cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.4680441
title: Raindrops on Windshield Dataset

description: Autonomous vehicles use cameras as one of the primary sources of information about the environment. Adverse weather conditions such as raindrops, snow, mud, and others, can lead to various image artifacts. Such artifacts significantly degrade the quality and reliability of the obtained visual data and can lead to accidents if they are not detected in time. We present an ongoing work on a new dataset for training and assessing vision algorithms' performance for different tasks of image raindrops detection on either camera lens or windshield. At the moment, it contains 8190 images, of which 3390 contain raindrops. Images were labeled by outlining artifacts with polygons. Labeling results are stored in JSON format. Besides, binary masks were generated from this markup, which are also presented in the dataset for convenience. White color denotes an artifact area. For a fast download please use zenodo-get. To install it use the following commands: <pre><code>pip install zenodo-get zenodo_get https://zenodo.org/record/4680442 --output-dir=RaindropsOnWindshield</code></pre>
description: {"references": ["Vera Soboleva and Oleg Shipitko. \"Raindrops on Windshield: Dataset and Lightweight Gradient-Based Detection Algorithm\". arXiv preprint https://arxiv.org/abs/2104.05078 (2021)"]}
DOI: 10.6084/m9.figshare.14453772
title: Changes in the environement and food group/nutrient intake during the COVID-19 pandemic

description: The coronavirus disease 2019 pandemic forced several countries and regions to respond. Under these circumstances, lockdown or state of emergency regulates people’s behavior, creating major impacts on their lives and changing their behavior in relation to dietary habits. Although recent studies have expressed concerns that lockdown may induce income disparities and health inequalities, the lockdown has increased the frequency of eating at home and decreased the frequency of eating out; these environmental changes led to healthy dietary habits. This study aims to reveal causal relationships between environmental changes and food group/nutrient intake during the state of emergency in Japan and states the policy implication for dietary habits, as to what environmental changes are acceptable and what changes should be avoided.
DOI: 10.6084/m9.figshare.14453772.v3
title: Changes in the environement and food group/nutrient intake during the COVID-19 pandemic

description: The coronavirus disease 2019 pandemic forced several countries and regions to respond. Under these circumstances, lockdown or state of emergency regulates people’s behavior, creating major impacts on their lives and changing their behavior in relation to dietary habits. Although recent studies have expressed concerns that lockdown may induce income disparities and health inequalities, the lockdown has increased the frequency of eating at home and decreased the frequency of eating out; these environmental changes led to healthy dietary habits. This study aims to reveal causal relationships between environmental changes and food group/nutrient intake during the state of emergency in Japan and states the policy implication for dietary habits, as to what environmental changes are acceptable and what changes should be avoided.
DOI: 10.6084/m9.figshare.14453772.v2
title: Row data.csv

description: row data
DOI: 10.5281/zenodo.3929385
title: Sensor data set of 3 electromechanical cylinder at ZeMA testbed (2kHz)

description: <strong>General information on the data set</strong> The data set was generated at the ZeMA testbed. A working cycle lasts 2.8s and consists of a forward stroke, a waiting time and a return stroke. The data set does not consist of the entire working cycles. Only one second of the return stroke of each working cycle is used. <strong>Structure of the data</strong> data saved in three HDF5 file as a 3D-matrix, one file is for one axis one row represents one second of the return stroke of one working cycle<br> axis 3: 6292 cycles<br> axis 5: 6083 cycles<br> axis 7: 5732 cycles one column represents one datapoint of the cycle, that is resampled to 2 kHz (2000 columns) one page represent one sensor (11 pages: 11 sensors) <strong>Allocation of the pages to the sensors</strong> page 1: microphone<br> page 2: acceleration plain bearing<br> page 3: acceleration piston rod<br> page 4: acceleration ball bearing<br> page 5: axial force<br> page 6: pressure<br> page 7: velocity<br> page 8: active current<br> page 9: motor current phase 1<br> page 10: motor current phase 2<br> page 11: motor current phase 3 <strong>Remark</strong> The datasets are not in SI units. For conversion, you can use the PDF documentation. <strong>Further information</strong> For an introduction and tutorial to this data, a set of Jupyter notebooks is available here. These notebooks contain Python code and a documentation of example machine learning tasks and analysis of this data set. In the near future, these will be extended to also include uncertainties in the input data.
DOI: 10.5281/zenodo.3929384
title: Sensor data set, electromechanical cylinder at ZeMA testbed (2kHz)

