cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5255/ukda-sn-855850
title: Performing With the Database: Art Geography Approaches to Research on the Data, Trade, Place, Values Nexus, 2015-2017

description: This qualitative data collection comprises eight interviews and two group conversations collected as part of the doctoral study: Museum of Contemporary Commodities (MoCC): a research performance. The project worked with partners in London and Exeter between 2015-17 to co-produce a series of site responsive, digitally interactive and relational encounters that were devised and staged between commodities, 'consumers' and everyday retail spaces. These resulting qualitative data examine how these events and encounters were realised and to what effects ie. how the people participating perceived both the event and contemporary commodity cultures and their consequences through the lens of their encounter with the project. Accompanying documentation for this data set includes a ‘MoCC zine’ that documents the journey of the project and the process and methods involved in its co-production.
DOI: 10.34740/kaggle/dsv/4563890
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.6084/m9.figshare.19249133
title: An insect brain organizes numbers on a left-to-right mental number line

description: Percentage of choices (1st choice and cumulative choices)<br> Syntax R scripts<br>
DOI: 10.6084/m9.figshare.19249133.v1
title: An insect brain organizes numbers on a left-to-right mental number line

description: Percentage of choices (1st choice and cumulative choices)<br> Syntax R scripts<br>
DOI: 10.5525/gla.researchdata.1374
title: Inverse design of arbitrary optical helicity structures

description: Python scripts to perform simulations
DOI: 10.5281/zenodo.7346819
title: Water scarcity and water footprint estimates

description: Intra-state water conflicts have increased substantially over the past few decades particularly in developing regions, and partly attributed to water scarcity. However, empirical studies linking water scarcity and violent conflicts are sparse, while existing quantitative studies have used mostly climate variables (precipitation and temperature) to understand this link. Most studies that have used climate variables concluded that they were not strong predictors of water conflicts. The aim of this study was to identify water scarcity hotspots and to understand the links between water scarcity and violent conflicts across the Sahel and Lake Chad Basin (LCB) over the period 2000-2021. To achieve this, we combine outputs from a global hydrological model and demographic data to develop six water scarcity metrics. The developed metrics show varying levels of water scarcity across the study region. The Falkenmark index across all capital cities (Ouagadougou-Burkina Faso, Ndjamena-Chad, Bamako-Mali, and Niamey-Niger), and Maradi-Niger and Jigawa & Kano states in Nigeria was less than 100 m<sup>3</sup>/capital/year, indicating acute water scarcity in those areas. Findings further indicated that green water scarcity (GWS) and the Falkenmark index were closely linked with water conflicts compared to the other metrics. Our findings suggest that water conflicts cannot be explained by hydroclimatic factors alone without incorporating other socioeconomic variables like demographic information. Results from this study may be used by stakeholders to tackle endemic water scarcity and to predict and mitigate water conflicts in the region.
DOI: 10.6084/m9.figshare.21581280
title: Test dataset for MacSyFinder (v2) and expected output files

description: We present here a sample of a genomic dataset, to test MacSyFinder on it (the complete sequence of <em>Vibrio cholerae </em>O1 biovar El Tor str. N16961 chromosome I), along with the expected output files (on the form of compressed folders). <br> The chromosome to annotate is presented as a multi-FASTA file of the proteins ordered as the genes encoding them. An annotation of the protein secretion systems and appendages was run on the genome, using the macsyfinder set of models ("macsy-model") TXSScan, V1.1.1 in the case of these examples. There are two output files offered, the one expected with the "ordered" genome mode of annotation, and the other with the "unordered" mode of genome annotation. The following command lines were used to obtain the output files: <br> First, the genome is downloaded From the present page. Second, the MacSyFinder program is installed. Have a look here for procedure: https://github.com/gem-pasteur/macsyfinder Third, the TXSScan models for annotation of secretion systems are installed. The command line is the following: <br> <em>&gt; macsydata install TXSScan</em> # Install the latest version of TXSScan <br> Finally, MacSyFinder is run on the genome, here using 8 workers for the HMM search ("-w 8" option): In "ordered" mode: <em>&gt; macsyfinder --sequence-db VICH001.B.00001.C001.fasta -o macsyfinder_TXSScan_VICH001_ordered --models TXSScan all --db-type ordered_replicon -w 8</em> # specified output folder: macsyfinder_TXSScan_VICH001_ordered <br> In "unordered" mode: <em>&gt; macsyfinder --sequence-db VICH001.B.00001.C001.fasta -o macsyfinder_TXSScan_VICH001_unordered --models TXSScan all --db-type unordered -w 8</em> # specified output folder: macsyfinder_TXSScan_VICH001_unordered The documentation on the generated output files Can be consulted here. <br>
DOI: 10.5281/zenodo.7344067
title: Iphone-Ipad-Mac-Prices

