cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hcf893cr2n.1
title: BROADCAST: A high-order compressible CFD toolbox for stability and sensitivity using Algorithmic Differentiation

description: The evolution of any complex dynamical system is described by its state derivative operators. However, the extraction of the exact N-order state derivative operators is often inaccurate and requires approximations. The open-source CFD (Computational Fluid Dynamics) code called BROADCAST discretises the compressible Navier-Stokes equations and then extracts the linearised N-derivative operators through Algorithmic Differentiation (AD) providing a toolbox for laminar flow dynamics. Furthermore, the gradients through adjoint derivation are extracted either by transposition of the linearised operator or through the backward mode of the AD tool. The software includes base-flow computation and linear global stability analysis via eigen-decomposition of the linearised operator or via singular value decomposition of the resolvent operator. Sensitivity tools as well as weakly nonlinear analysis complete the package. The numerical method for the spatial discretisation of the equations consists of a finite-difference high-order shock-capturing scheme applied within a finite volume framework on 2D curvilinear structured grids. The stability and sensitivity tools are demonstrated on two cases: a cylinder flow at low Mach number and a hypersonic boundary layer.
DOI: 10.17632/w2bb3h6k8m.1
title: Mangrove ecosystem services discrete choice experiment in Tobago

description: Mangrove provide many benefits to society through various goods and services such as coastal protection, water flow regulation, carbon sequestration and recreation. However, the coastal zone is an area that is subject to multiple development scenarios in a limited land space. Given the issues surrounding the trade-offs between economic development and mangrove conservation where there is considerable land use challenges due to coastal development it seems timely to explore the preferences of local residents in particular for mangrove ecosystem services over economic development and vice versa, using the island of Tobago as a case study. We achieve this in a few ways, by applying methodological treatments to a discrete choice experiment. This was undertaken by 1) estimating the willingness-to-pay (WTP) of Tobagonian households for a mangrove conservation programme; 2) use various methodological treatments in payment horizons and individual characteristics to determine if length of payments, uncertainty and socio-demographic characteristics influence respondent preferences in the case; 3) conduct follow-up surveys to explore effects on WTP of the attributes and respondents’ thinking; 4) consider potential implications of our findings on mangrove conservation policy. 

The data shows the code, the derived model output and the dataset for all Hierarchical Bayesian models analysed with Hamiltonian Monte-Carlo Markov Chains in Stan and could be used in either PyStan or RStan. Stan is an open-source software available from https://mc-stan.org/. Details can be found in the documentation from https://mc-stan.org/users/documentation/. The output is expressed in willingness-to-pay Space in Trinidad and Tobago Dollars (TT) and are directly interpretable in monetary values from the mean, median, standard deviation and confidence intervals. The data was gathered from a questionnaire using convenience sampling targeted key decision makers' of households on their preferences for mangrove ecosystem services at the Bon Accord/Buccoo Bay site. Study participants (n = 292) were given 12 choice tasks (6 at 5 year payment horizon and 6 at 25 year payment horizon) and asked to choose one option amongst 3 alternatives (status quo, option A and option B) with the 7 attributes: fisheries; coastal erosion; flood frequency; mangrove cover; number of species; tourism revenue; and price. The data is interpreted as the WTP for an increase to mangrove ES for instance, using the merged model- with certainty scaling there is a mean WTP by respondents of approximately $29 TT in tax annually to avoid 4 floods. Notable findings include a high WTP to avoid 50% mangrove cover removal at $102 TT per year and a WTP of $30 TT to avoid a 30% decrease in tourism revenue. The data is used to give monetary values to non-market goods expressing the trade-offs across ecosystem services which can have policy implications.
DOI: 10.17632/3bw5tz9s76.1
title: Replication of: Early 20th Century American Exceptionalism: Production, Trade and Diffusion of the Automobile

description: This registry of replication sources includes: 1) complete data inputs; and 2) matlab and STATA code for replication of all data constructions, empirical and estimation results and reproduction of all figures and tables in the publication of the same name as this replication registry.
DOI: 10.17632/h3mrm5dhxw.1
title: E-VRPTW instances

