cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.5788965
title: Data for "Do electric vehicles mitigate urban heat? The case of a tropical city"

description: This dataset contains the underlying data used in the publication "Do electric vehicles mitigate urban heat? The case of a tropical city", which is under review in <em>Front. Environ. Sci. .</em> The dataset includes two folders: 1. <strong>data</strong> <br> Include COSMO-DCEP-BEP model inputs and output needed to reproduce the results in the manuscript (NetCDF). 2. <strong>script</strong><br> Include post-processing scripts used to generate the figures in the manuscript (Jupiter Python 3 Notebook). <em> </em>
DOI: 10.5281/zenodo.5788964
title: Data for "Do electric vehicles mitigate urban heat? The case of a tropical city"

description: This dataset contains the underlying data used in the publication "Do electric vehicles mitigate urban heat? The case of a tropical city", which is under review in <em>Front. Environ. Sci. .</em> The dataset includes two folders: 1. <strong>data</strong> <br> Include COSMO-DCEP-BEP model inputs and output needed to reproduce the results in the manuscript (NetCDF). 2. <strong>script</strong><br> Include post-processing scripts used to generate the figures in the manuscript (Jupiter Python 3 Notebook). <em> </em>
DOI: 10.5281/zenodo.5788931
title: Aeroelastic simulations of wind turbines affected by leading edge erosion: datasets for multivariate time-series classification

description: This repository contains data generated and used for classification in the publication:<br> Duthé, G.; Abdallah, I.; Barber, S.; Chatzi, E. Modeling and Monitoring Erosion of the Leading Edge of Wind Turbine Blades. <em>Energies</em> <strong>2021</strong>, <em>14</em>, 7262. https://doi.org/10.3390/en14217262 The data is generated via OpenFAST aeroelastic simulations coupled with a Non-Homogeneous Compound Poisson Process for degradation modelling and was used to train a Transformer deep learning model. One degradation run generates 1200 samples (1 sample every 6 days corresponding to a 20 year degradation period). In total 20 degradation runs are made available (20x1200 = 24'000 multivariate time-series samples). This repo can serve to benchmark long multivariate time-series classification algorithms. There are 10 possible classes of erosion severity. Each sample is a multivariate time-series of length 60'000, with the following 4 channels extracted from the simulations for a section at the tip of the blade: Inflow velocity Angle of attack Lift coefficient Drag coefficient Please see the publication above for more information as well as the included readme for information about the data and an example of how to load it into to PyTorch.
description: {"references": ["Duth\u00e9, G.; Abdallah, I.; Barber, S.; Chatzi, E. Modeling and Monitoring Erosion of the Leading Edge of Wind Turbine Blades. Energies 2021, 14, 7262. https://doi.org/10.3390/en14217262"]}
DOI: 10.5281/zenodo.5544042
title: Aeroelastic simulations of wind turbines affected by leading edge erosion: datasets for multivariate time-series classification

description: This repository contains data generated and used for classification in the publication:<br> Duthé, G.; Abdallah, I.; Barber, S.; Chatzi, E. Modeling and Monitoring Erosion of the Leading Edge of Wind Turbine Blades. <em>Energies</em> <strong>2021</strong>, <em>14</em>, 7262. https://doi.org/10.3390/en14217262 The data is generated via OpenFAST aeroelastic simulations coupled with a Non-Homogeneous Compound Poisson Process for degradation modelling and was used to train a Transformer deep learning model. One degradation run generates 1200 samples (1 sample every 6 days corresponding to a 20 year degradation period). In total 20 degradation runs are made available (20x1200 = 24'000 multivariate time-series samples). This repo can serve to benchmark long multivariate time-series classification algorithms. There are 10 possible classes of erosion severity. Each sample is a multivariate time-series of length 60'000, with the following 4 channels extracted from the simulations for a section at the tip of the blade: Inflow velocity Angle of attack Lift coefficient Drag coefficient Please see the publication above for more information as well as the included readme for information about the data and an example of how to load it into to PyTorch.
description: {"references": ["Duth\u00e9, G.; Abdallah, I.; Barber, S.; Chatzi, E. Modeling and Monitoring Erosion of the Leading Edge of Wind Turbine Blades. Energies 2021, 14, 7262. https://doi.org/10.3390/en14217262"]}
DOI: 10.5517/ccdc.csd.cc28vn3x
title: CCDC 2110979: Experimental Crystal Structure Determination

