowed to practice the signature for as long as s/he wishes. Each forger imitated 3 signatures of 5 signers in a single day writing session. The genuine signatures shown to each forger are chosen randomly from the 24 genuine ones. Therefore for each genuine signature there are 30 skilled forgeries made by 10 forgers from 10 different genuine specimens. The signatures are in "bmp" format, in black and white and 300 dpi. The files of the genuine signatures are named xxx\c-xxx-yy.bmp and the files of the forgeries are named xxx\cf-xxx-yy.bmp where xxx is the number of the signer and yy its repetition. Download the license agreement, fill it out, sign it, and fax it to +34 928 451 243 (Attn. Miguel A. Ferrer) Send an email to gpds@gi.ulpgc.es, as follows: Subject DATABASE download Body: Your name, e-mail, phone number, organization, postal mail, Database you require, purpose for which you will use the database, time and date at which you sent the fax with the signed license agreement. Along with the email send a pdf file with the signed license agreement. Send by postal mail the original of your signed license agreement to the following address: Miguel Ángel Ferrer Ballester Departamento de Señales y Comunicaciones Universidad de Las Palmas de Gran Canaria Campus de Tafira s/n 35017 Las Palmas de Gran Canaria, SPAIN Once the fax and email of the license agreement have been received, you will receive an email with instructions to download the database. After you finish the download, please notify by email that you have successfully completed the transaction. For more information, please contact: gpds@gi.ulpgc.es
DOI: 10.6084/m9.figshare.26335837.v2
title: Genome assembly and annotation of <i>Peucedanum praeruptorum</i>

description: <i>Peucedanum praeruptorum</i>, an Apiaceae plant rich in all coumarin types and particularly high angular CC content.
DOI: 10.6084/m9.figshare.19078358.v2
title: Base de datos sobre "Mecanismos de Democracia Directa en América Latina"

description: El Observatorio de Reformas Políticas en América Latina presenta la siguiente base de datos que contiene información sobre mecanismos de democracia directa en América Latina.
DOI: 10.6084/m9.figshare.28928108.v1
title: Link to LiverFibrosis

description: The link leads to Dropbox folder "LiverFibrosis". The Dropbox folder contains two folders: original images and Registration.original images folder contains all the images from multiplexed imaging.Registration folder contains ROIs cropped out of the original images and registered images.
DOI: 10.17632/8kg76m3zvr
title: Ruxolitinib Cream for the Treatment of Patients With Alopecia Areata: A 2-Part, Double-Blind, Randomized, Vehicle-Controlled Phase 2 Study: Appendix

description: Supplemental table I and supplemental figures 1 and 2.
DOI: 10.17632/pzwzkk32kz
title: Ti-6Al-4V synthetic microstructure instantiations and CPFEM derived properties

description: This data set includes synthetic microstructure instantiations generated using Dream.3D and their crystal plasticity finite element method (CPFEM) derived homogenized properties (elastic stiffness and yield strength determined using the 0.2% offset method). Eight different crystallographic textures were used with different volume fraction combinations of primary alpha phase and colony phase, with 30 instantiations per configuration. This data set is associated with the work by Stopka, Kalidindi and McDowell.
DOI: 10.6084/m9.figshare.19478984.v1
title: Assessing the suitability of urban-oriented land cover products for mapping rural settlements - accuracy data and code

description: The data covers two independent accuracy assessmets, based on 2 sets of randomly selected points, for three urban-oriented land cover products: Global Urban Footprint - GUF, European Settlement Map - ESM and Open Street Map - OSM) to detect rural settlements in the Carpathian ecoregion. The study area covers the Carpathians located in 5 countries: Czechia, Hungary, Poland, Romania and Slovakia.<br> The accuracy assessment was conducted with two independent approaches regarding the selection of verification points. In the first approach, a set of verification points was defined through the stratified random selection of 500 points per country (2500 points in total) within the area of any of the three analysed settlement datasets combined, hereafter called the ‘total settlement mask’. In the second approach, a set of verification points was defined through the stratified random selection of 500 independent points per country (2500 points in total) within the ‘total settlement mask’ buffered by 100 m, hereafter called the ‘buffer mask’. The dataset is accompanied with Python code.<br> <br>
DOI: 10.6084/m9.figshare.23575710.v1
title: A contrast of the climate mediation effects of shrubs on other plant species in California drylands.

