cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.6200822.v1
title: Experimental evidence of spatial signatures of approaching regime shifts in macroalgal canopies

description: Developing early warning signals to predict regime shifts in ecosystems is a central issue in current ecological research. Here, we tested the performance of spatial early warning signals in an intertidal macroalgal system, where removal of algal canopies pushed the system toward a tipping-point (corresponding approximately to 75% of canopy loss), marking the transition between a canopy- to a turf-dominated state. We performed a two-year experiment where spatial early warning indicators were assessed in transects where the canopy was differentially removed (from 0 to 100%). Unlike Moran correlation coefficient at <i>lag-1</i>, spatial variance, skewness, and spatial spectra at low frequency increased along the gradient of canopy degradation and dropped, or did not show any further increase beyond the transition point from a canopy- to a turf-dominated state (100 % canopy removal). Our study provides direct evidence of the suitability of spatial early warning signals to anticipate regime shifts in natural ecosystems.
DOI: 10.6084/m9.figshare.3761562.v1357
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1356
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.11591913.v2
title: Eduardo et al 2020 Dataset

description: A experiment based on the measurement of the academic about the use of medicinal plants is increasing, this article aims to analyze the behavior of future health professionals regarding the use of medicinal plants, since they will be responsible for the orientation and education of patients and the population
DOI: 10.6084/m9.figshare.11591913.v1
title: Eduardo et al 2020 Dataset

description: A experiment based on the measurement of the academic about the use of medicinal plants is increasing, this article aims to analyze the behavior of future health professionals regarding the use of medicinal plants, since they will be responsible for the orientation and education of patients and the population
DOI: 10.6084/m9.figshare.5815395.v2
title: Brand-Evoked Mental Imagery: The Role of Brands Exerting Mental Imagery

description: Dataset provides evidence of the moderating role of brand familiarity and brand favorability in visual mental imagery. Also experimental input is provided
DOI: 10.6084/m9.figshare.5815395.v1
title: CAN A WORD PAINT A THOUSAND PICTURES? BRAND-EVOKED MENTAL IMAGERY IN ADVERTISING

description: Dataset of Study 1: a three between-groups design to test differences on mental imagery dimensions due to the presence of the brand and brand familiarity. Dataset of Study 2 that provide evidence of the moderating role of brand familiarity and brand favorability by comparing transformational and informational advertising strategies in a three-way interaction model.
DOI: 10.6084/m9.figshare.156395.v55
title: 2nd year Drosophila Developmental Genetics practical

description: This is the teaching material for the <em>Drosophila</em> module of the Developmental Genetics RSM (research skills module) held at the Faculty of Biology, Medicine and Health of The University of Manchester each year. This practical course runs over 6 days and is organised and supervised by Andreas Prokop. This module has been taught and optimised over a few years. Emphasis is on: <em>1) Drosophila</em> as a model system in research 2) the use of fly genetics (transgenic approaches and mutations) in combination with histological techniques to study mechanisms of development 3) transferable skills including how to design figures and their legends, how to compose laboratory protocols and how to file data securely This module also shows how practical work can be intercalated with exercises on applied fly genetics training, thus filling gaps in experimental protocols with useful activities, enriching the learning outcome and enhancing the fundamental understanding of <em>Drosophila</em> as a model organism. To make this genetics training accredited even on large courses, a novel hybrid e-assessment strategy has been developed, and we regularly apply it on our courses (50-65 students). This e-assessment and its principal strategies have been published in the G3 journal and a test exam is available online (3rd link below). Please, submit any comments in the comment box below or contact me directly: Andreas.Prokop@manchester. ac.uk Note, that a Powerpoint presentation "Roote+Prokop-SupplMat-3.ppt" is required on this module. It can be accessed from the second link below. It is also directly linked out from the two manuals in this resource.
DOI: 10.6084/m9.figshare.156395.v54
title: 2nd year Drosophila Developmental Genetics practical