description: <strong>General information on the data set</strong> The data set was generated at the ZeMA testbed. A working cycle lasts 2.8s and consists of a forward stroke, a waiting time and a return stroke. The data set does not consist of the entire working cycles. Only one second of the return stroke of each working cycle is used. <strong>Structure of the data</strong> data saved in HDF5 file as a 3D-matrix one row represents one second of the return stroke of one working cycle (6292 rows: 6292 cycles) one column represents one datapoint of the cycle, that is resampled to 2 kHz (2000 columns) one page represent one sensor (11 pages: 11 sensors) <strong>Allocation of the pages to the sensors</strong> page 1: microphone<br> page 2: acceleration plain bearing<br> page 3: acceleration piston rod<br> page 4: acceleration ball bearing<br> page 5: axial force<br> page 6: pressure<br> page 7: velocity<br> page 8: active current<br> page 9: motor current phase 1<br> page 10: motor current phase 2<br> page 11: motor current phase 3 <strong>Remark</strong> The datasets are not in SI units. For conversion, you can use the PDF documentation. <strong>Further information</strong> For an introduction and tutorial to this data, a set of Jupyter notebooks is available here. These notebooks contain Python code and a documentation of example machine learning tasks and analysis of this data set. In the near future, these will be extended to also include uncertainties in the input data.
DOI: 10.5517/ccdc.csd.cc26zsgg
title: CCDC 2055376: Experimental Crystal Structure Determination

description: Related Article: Irina Zharinova, Nicolau Saker Neto, Tze Cin Owyong, Jonathan M. White, Wallace W. H. Wong|2021|Organic Materials|03|103|doi:10.1055/s-0041-1725075
DOI: 10.5517/ccdc.csd.cc26zshh
title: CCDC 2055377: Experimental Crystal Structure Determination

description: Related Article: Irina Zharinova, Nicolau Saker Neto, Tze Cin Owyong, Jonathan M. White, Wallace W. H. Wong|2021|Organic Materials|03|103|doi:10.1055/s-0041-1725075
DOI: 10.5281/zenodo.4705121
title: Data for Chretien et al. 2021 Group size influences individual metabolic traits in a social fish

description: Group living is widespread among animal species and yields both costs and benefits. Presence of conspecifics can restrict or enhance the expression of individual behaviour, and the recent social environment is thought to affect behavioural responses in later contexts, even when individuals are alone. However, little is known about how social dynamics influence the expression of individual physiological traits, including metabolic rates. There is some evidence that shoaling can reduce fish metabolic rates, but habitat conditions such as shelter availability may generate density-dependent influences on individual metabolic rates. We investigated how social group size and availability of shelter influence Eurasian minnow <em>Phoxinus phoxinus</em> metabolic rates estimated by respirometry in the presence or absence of plant shelter. Respirometry trials were conducted before and after we housed fish for three weeks in a social treatment consisting in a specific group size (n= 4 or 8) and shelter availability (presence or absence of plant shelter in the holding tank). Minimum day-time and night-time metabolic rates estimated while in presence of plant shelter were lower than when estimated in absence of plant shelter, both before and after individuals were housed in their social group size and shelter availability treatment. Standard metabolic rate was higher for fish held in groups of four as compared to fish held in groups of eight while maximum metabolic rate showed no difference. Shelter availability during the social treatments did not influence standard or maximum metabolic rates. Our results suggest that group size may directly influence energy demands of individuals, highlighting the importance of understanding the role of social dynamics on variations in physiological traits associated with energy expenditure.
DOI: 10.5281/zenodo.4705120
title: Data for Chretien et al. 2021 Group size influences individual metabolic traits in a social fish

