cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34808/m9mn-yy02
title: Thermographic imaging of electrochemical double layer capacitors during cycling charging - discharging 0 - 2,7 V at 204 mA. Sample 51, run #2.

description: Dataset contains thermal images of prototype electrochemical double layer capacitor taken during cyclic charging - discharging. The sample was charged to 2,7 V and discharged to 10 mV by constant current 204 mA. Experiment run #2. This experiment was preceded by experiment 10.34808/av2f-rb57The images were taken with thermographic camera VigoCAM V50. The sample was covered by black graphite paint to ensure uniform surface emission. For sample charging and discharging the ATLAS 1361 MPG&T was used.The sample is in a form of triplex envelope (6 cm x 7 cm) with active structure (2,5 cm x 4 cm) inside and electrodes contacts at one of envelope edge.The ASCII text data file consists of images acquired within a fixed period of measurement, T = 60 sec. The recorded image is a matrix containing 388 x 288 temperature data. Each image is preceded with header with image number, date and time of acquisition.
DOI: 10.6084/m9.figshare.14679540
title: mRNAmatrix.txt

description: Transcriptome data were obtained from TCGA liver cancer data set
DOI: 10.23729/3eaf1aeb-5e0c-4704-9e18-a925688f810b
title: Palaenigma wrangeli preview

description: Several scans of multiple specimens of fossil Palaengima Wrangeli. Data is included in Kröger, B., Vinn, O., Toom, U., Corfe, I., Kuva, J., Zaton, M., 2021. On the enigma of Palaenigma wrangeli (Schmidt), a condulariid with a partly non-mineralized skeleton. Submitted. Preview of PAS-dataset https://doi.org/10.23729/76a8ec2e-f330-45e5-a2c3-1c4e1c7e47d5
DOI: 10.6084/m9.figshare.14679570
title: clinical

description: clinical information was obtained from TCGA liver cancer data set
DOI: 10.34740/kaggle/dsv/2271970
title: Nepal ICU and Ventilators Occupancy for COVID
DOI: 10.6084/m9.figshare.14679585
title: gene

description: 在人类遗传数据库中获得了与细胞凋亡相关的基因
DOI: 10.6084/m9.figshare.14679585.v1
title: gene

description: 在人类遗传数据库中获得了与细胞凋亡相关的基因
DOI: 10.5281/zenodo.4804993
title: Dataset for the Solar Incident Radiation and Electricity Production BIPV/BAPV System on the Northern/Southern Façade in Dense Urban Areas

description: The prosperous implementation of Building Integrated Photovoltaics (BIPV), as well as Building Attached Photovoltaics (BAPV), needs an accurate and detailed assessment of the potential of solar irradiation and electricity production of various commercialised technologies in different orientations on the outer skins of the building. This article presents a dataset for the solar incident radiation and electricity production of PV systems in the north and south orientations in a dense urban area (in the northern hemisphere). The solar incident radiation and the electricity production of two back-to-back PV panels with a ten-centimetre gap for one year are monitored and logged as primary data sources. Using Microsoft Excel, both panels’ efficiency is also presented as a secondary source of data. The implemented PV panels are composed of polycrystalline silicon cells with an efficiency of 16.9%. The results depicted that the actual efficiency of the south-facing panel (13%–15%) is always closer to the standard efficiency of the panel compared to the actual efficiency of the north-facing panel (8%–12%). Moreover, although the efficiency of the south-facing panel on sunny days of the year is almost constant, the efficiency of the north-facing panel decreases significantly in winter. This phenomenon might be linked to the spectral response of the polycrystalline silicon cells and different incident solar radiation spectrum on the panels. While the monitored data cover the radiation and system electricity production in various air conditions, the analysis is mainly conducted for sunny days, and more investigation is needed to analyse the system performance in other weather conditions (like cloudy and overcast skies). The presented database could be used to analyse the performance of polycrystalline silicon PV panels and their operational efficiency in a dense urban area and for different orientations.
DOI: 10.5281/zenodo.4646645
title: Dataset for the Solar Incident Radiation and Electricity Production BIPV/BAPV System on the Northern/Southern Façade in Dense Urban Areas