description: Instances introduced in: Schneider, Michael and Stenger, Andreas and Goeke, Dominik: The Electric Vehicle-Routing Problem with Time Windows and Recharging Stations, Transportation Science, 48(4), 500-520, 2014.
DOI: 10.17632/t2yk5kt3bw.1
title: Data and code for: Huh et al. (2021). A structural equation modeling approach to meta-analytic mediation analysis using individual participant data

description: This data repository contains the companion R code and data set for: Huh, D., Li, X., Zhou, Z., Walters, S. T., Baldwin, S. A., Tan, Z., Larimer, M. E., & Mun, E.-Y. (2021). A structural equation modeling approach to meta-analytic mediation analysis using individual participant data: Testing protective behavioral strategies as a mediator of brief motivational intervention effects on alcohol-related problems. Prevention Science. https://doi.org/10.1007/s11121-021-01318-4
DOI: 10.17632/xf22bwkr8d.2
title: Quality of life, health, and government perception during COVID-19 in Colombia

description: Online survey about quality of life, health, subjective wellbeing, and government perception in four cities in Colombia during COVID-19 crisis. 1,637 complete observations of daults (+ 18 years and older)
DOI: 10.17632/3sjjtjfhx7.2
title: Van Gogh Paintings dataset 

description: Vincent Willem van Gogh was a Dutch post-Impressionist painter whose work had far-reaching influence on 20th-century art. His paintings include portraits, self portraits, landscapes, still lifes of cypresses, wheat fields and sunflowers.
DOI: 10.17632/8pp4fywy3w.3
title: Effect of perceived risk, challenges & coping on anxiety and depression among frontline health workers during COVID-19 pandemic in Bangladesh

description: This H=hospital-based cross-sectional survey was carried out from February 2021 to July 2021 among frontline health care workers (HCWs) (nurses and doctors) working at COVID-19 wards of eight public hospitals, where direct contact with COVID-19 patients is frequent and intense. The selected public hospitals provided exclusive COVID-19 services during the study period  through designated COVID-19 wards and assigned health professionals. Addressing the issue of generalizability and availability of the data, these oldest and largest medical college hospitals were chosen purposively from a total of 37 public medical college hospitals in Bangladesh which are evenly distributed in eight administrative divisional headquarters throughout the country and initiated COVID-19 services since the emergence of epidemic in Bangladesh.Participants were enrolled from the duty registrars of the COVID-19 wards who had at least 15 days of work placement in situ and were willing to participate. Data were collected from warranting participants (HCWs) who had full to limited, but at least some, direct interaction with COVID-19 patients in their workplace using a pre-tested self-administered questionnaire. Health professionals, who provided informed consent, were enrolled addressing issues of confidentiality and their anonymity in the study.
DOI: 10.17632/g3hvn5tkkw.1
title: Facility Location Problem FLP / Logistics distribution network design

description: The presented data are the typical parameters of logistics distribution network design mathematical models. The data are organized in accordance with the list of model’s parameters (file: Logistics distribution network design problem - description - Redmer_A.pdf) attached to the data set (file: Logistics distribution network design problem - data set - Redmer_A.txt). The data are a real life data gathered in a Polish company being a general merchandise (FMCG) retailer, running almost 200 medium-size shops covering 70% of the Polish territory. The average shop has the trade area of 500 m2 and sales about 7 thousand different products (SKUs). The company employs more than 5 thousand workers, operates almost 70 their own medium and heavy duty trucks (all closed bodies, partially temperature-controlled ones), but uses also common carriers (for about 30% of all transports). The company runs the only one central warehouse (with climate/temperature-controlled storage sections), serving all company’s shops. The operational characteristics of the company’s distribution network are as follow: - more than 20 million kilometres covered during a year, - average vehicle (delivery) route length equal to 280 kilometres, - about 60% of the kilometres covered are loaded ones, - about 73 thousand of routes done during a year (giving about 200 routes per day), - average number of customers (shops) visited per one route equal to 2.7, - the total number of tones transported during a year equal to 530 thousand (giving about 7.3 tons per one route), - the total number of cargo units (pallets) transported during a year equal to 1.6 milion (giving about 22 pallets per one route), - the average weight of the cargo unit (one pallet) equal to 330 kilograms.
DOI: 10.17632/jzb3vxs6vn.1
title: Fortran programs for the time-dependent Gross–Pitaevskii equation in a fully anisotropic trap