description: Related Article: Qian Zhou, Huitian Du, Zhen Chen, Yuan Yu, Junfeng Ren, Shenghao Han, Jihui Fan, Zhiyong Pang|2022|Dyes Pigm.|198|109965|doi:10.1016/j.dyepig.2021.109965
DOI: 10.5281/zenodo.5788983
title: Impact of Intraventricular Septal Fiber Orientation on Cardiac Electromechanical Function

description: Data and materials regarding the submission of the paper. See Data Availability section and https://github.com/valeryozenne/Cardiac-Structure-Database/tree/master/Article-3
DOI: 10.6084/m9.figshare.17207231
title: Sleep during travel balances individual sleep needs

description: Aggregated and anonymized data supporting the findings in "<i>Sleep during travel balances individual sleep needs</i>" (Jónasdóttir <i>et al.</i>). <br>Raw data are not publicly available to preserve individuals’ privacy (according to the Privacy Policy for the wearable devices). Interested researchers may contact the corresponding authors regarding full data access.
DOI: 10.5281/zenodo.5788759
title: Ornithoptera priamus decontaminated FSCR

description: .
DOI: 10.5281/zenodo.5788758
title: Ornithoptera priamus decontaminated FSCR

description: .
DOI: 10.5281/zenodo.5244399
title: Impact of Nordic Walking training program on inflammasome activation in elderly women

description: <strong>Patients and methods:</strong> 64 elderly women were randomly assigned to either the experimental (EXP, n= 29) and control group (CTRL, n= 35). Subjects from EXP completed 12 weeks of moderate aerobic training program, whereas CTRL did not performe any activity. Blood samples were taken at baseline, before and after the first and the last Nordic walking unit. Inflammasome activation status was assessed through the analysis of whole blood NLRP3 and TLR4 expression by RT-qPCR and the application of a normalization study to define the most reliable normalization strategy. Plasma levels of inflammasome-related cytokines IL-1β, IL-6, IL-18, and TNFα were assayed by a multiplex immunoassay. <strong>Results:</strong>The increment of IL-1β and TNFα concentrations was observed in response to the first and last unit of NW. NLRP3 and TLR4 were decreased before the last training session.
description: This study was supported by the National Science Center (Poland), project no. NCN 2018/29/B/NZ7/02094.
DOI: 10.5281/zenodo.5244398
title: Impact of Nordic Walking training program on inflammasome activation in elderly women

description: <strong>Patients and methods:</strong> 64 elderly women were randomly assigned to either the experimental (EXP, n= 29) and control group (CTRL, n= 35). Subjects from EXP completed 12 weeks of moderate aerobic training program, whereas CTRL did not performe any activity. Blood samples were taken at baseline, before and after the first and the last Nordic walking unit. Inflammasome activation status was assessed through the analysis of whole blood NLRP3 and TLR4 expression by RT-qPCR and the application of a normalization study to define the most reliable normalization strategy. Plasma levels of inflammasome-related cytokines IL-1β, IL-6, IL-18, and TNFα were assayed by a multiplex immunoassay. <strong>Results:</strong>The increment of IL-1β and TNFα concentrations was observed in response to the first and last unit of NW. NLRP3 and TLR4 were decreased before the last training session.
description: This study was supported by the National Science Center (Poland), project no. NCN 2018/29/B/NZ7/02094.
DOI: 10.5281/zenodo.5789035
title: Impact of Intraventricular Septal Fiber Orientation on Cardiac Electromechanical Function

description: Data and materials regarding the submission of the paper. See Data Availability section and https://github.com/valeryozenne/Cardiac-Structure-Database/tree/master/Article-3
DOI: 10.5281/zenodo.5788982
title: Impact of Intraventricular Septal Fiber Orientation on Cardiac Electromechanical Function

description: Data and materials regarding the submission of the paper. See Data Availability section and https://github.com/valeryozenne/Cardiac-Structure-Database/tree/master/Article-3
DOI: 10.5281/zenodo.5789047
title: Nordic comparative study on green space use during COVID-19 – Case Helsinki (NCS-Helsinki)

description: This dataset includes the data used in the Helsinki case study of an original research paper “<em>Pandemic urban resilience in the Nordic context - a cross-city analysis on associations between outdoor recreation and green infrastructure</em>” (Fagerholm et al., upcoming). The data were collected in the PLAN-Health (PLAN-H) research project (https://participatorymapping.org/project/health-promoting-urban-environment-plan-h/) and include point data of respondent-mapped outdoor locations visited in leisure time.
description: Plan-H project. Academy of Finland [project number: 13297753].
DOI: 10.5281/zenodo.5789046
title: Nordic comparative study on green space use during COVID-19 – Case Helsinki (NCS-Helsinki)

