cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7488/ds/2349
title: Scottish Young People's Survey Cohort 1983-84, Sweep 3 (SYPS1987autumn)
title: SYPS1987autumn

description: Scottish Young People's Survey Cohort 1983-84, Sweep 3 (SYPS1987autumn). The SYPS is a series of large-scale postal surveys that asked young people aged 16-19 from Scottish secondary schools about their experiences of school and transitions to further and higher education or the labour market. They were commissioned by the Scottish government (and other government agencies) at a time of educational expansion and restructuring of the youth labour market. The SYPS cohort series was designed to gather longitudinal data from a nationally-representative sample of young people. The 1983-84 cohort comprised students who completed the compulsory stage of schooling (the S4 year stage) in the 1983-84 school year. They were first surveyed (sweep 1) approximately nine months later in spring 1985 when most were aged about 16-17: some young people were still at school, while others had entered further education, training or jobs. There was a second survey sweep one year later in spring 1986, and a third sweep in autumn 1987 when young people were aged around 19 (this is the dataset included in this section of datashare). Achieved sample sizes for the 1983-84 cohort were 6501 at sweep1, 5802 at sweep 2, and 4249 at sweep 3. The purpose of this longitudinal element of the survey was to follow the different post-16 transitions and pathways of individual young people, and analyse differences in relation to gender, social class, area, school and institutional contexts.
description: See SYPS1987autumn_readme.docx for information about the files in this dataset.
DOI: 10.7488/ds/3468
title: PEBAX MH-1657/ZIF-8 Mixed Matrix Membranes Morphology and Performance

description: In this work, mixed matrix membranes were created using a PEBAX MH-1657 polymer and a ZIF-8 filler. The effect of casting plate temperature, varying from −5 °C to 50 °C, and the effect of ultrasound treatment (referred as four-hour ultrasound treatment (UT) on the combined solution (4hC), four-hour UT of the filler followed by briefly stirring for one minute with the polymer solution (4hF), one-hour UT on the filler solution and 20 min combined UT (1hF 20mC), three hours UT on the filler solution followed by one-hour UT on the combined solution (3hF 1hC), and finally five hours UT for the filler fol-lowed by one hour and forty minutes UT on the combined solution (5hF 1h40C)) were investigated. SEM images, permeation tests using pure CO2 and N2 gas, XRD and DSC experiments were used to investigate the membranes morphology and performance.
DOI: 10.7488/ds/2094
title: The Relationships between Violence in Childhood and Educational Outcomes: A Global Systematic Review and Meta-Analysis

description: This is the first study to estimate the association globally between violence in childhood on educational outcomes, addressing a significant gap in the current evidence base. Systematic reviews and meta-analyses were conducted to identify 67 and 43 studies respectively from 21 countries to estimate the relationship between different types of violence in childhood on educational outcomes including school dropout/graduation, school absence, academic achievement and other educational outcomes such as grade retention, learning outcomes and remedial classes. Findings show that all forms of violence in childhood have a significant impact on educational outcomes. Children who have experienced any form of violence in childhood have a 13% predicted probability that they will not graduate from school. Males who are bullied are nearly three times more likely to be absent from school and girls who have experienced sexual violence have a three-fold increased risk of being absent, AOR 2.912, 95% CI (0.904-4.92) and AOR 3.147, 95% CI (0.033-4.57) respectively. Violence in childhood also has a significant impact on children’s academic achievement on standardized tests. This study shows how different forms of violence in childhood contribute to inequalities in education—for both boys and girls and that an increased investment in prevention is needed in order to meet the global sustainable development goals of ending violence, raising learning outcomes and creating safe, non-violence and inclusive learning environments. More work is also needed to further define, monitor and measure the link between violence in childhood and educational outcomes in order to achieve the Sustainable Development Goals.
DOI: 10.7488/ds/2642
title: Data file for the submitted publication "Robustness of the microtubule network self-organization in epithelia"

description: Combining mathematical modelling with genetic manipulations in Drosophila, we show that the microtubule self-organization indeed does not depend on dynamics of individual microtubules, and thus is robust on the tissue level.
DOI: 10.7488/ds/2478
title: A Computer-Based Incentivized Food Basket Choice Tool: Presentation and Evaluation