description: Abstract Here we develop simple numerical algorithms for both stationary and non-stationary solutions of the time-dependent Gross–Pitaevskii (GP) equation describing the properties of Bose–Einstein condensates at ultra low temperatures. In particular, we consider algorithms involving real- and imaginary-time propagation based on a split-step Crank–Nicolson method. In a one-space-variable form of the GP equation we consider the one-dimensional, two-dimensional circularly-symmetric, and the three-dimens... Title of program: (i) imagetime1d, (ii) imagetime2d, (iii) imagetime3d, (iv) imagetimecir, (v) imagetimesph, (vi) imagetimeaxial, (vii) realtime1d, (viii) realtime2d, (ix) realtime3d, (x) realtimecir, (xi) realtimesph, (xii) realtimeaxial Catalogue Id: AEDU_v1_0 Nature of problem These programs are designed to solve the time-dependent Gross-Pitaevskii nonlinear partial differential equation in one, two or three space dimensions with a harmonic, circularly-symmetric, spherically-symmetric, axially-symmetric or anisotropic trap. The Gross-Pitaevskii equation describes the properties of a dilute trapped Bose-Einstein condensate. Versions of this program held in the CPC repository in Mendeley Data AEDU_v1_0; (i) imagetime1d, (ii) imagetime2d, (iii) imagetime3d, (iv) imagetimecir, (v) imagetimesph, (vi) imagetimeaxial, (vii) realtime1d, (viii) realtime2d, (ix) realtime3d, (x) realtimecir, (xi) realtimesph, (xii) realtimeaxial; 10.1016/j.cpc.2009.04.015 AEDU_v2_0; GP-SCL package, consisting of: (i) imagtime1d, (ii) imagtime2d, (iii) imagtime2d-th, (iv) imagtimecir, (v) imagtime3d, (vi) imagtime3d-th, (vii) imagtimeaxial, (viii) imagtimeaxial-th, (ix) imagtimesph, (x) realtime1d, (xi) realtime2d, (xii) realtime2d-th, (xiii) realtimecir, (xiv) realtime3d, (xv) realtime3d-th, (xvi) realtimeaxial, (xvii) realtimeaxial-th, (xviii) realtimesph; 10.1016/j.cpc.2012.03.022 AEDU_v3_0; GP-SCL-HYB package, consisting of: (i) imagtime3d-hyb, (ii) realtime3d-hyb.; 10.1016/j.cpc.2015.12.006 AEDU_v4_0; BEC-GP-OMP package, consisting of: (i) imag1d, (ii) imag2d, (iii) imag3d, (iv) imagaxi, (v) imagcir, (vi) imagsph, (vii) real1d, (viii) real2d, (ix) real3d, (x) realaxi, (xi) realcir, (xii) realsph.; 10.1016/j.cpc.2016.03.015 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/hdbdk3ksd8.2
title: Data for: The role of self body brushing vs mindfulness meditation on interoceptive awareness: a non-randomized pilot study on healthy participants with possible implications for body image disturbances

description: Data from a pre vs. post 3-arm study with Self Body Brushing (SBB), Mindfulness-Oriented Meditation (MOM) and inactive controls (CTR). Self-report measures employed: Perceived Stress Scale (PSS) questionnaire and the 8 scales of the Multidimensional Assessment of Interoceptive Awareness (MAIA) questionnaire.
DOI: 10.17632/y2k7b6mzmc.1
title: Data for: Detecting Explosives by PGNAA using KNN Regressors and Decision Tree Classifier

description: The file includes two sheets; 1. Training: The sheet includes the data used in the regressors and classifier development. 2. Assembled Model Test: The sheet includes the data used for the assembled model test.
DOI: 10.17632/bdydt4v6w8.2
title: Supplemental Materials for Fiorillo et al. Efficacy And Safety Of Apremilast In Pediatric Patients With Moderate-To-Severe Plaque Psoriasis: 16-Week Results From SPROUT, A Randomized Controlled Trial

