cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3924878
title: Enhancing accuracy of air quality and temperature forecasts during paddy crop-residue burning season in Delhi via chemical data assimilation

description: This paper examines the accuracy of Weather Research and Forecasting model coupled with Chemistry (WRF-Chem) generated 72 h fine particulate matter (PM<sub>2.5</sub>) forecasts in Delhi during the crop residue burning season of Oct-Nov 2017 with respect to assimilation of the Moderate Resolution Imaging Spectroradiometer (MODIS) aerosol optical depth (AOD) retrievals, persistent fire emission assumption, and aerosol-radiation interactions. The assimilation significantly pushes the model AOD and PM<sub>2.5</sub> towards the observations with the largest changes below 5 km altitude in the fire source regions (northeastern Pakistan, Punjab, and Haryana) as well as the receptor New Delhi. WRF-Chem forecast with MODIS AOD assimilation, aerosol-radiation feedback turned on, and real-time fire emissions reduce the mean bias by 88-195 µg/m<sup>3</sup> (70-86%) with the largest improvement during the peak air pollution episode of 6-13 November 2017. Aerosol-radiation feedback contributes ~21%, ~25%, and ~24% to reduction in mean bias of the first, second, and third day of PM<sub>2.5 </sub>forecast. Persistence fire emission assumption is found to work really well, as the accuracy of PM<sub>2.5</sub> forecasts driven by persistent fire emissions was only 6% lower compared to those driven by real fire emissions. Aerosol-radiation feedback extends the benefits of assimilating satellite AOD beyond PM<sub>2.5</sub> forecasts to surface temperature forecast with a reduction in the mean bias of 0.9<sup>o</sup>C - 1.5<sup>o</sup>C (17-30%). These results demonstrate that air quality forecasting can benefit substantially from satellite AOD observations particularly in developing countries that lack resources to rapidly build dense air quality monitoring networks.
DOI: 10.5281/zenodo.3924877
title: Enhancing accuracy of air quality and temperature forecasts during paddy crop-residue burning season in Delhi via chemical data assimilation

description: This paper examines the accuracy of Weather Research and Forecasting model coupled with Chemistry (WRF-Chem) generated 72 h fine particulate matter (PM<sub>2.5</sub>) forecasts in Delhi during the crop residue burning season of Oct-Nov 2017 with respect to assimilation of the Moderate Resolution Imaging Spectroradiometer (MODIS) aerosol optical depth (AOD) retrievals, persistent fire emission assumption, and aerosol-radiation interactions. The assimilation significantly pushes the model AOD and PM<sub>2.5</sub> towards the observations with the largest changes below 5 km altitude in the fire source regions (northeastern Pakistan, Punjab, and Haryana) as well as the receptor New Delhi. WRF-Chem forecast with MODIS AOD assimilation, aerosol-radiation feedback turned on, and real-time fire emissions reduce the mean bias by 88-195 µg/m<sup>3</sup> (70-86%) with the largest improvement during the peak air pollution episode of 6-13 November 2017. Aerosol-radiation feedback contributes ~21%, ~25%, and ~24% to reduction in mean bias of the first, second, and third day of PM<sub>2.5 </sub>forecast. Persistence fire emission assumption is found to work really well, as the accuracy of PM<sub>2.5</sub> forecasts driven by persistent fire emissions was only 6% lower compared to those driven by real fire emissions. Aerosol-radiation feedback extends the benefits of assimilating satellite AOD beyond PM<sub>2.5</sub> forecasts to surface temperature forecast with a reduction in the mean bias of 0.9<sup>o</sup>C - 1.5<sup>o</sup>C (17-30%). These results demonstrate that air quality forecasting can benefit substantially from satellite AOD observations particularly in developing countries that lack resources to rapidly build dense air quality monitoring networks.
DOI: 10.5519/qd.51dv34be
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (32 records)
DOI: 10.5281/zenodo.3928671
title: Supplementary material Petrilli, Spada et al.,

description: The following are available online at www.mdpi.com/xxx/s1, Figure S1-4 and “FCS folder” with two subfolders (“MDX_FCS” and “WT_FCS”) containing the mass cytometry raw data (.fcs files).
DOI: 10.5281/zenodo.3928670
title: Supplementary material Petrilli, Spada et al.,