description: Group living is widespread among animal species and yields both costs and benefits. Presence of conspecifics can restrict or enhance the expression of individual behaviour, and the recent social environment is thought to affect behavioural responses in later contexts, even when individuals are alone. However, little is known about how social dynamics influence the expression of individual physiological traits, including metabolic rates. There is some evidence that shoaling can reduce fish metabolic rates, but habitat conditions such as shelter availability may generate density-dependent influences on individual metabolic rates. We investigated how social group size and availability of shelter influence Eurasian minnow <em>Phoxinus phoxinus</em> metabolic rates estimated by respirometry in the presence or absence of plant shelter. Respirometry trials were conducted before and after we housed fish for three weeks in a social treatment consisting in a specific group size (n= 4 or 8) and shelter availability (presence or absence of plant shelter in the holding tank). Minimum day-time and night-time metabolic rates estimated while in presence of plant shelter were lower than when estimated in absence of plant shelter, both before and after individuals were housed in their social group size and shelter availability treatment. Standard metabolic rate was higher for fish held in groups of four as compared to fish held in groups of eight while maximum metabolic rate showed no difference. Shelter availability during the social treatments did not influence standard or maximum metabolic rates. Our results suggest that group size may directly influence energy demands of individuals, highlighting the importance of understanding the role of social dynamics on variations in physiological traits associated with energy expenditure.
DOI: 10.21227/rfrk-0906
title: Bitcoin Block Data

description: Bitcoin block format file obtained by Bitcoin-ETL （blk00000000-blk00159999）
DOI: 10.5281/zenodo.4644363
title: Base de datos sobre publicaciones periodísticas sobre la temática agraria en el Periodico Granma durante el 2019

description: Se muestran los trabajos periodísticos en la temática agraria cubana reflejados a través del diario <em>Granma </em>durante el 2019
DOI: 10.5281/zenodo.4705146
title: "Landesgesetzblätter" 1848-1918 ALEX bibliography

description: https://alex.onb.ac.at/cgi-content/alex-iv.pl has a working search interface that enables queries on the titles of all legislation present in ALEX. Yet the complete metadata set is not available for download. For working with the title metadata, the ONB kindly provided a CSV extract of their database. Here, this data is available in BibLaTeX and Zotero RDF format, together with the conversion script as an `.ipynb` notebook. The version added in the file `lgbl_all_extra.rdf.zip` contains updated RDF formatting for easy import into Zotero. An `rdf:RDF` element wrapper is provided per entry, with a placeholder `my:RDFs` root element. It’s safe to assume CC0 https://creativecommons.org/publicdomain/zero/1.0/deed.de, even though Zenodo does not offer this licence (hence listed as CC-BY-4.0). Usage: The attached files are containing approx. 140000 titles. Bulk import may be ill advised. Copy entries into your favourite reference manager and enjoy.
description: 2.1 is a new version with bugfixes related to our own CSL output - lowercase "Lgbl." in - normalized whitespace
DOI: 10.5281/zenodo.4644362
title: Base de datos sobre publicaciones periodísticas sobre la temática agraria en el Periodico Granma durante el 2019

description: Se muestran los trabajos periodísticos en la temática agraria cubana reflejados a través del diario <em>Granma </em>durante el 2019
DOI: 10.5281/zenodo.4705101
title: Deliverable 3.4 - Demonstration of a self-powered organic spin valve

description: The objective of the deliverable is to explore hybrid organic spintronic devices and merge the spin transport with other organic functionalities, such as photoconductivity or the photoelectric effect. In particular, the goal is to demonstrate the concept of <strong>self-powered hybrid organic spin valves-photovoltaic cells</strong>. This involves the fabrication of multi-layered organic devices in which exciton-to-carrier separation occurs at the organic homo-interface. The charge carrier is used to power the device autonomously, but also for performing spin manipulation.
DOI: 10.5281/zenodo.4704817
title: Deliverable 3.4 - Demonstration of a self-powered organic spin valve