description: The dataset has 3 files: 1. Prices from 20/11/21 of a list of Iphones, Ipads and Mac from all countries where the products are sold. This is a Dataset extracted by WebScraping from Apple website. 2. FX rate from a list of countries (source numbeo.com, extracted by WebScraping) 3. Monthly Average Prices from an list of countries (source numbeo.com, extracted by WebScraping)
DOI: 10.5281/zenodo.7344066
title: Iphone-Ipad-Mac-Prices

description: The dataset has 3 files: 1. Prices from 20/11/21 of a list of Iphones, Ipads and Mac from all countries where the products are sold. This is a Dataset extracted by WebScraping from Apple website. 2. FX rate from a list of countries (source numbeo.com, extracted by WebScraping) 3. Monthly Average Prices from an list of countries (source numbeo.com, extracted by WebScraping)
DOI: 10.5281/zenodo.7346757
title: Administrative Units

description: Intra-state water conflicts have increased substantially over the past few decades particularly in developing regions, and partly attributed to water scarcity. However, empirical studies linking water scarcity and violent conflicts are sparse, while existing quantitative studies have used mostly climate variables (precipitation and temperature) to understand this link. Most studies that have used climate variables concluded that they were not strong predictors of water conflicts. The aim of this study was to identify water scarcity hotspots and to understand the links between water scarcity and violent conflicts across the Sahel and Lake Chad Basin (LCB) over the period 2000-2021. To achieve this, we combine outputs from a global hydrological model and demographic data to develop six water scarcity metrics. The developed metrics show varying levels of water scarcity across the study region. The Falkenmark index across all capital cities (Ouagadougou-Burkina Faso, Ndjamena-Chad, Bamako-Mali, and Niamey-Niger), and Maradi-Niger and Jigawa & Kano states in Nigeria was less than 100 m<sup>3</sup>/capital/year, indicating acute water scarcity in those areas. Findings further indicated that green water scarcity (GWS) and the Falkenmark index were closely linked with water conflicts compared to the other metrics. Our findings suggest that water conflicts cannot be explained by hydroclimatic factors alone without incorporating other socioeconomic variables like demographic information. Results from this study may be used by stakeholders to tackle endemic water scarcity and to predict and mitigate water conflicts in the region.
DOI: 10.6084/m9.figshare.21602622
title: BEETL Final Testing True Labels

description: This is the true label file for the sleep task and BCI task in the 2021 NeurIPS BEETL Competition.
DOI: 10.6084/m9.figshare.21534141
title: Jackson (2022) - Chapter 2 (Calibration input files)

description: Calibration files, including co-ordinate (.csv) reference files, 3D model and images.
DOI: 10.6084/m9.figshare.21534141.v1
title: Jackson (2022) - Chapter 2 (Calibration input files)

description: Calibration files, including co-ordinate (.csv) reference files, 3D model and images.
DOI: 10.5281/zenodo.7347175
title: Hugging Face Models Dataset

description: This dataset contains meta-data of all models published in Hugging Face. The purpose of the dataset is to allow people analyse the state-of-the-art of ML models in a wide variety of ways. The dataset was generated in 2022-11-20 by web scraping the Hugging Face Models Hub. At this moment, there are 89919 models and there were captured 15 different attributes.
DOI: 10.5281/zenodo.7347174
title: Hugging Face Models Dataset

description: This dataset contains meta-data of all models published in Hugging Face. The purpose of the dataset is to allow people analyse the state-of-the-art of ML models in a wide variety of ways. The dataset was generated in 2022-11-20 by web scraping the Hugging Face Models Hub. At this moment, there are 89919 models and there were captured 15 different attributes.
DOI: 10.6084/m9.figshare.21534153
title: Jackson (2022) - Chapter 3 (Accuracy and Precision) Dataset