description: The following are available online at www.mdpi.com/xxx/s1, Figure S1-4 and “FCS folder” with two subfolders (“MDX_FCS” and “WT_FCS”) containing the mass cytometry raw data (.fcs files).
DOI: 10.5281/zenodo.3928568
title: 3D lookup tables for helium-graphene interaction for uniaxially strained graphene in the armchair direction

description: Data files containing the 3D lookup tables for the helium-graphene Lennard Jones interaction for uniaxially strained graphene in the armchair direction from 0$\AA$ to 10$\AA$. Path integral Monte Carlo simulations can be performed using these data files and our open source code located here.
description: 0.0 2.642668261184518 16.961130160262375 0.05 2.6691003148269594 16.757965573159975 0.1 2.699920841594704 16.529721451450662 0.15 2.7381160674611458 16.256015311769104 0.16 2.7485482036865276 16.16979119397407 0.17 2.758555408844238 16.086298168462033 0.18 2.7688858608199607 16.000654315229383 0.19 2.7800711002084983 15.910775851211197 0.2 2.7906774893502124 15.824759255848775 0.21 2.804003556398234 15.719998352422472 0.22 2.817136108091014 15.617586197043124 0.23 2.8311584765852196 15.509815911364557 0.24 2.8456701010275367 15.399913806990275 0.25 2.8580790323978964 15.303052988043815 0.26 2.8784702596739513 15.15633717622917 0.27 2.8964649920317695 15.025373911567815 0.28 2.916597620750073 14.882223175940368 0.29 2.9377464777914035 14.732693536111157 0.34 3.065353701514823 13.962563962971998
DOI: 10.5281/zenodo.3928567
title: 3D lookup tables for helium-graphene interaction for uniaxially strained graphene in the armchair direction

description: Data files containing the 3D lookup tables for the helium-graphene Lennard Jones interaction for uniaxially strained graphene in the armchair direction from 0$\AA$ to 10$\AA$. Path integral Monte Carlo simulations can be performed using these data files and our open source code located here.
description: 0.0 2.642668261184518 16.961130160262375 0.05 2.6691003148269594 16.757965573159975 0.1 2.699920841594704 16.529721451450662 0.15 2.7381160674611458 16.256015311769104 0.16 2.7485482036865276 16.16979119397407 0.17 2.758555408844238 16.086298168462033 0.18 2.7688858608199607 16.000654315229383 0.19 2.7800711002084983 15.910775851211197 0.2 2.7906774893502124 15.824759255848775 0.21 2.804003556398234 15.719998352422472 0.22 2.817136108091014 15.617586197043124 0.23 2.8311584765852196 15.509815911364557 0.24 2.8456701010275367 15.399913806990275 0.25 2.8580790323978964 15.303052988043815 0.26 2.8784702596739513 15.15633717622917 0.27 2.8964649920317695 15.025373911567815 0.28 2.916597620750073 14.882223175940368 0.29 2.9377464777914035 14.732693536111157 0.34 3.065353701514823 13.962563962971998
DOI: 10.5281/zenodo.3897673
title: Data for Science report: Accelerating Water Dissociation in Bipolar Membranes and for Electrocatalysis

description: All the data for the manuscript (<strong>DOI: 10.1126/science.aaz1487</strong>) in csv format ordered according to figures in main manuscript and supplementary materials. Please reach out to us if you have any questions.
DOI: 10.5281/zenodo.3897672
title: Data for Science report: Accelerating Water Dissociation in Bipolar Membranes and for Electrocatalysis

description: All the data for the manuscript (<strong>DOI: 10.1126/science.aaz1487</strong>) in csv format ordered according to figures in main manuscript and supplementary materials. Please reach out to us if you have any questions.
DOI: 10.17632/whrcjjf7jx.1
title: Data for "Path integration error and adaptable search behaviors in a mantis shrimp" Patel and Cronin, 2020

description: Three Files Total: 1. Path Integration Error Data 2. Search Loop Orientation Data 3. Search Radii Data
DOI: 10.17632/3pdy48dbn7.1
title: Efficacy of Teaching Design for Sustainability using Design Supports