description: The prosperous implementation of Building Integrated Photovoltaics (BIPV), as well as Building Attached Photovoltaics (BAPV), needs an accurate and detailed assessment of the potential of solar irradiation and electricity production of various commercialised technologies in different orientations on the outer skins of the building. This article presents a dataset for the solar incident radiation and electricity production of PV systems in the north and south orientations in a dense urban area (in the northern hemisphere). The solar incident radiation and the electricity production of two back-to-back PV panels with a ten-centimetre gap for one year are monitored and logged as primary data sources. Using Microsoft Excel, both panels’ efficiency is also presented as a secondary source of data. The implemented PV panels are composed of polycrystalline silicon cells with an efficiency of 16.9%. The results depicted that the actual efficiency of the south-facing panel (13%–15%) is always closer to the standard efficiency of the panel compared to the actual efficiency of the north-facing panel (8%–12%). Moreover, although the efficiency of the south-facing panel on sunny days of the year is almost constant, the efficiency of the north-facing panel decreases significantly in winter. This phenomenon might be linked to the spectral response of the polycrystalline silicon cells and different incident solar radiation spectrum on the panels. While the monitored data cover the radiation and system electricity production in various air conditions, the analysis is mainly conducted for sunny days, and more investigation is needed to analyse the system performance in other weather conditions (like cloudy and overcast skies). The presented database could be used to analyse the performance of polycrystalline silicon PV panels and their operational efficiency in a dense urban area and for different orientations.
DOI: 10.5281/zenodo.4541576
title: Dataset - A genome-scale metabolic model of Saccharomyces cerevisiae that integrates expression constraints and reaction thermodynamics

description: <strong>Models and dataset needed to reproduce the results for the manuscript "A genome-scale metabolic model of Saccharomyces cerevisiae that integrates expression constraints and reaction thermodynamics" by O. Oftadeh et all</strong> The code to generate yETFL models and reproduce the results of this manuscript is available at https://github.com/EPFL-LCSB/yetfl/ and https://gitlab.com/EPFL-LCSB/yetfl/. The execution of this code is dependent on the ETFL repository available at https://github.com/EPFL-LCSB/etf and https://gitlab.com/EPFL-LCSB/etfl. Models: File input_models.zip contains a structure with thermodynamically and stoichiometrically curated genome-scale model of S. cerevisiae in MATLAB's mat format (based on Yeast8.3.4) Datasets: File thermo_data_yeast8.mat contains a thermodynamic database for the standard formation free Gibbs energy of formation of different metabolites in Yeast8. File info_yeast.zip contains data needed to run the code stored on the GitHub and Gitlab repositories.
description: This work has received funding from the European Union's Horizon 2020 research and innovation programme under grant agreement No 814408 (OO), the Swiss National Science Foundation under grant agreement 200021_188623 (OO), the European Union's Horizon 2020 Research and Innovation Programme under the Marie Skłodowska-Curie grant agreement No. 722287 (PS), the European Union's Horizon 2020 research and innovation program under the Marie Skłodowska Curie grant agreement No 675585 (MM), and the École Polytechnique Fédérale de Lausanne.
DOI: 10.5281/zenodo.4805474
title: Data for submitted publication: 'Contrasting responses of idealised and realistic simulations of shallow cumuli to aerosol perturbations'

description: Data for producing figures from the paper 'Contrasting responses of idealised and realistic simulations of shallow cumuli to aerosol perturbations', submitted to Geophyiscal Research Letters in February 2021.
description: This work used Monsoon2, a collaborative High Performance Computing facility funded by the Met Office and the Natural Environment Research Council. Funding from European Union's Horizon 2020 research and innovation programme under grant agreement No 821205 (FORCeS).
DOI: 10.5281/zenodo.4513730
title: Data for submitted publication: 'Contrasting responses of idealised and realistic simulations of shallow cumuli to aerosol perturbations'

description: Data for producing figures from the paper 'Contrasting responses of idealised and realistic simulations of shallow cumuli to aerosol perturbations', submitted to Geophyiscal Research Letters in February 2021.
description: This work used Monsoon2, a collaborative High Performance Computing facility funded by the Met Office and the Natural Environment Research Council. Funding from European Union's Horizon 2020 research and innovation programme under grant agreement No 821205 (FORCeS).
DOI: 10.6084/m9.figshare.14673306
title: Population divergence in aggregation and sheltering behaviour in surface- vs. cave-adapted Asellus aquaticus (Crustacea: Isopoda)