description: Dataset using LEGO wand to assess accuracy and precision of GoPro-based motion-tracking set-up. <br> See Jackson (2022) - Quantifying 3D range of motion using off-the-shelf, low-cost cameras.
DOI: 10.6084/m9.figshare.21534153.v1
title: Jackson (2022) - Chapter 3 (Accuracy and Precision) Dataset

description: Dataset using LEGO wand to assess accuracy and precision of GoPro-based motion-tracking set-up. <br> See Jackson (2022) - Quantifying 3D range of motion using off-the-shelf, low-cost cameras.
DOI: 10.6084/m9.figshare.21525747.v1
title: Raw data for Cyano interlab 2022

description: Raw data from the Cyano Interlab Study 2022.
DOI: 10.5281/zenodo.7347236
title: Grain size effects during the semi-brittle flow of calcite rocks

description: Dataset containing measurements of strain, stress and relative changes in acoustic velocity (where available) relating to the manuscript "Grain size effects during the semi-brittle flow of calcite rocks".
DOI: 10.5281/zenodo.7347235
title: Grain size effects during the semi-brittle flow of calcite rocks

description: Dataset containing measurements of strain, stress and relative changes in acoustic velocity (where available) relating to the manuscript "Grain size effects during the semi-brittle flow of calcite rocks".
DOI: 10.5281/zenodo.5902722
title: Development of an OpenFOAM Multiphysics Solver for Solid Fission Products Transport in the Molten Salt Fast Reactor - Dataset

description: Dataset associated with the PHYSOR 2022 conference paper "Development of an OpenFOAM Multiphysics Solver for Solid Fission Products Transport in the Molten Salt Fast Reactor"
DOI: 10.5281/zenodo.5902721
title: Development of an OpenFOAM Multiphysics Solver for Solid Fission Products Transport in the Molten Salt Fast Reactor - Dataset

description: Dataset associated with the PHYSOR 2022 conference paper "Development of an OpenFOAM Multiphysics Solver for Solid Fission Products Transport in the Molten Salt Fast Reactor"
DOI: 10.34740/kaggle/dsv/4564051
title: YouTube Trending Video Dataset (updated daily)
DOI: 10.34740/kaggle/dsv/4564071
title: 2021 World Population (updated daily)
DOI: 10.5519/swp7oysf
title: Bound Volumes and Exsiccatae in the Botanical Collections at the Natural History Museum, London

description: This dataset provides an overview of the bound volumes and exsiccatae preserved in the botanical collections of the Natural History Museum. For each of the 1320 items accounted for, the title and compiler of the item are provided, together with their Natural History Museum registration number, the subdepartment to which they belong and the curator responsible for the item and to whom enquiries should be addressed. The Museum’s bound volumes and exsiccatae are held in seven of the botanical subdepartments, six of which have a taxonomic and or geographical focus: Algae, Bryophytes, Lichens and Slime Moulds, Pteridophytes, British and Irish Seed Plants, General Herbarium (i.e. Rest of the World Seed Plants). The other subdepartment is ‘Historical Collections’. This comprises items that are, for the most part, pre-Linnean (although with some exceptions) and among the specimens preserved within the volumes in this subdepartment are representatives of all groups traditionally preserved in herbaria, together with some zoological and entomological specimens. The use of bound volumes as a method for the preservation of botanical specimens has a long history. The de facto foundation collection of the Natural History Museum’s herbarium is the herbarium of Sir Hans Sloane (1660-1753), and it comprises 263 volumes that are enumerated in this dataset. The oldest specimens in the collection, collected around Lake Constance by J. Spiegler and dating from 1603, are similarly bound into one of the volumes accounted for here (BM013862141). The bound volumes included in this dataset represent over four hundred years of botanical collecting and span the 17th to 20th centuries. Exsiccatae are sets of dried plant specimens made by one to many different collectors and distributed by an editor, typically accompanied by printed labels. They were often used as standards for comparison. For the most part, the exsiccatae described here are bound in volumes although some are on loose folios that are preserved as sets. Later exsiccatae were often distributed as loose specimens so that they could be more easily incorporated into collections as is the case at the Natural History Museum. Exsiccatae incorporated into the main collections are not described here; only those that have been maintained as distinct sets are listed. A blog describing the dataset can be found here: https://naturalhistorymuseum.blog/2022/11/20/when-is-a-book-not-a-book-the-bound-volumes-and-exsiccatae-in-the-herbarium-at-the-natural-history-museum-curator-of-botany/ Wherever possible, the titles of exsiccatae given here follow titles given in IndExs – Index of Exsiccatae (http://indexs.botanischestaatssammlung.de/).
DOI: 10.5281/zenodo.7346915
title: FDTD simulation of various thickness PAAO covered with Ag NPs and DLC in different mediums (AoI 45 deg., s-polarization)