description: Education for Design for Sustainability (DfS) is a complex process involving the need to develop critical competencies through various pedagogical approaches. The focus of this paper is teaching DfS at Product-Service System (PSS) level with and without design supports. DfS at PSS level presents a wicked and complex design problem for students as they are challenged to deal with interrelated issues which require cross-disciplinary and trans-disciplinary knowledge and expertise. It has been observed that there is significant difference between student (novice) designers and expert designers in defining and structuring wicked design problems. The difference arises because of higher information need, assistance in problem structuring and presentation along with process selection. Students, therefore, need pedagogy that can aid them in perceiving relevance of various factors involved to be able to locate interconnections. The available design supports for DfS have been designed keeping in mind expert designers. The question therefore arises, do sustainability-oriented analysis and design supports shape up student designers' learning experience effectively or not and how. In this paper, we use the context of designing agricultural machinery with a sustainable PSS approach, a wicked and complex design problem. We investigate a group of fifteen undergraduate and postgraduate Design students' mental model to approaching DfS of agricultural machinery and its associated service ecosystem. The first scenario of the investigations is when they are just informed about the concepts of sustainability, sustainable development, and sustainability in the context of agriculture but given no design support in the form of a framework or guideline for performing the act of design. Next, we provide the students with an indicator-based DfS assessment and design guideline and observe the efficacy and efficiency of the same group of students in analyzing and ideating for the same agricultural machinery and its associated service ecosystem. We then examined the effectiveness and efficiency of a design support based DfS act by examining if the strength of the analysis and design has improved, the number of factual errors or misunderstandings reduced, and the quality of learning improved. The investigation concludes that using frameworks and guideline to aid DfS for students is very useful in structuring students' analytical and design skills, especially in transdisciplinary DfS projects. It also can reduce the number of factual errors and misunderstandings the students have during the analysis and design process. The students reported feeling more confident during their learning journey when provided with a set of design guideline.
DOI: 10.17632/r3xcwph3rd.1
title: NIHSS - Medical Students Dataset
DOI: 10.17632/335rmgrfw2.3
title: Sit-to-Stand Test with Elderly People From Centre of Portugal

description: This dataset includes accelerometer data related to institutionalized elderly people from Centre of Portugal during the performance of Sit-to-Stand Test.
DOI: 10.17632/vfz5pz4n8k.6
title: Datasets of captured images of three different devices for photogrammetry calculation comparison and integration into a laserscan point cloud of a built environment

description: The present data article aims to provide the whole dataset obtained during an experiment of updating laser scan point clouds with photogrammetry meshes. In this context, the data quality and calculation time of photogrammetry models from different recording devices and different software solutions were compared. It was investigated whether photos from smartphones are also appropriate for updating point clouds by using photogrammetry in a factory environment. The photos of a technical installation were taken in 08:30 min with all three devices: Nikon D810 with Sigma art 24mm, iPhone 6 and iPhone XS. Three datasets were created with each device. One dataset (photos in .TIFF) of the iPhone XS is provided. The results of the data sets are used for a photogrammetry mesh quality comparison and a calculation time comparison. Due to the mesh quality comparison, visual qualitative inspections are performed on the models and the results are compared. Furthermore, all settings in the RealityCapture BETA 1.0 and Meshroom 2019 2.0 software are provided. A comparison of the quality of the photogrammetric 3D meshes was performed by comparing the rendering results. The dataset of the iPhone XS can be used to compare further photogrammetry software or single algorithms. Besides the images, the initial point cloud of the laser scanner is provided. Also included is the file of the combination of laser scan point cloud and photogrammetry mesh at the end of the experiment.
DOI: 10.17632/dmhnr29ws2.2
title: Gamma-Enhancing Neurofeedback at Oz-EEG Channel Toward Visual Feature Binding and Fluid Intelligence Enhancement

description: Study aim: To study Gamma-enhancing neurofeedback learning process and evaluate its efficacy on visual feature binding and fluid intelligence Sample size: 18 healthy female students (mean age: 24.24 ± 1.94 years) Dataset: ----------- 1- Demographics: 18 subjects, Age, BMI, Weight, Height, Handedness, GPA 2- IQ measure: 18 subjects, Pretest and posttest sessions 3- Visual feature binding measure: 18 subjects, Pretest and posttest sessions, Response time and Error rate 4- 4 activity baseline EEG: 18 subjects, Pretest and posttest sessions, Tasks: Eyes open, Eyes closed, Auditory sensory attentiveness, Cognitive effort 5- Neurofeedback training EEG: 8 subjects, 8 training sessions, Eyes closed baseline EEG recorded before and after training in each session, EEG recorded during training in each session
DOI: 10.17632/d6fn8y7pc2.2
title: Small proteins regulate Salmonella survival inside macrophages by controlling degradation of a magnesium transporter