description: Behavioural data<br>
DOI: 10.6084/m9.figshare.14673306.v1
title: Population divergence in aggregation and sheltering behaviour in surface- vs. cave-adapted Asellus aquaticus (Crustacea: Isopoda)

description: Behavioural data<br>
DOI: 10.6084/m9.figshare.13067024
title: Ain’t going down without a fight. State- and environment-dependence of antipredator defensive aggressive personalities in Carpetane rock lizard

description: Morphology and behavioural data<br>
DOI: 10.6084/m9.figshare.13067024.v1
title: Ain’t going down without a fight. State- and environment-dependence of antipredator defensive aggressive personalities in Carpetane rock lizard

description: Morphology and behavioural data<br>
DOI: 10.5281/zenodo.4805619
title: Cyclone gaja dataset

description: Due to the cyclonic storm 'Gaja' over the Bay of Bengal rainfall started between Cuddalore and Bamban on 15-November,2018 at 5.30 P.M. There were many rumor news are disseminated in twitter during this event. The authors have collected 90,867 tweets from 24,534 unique users with the aid of hashtags namely #cyclonegaja, #savedelta, and @TNSDMA. The #gaja corpus consists of source tweets, retweets and replies tweets.
DOI: 10.5281/zenodo.4805618
title: Cyclone gaja dataset

description: Due to the cyclonic storm 'Gaja' over the Bay of Bengal rainfall started between Cuddalore and Bamban on 15-November,2018 at 5.30 P.M. There were many rumor news are disseminated in twitter during this event. The authors have collected 90,867 tweets from 24,534 unique users with the aid of hashtags namely #cyclonegaja, #savedelta, and @TNSDMA. The #gaja corpus consists of source tweets, retweets and replies tweets.
DOI: 10.5281/zenodo.4725303
title: Supporting DNN Safety Analysis and Retraining through Heatmap-based Unsupervised Learning

description: This repository provides the data used for the experiments of the paper "Supporting DNN Safety Analysis and Retraining through Heatmap-based Unsupervised Learning" by Hazem Fahmy, Fabrizio Pastore, Mojtaba Bagherzadeh, and Lionel Briand appearing in IEEE Transactions on Reliability (doi: 10.1109/TR.2021.3074750) Deep neural networks (DNNs) are increasingly important in safety-critical systems, for example in their perception layer to analyze images. Unfortunately, there is a lack of methods to ensure the functional safety of DNN-based components. We observe three major challenges with existing practices regarding DNNs in safety-critical systems: (1) scenarios that are underrepresented in the test set may lead to serious safety violation risks, but may, however, remain unnoticed; (2) char- acterizing such high-risk scenarios is critical for safety analysis; (3) retraining DNNs to address these risks is poorly supported when causes of violations are difficult to determine. To address these problems in the context of DNNs analyzing images, we propose HUDD, an approach that automatically supports the identification of root causes for DNN errors. HUDD identifies root causes by applying a clustering algorithm to heatmaps capturing the relevance of every DNN neuron on the DNN outcome. Also, HUDD retrains DNNs with images that are automatically selected based on their relatedness to the identified image clusters. We evaluated HUDD with DNNs from the automotive domain. HUDD was able to identify all the distinct root causes of DNN errors, thus supporting safety analysis. Also, our retraining approach has shown to be more effective at improving DNN accuracy than existing approaches.
DOI: 10.17632/33ybbvvffd.1
title: Plant-Based Diets and Depression

description: Plant-Based Diets and Depression Cross-Sectional Survey Data
DOI: 10.17632/xn4r3ky58h.4
title: Animations of crack propagation and evolution of the microcrack opening-closure indicator in MPFM from You et al. CMAME, 2021

description: This dataset refers to the videos of the evolutions of the phase-field and microcrack open-closure indicator C(\sigma_c) during crack propagation for the case of inclined frictional fault in our micromechanics-based phase-field model in You et al., 2021, CMAME
DOI: 10.17632/dnnp3bg5hh.1
title: Empirical models of ion density distribution in the dayside Martian ionosphere

description: The Mathematica programs to produce Martian ion density profile.
DOI: 10.6084/m9.figshare.14679660
title: FewRel_1.0.rar

description: FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset
DOI: 10.23636/b44j-2x23
title: Developing identifiers workshop analysis
DOI: 10.5066/p9350u64
title: National Assessment of Oil and Gas Project - Western Oregon-Washington Province (004) Assessment Units