description: This is the teaching material for the <em>Drosophila</em> module of the Developmental Genetics RSM (research skills module) held at the Faculty of Biology, Medicine and Health of The University of Manchester each year. This practical course runs over 6 days and is organised and supervised by Andreas Prokop. This module has been taught and optimised over a few years. Emphasis is on: <em>1) Drosophila</em> as a model system in research 2) the use of fly genetics (transgenic approaches and mutations) in combination with histological techniques to study mechanisms of development 3) transferable skills including how to design figures and their legends, how to compose laboratory protocols and how to file data securely This module also shows how practical work can be intercalated with exercises on applied fly genetics training, thus filling gaps in experimental protocols with useful activities, enriching the learning outcome and enhancing the fundamental understanding of <em>Drosophila</em> as a model organism. To make this genetics training accredited even on large courses, a novel hybrid e-assessment strategy has been developed, and we regularly apply it on our courses (50-65 students). This e-assessment and its principal strategies have been published in the G3 journal and a test exam is available online (3rd link below). Please, submit any comments in the comment box below or contact me directly: Andreas.Prokop@manchester. ac.uk Note, that a Powerpoint presentation "Roote+Prokop-SupplMat-3.ppt" is required on this module. It can be accessed from the second link below. It is also directly linked out from the two manuals in this resource.
DOI: 10.6084/m9.figshare.5700832.v4
title: Signed networks from sociology and political science, systems biology, international relations, finance, and computational chemistry

description: This dataset contains a wide range of signed networks from different disciplines. For more information about the data, one may refer to the paper below:<br>Aref, S., and Wilson, M. C. Balance and frustration in signed networks. Journal of Complex Networks (2019). doi: 10.1093/comnet/cny015.
DOI: 10.6084/m9.figshare.1168744.v7
title: Fractspansion Model

description: This spreadsheet model is to complement the publication 'Fractal Geometry a Possible Explanation to the Accelerating Expansion of the Universe and Other Standard ΛCMB Model Anomalies'.
DOI: 10.6084/m9.figshare.3761562.v1364
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1363
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.11687400.v2
title: Datos calidad del aire en Andalucía

description: Datos desde la Junta de Andalucía sobre la Calidad del Aire en formato JSON. No se encuentran disponibles absolutamente todos los días desde 2004 por diversas razones: En algunos casos la página con los datos no es generada. Ejemplo.Muchas veces el reporte existe, pero algunas estaciones de calidad del aire no reportan todos o algunos datos. Ejemplo.A veces el formato o la información en el reporte cambia o es errónea. Ejemplo.<br>
DOI: 10.6084/m9.figshare.11687400.v1
title: granada.zip

description: Datos desde la Junta de Andalucía sobre la Calidad del Aire en formato JSON. No se encuentran disponibles absolutamente todos los días desde 2004 por diversas razones: En algunos casos la página con los datos no es generada. Ejemplo.Muchas veces el reporte existe, pero algunas estaciones de calidad del aire no reportan todos o algunos datos. Ejemplo.A veces el formato o la información en el reporte cambia o es errónea. Ejemplo.<br>
DOI: 10.6084/m9.figshare.5053936.v2
title: Probabilistic Seismic Hazard Assessment by Excel

description: This is a simple Excel spreadsheet that computes the seismic hazard curve for a point source and an untruncated Gutenberg-Richter magnitude-frequency relation.
DOI: 10.6084/m9.figshare.3761562.v1369
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1368
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1371
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1370
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.6025634.v3
title: ferroelectric search distortion and workflow data and VASP files

description: The zipped JSON files (distortion.json.gz and workflow_data.json.gz) contain details for each candidate from a search of the Materials Project database for ferroelectrics. These JSON files provide details of the symmetry analysis performed for each candidate and data generated by DFT calculations and post-processing from the workflow (respectively).<br>The zipped folders contain VASP input and output files for ferroelectric search of Materials Project.
DOI: 10.6084/m9.figshare.11663475.v1
title: KZFP genomic map data

description: Chromosomal distribution of all KRAB- and C2H2 domain pairs in the human genome (GRCh37)
DOI: 10.6084/m9.figshare.11733333.v1
title: KZFP constraint scores

description: Constraint scores used in the manuscript "Ongoing evolution of KRAB zinc finger protein-coding genes in modern humans"
DOI: 10.6084/m9.figshare.3761562.v1374
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1373
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.11770413.v4
title: Data-Jiawei Fan.xls

description: <b>Data-Jiawei Fan</b><br>
DOI: 10.6084/m9.figshare.11770413.v3
title: Data-Jiawei Fan.xls