description: Original blots for figures in manuscript
DOI: 10.17632/wfx8rr5wkt.3
title: Synthetic fecal marker concentration datasets

description: Synthetic fecal marker concentration datasets, the scripts for SAS and R to fit these data to a G2 and a G2G1 digesta kinetic model, the methodological details for the creation of these synthetic data, and a summary table of the resulting parameters observed when fitting these data to G2 and G2G1 models with the SAS and R software.
DOI: 10.17632/335rmgrfw2.2
title: 30-s Chair Stand Test with Elderly People From Centre of Portugal

description: This dataset includes accelerometer data related to institutionalized elderly people from Centre of Portugal during the performance of 30-s Chair Stand Test.
DOI: 10.17632/335rmgrfw2.1
title: 30-s Chair Stand Test with Elderly People From Centre of Portugal

description: This dataset includes accelerometer data related to institutionalized elderly people from Centre of Portugal during the performance of 30-s Chair Stand Test.
DOI: 10.17632/jztgr6ttrj.1
title: Bedrock and climate jointly control the phosphorus status of subtropical forests along two elevational gradients

description: Research data in the manuscript with the title Bedrock and climate jointly control the phosphorus status of subtropical forests along two elevational gradients
DOI: 10.17632/499b9wd287.2
title: Processive activity of the replicative polymerases in the replisome of live eukaryotic cells

description: Raw microscopy data and images of Western blots and gels
DOI: 10.17632/4bpc9s4c49.3
title: Metal contamination in aquatic species from Africa

description: Compilation of results from studies related to metal contamination in aquatic species from Africa.
DOI: 10.17632/txx7np8srh.1
title: VERCORS benchmark 2

description: This dataset is related to the VERCORS benchmark 2 which occurred in 2017-2018. VERCORS is a 1/3 mock-up of a double wall concrete containment building. Participants of the benchmark were given this set of data as well as the instructions given in the document.zip. Also in this document.zip can be found the 2 reports written for the restitution: EDF report comparing the results and papers written by the workshop participants.
DOI: 10.17632/5chr4zd4by.1
title: CASCO - Conceptual Analysis of Structural COllapse

description: CASCO program. MATLAB implementation, with examples.
DOI: 10.17632/tmrs92j7pv.16
title: COVID-19: Time Series Datasets India versus World

description: This dataset consists of COVID-19 time series data of India since 24th March 2020. The data set is for all the States and Union Territories of India and is divided into five parts, including i) Confirmed cases; ii) Death Count; iii) Recovered Cases; iv) Temperature of that place; and v) Percentage humidity in the region. The data set also provides basic details of confirmed cases and death count for all the countries of the world updated daily since 30 January 2020. The end user can contact the corresponding author (Rohit Salgotra : nicresearchgroup@gmail.com) for more details. . [Dataset is updated Thrice a Week]
DOI: 10.17632/3f46kg3m55.1
title: Financial strain, stressful social environment, and FKBP5 associate with depressive symptoms in African Americans living in Tallahassee, Florida

description: The World Health Organization estimates that almost 300 million people suffer from depression worldwide. Depression is the most common mental health disorder and shows racial disparities in disease prevalence, age of onset, severity of symptoms, frequency of diagnosis, and treatment utilization across the United States. Since depression has both social and genetic risk factors, we propose a conceptual model wherein social stressors are primary risk factors for depression, but genetic variants increase or decrease individual susceptibility to the effects of the social stressors. Our research strategy incorporates both social and genetic data to investigate variation in symptoms of depression (CES-D scores). We collected data on financial strain (difficulty paying bills) and personal social networks (a model of an individual’s social environment), and we genotyped genetic variants in five genes involved in stress reactivity (HTR1a, BDNF, GNB3, SLC6A4, and FKBP5) in 135 African Americans residing in Tallahassee, Florida. We found that high financial strain and a high percentage of people in one’s social network who are a source of stress or worry were significantly associated with higher CES-D scores and explained more variation in CES-D scores than did genetic factors. Only one genetic variant (rs1360780 in FKBP5) was significantly associated with CES-D scores and only when the social stressors were included in the model. Interestingly, the effect of FKPB5 appeared to be strongest in individuals with high financial strain such that participants with a T allele at rs1360780 in FKBP5 and high financial strain had the highest mean CES-D scores in our study population. These results suggest that material disadvantage and a stressful social environment increases the risk of depression, but that individual-level genetic variation may increase susceptibility to the adverse health consequences of social stressors.
DOI: 10.17632/bh9ggjvm9m.2
title: Rural Older Adults' KAP on Drug Misusing in the Later Life- 1 July 2020