description: This dataset includes the data used in the Helsinki case study of an original research paper “<em>Pandemic urban resilience in the Nordic context - a cross-city analysis on associations between outdoor recreation and green infrastructure</em>” (Fagerholm et al., upcoming). The data were collected in the PLAN-Health (PLAN-H) research project (https://participatorymapping.org/project/health-promoting-urban-environment-plan-h/) and include point data of respondent-mapped outdoor locations visited in leisure time.
description: Plan-H project. Academy of Finland [project number: 13297753].
DOI: 10.6084/m9.figshare.17263280
title: Metagenome classifications

description: Classifications from Kraken2 and MetaPhlAn 3
DOI: 10.6084/m9.figshare.17263280.v1
title: Metagenome classifications

description: Classifications from Kraken2 and MetaPhlAn 3
DOI: 10.6084/m9.figshare.17262656
title: Can learners hear their own errors? data

description: This study investigated whether learners can correctly identify grammatical and ungrammatical items drawn from their own spoken production. It was hypothesized that participants judge items which are less well established more slowly, and conversely that entrenched items, whether target-like or not, would be more quickly judged. 20 learners at two proficiency levels judged audio recordings of themselves reformulating errors they had made in small-group conversations. The items were categorized according to reformulation accuracy and fluency, and the analysis investigated whether judgement accuracy and speed mirrored these categories. Results indicate clear parallels in reformulation and judgement accuracy, but much less clarity in the relationship between fluency of production and recognition. A category of “slow and incorrect” errors in both production and recognition, perhaps representing “attempts” at meaning-making (Edge, 1989), is proposed as the focus of future pedagogical research investigation. To this end, a pedagogical application of the self-judgement methodology is described.
DOI: 10.6084/m9.figshare.17263256
title: CAEX Model

description: The CAEX models of the ÖGG and SIA 199 guidelines.<br>
DOI: 10.6084/m9.figshare.17263256.v1
title: CAEX Model

description: The CAEX models of the ÖGG and SIA 199 guidelines.<br>
DOI: 10.5281/zenodo.5789016
title: Dataset related to the article "Single- cell profiling defines the prognostic benefit of CD39hi tissue resident memory CD8+ T cells in lumina-like breast cancer"

description: This record contains data related to the article " Single- cell profiling defines the prognostic benefit of CD39hi tissue resident memory CD8+ T cells in lumina-like breast cancer ". Luminal-like breast cancer (BC) constitutes the majority of BC subtypes, but, differently from highly aggressive triple negative BC, is poorly infiltrated by the immune system. The quality of the immune infiltrate in luminal-like BCs has been poorly studied, thereby limiting further investigation of immunotherapeutic strategies. By using high-dimensional single-cell technologies, we identify heterogeneous behavior within the tissue-resident memory CD8+ T (Trm) cells infiltrating luminal-like tumors. A subset of CD127- CD39<sup>hi</sup> Trm cells, preferentially present in the tumor compared to the adjacent normal breast tissue or peripheral blood, retains enhanced degranulation capacity compared to the CD127+ CD39<sup>lo</sup> Trm counterpart ex vivo, and is specifically associated with positive prognosis. Nevertheless, such prognostic benefit is lost in the presence of highly-suppressive CCR8<sup>hi</sup> ICOS<sup>hi</sup> IRF4+ effector Tregs. Thus, combinatorial strategies aiming at boosting Trm function and infiltration while relieving from Treg-mediated immunosuppression should be investigated to achieve proper tumor control in luminal-like BCs.
DOI: 10.5281/zenodo.5102044
title: Dataset related to the article "Single- cell profiling defines the prognostic benefit of CD39hi tissue resident memory CD8+ T cells in lumina-like breast cancer"

