cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.4899267
title: Endless Continual Learning Simulator: Derived Datasets

description: EndlessCL-Simulator-Dataset for experimentation and reproducibility of the empirical investigation in our paper - <strong>A Procedural World Generation Framework for Systematic Evaluation of Continual Learning - </strong>Timm Hess, Martin Mundt, Iuliia Pliushch, Visvanathan Ramesh, 2021. For ease of use, we provide the dataset separately as video sequences (successive sequence of video frames with semantic object class annotation) and image-patch classification collection. Each dataset contains train and test data. Files contained: IncrementalClass_Video: Representing the most commonly investigated continual scenario, our video stream consists of four video sub-sequences, each adding one distinct object class(tree, car, people, streetlamp) to the task. The first task additionally provides examples for the 'background' category, which contains a combination of categories being part of every sub-sequence, i.e. street, sidewalks, terrain, sky, and buildings. IncrementalClasses_Classification: Image patch classification dataset based on the above video sequence.<br> IncrementalLighting_Video: The incremental lighting video sequence is base on a progressive decrease in illumination intensity as a single generative factor, without adjustments to the illumination color. Objects of all categories are present in all sub-sequences. IncrementalLighting_Classification: Image patch classification dataset based on the above video sequence.<br> IncrementalWeather_Video: The incremental weather stream is a compilation of distinct weather conditions (clear day, fog, rain, snow, overcast) that are iteratively explored in sub-sequences. IncrementalWeather_Classification: Image patch classification dataset based on the above video sequence. Please see the README, inside the zip file, for instructions. The standalone simulator executable is available at: https://doi.org/10.5281/zenodo.4899294 The underlying source code of this simulator executable is made available at: https://github.com/ccc-frankfurt/EndlessCL-Simulator-Source
DOI: 10.5281/zenodo.4899266
title: Endless Continual Learning Simulator: Derived Datasets

description: EndlessCL-Simulator-Dataset for experimentation and reproducibility of the empirical investigation in our paper - <strong>A Procedural World Generation Framework for Systematic Evaluation of Continual Learning - </strong>Timm Hess, Martin Mundt, Iuliia Pliushch, Visvanathan Ramesh, 2021. For ease of use, we provide the dataset separately as video sequences (successive sequence of video frames with semantic object class annotation) and image-patch classification collection. Each dataset contains train and test data. Files contained: IncrementalClass_Video: Representing the most commonly investigated continual scenario, our video stream consists of four video sub-sequences, each adding one distinct object class(tree, car, people, streetlamp) to the task. The first task additionally provides examples for the 'background' category, which contains a combination of categories being part of every sub-sequence, i.e. street, sidewalks, terrain, sky, and buildings. IncrementalClasses_Classification: Image patch classification dataset based on the above video sequence.<br> IncrementalLighting_Video: The incremental lighting video sequence is base on a progressive decrease in illumination intensity as a single generative factor, without adjustments to the illumination color. Objects of all categories are present in all sub-sequences. IncrementalLighting_Classification: Image patch classification dataset based on the above video sequence.<br> IncrementalWeather_Video: The incremental weather stream is a compilation of distinct weather conditions (clear day, fog, rain, snow, overcast) that are iteratively explored in sub-sequences. IncrementalWeather_Classification: Image patch classification dataset based on the above video sequence. Please see the README, inside the zip file, for instructions. The standalone simulator executable is available at: https://doi.org/10.5281/zenodo.4899294 The underlying source code of this simulator executable is made available at: https://github.com/ccc-frankfurt/EndlessCL-Simulator-Source
DOI: 10.25318/1510001201-fra
title: Connaissance de la langue officielle minoritaire selon certaines professions de la santé, 2001 à 2016

description: Présente de l’information sur la connaissance de la langue officielle minoritaire pour les travailleurs employés dans certaines professions de la santé. Dans tous les cas, la langue officielle en situation minoritaire est l’anglais au Québec et le français dans le reste du Canada, pour obtenir plus de renseignements, veuillez consulter les notes en bas de page. Ces données sont tirées des recensements de la population de 2001, 2006 et 2016 ainsi que de l’Enquête nationale auprès des ménages de 2011.
DOI: 10.25318/1510001301-eng
title: Frequency of French use at work by selected healthcare occupations, Canada outside Quebec, 2001 to 2016

description: Provides information on the total, primary, equal and secondary use of French at work for workers employed in selected healthcare occupations, please see footnotes for more details. These data are based on the 2001, 2006 and 2016 Censuses of Population as well as the 2011 National Household Survey.
DOI: 10.5517/ccdc.csd.cc257fb6
title: CCDC 2003137: Experimental Crystal Structure Determination