description: The objective of the deliverable is to explore hybrid organic spintronic devices and merge the spin transport with other organic functionalities, such as photoconductivity or the photoelectric effect. In particular, the goal is to demonstrate the concept of <strong>self-powered hybrid organic spin valves-photovoltaic cells</strong>. This involves the fabrication of multi-layered organic devices in which exciton-to-carrier separation occurs at the organic homo-interface. The charge carrier is used to power the device autonomously, but also for performing spin manipulation.
DOI: 10.6084/m9.figshare.14453998
title: penny_GM from An axisymmetric problem for a penny-shaped crack under the influence of the Steigmann–Ogden surface energy

description: A problem for a nanosized penny-shaped fracture in an infinite homogeneous isotropic elastic medium is considered. The fracture is opened by applying an axisymmetric normal traction to its surface. The surface energy in the Steigmann–Ogden form is acting on the boundary of the fracture. The problem is solved by using the Boussinesq potentials represented by the Hankel transforms of certain unknown functions. With the help of these functions, the problem can be reduced to a system of two singular integro-differential equations. The numerical solution to this system can be obtained by expanding the unknown functions into the Fourier–Bessel series. Then the approximations of the unknown functions can be obtained by solving a system of linear algebraic equations. Accuracy of the numerical procedure is studied. Various numerical examples for different values of the surface energy parameters are considered. Parametric studies of the dependence of the solutions on the mechanical and the geometric parameters of the system are undertaken. It is shown that the surface parameters have a significant influence on the behaviour of the material system. In particular, the presence of surface energy leads to the size-dependency of the solutions and smoother behaviour of the solutions near the tip of the crack.
DOI: 10.6084/m9.figshare.14453998.v1
title: penny_GM from An axisymmetric problem for a penny-shaped crack under the influence of the Steigmann–Ogden surface energy

description: A problem for a nanosized penny-shaped fracture in an infinite homogeneous isotropic elastic medium is considered. The fracture is opened by applying an axisymmetric normal traction to its surface. The surface energy in the Steigmann–Ogden form is acting on the boundary of the fracture. The problem is solved by using the Boussinesq potentials represented by the Hankel transforms of certain unknown functions. With the help of these functions, the problem can be reduced to a system of two singular integro-differential equations. The numerical solution to this system can be obtained by expanding the unknown functions into the Fourier–Bessel series. Then the approximations of the unknown functions can be obtained by solving a system of linear algebraic equations. Accuracy of the numerical procedure is studied. Various numerical examples for different values of the surface energy parameters are considered. Parametric studies of the dependence of the solutions on the mechanical and the geometric parameters of the system are undertaken. It is shown that the surface parameters have a significant influence on the behaviour of the material system. In particular, the presence of surface energy leads to the size-dependency of the solutions and smoother behaviour of the solutions near the tip of the crack.
DOI: 10.6084/m9.figshare.14454001
title: penny_SO from An axisymmetric problem for a penny-shaped crack under the influence of the Steigmann–Ogden surface energy

description: A problem for a nanosized penny-shaped fracture in an infinite homogeneous isotropic elastic medium is considered. The fracture is opened by applying an axisymmetric normal traction to its surface. The surface energy in the Steigmann–Ogden form is acting on the boundary of the fracture. The problem is solved by using the Boussinesq potentials represented by the Hankel transforms of certain unknown functions. With the help of these functions, the problem can be reduced to a system of two singular integro-differential equations. The numerical solution to this system can be obtained by expanding the unknown functions into the Fourier–Bessel series. Then the approximations of the unknown functions can be obtained by solving a system of linear algebraic equations. Accuracy of the numerical procedure is studied. Various numerical examples for different values of the surface energy parameters are considered. Parametric studies of the dependence of the solutions on the mechanical and the geometric parameters of the system are undertaken. It is shown that the surface parameters have a significant influence on the behaviour of the material system. In particular, the presence of surface energy leads to the size-dependency of the solutions and smoother behaviour of the solutions near the tip of the crack.
DOI: 10.6084/m9.figshare.14454001.v1
title: penny_SO from An axisymmetric problem for a penny-shaped crack under the influence of the Steigmann–Ogden surface energy