description: Mendeley Supplemental Figures for Loretta Fiorillo et al. Efficacy And Safety Of Apremilast In Pediatric Patients With Moderate-To-Severe Plaque Psoriasis: 16-Week Results From SPROUT, A Randomized Controlled Trial
DOI: 10.17632/yhf3tv6nmd.3
title: Women and Property 1785-1789 Female to Female Only Transactions: North Riding Register of Deeds

description: Research hypothesis was to use the Registers of Deeds for the North Riding of Yorkshire (held at North Yorkshire County Record Office, Northallerton, England) to advance knowledge about women's involvement with property transfer and the wider property market in the 18th & 19th centuries. Registers began in 1736 and ceased in 1970; there are 89 Index Ledgers and 2,328 Deeds Registers. The system for recording data changed in 1885 so one Index Ledger was selected from pre/ post this date and 100 years apart to incorporate impact of Marriage Acts. Stage 1 - Two Index Ledgers were transcribed in full: 1) Index of Lands Vol 9 (1784-90) covers a seven-year period and contains 6,868 unique transactions (31,966 lines); and 2) Index of Lands 1885-1889 covers a five-year period and contains 14,481 unique transactions (52,741 lines). Each line represents a person's name. Core data from Index showed Township, unique reference and names of parties, but the 18th century Index Ledger did not show date of transaction or all parties. To analyse by gender this information was required so was added by using the Deeds Registers. Information from the individual Deeds Registers was then used to add to the core datasets: Stage 2 - The gender of all parties ('male', 'female' and 'not applicable' (for businesses) was added. Stage 3 - The usual residence, occupation (if any), marital status and any details of family relationships or inheritance rights of every women was added. Stage 4 - The 18th century dataset was then reduced to a five-year period covering 1785-1789 ONLY to provide a direct comparison with the 19th century dataset. Comparative analysis by: gender, marital status and number of transactions. Each transaction has a unique reference number but can contain multiple parties and cover more than one township. To identify the true number of transactions, the data had to be controlled for these factors. A control for uniqueness was also required for those individuals and organisations involved in multiple transactions and to avoid assuming that everyone with the same name was actually the same person. Where women were involved, additional data e.g. marital status, residence or family relationships was used to differentiate between like women. **Any transaction in 1784-1790 dataset that contained women ONLY and which had 2+ women named was manually extracted to a separate dataset. This was then revised to strip out transactions for 1784 & 1790, leaving transactions dated 1785-1789 only - REPRESENTED HERE. Excel and .csv versions provided.** ***This dataset does NOT include sole female transactions (mainly Wills - see separate dataset).***
DOI: 10.17632/hvb39r62xw.1
title: Massively parallel in vivo Perturb-seq reveals cell type-specific transcriptional networks in cortical development

description: Raw and processed data associated with Zheng et al 2023 manuscript: the supplement tables, raw FASTQ files and processed Seurat objects are included. Code and pipeline repo at https://github.com/jinlabneurogenomics/aavperturbseq
DOI: 10.17632/4y9w8zh4jr.1
title: Data for: Cooking Up the Ingredients for Successful Culinary Career: A Compendium of Key Competencies of Quality Culinary Workforce for Sustainable Career Development

description: Mendeley Data for references
DOI: 10.17632/6g9n6xdrzr.1
title: Extended data - Cheemarla et al, Nasal host response-based screening for undiagnosed respiratory viruses, The Lancet Microbe

description: Extended data 1. Acknowledgement of genomes used in phylogenetic analysis of Influenza C virus isolates (related to Fig 1)
Extended data 2. Differentially expressed genes across clinical samples from known virus-positive subjects, virus-negative subjects, and subjects discovered in a biomarker-based screen for undiagnosed infections (related to Figure 2)
Extended data 3. Acknowledgement of genomes used in phylogenetic analysis of SARS-CoV-2 isolates (related to Fig 3)
DOI: 10.17632/jrmm82m4mv.1
title: Wind Turbine Blade Surfaces Dataset