description: Related Article: Pinku Sarma, Pranay Sharma, Antonio Frontera, Miquel Barcelo-Oliver, Akalesh K. Verma, Trinayan Barthakur, Manjit K. Bhattacharyya|2021|Inorg.Chim.Acta|525|120461|doi:10.1016/j.ica.2021.120461
DOI: 10.25318/1510001301-fra
title: Fréquence d'utilisation du français au travail selon certaines professions de la santé, Canada hors Québec, 2001 à 2016

description: Présente de l’information sur l'utilisation totale, primaire, égale et secondaire du français au travail pour les travailleurs employés dans certaines professions de la santé, pour obtenir plus de renseignements veuillez consulter les notes en bas de page. Ces données sont tirées des recensements de la population de 2001, 2006 et 2016 ainsi que de l’Enquête nationale auprès des ménages de 2011.
DOI: 10.6084/m9.figshare.13521944
title: Appendices

description: Appendices A to F.
DOI: 10.6084/m9.figshare.13521944.v3
title: Appendices

description: Appendices A to F.
DOI: 10.6084/m9.figshare.13521944.v2
title: Appendices

description: Appendices A to F.
DOI: 10.15468/msdp5a
title: New combinations in the fern genus Tectaria (Tectariaceae) for the Flora of China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Christenhusz, Maarten J. M. (2010): New combinations in the fern genus Tectaria (Tectariaceae) for the Flora of China. Phytotaxa 10: 58-59, DOI: 10.11646/phytotaxa.10.1.9
DOI: 10.5281/zenodo.4899864
title: Data for: Hydraulic model calibration using CryoSat-2 observations in the Zambezi catchment

description: This directory contains the data used for the manuscript: <br> Kittel, C.M.M., Hatchard, S., Neal, J.C., Nielsen, K., Bates, P.D., Bauer-Gottwein, P. (2021) <br> Hydraulic model calibration using CryoSat-2 observations in the Zambezi catchment CryoSat-2:<br> This folder contains the CryoSat-2 observations used for calibrating the hydrodynamic model, including runoff<br> simulations at time of observation for each model catchment used to force the model. RR_model:<br> This folder contains the files necessary to run the rainfall-runoff model for the Zambezi catchment used<br> to force the hydrodynamic model. The model source code is published as part of the GlobWetland-Africa <br> QGIS toolbox. <br> http://globwetland-africa.org/?wpdmpro=globwetland-toolbox-1-5<br> This folder also contains a stand-alone script to run the model for the Zambezi using the subsets of calibrated<br> parameters found in the subfolder "Parameters". Supplementary_data:<br> This folder contains the synthetic parameters used to produce the synthetic observations pertubed by <br> uncertainties of 3, 20 and 40 cm. Hydrodynamic_model: <br> This folder contains the catchment characteristics used to run the LISFLOOD-FP models of the subreaches included<br> in the study. The files are ASCII files of the channel width, slope, bed elevation and channel roughness<br> as obtained in the calibration. <br> 13 - Upper Zambezi<br> 14 - Kabompo<br> 134 - Lungwebungo<br> 101 - Kafue<br> 99 - Luangwa<br> Please refer to the LISFLOOD-FP manual for further details on the file format and model setup: <br> http://www.bristol.ac.uk/media-library/sites/geography/migrated/documents/lisflood-manual-v5.9.6.pdf S3 Time series: <br> Sentinel-3A and Sentinel-3B WSE time series used to evaluate performance of the hydraulic model.
DOI: 10.5281/zenodo.4899863
title: Data for: Hydraulic model calibration using CryoSat-2 observations in the Zambezi catchment