description: <b>Data-Jiawei Fan</b><br>
DOI: 10.6084/m9.figshare.11770938.v1
title: Supplementary materials: Ontogeny of an interactive call-and-response system in Spix’s disc-winged bats. PART 2

description: Part 2 of supplementary materials of the paper "Ontogeny of an interactive call-and-response system in Spix’s disc-winged bats". The data contains raw acoustic data, individual's metadata and outputs of model selection procedures and model parameter estimations.
DOI: 10.6084/m9.figshare.1549715.v5
title: Nokton theory

description: The nokton theory is an attempt to construct a theory adapted to every physical phenomenon. Space and time have been discretized. Its laws are iterative and precise. Probability plays an important role here.At first I defined the notion of image function and its mathematical framework. The notion of nokton and its state are the basis of several definitions. I later defined the canonical image function and the canonical contribution.Two constants have been necessary to define the dynamics of this theory. With its combinatorial complexity, the theory has at present given no result which seems to me interesting. The document is only a foundation.Among the merits of this theory the absence of the infinites and its interpretation that is contrary to the quantum mechanics or the general relativity does not strike the common sense of the physicist.
DOI: 10.6084/m9.figshare.1549715.v4
title: Nokton theory

description: The nokton theory is an attempt to construct a theory adapted to every physical phenomenon. Space and time have been discretized. Its laws are iterative and precise. Probability plays an important role here.At first I defined the notion of image function and its mathematical framework. The notion of nokton and its state are the basis of several definitions. I later defined the canonical image function and the canonical contribution.Two constants have been necessary to define the dynamics of this theory. With its combinatorial complexity, the theory has at present given no result which seems to me interesting. The document is only a foundation.Among the merits of this theory the absence of the infinites and its interpretation that is contrary to the quantum mechanics or the general relativity does not strike the common sense of the physicist.
DOI: 10.6084/m9.figshare.3761562.v1378
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1377
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.19107068
title: Brain_smoothBeam_poly_bin8.hdf5

description: example Data for ptyLab
DOI: 10.6084/m9.figshare.19107068.v1
title: Brain_smoothBeam_poly_bin8.hdf5

description: example Data for ptyLab
DOI: 10.6084/m9.figshare.11806479.v2
title: Direct evidence of light-absorbing carbonaceous aerosols transport

description: Individual particle analysis was used to capture the evidence for atmospheric pollutants transport through the trans-Himalayan valleys into the Tibetan Plateau
DOI: 10.6084/m9.figshare.11806479.v1
title: Direct evidence of light-absorbing carbonaceous aerosols from the Indo-Gengetic Plain Being Transported through Trans-Himalayan Valleys into the Tibetan Plateau

description: Individual particle analysis was used to capture the evidence for atmospheric pollutants transport through the trans-Himalayan valleys into the Tibetan Plateau
DOI: 10.6084/m9.figshare.4542709.v4
title: Toward a Smell-aware Bug Prediction Model

description: Code smells are symptoms of poor design and implementation choices. Previous studies empirically assessed the impact of smells on code quality and clearly indicate their negative impact on maintainability, including a higher bug-proneness of components affected by code smells. In this paper, we capture previous findings on bug-proneness to build a specialized bug prediction model for smelly classes. Specifically, we evaluate the contribution of a measure of the severity of code smells (i.e., code smell intensity) by adding it to existing bug prediction models based on both product and process metrics, and comparing the results of the new model against the baseline models. Results indicate that the accuracy of a bug prediction model increases by adding the code smell intensity as predictor. We also compare the results achieved by the proposed model with the ones of an alternative technique which considers metrics about the history of code smells in files, finding that our model works generally better. However, we observed interesting complementarities between the set of buggy and smelly classes correctly classified by the two models. By evaluating the actual information gain provided by the intensity index with respect to the other metrics in the model, we found that the intensity index is a relevant feature for both product and process metrics-based models. At the same time, the metric counting the average number of code smells in previous versions of a class considered by the alternative model is also able to reduce the entropy of the model. On the basis of this result, we devise and evaluate a smell-aware combined bug prediction model that included product, process, and smell-related features. We demonstrate how such model classifies bug-prone code components with an F-Measure at least 13% higher than the existing state-of-the-art models.
DOI: 10.6084/m9.figshare.4542709.v3
title: Toward a Smell-aware Bug Prediction Model