description: FDTD software: Lumerical (Ansys, version 2021 R2.3). Structure: aluminum (Palik) substrate; 230/260/290/320/350 nm thickness (<em>h</em>) aluminum oxide (Palik) layer with 35 nm diameter (<em>RPo</em>) cylindrical pores with 100 nm distance (<em>D</em>) between the pore centers (representing porous anodized aluminum oxide - PAAO); 60 nm diameter (<em>AgRNP</em>) silver (Palik) nanoparticles (Ag NPs) placed directly above each pore; 60 nm thickness (<em>DLC</em>) layer with experimentally obtained optical properties of diamond-like carbon (DLC). Ag nanoparticles are encapsulated in DLC. DLC optical properties are averaged result of the matrix properties in DLC:Ag nanocomposite obtained by fitting spectroscopic ellipsometry data, which is available here: https://doi.org/10.5281/zenodo.7341684 The file used in the simulations is provided in this data set. Refractive index of the surrounding medium (<em>n</em>): 1.0; 1.1; 1.2; 1.3. Simulation region: from 300 nm below the substrate/PAAO interface to 1.3 µm above PAAO surface; x and y spans are equal to one period of the structure. Mesh override region: from 50 nm below the PAAO to 50 nm above DLC:Ag; 2 nm step size in each direction. Light source: BFAST plane wave light source; 500 nm above PAAO; 45° angle of incidence (<em>ang</em>); 300 nm – 1000 nm wavelength range; s-polarization (<em>pol</em>). Monitor (frequency domain field and power): 2D Z-normal; 1 µm above PAAO; results are in "<em>_reflection.txt</em>" files. Information in the file name: <em>h</em> - thickness of PAAO; <em>AgRNP</em> - diameter of silver nanoparticles; <em>DLC</em> - thickness of DLC; <em>pol</em> - polarization; <em>RPo</em> - diameter of pores; <em>D</em> - distance between pore centers; <em>ang</em> - angle of incidence; <em>n</em> - refractive index of surrounding medium. Files: (1) "<em>_reflection.txt</em>" - lambda(nm) (first column) - wavelength in nanometers; Y (second column) - T data from the monitor above the structure. (2) "<em>_p0.log</em>" - log file produced by the software while running the simulation. (3) "<em>.fsp</em>" - Lumerical software file containing the simulation project (license required to open these files). (4) "<em>Lumerical_Screenshots.pdf</em>" - shows software screenshots for every object and its every property; red text is added to show which values are different for different simulations. (5) "<em>Structure_Illustration.jpg</em>" - a schematic of modeled structure. (6) "<em>.jpg</em>" - a preview of data from "<em>_reflection.txt</em>" files. (7) "<em>DLC_SE_nk_average.txt</em>" - contains DLC optical properties (first column - wavelength in nanometers; second column - refractive index; third column - extinction coefficient).
description: The research was carried out under postdoctoral project "Patterned hybrid multilayer films for optical sensors", No. 1.1.1.2/VIAA/4/20/615.
DOI: 10.5281/zenodo.7346914
title: FDTD simulation of various thickness PAAO covered with Ag NPs and DLC in different mediums (AoI 45 deg., s-polarization)