description: This directory contains the data used for the manuscript: <br> Kittel, C.M.M., Hatchard, S., Neal, J.C., Nielsen, K., Bates, P.D., Bauer-Gottwein, P. (2021) <br> Hydraulic model calibration using CryoSat-2 observations in the Zambezi catchment CryoSat-2:<br> This folder contains the CryoSat-2 observations used for calibrating the hydrodynamic model, including runoff<br> simulations at time of observation for each model catchment used to force the model. RR_model:<br> This folder contains the files necessary to run the rainfall-runoff model for the Zambezi catchment used<br> to force the hydrodynamic model. The model source code is published as part of the GlobWetland-Africa <br> QGIS toolbox. <br> http://globwetland-africa.org/?wpdmpro=globwetland-toolbox-1-5<br> This folder also contains a stand-alone script to run the model for the Zambezi using the subsets of calibrated<br> parameters found in the subfolder "Parameters". Supplementary_data:<br> This folder contains the synthetic parameters used to produce the synthetic observations pertubed by <br> uncertainties of 3, 20 and 40 cm. Hydrodynamic_model: <br> This folder contains the catchment characteristics used to run the LISFLOOD-FP models of the subreaches included<br> in the study. The files are ASCII files of the channel width, slope, bed elevation and channel roughness<br> as obtained in the calibration. <br> 13 - Upper Zambezi<br> 14 - Kabompo<br> 134 - Lungwebungo<br> 101 - Kafue<br> 99 - Luangwa<br> Please refer to the LISFLOOD-FP manual for further details on the file format and model setup: <br> http://www.bristol.ac.uk/media-library/sites/geography/migrated/documents/lisflood-manual-v5.9.6.pdf S3 Time series: <br> Sentinel-3A and Sentinel-3B WSE time series used to evaluate performance of the hydraulic model.
DOI: 10.6084/m9.figshare.12813293
title: Source Data: Wing damage affects flight kinematics but not flower tracking performance in hummingbird hawkmoths

description: This is the supplementary data for the manuscript "Wing damage affects flight kinematics but not flower tracking2 performance in hummingbird hawkmoths." (currently under review)<br>Kinetmatic_data.csv contains the body and wing morphology of individuals from the different treatments, the wing beat frequency and peak-to-peak amplitude (projected in dorsal camera view), the distance between thorax and abdomen and the length of the flight track relative to the length of the path of the flower they track, as well as the average absolute distance between animal and flower.<br>Tracking_performance.csv contains the tracking error in the analysed frequencies, as well as summary data for the tracking error, and the wing beat kinematics as well as body and wing morphometric measures of the animals in this analysis.<br>flight_model_suppl_data.csv contains the wing beat kinematics and morphometric measures required for a model of lift force and mechanical power. The file also contains the model results.
DOI: 10.6084/m9.figshare.12813293.v1
title: Source Data: Wing damage affects flight kinematics but not flower tracking performance in hummingbird hawkmoths

description: This is the supplementary data for the manuscript "Wing damage affects flight kinematics but not flower tracking2 performance in hummingbird hawkmoths." (currently under review)<br>Kinetmatic_data.csv contains the body and wing morphology of individuals from the different treatments, the wing beat frequency and peak-to-peak amplitude (projected in dorsal camera view), the distance between thorax and abdomen and the length of the flight track relative to the length of the path of the flower they track, as well as the average absolute distance between animal and flower.<br>Tracking_performance.csv contains the tracking error in the analysed frequencies, as well as summary data for the tracking error, and the wing beat kinematics as well as body and wing morphometric measures of the animals in this analysis.<br>flight_model_suppl_data.csv contains the wing beat kinematics and morphometric measures required for a model of lift force and mechanical power. The file also contains the model results.
DOI: 10.34740/kaggle/dsv/2302918
title: COVID Vaccination in World (updated daily)
DOI: 10.5281/zenodo.4899860
title: SARS-CoV-2 Amplicon Sequence Analysis Tutorial

description: Training data for the Galaxy SARS-CoV-2 Amplicon Sequence analysis tutorial
DOI: 10.15493/dea.mims.26052257
title: South African National Antarctic Expedition (SANAE) on the SA Agulhas II Voyage 018, December 2015

description: The Gough Island Relief / Tristan da Cunha cruise was conducted on the SA Agulhas II, Voyage 009 from 5 September to 10 October, 2013.
DOI: 10.15468/r95gxv
title: Three new species of Habenaria (Orchidaceae) from Serra da Canastra, Minas Gerais, Brazil

description: This dataset contains the digitized treatments in Plazi based on the original journal article Batista, João A. N., Ramalho, Bruno M. Carvalho Aline J., Bianchetti, Luciano B. (2010): Three new species of Habenaria (Orchidaceae) from Serra da Canastra, Minas Gerais, Brazil. Phytotaxa 13: 27-39, DOI: 10.11646/phytotaxa.13.1.2, URL: http://biotaxa.org/Phytotaxa/article/view/phytotaxa.13.1.2
DOI: 10.5281/zenodo.4899894
title: chloroplast gene alignments phylogenetic analysis of Cladophorales green algae