description: A problem for a nanosized penny-shaped fracture in an infinite homogeneous isotropic elastic medium is considered. The fracture is opened by applying an axisymmetric normal traction to its surface. The surface energy in the Steigmann–Ogden form is acting on the boundary of the fracture. The problem is solved by using the Boussinesq potentials represented by the Hankel transforms of certain unknown functions. With the help of these functions, the problem can be reduced to a system of two singular integro-differential equations. The numerical solution to this system can be obtained by expanding the unknown functions into the Fourier–Bessel series. Then the approximations of the unknown functions can be obtained by solving a system of linear algebraic equations. Accuracy of the numerical procedure is studied. Various numerical examples for different values of the surface energy parameters are considered. Parametric studies of the dependence of the solutions on the mechanical and the geometric parameters of the system are undertaken. It is shown that the surface parameters have a significant influence on the behaviour of the material system. In particular, the presence of surface energy leads to the size-dependency of the solutions and smoother behaviour of the solutions near the tip of the crack.
DOI: 10.5281/zenodo.4697255
title: Deliverable 3.1 - Demonstration of an Organic hot-electron double transistor

description: The objective of the deliverable is to explore hybrid organic spintronic devices in which to perform spin transport and manipulation beyond simple spin valves. With the aim of exploring the spin transport mechanisms in organic materials with small spin-orbit coupling, we need to demonstrate the fabrication of <strong>double organic hot-electron transistors</strong> in which the spin current can eventually be manipulated by an external out-of-plane magnetic field.
DOI: 10.5281/zenodo.4704818
title: Deliverable 3.4 - Demonstration of a self-powered organic spin valve

description: The objective of the deliverable is to explore hybrid organic spintronic devices and merge the spin transport with other organic functionalities, such as photoconductivity or the photoelectric effect. In particular, the goal is to demonstrate the concept of <strong>self-powered hybrid organic spin valves-photovoltaic cells</strong>. This involves the fabrication of multi-layered organic devices in which exciton-to-carrier separation occurs at the organic homo-interface. The charge carrier is used to power the device autonomously, but also for performing spin manipulation.
DOI: 10.17632/4fzdts2nj6.1
title: Fossils and genomic data illuminate the origin of Cannabis and Humulus

description: The sister genera Cannabis and Humulus include some of the most versatile plants known to man utilised for food, fibre, and mind-altering effects. Although Cannabis is one of the earliest domesticated plants and Humulus has been harvested for at least a thousand years, their early evolution remains poorly understood and has been debated for over two centuries. We infer a robust phylogeny of their family (Cannabaceae) based on plastid genomes and a review of the fossil record of Cannabis and Humulus to estimate a timescale of their evolution. Our study is the first to incorporate diverse phylogenetically- and stratigraphically-justified calibrations, combined with genomic data to infer the divergence dates of Cannabis and Humulus.
DOI: 10.17632/dghdz45rfd.1
title: Models: Maximally selective single cell target for circuit control in epilepsy

description: This dataset contains the effective connectivity models optimized from FORCE learning on functional calcium imaging datasets of control and preseizure brain states. There are models for N=3 zebrafish, which contain baseline and preseizure states (6 total models, whole-brain cellular scale resolution); N=3 models from dentate gyrus granule cells acquired from chronically epileptic mice; N=3 models from dentate gyrus granule cells acquired from control mice.
DOI: 10.17632/9936ryd5h7.1
title: Functional Calcium Imaging: Maximally selective single cell target for circuit control in epilepsy

description: This dataset contains all functional calcium imaging datasets of larval zebrafish acute seizure models (whole-brain, cellular-resolution, N=3); dentate gyrus granule cells from control dentate gyrus (N=3); dentate gyrus granule cells from dentate gyrus of mice with chronic temporal lobe epilepsy (N=3). Additionally, the zebrafish datasets contain the physical location of each neuron after registration to a zebrafish atlas, as well as the physical brain region the neuron inhabits.