description: The Assessment Unit is the fundamental unit used in the National Assessment Project for the assessment of undiscovered oil and gas resources. The Assessment Unit is defined within the context of the higher-level Total Petroleum System. The Assessment Unit is shown here as a geographic boundary interpreted, defined, and mapped by the geologist responsible for the province and incorporates a set of known or postulated oil and (or) gas accumulations sharing similar geologic, geographic, and temporal properties within the Total Petroleum System, such as source rock, timing, migration pathways, trapping mechanism, and hydrocarbon type. The Assessment Unit boundary is defined geologically as the limits of the geologic elements that define the Assessment Unit, such as limits of reservoir rock, geologic structures, source rock, and seal lithologies. The only exceptions to this are Assessment Units that border the Federal-State water boundary. In these cases, the Federal-State water boundary forms part of the Assessment Unit boundary.
DOI: 10.15468/pwgh9n
title: Population-level morphological variation of Anisotremus interruptus (Gill, 1862) (Perciformes: Haemulidae) in the Tropical Eastern Pacific, with the description of two new species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Acevedo-Álvarez, Edgar Adrián, Ruiz-Campos, Gorgonio, Domínguez-Domínguez, Omar (2021): Population-level morphological variation of Anisotremus interruptus (Gill, 1862) (Perciformes: Haemulidae) in the Tropical Eastern Pacific, with the description of two new species. Zootaxa 4975 (1): 141-158, DOI: https://doi.org/10.11646/zootaxa.4975.1.5
DOI: 10.6084/m9.figshare.13471338.v1
title: Bern2019WDP data

description: The study “Continuous recording of vital signs with a wearable device in pediatric patients undergoing chemotherapy for cancer – an operational feasibility study” (NCT04134429) recruited patients from November 2019 to January 2020 in a single center, the Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland. Nine different vital signs and health indicators, plus quality scores to six of them, were recorded by the wearable device (WD) Everion® during a total of 274 days (6576 hours) in 20 patients (study period of 14 days each patient). This resulted in 85’854 measuring points, which are a total of 772’686 measurements of vital signs and health indicators, plus 515’124 quality scores. Additionally, non-WD data like side effects, acceptability and usability, reasons not to wear the WD, and effort for the investigators was collected. 20 files, one per patient, contain the WD data e.g. the vital signs and their quality score recorded by the WD. A Readme file explains all the variables. One file contains the non-WD data of all 20 patients on administration, follow-up and outcomes of the daily CRF. Another Readme file explains all the variables.
DOI: 10.6084/m9.figshare.8971088
title: Data from: Sex differences in the cognitive abilities of a sex-changing fish species Labroides dimidiatus

description: Males and females of the same species are known to differ at least in some cognitive domains, but such differences are not systematic across species. As a consequence, it remains unclear whether reported differences generally reflect adaptive adjustments to diverging selective pressures, or whether differences are mere side products of physiological differences necessary for reproduction. Here we show that sex differences in cognition occur even in a sex-changing species, a protogynous hermaphrodite species where all males have previously been females. <br><br>
DOI: 10.6084/m9.figshare.8971088.v1
title: Data from: Sex differences in the cognitive abilities of a sex-changing fish species Labroides dimidiatus

description: Males and females of the same species are known to differ at least in some cognitive domains, but such differences are not systematic across species. As a consequence, it remains unclear whether reported differences generally reflect adaptive adjustments to diverging selective pressures, or whether differences are mere side products of physiological differences necessary for reproduction. Here we show that sex differences in cognition occur even in a sex-changing species, a protogynous hermaphrodite species where all males have previously been females. <br><br>
DOI: 10.15468/kzdzgv
title: Hoya rotundiflora (Apocynaceae, Asclepiadoideae), a new horticulturally important species from Myanmar

description: This dataset contains the digitized treatments in Plazi based on the original journal article Rodda, Michele, Simonsson, Nadhanielle (2011): Hoya rotundiflora (Apocynaceae, Asclepiadoideae), a new horticulturally important species from Myanmar. Phytotaxa 27: 37-43, DOI: 10.11646/phytotaxa.27.1.4, URL: http://biotaxa.org/Phytotaxa/article/view/phytotaxa.27.1.4
DOI: 10.5066/p9p21tl9
title: National Assessment of Oil and Gas Project - Eastern Oregon-Washington Province (005) Quarter-Mile Cells