description: This study is part of a larger project funded by the European Union and involving leading universities across Europe, which the aim of understanding the drivers of nutritional choices. The project involves scientists from different disciplines such as neuroscience, psychology and economics. This particular study aims at understanding dietary choices and the link between nutrition and health. The data described here contains the variables used to produce the results in “A Computer-Based Incentivized Food Basket Choice Tool: Presentation and Evaluation” published in PLOS ONE.
DOI: 10.7488/ds/2967
title: SUPERSEDED - Primary and secondary school pupils' career aspirations and job automation probabilities

description: ## This item has been replaced by the one which can be found at https://doi.org/10.7488/ds/2976 ## Raw survey data and analysis of primary and secondary school pupils' career aspirations and job computerisation probability statistics.
DOI: 10.7488/ds/2968
title: Playing by its own rules? A quantitative empirical analysis of justificatory reasoning in the registered trade mark case law of the European Court of Justice - dataset
DOI: 10.7488/ds/3416
title: Slot Allocation Synthetic Data
title: Airport Slot Allocation Artificial Data

description: Set of 100 pairs of (capacity, demand) files each representing a synthetic instance of a single airport slot allocation problem.
description: Code to generate this data can be found in https://github.com/paulafernalia/slot-allocation-data-gen. A description of the data generation procedure and a data dictionary can be found in the README.md file contained in this repository.
DOI: 10.7488/ds/3422
title: 19F-centred NMR analysis of mono-fluorinated compounds. NMR spectra obtained from 3-fluoro-3-deoxy-D-glucose

description: The folder contains raw NMR spectra of 3-fluoro-3-deoxy-D-glucose, which were acquired using Bruker NMR spectrometers using a range of NMR experiments. Dataset is the subject of RSC Advances article entitled 19F-centred NMR analysis of mono-fluorinated compounds. Specific files are as follows (also listed in summary word document): 1. 400 MHz 1H spectrum of 3-fluoro-3-deoxy-D-glucose, 1. 2. 400 MHz 1H coupled 1D 19F spectrum of 1. 3. 19F-detected z-filtered 2D 1H, 19F HETCOR spectrum of 1. 4. 2D 1H, 19F TOCSY-HETCOR spectrum of 1. 5. 2D 19F, 1H CP-DIPSI3-DIPSI2 spectrum of 1 with FH transfer only. 6. 2D 19F, 1H CP-DIPSI3-DIPSI2 spectrum of 1 with additional HH transfer. 7. 2D 19F, 13C HMBC spectrum optimised for nJFC correlations 8. (3,2)D H1CnF correlation spectrum of 1 9. In phase (3,2)D H1CnF correlation spectrum of 1 10. Antiphase (3,2)D H1CnF correlation spectrum of 1
description: 1. 400 MHz 1H spectrum of 3-fluoro-3-deoxy-D-glucose, 1. 2. 400 MHz 1H coupled 1D 19F spectrum of 1. 3. 19F-detected z-filtered 2D 1H, 19F HETCOR spectrum of 1. 4. 2D 1H, 19F TOCSY-HETCOR spectrum of 1. 5. 2D 19F, 1H CP-DIPSI3-DIPSI2 spectrum of 1 with FH transfer only. 6. 2D 19F, 1H CP-DIPSI3-DIPSI2 spectrum of 1 with additional HH transfer. 7. 2D 19F, 13C HMBC spectrum optimised for nJFC correlations 8. (3,2)D H1CnF correlation spectrum of 1 9. In phase (3,2)D H1CnF correlation spectrum of 1 10. Antiphase (3,2)D H1CnF correlation spectrum of 1
DOI: 10.7488/ds/3424
title: REYD Yiddish TTS Corpus