description: The proposed dataset aims to provide a number of wind turbine blade images for testing and training purposes. The featured datasets can be used for testing and evaluation of Structure from Motion algorithms for 3D reconstruction, as data for machine learning algorithms for detecting damaged areas on blades or for quantifying blade surface roughness. Images are taken using Canon 5Ds DSLR camera with resolution of 8688 x 5792. The images come with EXIF data, containing additional information about the used capturing settings. The dataset is separated into two parts: - A dataset containing 5 wind turbine blade patches of areas of different surface structure. Two of the patches are of damaged areas, two of the patches are of rough areas, without pronounced surface deformations and one of the patches is a reference area, that does not contain any roughness or damages. The final patch contains the whole of the blade's edge area and is comprised of a mix of severely damaged areas, areas of small roughness and clear areas. The dataset also contains ground truth microscopy data for two of the damaged patches. The ground truth is scaled to absolute scale. - A dataset containing images of a small blade segment. The blade has been sand blasted, to imitate prolonged real world use. The images are taken both outdoor and indoor. The indoor images contain patches specifying areas of interest - one containing a rough patch and one containing damages. The outdoor images are focused on the whole blade and do not contain patches. The dataset also contains ground truth microscopy data for the two patches, which is scaled to absolute scale.
DOI: 10.17632/tys2gscdv7.6
title: Indoor air quality measurements in South African primary school classrooms of various building infrastructure types

description: In the resource-constrained South African education sector, infrastructure which is considered as temporary or backup in other countries is used as permanent classrooms, primarily but not exclusively in lower-income areas. Children’s cognitive performance and comfort are directly impacted by indoor air quality. Temperature, relative humidity, particulate matter and CO2 levels, substantial determinants of air quality, have not been studied across different classroom types. We measure these parameters every 11 minutes in various classrooms at schools in Stellenbosch, South Africa. These classrooms consist of a range of different infrastructure types. Container classrooms with and without insulation, mobile (prefabricated) classrooms, and brick classrooms of different configurations are included. Measurements are concurrently sampled over ten months (249 days, still ongoing), across multiple seasons with relevant metadata including ambient weather conditions, school days and times, and in the (South) African context, electrical availability, which impacts air conditioning usage. Measured classroom dimensions, building materials and air conditioning methods are included. This dataset provides valuable insights into true learning conditions in South African school classrooms.
DOI: 10.15468/dl.qx5a5m
title: Occurrence Download

description: A dataset containing 1057 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus patula Schiede ex Schltdl. & Cham.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1057 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009231-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/vjyh3g8w2r.1
title: A dataset of dynamical social map in ancient China: 618-1644

description: The data set of this article is related to the paper "Dynamical structure of social map in ancient China"  (2022) . This article demonstrates the data of social relations between cities in ancient China, ranging from 618 AD to 1644 AD. The raw data of social associations between elites used to build social maps are extracted from the China Biographical Database. The raw data contain 14610 elites and 29673 social associations, which cover 366 cities in China. The dataset of this article is relevant both for social and natural scientists interested in the social and economic history of ancient China. The data can be used for further insights/analyses on the evolutionary pattern of geo-social architecture, and the geo-history from the viewpoint of social network.

The dataset contains $3$ files: "Networks.xlsx", "Coordinates.xlsx", and "SocialMap.html". The "Networks.xlsx" has 3 columns, representing the source node (city), target node (city), and weight of a link between two nodes, respectively. The "Networks.xlsx" contains $9$ sheets, which are the data for different dynasties named by Early Tang, Late Tang, Early Northern-Song, Late Northern-Song, Early Southern-Song, Late Southern-Song, Yuan, Early Ming, and Late Ming. Noticeably, the "Networks.xlsx" can be visualized by the network software of Gephi directly. The "Coordinates.xlsx" has 4 columns storing longitude and latitude for all cities that appeared in 9 networks. The first and second columns are English names and Chinese names of cities; the third and fourth columns are longitudes and latitudes of cities. The "SocialMap.html" provides a visualization platform, in which users could select and illustrate the evolution of social maps intuitively.
DOI: 10.17632/zm6bxzhmfz.1
title: X-ray images of the hip joints

description: A dataset consisting of x-ray examinations of the lower legs performed as part of routine medical service.