description: The facilitative effects contrasted for two native desert shrub species.
DOI: 10.6084/m9.figshare.24295045.v1
title: The Slip Surface Mechanism of Delayed Failure of the Brumadinho Tailings Dam in 2019

description: The datasets include all used data in a paper, titled at 'The Slip Surface Mechanism of Delayed Failure of the Brumadinho Tailings Dam in 2019', to Nature Communications Earth & Environment, by Dr. Fangyuan Zhu, Dr. Wangcheng Zhang, and Prof. Alexander Puzrin1. Data generated in the study are mainly from analytical calculations and numerical modelling.2. 'Data used.xlsx' includes data for 9 figures of the paper.3. Numerical models used have been described in detail in the paper, including governing equations, discretisation and solving techniques.4. Both raw data (input data) and processed data (by equations or numerical modelling) are given and detailed.5. Numerical contour maps can be provided upon request.6. Readers need more information about the data and numerical modelling please contact Dr. Fangyuan Zhu via zhufangyuan623@gmail.com.<br>
DOI: 10.17632/37kdn88s36
title: Dataset for investigation the sheet flow subjected to raindrop impact

description: This is the research data on flow velocity for sheet flow subjected to raindrop impact.
Experimental setup: The rainfall simulation experiments were conducted in the artificial rainfall simulation hall of the State Key Laboratory of Soil Erosion and Dryland Farming on the Loess Plateau in Yangling, China. The flume was 6.0 m long, 0.25 m wide, and 0.3 m deep. The bed of the flume was impervious. The downward sprinkler nozzles of the rainfall simulator were set 18 m above the ﬂume. The uniformity of simulated rainfalls was &gt;85%.
Experimental design: Flume tests with five rainfall intensities (40, 60, 80, 100, and 120 mm h-1) and three constant inflow discharges (0.02, 0.04, 0.06, 0.08 and 0.1 m2 min-1) and three slope gradient (5.2%, 8.7%, and 12.3%) were simulated for each scenario. Three different bed surfaces (Ks = 0.009, 0.12, and 0.25 mm) were used. The experimental data measurement mainly includes average flow velocity and mean water depth of whole flume. 
In addition, the dataset also includes video of the water depth measurement of the sheet flow.
DOI: 10.6084/m9.figshare.11832999.v3
title: Metatranscriptomic sequencing of single mosquitos in California

description: Data associated to a study of the microbiota of 148 single mosquitos gathered in California.<br>This includes supporting data for manuscript figures and processed data files necessary for reproducing the analysis.<br><br>Manifest:<br>Supporting data for manuscript figures are named DataS* or TableS*. Additional files include:<br><br>* Assembled contig files (contigs.zip)* CD-HIT-EST clusters of contigs &gt; 500 base pairs long. (500_contigs_cluster.clstr)* Read counts per contig (contig_stats_all.tsv)* Least Common Ancestor (LCA) assignments for each contig from blast against nt/nr (contig_stats_lca.tsv)* Final taxonomic calls for each contig, after decontamination (contig_calls_decontam.tsv)* Mosquito genomes used for host subtraction (mosquito_genomes_ref.txt)<br>* Viral segments found, grouped by genome, including sample and contig information. (virus.json)
DOI: 10.6084/m9.figshare.28925663.v1
title: <b>Detection of Parkinson’s Disease</b>

description: Parkinson’s Disease (PD) is a progressive neurodegenerative disorder that significantly affects motor function and vocal articulation.