description: Chloroplast gene alignments used for the phylogenetic analysis of Cladophorales green algae
description: {"references": ["Del Cortona A, Leliaert F, Bogaert KA, Turmel M, Boedeker C, Janou\u0161kovec J, Lopez-Bautista JM, Verbruggen H, Vandepoele K, De Clerck O. The plastid genome in Cladophorales green algae is encoded by hairpin chromosomes. Current Biology. 2017;27(24):3771-82.e6. doi:10.1016/j.cub.2017.11.004"]}
DOI: 10.5281/zenodo.4899893
title: chloroplast gene alignments phylogenetic analysis of Cladophorales green algae

description: Chloroplast gene alignments used for the phylogenetic analysis of Cladophorales green algae
description: {"references": ["Del Cortona A, Leliaert F, Bogaert KA, Turmel M, Boedeker C, Janou\u0161kovec J, Lopez-Bautista JM, Verbruggen H, Vandepoele K, De Clerck O. The plastid genome in Cladophorales green algae is encoded by hairpin chromosomes. Current Biology. 2017;27(24):3771-82.e6. doi:10.1016/j.cub.2017.11.004"]}
DOI: 10.5281/zenodo.4899908
title: Data used to generate Fig. 5 (tSNE & KNN)

description: The data used to generate Fig. 5 (tSNE & KNN) for "Learning Dynamics of Hierarchical Category Structure in Deep Non-Linear Networks", submitted to NeurIPS 2021. The data is subsampled (100 samples per time epoch) from the non-linear network trained on the hierarchical dataset. The pickle files contain the data features (across all layers) as well as the computed KNN matrix.
DOI: 10.5281/zenodo.4898340
title: Data used to generate Fig. 5 (tSNE & KNN)

description: The data used to generate Fig. 5 (tSNE & KNN) for "Learning Dynamics of Hierarchical Category Structure in Deep Non-Linear Networks", submitted to NeurIPS 2021. The data is subsampled (100 samples per time epoch) from the non-linear network trained on the hierarchical dataset. The pickle files contain the data features (across all layers) as well as the computed KNN matrix.
DOI: 10.5281/zenodo.4899913
title: Supplementary materials

description: We have modified the supplementary materials as follow: The following materials are available online at, include a zip file with the slice, tree shapefile and new RANSAC algorithm.
DOI: 10.6084/m9.figshare.14731599
title: Dataset of The Impact of H. pylori and/or Toxoplasma gondii infection on recurrence of gastritis and gastric ulcer

description: This is datasets of our work<b> "</b>The Impact of <i>H. pylori</i> and/or <i>Toxoplasma gondii</i> infection on recurrence of gastritis and gastric ulcer" presented in excel sheet.
DOI: 10.25345/c50r9md9p
title: MassIVE MSV000092116 - Metabolic switch from fatty acid oxidation to glycolysis in knock-in mouse model of Barth Syndrome.
title: Mitochondria are central for cellular metabolism and energy supply. Barth Syndrome (BTHS) is a severe disorder, due to dysfunction of the mitochondrial cardiolipin acyl transferase tafazzin. Altered cardiolipin remodeling affects mitochondrial inner membrane organization and function of membrane proteins such as transporters and the oxidative phosphorylation (OXPHOS) system. Here, we describe a mouse model that carries a G197V exchange in tafazzin, corresponding to BTHS patient. TAZG197V mice recapitulate disease-specific pathology including cardiac dysfunction and reduced oxidative phosphorylation. We show that mutant mitochondria display defective fatty acid driven oxidative phosphorylation due to reduced levels of carnitine palmitoyl transferases. A metabolic switch in ATP production from OXPHOS to glycolysis is apparent in mouse heart and patient iPSC cell-derived cardiomyocytes. An increase in glycolytic ATP production inactivates AMPK causing altered metabolic signaling in TAZG197V. Treatment of mutant cells with AMPK activator reestablishes fatty acid driven OXPHOS and protects mice against cardiac failure.
DOI: 10.6084/m9.figshare.14207153
title: FASTQ file from Oxford Nanopore targeted sequencing of IGH locus

description: In this project Oxford Nanopore sequencing was implemented for clonotyping rearranged immunoglobulin heavy chain (IGH) sequences from multiple myeloma CD138+ plasma cells. The data contains filtered raw reads generated with the ligation library kit, retaining sequences with read length of 200 bp or more and less than 800 bp (to discard ligated IGH sequences). Reads with mean quality scores of less than 20 were discarded, resuling in approximately 6 million reads mappable to chromosome 14 (IGH@ locus).
DOI: 10.6084/m9.figshare.14207153.v1
title: FASTQ file from Oxford Nanopore targeted sequencing of IGH locus