description: This record contains data related to the article " Single- cell profiling defines the prognostic benefit of CD39hi tissue resident memory CD8+ T cells in lumina-like breast cancer ". Luminal-like breast cancer (BC) constitutes the majority of BC subtypes, but, differently from highly aggressive triple negative BC, is poorly infiltrated by the immune system. The quality of the immune infiltrate in luminal-like BCs has been poorly studied, thereby limiting further investigation of immunotherapeutic strategies. By using high-dimensional single-cell technologies, we identify heterogeneous behavior within the tissue-resident memory CD8+ T (Trm) cells infiltrating luminal-like tumors. A subset of CD127- CD39<sup>hi</sup> Trm cells, preferentially present in the tumor compared to the adjacent normal breast tissue or peripheral blood, retains enhanced degranulation capacity compared to the CD127+ CD39<sup>lo</sup> Trm counterpart ex vivo, and is specifically associated with positive prognosis. Nevertheless, such prognostic benefit is lost in the presence of highly-suppressive CCR8<sup>hi</sup> ICOS<sup>hi</sup> IRF4+ effector Tregs. Thus, combinatorial strategies aiming at boosting Trm function and infiltration while relieving from Treg-mediated immunosuppression should be investigated to achieve proper tumor control in luminal-like BCs.
DOI: 10.7294/16850347
title: The first true millipede: 1,306 legs long

description: High resolution images underlying figure 1 and supplementary figures S1-S4, S6-S8, and S10.
DOI: 10.5281/zenodo.5789096
title: Human embryo time-lapse video dataset - Trained models

description: The trained models for the human embryo time-lapse video dataset.
DOI: 10.6084/m9.figshare.12959957.v1
title: Average projected sea surface temperatures from 2040 - 2049

description: These data provide average projected sea surface temperatures from 2040–2049. The datasets are provided in rcp45_decadal_mean.tif and rcp85_decadal_mean.tif. The documentation for both datasets is provided in the temperature_projections.txt file.<br>This dataset was produced to support Lavender, E., Fox, C. and Burrows, M. (in prep) Modelling the impacts of climate change on the abundance of shallow-water marine fish at a global scale.<br>However, the climate projections used in the manuscript were later revised. <br>Full details are available in the published manuscript:Lavender, Fox and Burrows (2021). Modelling the impacts of climate change on thermal habitat suitability for shallow-water marine fish at a global scale. PLOS ONE 16(10): e0258184. https://doi.org/10.1371/journal.pone.0258184
DOI: 10.6084/m9.figshare.12959957
title: Average projected sea surface temperatures from 2040 - 2049

description: These data provide average projected sea surface temperatures from 2040–2049. The datasets are provided in rcp45_decadal_mean.tif and rcp85_decadal_mean.tif. The documentation for both datasets is provided in the temperature_projections.txt file.<br>This dataset was produced to support Lavender, E., Fox, C. and Burrows, M. (in prep) Modelling the impacts of climate change on the abundance of shallow-water marine fish at a global scale.<br>However, the climate projections used in the manuscript were later revised. <br>Full details are available in the published manuscript:Lavender, Fox and Burrows (2021). Modelling the impacts of climate change on thermal habitat suitability for shallow-water marine fish at a global scale. PLOS ONE 16(10): e0258184. https://doi.org/10.1371/journal.pone.0258184
DOI: 10.25422/azu.data.14632593
title: Data for "Ecosystem fluxes during drought and recovery in an experimental forest"

description: Data used to generate figures for first ecosystem scale publication form the B2 WALD campaign entitled "Ecosystem fluxes during drought and recovery in an experimental forest." This item also includes metadata, figures, and a readme. <br>Abstract:<br>Severe droughts endanger ecosystem functioning worldwide. We investigated how drought affects carbon and water fluxes in addition to soil-plant-atmosphere interactions by tracing <sup>13</sup>CO<sub>2</sub> and deep-water <sup>2</sup>H<sub>2</sub>O label pulses and volatile organic compounds (VOCs) in an enclosed experimental rainforest. Ecosystem dynamics were driven by different plant functional group responses to drought. Drought- sensitive canopy trees dominated total fluxes but also exhibited the strongest response to topsoil drying. Although all canopy-forming trees had access to deep water, these reserves were spared until late in the drought. Belowground carbon transport was slowed, yet allocation of fresh carbon to VOCs remained high. Atmospheric VOC composition reflected increasing stress responses and dynamic soil-plant- atmosphere interactions, potentially affecting atmospheric chemistry and climate feedbacks. These interactions and distinct functional group strategies thus modulate drought impacts and ecosystem susceptibility to climate change. <br><br><i>For inquiries regarding the contents of this dataset, please contact the Corresponding Author listed in the README.txt file. Administrative inquiries (e.g., removal requests, trouble downloading, etc.) can be directed to data-management@arizona.edu</i><br>
DOI: 10.25422/azu.data.14632593.v1
title: Data for "Ecosystem fluxes during drought and recovery in an experimental forest"