description: * The Reading Electronic Yiddish Documents (REYD) Dataset. The REYD TTS dataset is a speech dataset for Yiddish consisting of 4,892 short audio clips, with a total duration of 475.7 minutes. The recordings are of three speakers, two of whom speak the Lithuanian Yiddish dialect and one who speaks the Polish Yiddish dialect. The source texts are in standard literary Yiddish. The text sources are mostly works of fiction from the late 19th and early 20th centuries. Audio was recorded at the Montreal Jewish Public Library and the University of Haifa. All source texts and audio are public domain. Permission has been granted by the surviving relatives of the three readers for this work to be made public. This work has been used to train a TTS system. For an interactive demo and other information, please see our GitHub project page at https://github.com/REYD-TTS. A paper describing the work of assembling this dataset has been submitted for publication and will be linked to on the project page if accepted. * Creation. The dataset was prepared using hand-corrected text that was segmented automatically. The results were checked for accuracy. The code used for creating the dataset is available, along with manually corrected source texts, in this repository: https://github.com/REYD-TTS/yiddish-tts-texts. * License. If your use of this work results in a publication being made, we request that you cite the paper listed at https://github.com/REYD-TTS.
DOI: 10.7488/ds/3421
title: Data for publication "Deep Learning-Assisted Co-registration of Full-Spectral Autofluorescence Lifetime Microscopic Images with H&E-Stained Histology Images"

description: This dataset contains partial data underlying figure 2 (first 2 rows), 3 and 5 in "Deep Learning-Assisted Co-registration of Full-Spectral Autofluorescence Lifetime Microscopic Images with H&E-Stained Histology Images". The rest of the data in figure 1, 2 (last 3 rows), 4, 6, and 7 are available at https://doi.org/10.7488/ds/3099. The code to post-processing those raw data is also available at https://doi.org/10.7488/ds/3099. The software associated with the paper is available at https://github.com/qiangwang57/coreg_flim_histology.
DOI: 10.7488/ds/3417
title: Baseline record of vegetation dynamics at Cape Hallett, Antarctica
title: Plot cover data per year

description: # Plot data Mc Nemar: To enable comparisons with the 1961 and 2004 survey results, the Lambert Conformal Conic projection from the 2004 survey was used to precisely georeference and trim the RGB image across a 1-m2 grid, generating a total of 3,458 1-m2 grid cells. For each grid cell moss, lichen, or algae/cyanobacteria cover was extracted as one of the four cover classes: Heavy (&gt;40%), Patchy (10–40%), Scattered (less than 10%), and None (0%) for the survey years 1962, 2004 and 2018. # Ground truthing: To test the overall accuracy of cover classifications and ensure consistency with 2004 survey methodologies, a ground-truthing approach was performed. Photographs were taken of individual cells along eight transects, running west to east across the plot at 0.5, 1.5, 15.5, 16.5, 28.5, 29.5, 116.5 and 117.5 m distance from the NW corner. Each grid cell could be identified individually with an x/y coordinate in the centre and was surrounded by a rectangular frame parallel to the outer edge of the plot. A total of 174 photographs were taken and archived with Antarctica New Zealand. For each photographed grid cell, the presence of each functional group of vegetation and their cover class was assessed visually. # Orthomosaic image: Aerial images were obtained using a DJI Matrice 600 Pro hex-rotor remotely piloted aircraft system equipped with a Canon EOS 5Ds camera (image size: 8688×5792 pixels, focal length: 50 mm, pixel size: 4.14 μm) on November 28, 2018. The flight altitude was 30 m above ground level, and a total of 10 ground-control points were included to provide accurate geo-referencing. An orthomosaic photo and accompanying DEM was generated with the acquired aerial images using Agisoft PhotoScan (now known as Metashape by Agisoft LLC, https://www.agisoft.com/). # Funding: * Alexander von Humboldt Foundation: Feodor Lynen Research Fellowship * New Zealand Antarctic Research Institute: NZARI 2016-2 * New Zealand Antarctic Science Platform: ANTA1801 * New Zealand Ministry of Business, Innovation and Employment: Catalyst Award * New Zealand Ministry of Business, Innovation and Employment: UOWX1401
description: .csv .docx .tif
DOI: 10.7488/ds/3438
title: CSSP Brazil – Synthesising site-based observational data for model evaluation. CARDAMOM Amazon C-cycle (1x1 degree; monthly; 2001-2019)

description: The dataset contains CARDAMOM output for the calibration of a DALEC C-cycle model (ACM2: Water Cycle and Stomatal conductance) across the Amazon for a 19 year period (2001-2019) at a monthly time step and 1 x 1-degree spatial resolution. The calibration used Earth Observation derived estimates of leaf area and databased soil carbon stocks. The calibration also includes data on woody productivity and mortality (2000-2016) and a biomass map over the Amazon generated by the University of Leeds using data from RAINFOR and FlorestPlots.net. The dataset includes C-stocks, fluxes and ecosystem properties along with their associated parameteric uncertainties. The model provides a benchmark for the comparison of other independent carbon cycle models. This dataset is associated with a project on CSSP Brazil – Synthesising site-based observational data for model evaluation.
DOI: 10.7488/ds/3471
title: Ground Control Points (GCPs) for Mangrove and Nipa Palm Classification in the Niger Delta