description: In this project Oxford Nanopore sequencing was implemented for clonotyping rearranged immunoglobulin heavy chain (IGH) sequences from multiple myeloma CD138+ plasma cells. The data contains filtered raw reads generated with the ligation library kit, retaining sequences with read length of 200 bp or more and less than 800 bp (to discard ligated IGH sequences). Reads with mean quality scores of less than 20 were discarded, resuling in approximately 6 million reads mappable to chromosome 14 (IGH@ locus).
DOI: 10.5281/zenodo.8013256
title: On the Correspondence between Information Flow, Noninterference, and Symbolic Execution - Benchmark Set

description: The benchmark set the paper ``On the Correspondence between Information Flow, Noninterference, and Symbolic Execution'' evaluates.
DOI: 10.5281/zenodo.8013255
title: On the Correspondence between Information Flow, Noninterference, and Symbolic Execution - Benchmark Set

description: The benchmark set the paper ``On the Correspondence between Information Flow, Noninterference, and Symbolic Execution'' evaluates.
DOI: 10.5281/zenodo.8013563
title: THE ROLE OF IMMATURE GRANULOCYTES IN THE EARLY DIAGNOSIS OF PNEUMONIA DEVELOPING SECONDARY TO RIB FRACTURES

description: This retrospective study aimed to investigate the role of immature granulocytes (IGs) in the early diagnosis of pneumonia secondary to rib fractures.
DOI: 10.5281/zenodo.8013562
title: THE ROLE OF IMMATURE GRANULOCYTES IN THE EARLY DIAGNOSIS OF PNEUMONIA DEVELOPING SECONDARY TO RIB FRACTURES

description: This retrospective study aimed to investigate the role of immature granulocytes (IGs) in the early diagnosis of pneumonia secondary to rib fractures.
DOI: 10.6084/m9.figshare.23309324
title: A dataset for impervious surface change detection in urban fringe areas

description: A visible light dataset for detecting urban sprawl
DOI: 10.6084/m9.figshare.23309324.v1
title: A dataset for impervious surface change detection in urban fringe areas

description: A visible light dataset for detecting urban sprawl
DOI: 10.5281/zenodo.8006703
title: Dataset: Psychological preparation and postoperative outcomes for adults undergoing surgery under general anaesthesia

description: This dataset contains arm-level data for the outcome length of stay in hospital (days) from the paper https://doi.org/10.1016/j.jclinepi.2018.02.012 which was initially presented in the paper https://doi.org/10.1002/14651858.CD008646.pub2.
DOI: 10.5281/zenodo.8006702
title: Dataset: Psychological preparation and postoperative outcomes for adults undergoing surgery under general anaesthesia

description: This dataset contains arm-level data for the outcome length of stay in hospital (days) from the paper https://doi.org/10.1016/j.jclinepi.2018.02.012 which was initially presented in the paper https://doi.org/10.1002/14651858.CD008646.pub2.
DOI: 10.6084/m9.figshare.23309570
title: test_data.zip

description: Test data for each function in the software.
DOI: 10.6084/m9.figshare.23309570.v1
title: test_data.zip

description: Test data for each function in the software.
DOI: 10.5519/qd.ajsdj3m2
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (28 records)
DOI: 10.6084/m9.figshare.21253211
title: Assessing habitat connectivity in environmental impact assessment: a case-study in the UK context

description: Ecological connectivity across landscapes is vital for the maintenance of biodiversity and the processes that enable life on earth. Despite this, environmental planning decisions are usually made at the scale of individual projects, failing to account for landscape-scale impacts. Incorporating habitat connectivity analysis in Environmental Impact Assessments (EIAs) could provide an opportunity to address this gap. We present a novel approach to model habitat connectivity in an EIA undertaken for the Heathrow Third Runway Expansion Project, a proposed development in south-east England. Drawing on field data, remote sensing, and species-specific literature reviews, a circuit theory approach was used to assess functional connectivity across the project landscape for grass snakes <i>Natrix helvetica</i> and soprano pipistrelles <i>Pipistrellus pygmaeus</i>. Results indicated key areas for species movement and potential ‘pinch-points’ vulnerable to development impacts. We discuss lessons learnt, potential applications to inform impact assessment, mitigation design, and biodiversity net gain approaches, and further work required to mainstream connectivity analyses in EIA and decision-making.