description: Drug Misuse and Addiction is one of the health issues of older people at the later life which has not been considered competently in Gerontology as well. There are low knowledge and insufficiency investigative data within gerontologists, nurses, physicians and psychologists who work in the ageing community regarding this problem. Having older adults’ knowledge, attitude, and perception of Addiction in Aging is vital. Rural areas are a pristine and intact context where gerontologists could be trained to investigate issues and older adults' problems. The attached data was aimed to investigate the issue in the later life in the rural community of southern Iran. In a cross-sectional study, about 570 middle & older adults (Male = 317, Female = 251, & Withdrawn = 2) who aged 60 years old and above (Birthyear 1920 to 1960) were chosen via random sampling technique. They are covered by rural health administrations in the rural communities of Fars province in southern Iran, 2018. Data was updated in July 2020.
DOI: 10.3886/e116037
title: Replication data for: Estimation and Inference of Impulse Responses by Local Projections

description: This paper introduces methods to compute impulse responses without specification and estimation of the underlying multivariate dynamic system. The central idea consists in estimating local projections at each period of interest rather than extrapolating into increasingly distant horizons from a given model, as it is done with vector autoregressions (VAR). The advantages of local projections are numerous: (1) they can be estimated by simple regression techniques with standard regression packages; (2) they are more robust to misspecification; (3) joint or point-wise analytic inference is simple; and (4) they easily accommodate experimentation with highly nonlinear and flexible specifications that may be impractical in a multivariate context. Therefore, these methods are a natural alternative to estimating impulse responses from VARs. Monte Carlo evidence and an application to a simple, closed-economy, new-Keynesian model clarify these numerous advantages.
DOI: 10.17632/bh9ggjvm9m.1
title: Rural Older Adults' KAP on Drug Misusing in the Later Life- 1 July 2020

description: Drug Misuse and Addiction is one of the health issues of older people at the later life which has not been considered competently in Gerontology as well. There are low knowledge and insufficiency investigative data within gerontologists, nurses, physicians and psychologists who work in the ageing community regarding this problem. Having older adults’ knowledge, attitude, and perception of Addiction in Aging is vital. Rural areas are a pristine and intact context where gerontologists could be trained to investigate issues and older adults' problems. The attached data was aimed to investigate the issue in the later life in the rural community of southern Iran. In a cross-sectional study, about 570 middle & older adults (Male = 317, Female = 251, & Withdrawn = 2) who aged 60 years old and above (Birthyear 1920 to 1960) were chosen via random sampling technique. They are covered by rural health administrations in the rural communities of Fars province in southern Iran, 2018. Data was updated in July 2020.
DOI: 10.17632/k22tx8x79h.2
title: Physiological and behavioral reactions to renewable energy systems in various landscape types (Data analysis) 2019

description: This dataset contains physiological (skin conductance) and behavioral (choice) data for 14 audio-visual stimuli. Each stimuli is composed of the variable landscape type (LANDSCAPE) with seven levels, and the variable amount of renewable energy infrastructure (SCENARIO) with two levels. The audio-visual stimuli are provided as high resolution videos. In addition, the statistical analysis is also published here as R-code.
DOI: 10.17632/76j9cwb5v8.1
title: Raw data_erosion rate

description: Raw data_erosion rate
DOI: 10.17632/kz3j2w57w5.1
title: Processed data_ erosion rate

description: Processed data_ erosion rate
DOI: 10.17632/cvgvbn9hsg.1
title: Dataset for studies on engineered hydrocortisone for treating orthotropic colon cancer
DOI: 10.17632/82y6xztdfs.3
title: Data for: Experimental Testing of the Heating Performance of a Rotor-Type Dissipative Liquid Heater

description: The data set presents results of experimental testing of the heating performance of a prototype of a rotor-type dissipative liquid heater, where the dynamics of several parameters such as the heat power generated, the electrical power consumed and the efficiency factor is defined.