description: GCPs were established by collecting GPS coordinates of 6 land cover types (Mangrove Forests, Nipa palm, Inland forests, Surface water, Built regions and Agricultural land) over the Niger Delta. GCPs were collected over the entire Nigerian coastline. These classes were chosen in order to focus on the two focused areas: mangrove and nipa palm. The other classes gave a general overview of other landcover types in the region. Three field campaigns were conducted in March 2016, between October 2016 to January 2017; and from June 2017 to September 2017, across the East-West Highway (which connects the entire coastal state); during surveys on a boat, and during sample collection. Areas of interest during GCP selection were Islands off the Calabar estuary and along the Imo river estuary were a clear transition of nipa palm, to mangrove species, then to agricultural lands or rainforests were present. Another essential region was creeks in Rivers State where settlements were surrounded by a transition of mangrove forests and rainforests. Despite not having GCPs in 2007, Google Earth Pro software located the GCPs collected during my field campaign and estimated the land cover classes they were in 2007. GCPs with obstructed by cloud cover in 2007 imagery were removed in 2007
DOI: 10.7488/ds/3784
title: Multicomponent odd-parity superconductivity in UAu2 at high pressure

description: Supporting data for accepted manuscript appearing in PNAS: Christopher D. O’Neill, Julian L. Schmehr, and Andrew D. Huxley "Multicomponent odd-parity superconductivity in UAu2 at high pressure" received June 14, 2022; accepted October 31, 2022. December 14, 2022. 119 (51) e2210235119 https://doi.org/10.1073/pnas.2210235119
DOI: 10.7488/ds/3755
title: The water activity of Mars-relevant multi-component brines

description: A collection of water activity data, calculated using the Pitzer model, for Mars-relevant brines. Abstract: Low water activity limits the habitability of aqueous environments, and salts present on Mars are known to reduce water activity. As environmental brines are not pure solutions of a single salt it is difficult to predict their water activity without direct measurement. Martian brines are likely to be complex and dominated by ions including sulfates and perchlorates, unlike typical terrestrial aqueous environments dominated by sodium chloride. We used the Pitzer model to predict the water activity of multicomponent brines and tested against laboratory produced brines, including for the first time perchlorate salts that are known to exist on Mars. Our model matches measurements of single-salt solutions and predicts the water activity of multicomponent brines with an accuracy dependent on the quality of coefficients available for a given ion combination. We tested the hypothesis that some salts will dominate the water activity, and therefore habitability, of multicomponent brines. Some salts, such as sodium and magnesium sulfates, did not strongly modulate the water activity of the solution, whereas others such as magnesium chloride and some perchlorates did. Applied to the history of Mars, the data suggest that sulfates and sodium chloride present in Noachian and early Hesperian environments would not have limited habitability. Perchlorates produced photochemically later in the Amazonian could impose a water activity limit at high concentrations that is not significantly changed by other salts. Overall we found that magnesium and calcium chlorides mixed with perchlorates have low water activity and therefore have the lowest habitability of the brines tested.
DOI: 10.7488/ds/1333
title: SUPERSEDED: Stimuli set and EEG data for Dialogue Experiment 1

description: N.B. This dataset has been replaced by a new Dialogue 1 dataset. The dataset includes the experimental stimuli set and the raw EEG data collected from each participant.
description: This data set contains the raw EEG data from each participant and the stimuli file. Information about the experimental items (about stimulus markers, experimental lists, and randomisation) is in the Excel file named "Dialogue1_stimuli". .bdf files are raw EEG data, which can be opened using the software BrainVision Analyzer or the free software Brainstorm.
DOI: 10.7488/ds/2421
title: "Pentaset" Data
title: Data accompanying "The Pentaset: identifying referential state primitives"

description: This dataset accompanies the paper "The Pentaset: identifying referential state primitives" by Erwin Komen, Bettelou Los and Ans van Kemenade.
description: The dataset is retrieved using CorpusStudio (created by Erwin Komen) from the files of these corpora, which have been enhanced (by the depositors) with referential annotation using Cesax (created by Erwin Komen).
DOI: 10.7488/ds/1478
title: Stimuli set and EEG data for Dialogue Experiment 1