description: Cell maps for each oil and gas assessment unit were created by the USGS to illustrate the degree of exploration, type of production, and distribution of production in an assessment unit or province. Each cell represents a quarter-mile square of the land surface, and the cells are coded to represent whether the wells included within the cell are predominantly oil-producing, gas-producing, both oil and gas-producing, dry, or the type of production of the wells located within the cell is unknown. The well information was initially retrieved from the IHS Energy Group, PI/Dwights PLUS Well Data on CD-ROM, which is a proprietary, commercial database containing information for most oil and gas wells in the U.S. Cells were developed as a graphic solution to overcome the problem of displaying proprietary PI/Dwights PLUS Well Data. No proprietary data are displayed or included in the cell maps. The data from PI/Dwights PLUS Well Data were current as of 2004 when the cell maps were created in 2006.
DOI: 10.5066/p9v564n1
title: National Assessment of Oil and Gas Project - Eastern Oregon - Washington Province (005) Assessment Units

description: The Assessment Unit is the fundamental unit used in the National Assessment Project for the assessment of undiscovered oil and gas resources. The Assessment Unit is defined within the context of the higher-level Total Petroleum System. The Assessment Unit is shown here as a geographic boundary interpreted, defined, and mapped by the geologist responsible for the province and incorporates a set of known or postulated oil and (or) gas accumulations sharing similar geologic, geographic, and temporal properties within the Total Petroleum System, such as source rock, timing, migration pathways, trapping mechanism, and hydrocarbon type. The Assessment Unit boundary is defined geologically as the limits of the geologic elements that define the Assessment Unit, such as limits of reservoir rock, geologic structures, source rock, and seal lithologies. The only exceptions to this are Assessment Units that border the Federal-State water boundary. In these cases, the Federal-State water boundary forms part of the Assessment Unit boundary.
DOI: 10.6084/m9.figshare.14485140
title: The roles of antimicrobial resistance, phage diversity, isolation source, and selection in shaping the genomic architecture of Bacillus anthracis

description: Supporting code for ‘The roles of antimicrobial resistance, phage diversity, isolation source, and selection in shaping the genomic architecture of <i>Bacillus anthracis</i>’ as published in <i>Microbial Genomics</i>.
DOI: 10.6084/m9.figshare.14485140.v1
title: The roles of antimicrobial resistance, phage diversity, isolation source, and selection in shaping the genomic architecture of Bacillus anthracis

description: Supporting code for ‘The roles of antimicrobial resistance, phage diversity, isolation source, and selection in shaping the genomic architecture of <i>Bacillus anthracis</i>’ as published in <i>Microbial Genomics</i>.
DOI: 10.5066/p9r9j0cn
title: National Assessment of Oil and Gas Project - Eastern Great Basin Province (019) Quarter-Mile Cells

description: Cell maps for each oil and gas assessment unit were created by the USGS as a method for illustrating the degree of exploration, type of production, and distribution of production in an assessment unit or province. Each cell represents a quarter-mile square of the land surface, and the cells are coded to represent whether the wells included within the cell are predominantly oil-producing, gas-producing, both oil and gas-producing, dry, or the type of production of the wells located within the cell is unknown. The well information was initially retrieved from the IHS Energy Group, PI/Dwights PLUS Well Data on CD-ROM, which is a proprietary, commercial database containing information for most oil and gas wells in the U.S. Cells were developed as a graphic solution to overcome the problem of displaying proprietary PI/Dwights PLUS Well Data. No proprietary data are displayed or included in the cell maps. The data from PI/Dwights PLUS Well Data were current as of October 2001 when the cell maps were created in 2002.
DOI: 10.5066/p9ky0h7g
title: Bat Detector Type Comparison Data from Fort Knox, Kentucky

description: These data are night level totals of bat calls by species and phonic group recorded at Fort Knox, Kentucky during the summer of 2017. Data contain recordings from zero-crossing frequency division and full spectrum receiving units.
DOI: 10.25573/data.10304303.v5
title: Monthly Rain_ACP_Horizontal.xlsx

description: Monthly summaries of the Panama Canal Authority meteorological monitoring program. These data were collected from approximately 50 stations located in the Panama Canal watershed. Information about station locations can be found in the metadata in the file.<br><br>This file has been formatted horizontally so that monthly and seasonal patterns can be easily analyzed.<br><br>Published with permission from the Panama Canal Authority.