description: Data used to generate figures for first ecosystem scale publication form the B2 WALD campaign entitled "Ecosystem fluxes during drought and recovery in an experimental forest." This item also includes metadata, figures, and a readme. <br>Abstract:<br>Severe droughts endanger ecosystem functioning worldwide. We investigated how drought affects carbon and water fluxes in addition to soil-plant-atmosphere interactions by tracing <sup>13</sup>CO<sub>2</sub> and deep-water <sup>2</sup>H<sub>2</sub>O label pulses and volatile organic compounds (VOCs) in an enclosed experimental rainforest. Ecosystem dynamics were driven by different plant functional group responses to drought. Drought- sensitive canopy trees dominated total fluxes but also exhibited the strongest response to topsoil drying. Although all canopy-forming trees had access to deep water, these reserves were spared until late in the drought. Belowground carbon transport was slowed, yet allocation of fresh carbon to VOCs remained high. Atmospheric VOC composition reflected increasing stress responses and dynamic soil-plant- atmosphere interactions, potentially affecting atmospheric chemistry and climate feedbacks. These interactions and distinct functional group strategies thus modulate drought impacts and ecosystem susceptibility to climate change. <br><br><i>For inquiries regarding the contents of this dataset, please contact the Corresponding Author listed in the README.txt file. Administrative inquiries (e.g., removal requests, trouble downloading, etc.) can be directed to data-management@arizona.edu</i><br>
DOI: 10.3886/e157642
title: The Asymmetric Impacts of Fiscal Consolidation on Poverty and Social Exclusion_Data

description: The presented paper contributes to the current state of discussion about the effects of fiscal policy on economic activity in three key points. It focuses on the effects of fiscal policy on poverty and social exclusion instead of on broad measures of economic performance, the analysis is performed on the regional level of some EU national economies and it focuses on possible asymmetric impacts according to the level of the economic performance of the regions regarding the national levels. The results show that fiscal restrictions, both expenditure and income-oriented, have significant negative impacts on both poverty and social exclusion. Especially as far as social exclusion is concerned the impacts on the already underperforming regions seem to be even more profound. When poverty is considered as a measure of inequality instead of poverty then revenue-oriented fiscal restrictions seem relatively more harmful than expenditure-oriented fiscal consolidations as far as the underperforming regions are concerned.
DOI: 10.3886/e157642v1
title: The Asymmetric Impacts of Fiscal Consolidation on Poverty and Social Exclusion_Data

description: The presented paper contributes to the current state of discussion about the effects of fiscal policy on economic activity in three key points. It focuses on the effects of fiscal policy on poverty and social exclusion instead of on broad measures of economic performance, the analysis is performed on the regional level of some EU national economies and it focuses on possible asymmetric impacts according to the level of the economic performance of the regions regarding the national levels. The results show that fiscal restrictions, both expenditure and income-oriented, have significant negative impacts on both poverty and social exclusion. Especially as far as social exclusion is concerned the impacts on the already underperforming regions seem to be even more profound. When poverty is considered as a measure of inequality instead of poverty then revenue-oriented fiscal restrictions seem relatively more harmful than expenditure-oriented fiscal consolidations as far as the underperforming regions are concerned.
DOI: 10.6084/m9.figshare.12959918
title: Thermal affinities for 2,613 shallow-water fish

description: WARNING–DEPRECIATEDThis dataset provides, for 2,613 shallow-water fish species, their thermal affinities inferred from Aquamaps species distribution maps.The dataset is provided in the species_thermal_affinities.csv file. The dataset documentation is provided in the species_thermal_affinities.txt file.This dataset was produced to support Lavender, E., Fox, C. and Burrows, M. (in prep) Modelling the impacts of climate change on the abundance of shallow-water marine fish at a global scale.However, an issue with the Aquamaps files used to derive thermal affinities was discovered and thermal affinities were re-derived using updated files. Therefore, these data should NOT be used. The files have been removed and only the metadata are provided.The thermal affinities used in the published manuscript are available from:Lavender, Fox and Burrows (2021). Modelling the impacts of climate change on thermal habitat suitability for shallow-water marine fish at a global scale. PLOS ONE 16(10): e0258184. https://doi.org/10.1371/journal.pone.0258184