description: The dataset includes the experimental stimuli set and the raw EEG data collected from each participant.
description: This data set contains the raw EEG data from each participant and the stimuli file. Information about the experimental items (about stimulus markers, experimental lists, and randomisation) is in the Excel file named "Dialogue_exp1_stimuli.xlsx". .bdf files are raw EEG data, which can be opened using the software BrainVision Analyzer or the free software Brainstorm.
DOI: 10.7488/ds/1473
title: Stimuli set and EEG data for Dialogue Experiment 3

description: The data set includes the experimental stimuli set and the raw EEG data collected from each participant.
description: This data set contains the raw EEG data from each participant and the stimuli file. Information about the experimental items (about stimulus markers, experimental lists, and randomisation) is in the Excel file named "Dialogue3_stimuli.xlsx". .bdf files are raw EEG data, which can be opened using the software BrainVision Analyzer or the free software Brainstorm.
DOI: 10.7488/ds/1474
title: Stimuli set and EEG data for Dialogue Experiment 4

description: The dataset includes the experimental stimuli set and the raw EEG data collected from each participant.
description: This dataset contains the raw EEG data from each participant and the stimuli file. Information about the experimental items (about stimulus markers, experimental lists, and randomisation) is in the Excel file named "Dialogue1_stimuli". .bdf files are raw EEG data, which can be opened using the software BrainVision Analyzer or the free software Brainstorm.
DOI: 10.7488/ds/1334
title: Stimuli set and EEG data for Dialogue Experiment 2

description: The dataset includes the experimental stimuli set and the raw EEG data collected from each participant.
description: .bdf files are raw EEG data, which can be opened using the software BrainVision Analyzer or the free software Brainstorm.
DOI: 10.7488/ds/2450
title: The potential of eye-tracking as a sensitive measure of behavioural change in response to intervention: processed data set
title: Fletcher-Watson&Hampton_eye-tracking_outcome_measure_fixation_data

description: This data set accompanies an article published in Nature Scientific Reports: Fletcher-Watson, S., & Hampton, S. (2018) The potential of eye-tracking as a sensitive measure of behavioural change in response to intervention. Nature Scientific Reports, DOI:10.1038/s41598-018-32444-9 Participants were presented with a range of static visual stimuli and their eye positions recorded at a rate of 60Hz. From these raw data we extracted information about the duration, location and timing of fixations. Data are organised by area of interest (a defined region of the stimulus - e.g. the face of someone depicted in a photo) and stimulus. For each variable type, means are calculated across multiple stimuli within a category (e.g. low, medium and high complexity stimuli) and for each type of area of interest (e.g. people, objects). The data are processed from raw output from a Tobii X60 eye-tracker. Three spreadsheets provide: 1. total fixation durations for each stimulus, and each area of interest within a stimulus 2. time to first fixate (i.e. duration from stimulus onset to first fixation made in a specific area of interest), for each stimulus and area of interest within a stimulus. 3. fixations before (i.e. the number of individual fixations made before the first fixation in a specific area of interest), for each stimulus and area of interest within a stimulus. Data are produced in two blocks of rows, representing data collected at timepoint 1 and timepoint 2. A fourth tab provides a glossary of all variable labels and colour codes.
DOI: 10.7488/ds/2498
title: An international survey of parental attitudes to technology use by their autistic children at home [dataset]

description: Capturing variability in use of commercial technologies by children with autism can inform future learning and support technology design. Survey data were collected from parents (n = 388) in the UK, Spain, and Belgium, and includes information about individuals with a range of ages and ability levels. We found a comparable pattern of access and usage across age groups, though higher reading and language ability was linked to use of more devices and interfaces. Reported worries about technology correlated with longer time spent using technology. Autistic people use mainstream technologies for a broad range of recreational uses. The data suggest that technologies developed with therapeutic goals in mind may need to achieve a high standard of design to engage users.
description: The dataset is from a survey of parents of autistic children asking them about their autistic child's technology use in the home. We include a processed dataset (including demographic, technology reports, and answers about attitudes) and relevant analysis scripts (in RMarkdown), as well as an English copy of the survey.