description: FDTD software: Lumerical (Ansys, version 2021 R2.3). Structure: aluminum (Palik) substrate; 230/260/290/320/350 nm thickness (<em>h</em>) aluminum oxide (Palik) layer with 35 nm diameter (<em>RPo</em>) cylindrical pores with 100 nm distance (<em>D</em>) between the pore centers (representing porous anodized aluminum oxide - PAAO); 60 nm diameter (<em>AgRNP</em>) silver (Palik) nanoparticles (Ag NPs) placed directly above each pore; 60 nm thickness (<em>DLC</em>) layer with experimentally obtained optical properties of diamond-like carbon (DLC). Ag nanoparticles are encapsulated in DLC. DLC optical properties are averaged result of the matrix properties in DLC:Ag nanocomposite obtained by fitting spectroscopic ellipsometry data, which is available here: https://doi.org/10.5281/zenodo.7341684 The file used in the simulations is provided in this data set. Refractive index of the surrounding medium (<em>n</em>): 1.0; 1.1; 1.2; 1.3. Simulation region: from 300 nm below the substrate/PAAO interface to 1.3 µm above PAAO surface; x and y spans are equal to one period of the structure. Mesh override region: from 50 nm below the PAAO to 50 nm above DLC:Ag; 2 nm step size in each direction. Light source: BFAST plane wave light source; 500 nm above PAAO; 45° angle of incidence (<em>ang</em>); 300 nm – 1000 nm wavelength range; s-polarization (<em>pol</em>). Monitor (frequency domain field and power): 2D Z-normal; 1 µm above PAAO; results are in "<em>_reflection.txt</em>" files. Information in the file name: <em>h</em> - thickness of PAAO; <em>AgRNP</em> - diameter of silver nanoparticles; <em>DLC</em> - thickness of DLC; <em>pol</em> - polarization; <em>RPo</em> - diameter of pores; <em>D</em> - distance between pore centers; <em>ang</em> - angle of incidence; <em>n</em> - refractive index of surrounding medium. Files: (1) "<em>_reflection.txt</em>" - lambda(nm) (first column) - wavelength in nanometers; Y (second column) - T data from the monitor above the structure. (2) "<em>_p0.log</em>" - log file produced by the software while running the simulation. (3) "<em>.fsp</em>" - Lumerical software file containing the simulation project (license required to open these files). (4) "<em>Lumerical_Screenshots.pdf</em>" - shows software screenshots for every object and its every property; red text is added to show which values are different for different simulations. (5) "<em>Structure_Illustration.jpg</em>" - a schematic of modeled structure. (6) "<em>.jpg</em>" - a preview of data from "<em>_reflection.txt</em>" files. (7) "<em>DLC_SE_nk_average.txt</em>" - contains DLC optical properties (first column - wavelength in nanometers; second column - refractive index; third column - extinction coefficient).
description: The research was carried out under postdoctoral project "Patterned hybrid multilayer films for optical sensors", No. 1.1.1.2/VIAA/4/20/615.
DOI: 10.25381/cput.21564711
title: Self-regulated strategies for writing engagement with Intermediate Phase learners

description: Ethical clearance: EFEC 6-11/2015 A self-regulation strategy development (SRSD) programme to encourage learners who struggle to self-regulate their creative writing skills. This study was conducted at a primary school in Gr 6 English medium classroom. The previous teachers of the learner participants (LPs) in this study highlighted their observations and personal experiences encountered with the learner participants (LPs). A six-month intervention programme was conducted in an attempt to improve the LPs creative writing skills. The SRSD programe taught learners self-regulation skills, to self-regulate their own learning by following the SRSD 6 stages.The SRSD stages were implemented during this 6 month period for the learners. In order to collect data an observation trial was conducted at the start of the programme followed by an interview session with three Intermediate Phase teachers, who reported on the LPs past and present creative writing progress. To monitor the efficacy that the SRSD intervention programme had on LPs creative writing skills pre-tests and post-tests were conducted. Comparative analyses were conducted at the end of the study where pre-test and post-test results were compared in a bid to ascertain whether the SRSD programme had an impact on learners creative writing skills. Results from the post-test indicated that there was an improvement in learners creative writing skills, with an increase in word count, use of adjectives, and adverbs in LPs creative writing work. LPs structured their stories better at the end of the intervention programme, LPs wrote better introductions, detailed middle parts and concluded their stories more effectively, but most important was the attitude and behaviour learners projected towards wanting to complete the work on their own. The 6 stages of the SRSD programme taught learners how to motivate themselves and stay focused on a task in order to self-regulate their learning in order to achieve creative writing independence.