description: Code smells are symptoms of poor design and implementation choices. Previous studies empirically assessed the impact of smells on code quality and clearly indicate their negative impact on maintainability, including a higher bug-proneness of components affected by code smells. In this paper, we capture previous findings on bug-proneness to build a specialized bug prediction model for smelly classes. Specifically, we evaluate the contribution of a measure of the severity of code smells (i.e., code smell intensity) by adding it to existing bug prediction models based on both product and process metrics, and comparing the results of the new model against the baseline models. Results indicate that the accuracy of a bug prediction model increases by adding the code smell intensity as predictor. We also compare the results achieved by the proposed model with the ones of an alternative technique which considers metrics about the history of code smells in files, finding that our model works generally better. However, we observed interesting complementarities between the set of buggy and smelly classes correctly classified by the two models. By evaluating the actual information gain provided by the intensity index with respect to the other metrics in the model, we found that the intensity index is a relevant feature for both product and process metrics-based models. At the same time, the metric counting the average number of code smells in previous versions of a class considered by the alternative model is also able to reduce the entropy of the model. On the basis of this result, we devise and evaluate a smell-aware combined bug prediction model that included product, process, and smell-related features. We demonstrate how such model classifies bug-prone code components with an F-Measure at least 13% higher than the existing state-of-the-art models.
DOI: 10.6084/m9.figshare.6974321.v10
title: Evacuation Videos Database

description: Emergency evacuations. 126 publicly available videos in which people are or should be evacuating. Sources: Youtube & news sites. <br>See detailed information about the videos and data collection method in the excel file: vanderWal2020-onlinerepository.xlsx
DOI: 10.6084/m9.figshare.11782320.v5
title: Viz Dump Data Simulations (Pinch model)

description: Simulation results 1-260 for the Pinch model
DOI: 10.6084/m9.figshare.11782320.v4
title: Viz Dump Data Simulations (Pinch model)

description: Simulation results 1-260 for the Pinch model
DOI: 10.6084/m9.figshare.3761562.v1385
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1384
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.11782320.v8
title: Viz Dump Data Simulations (Pinch model)

description: Simulation results 1-260 for the Pinch model
DOI: 10.6084/m9.figshare.11782320.v7
title: Viz Dump Data Simulations (Pinch model)

description: Simulation results 1-260 for the Pinch model
DOI: 10.6084/m9.figshare.11819331.v2
title: Lagrangian Data (Sine-wave model) Simulations 1-500

description: Lagrangian Data (Sine-wave model) Simulations 1-500
DOI: 10.6084/m9.figshare.11819331.v1
title: Lagrangian Data (Sine-wave model)

description: Lagrangian Data (Sine-wave model)
DOI: 10.6084/m9.figshare.11833269.v1
title: Disinfection exhibits systematic impacts on the drinking water microbiome.

description: Metagenome assembled genomes from drinking water systems with and without disinfectant residuals
DOI: 10.6084/m9.figshare.11392047.v2
title: Event-station information

description: Included are the information of events and stations used in the paper "Small-scale scattering heterogeneities in the lowermost mantle from a global analysis of PKP precursors" as well as the locations for coherent scattering at the CMB. We also include an example of event showing coherent PKP precursors.
DOI: 10.6084/m9.figshare.11392047.v1
title: Event-station information

description: Included are the information of events and stations used in the paper "Small-scale scattering heterogeneities in the lowermost mantle from a global analysis of PKP precursors" as well as the locations for coherent scattering at the CMB. We also include an example of event showing coherent PKP precursors.
DOI: 10.6084/m9.figshare.6791276.v1
title: Hong Kong climate, vegetation, and topography rasters

description: 30m resolution raster GIS layers for Hong Kong's terrestrial environments, including climate, vegetation, topography, and urban development.<br>The manuscript describing development of this data is available here: https://doi.org/10.5194/essd-2018-132
DOI: 10.6084/m9.figshare.11833047.v8
title: Viz Dump Data Simulations (Pinch model) Simulations 501-681

description: Viz data dumps for the pinch model simulations 501-681.
DOI: 10.6084/m9.figshare.11833047.v7
title: Viz Dump Data Simulations (Pinch model) Simulations 501-681

description: Viz data dumps for the pinch model simulations 501-681.