cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/n3ywbm3y2t.7
title: Estimating ground-level PM2.5 using micro-satellite images by a convolutional neural network and random forest approach

description: Version 7 updates: Updated Image_Downloader again. Promise this will be the last recent update. Revised the part of image downloading from url and saving to directory. Sometimes, internal server error from Planet side can occur during the image downloading and saving process, which will cause the program to stop. Now this issue has been taken care of in this update. Some further remarks: To obtain the most possible matched images for a given query criteria, I recommend activating all your wanted images first, then wait for ~24 hours. This is the empirical time that roughly all the requested images can finish being activated. I am, however, strongly against downloading images right after activating images using this code. In such a case, you will lose a lot of valid images, as some of them will not get activated right away. Any questions can be directed to tongshu.zheng@duke.edu --- # based on the PlanetLabs' terms of use (https://www.planet.com/terms-of-use/) and Weather Underground’s terms of use (https://www.wunderground.com/company/legal), we are not allowed to publish/distribute the images data from PlanetLabs or meteorology data from Weather Underground used in this study. However, we have provided a python script (“Image_Downloader.ipynb”) that can download the current study’s images from PlanetLabs and we have provided links (“Links_to_Download_Meteorology_Data.docx”) to direct readers to the corresponding Weather Underground webpages where they can download the meteorology data used in our study.# This dataset includes the following items: 1) raw 1 h PM2.5 mass concentration measurements of the 35 regulatory AQM stations and the US Embassy station in Beijing from January 1, 2017 to July 20, 2019; 2) raw 1 h PM2.5 mass concentration measurements of the 10 regulatory AQM stations in Shanghai from January 1, 2017 to July 20, 2019; 3) "Links_to_Download_Meteorology_Data.docx" links to direct readers to the corresponding Weather Underground webpages where they can download the meteorology data used in our study; 4) "Image_Downloader.ipynb" python code to download the Beijing and Shanghai stations' images used in our study from PlanetLabs; 5) "PM_Meteorology_Image_process_filter_match.ipynb" python code to process the raw PM2.5 data and the raw meteorology data; to process and filter the raw images data; to match the processed PM2.5 data and meteorology data with the filtered and processed images data; store the matched records for model training and evaluation purposes; 6) "Model_Training_and_Evaluation_updated.ipynb" python code to build, train, and evaluate the CNN-RF models used in our study; 7) "670m_model.hdf5" the CNN model trained on the Beijing training dataset at a spatial resolution of 670 * 670 m; 8) "500m_model.hdf5" the CNN model trained on the Beijing training dataset at a spatial resolution of 500 * 500 m; 9) "200m_model.hdf5" the CNN model trained on the Beijing training dataset at a spatial resolution of 200 * 200 m.
DOI: 10.17632/ss9z3f83bj.2
title: Variations and geological significance of solid acidity during smectite illitization

description: Solid acidity and mineralogy of clay minerals during illitization
DOI: 10.17632/6gpc32dyy7.1
title: Raw data from Anti-androgens may protect against severe COVID-19 outcomes: results from a prospective cohort study of 77 hospitalized men
DOI: 10.17632/rtztd8fr52.1
title: Synthetic Data for Channel Interpretation

description: Synthetic Data for Channel Interpretation
DOI: 10.17632/twz44cn98m.1
title: Updated evidence regarding the association of elevated serum uric acid levels and psoriasis

description: Supplementary Figure Legends and Tables
DOI: 10.17632/s73t77mfw3.1
title: Shiga SP Data 2019

description: This data is for the feasibility study for the introduction of Mobility as a Service in a Suburban area like in Kusatsu and Otsu in Shiga, Japan which are bed towns for bigger cities in the region like Kyoto, Osaka and Kobe. This data contains the personal characteristics of residents of Otsu/Kusatsu cities, their daily travel behavior, preferences and choice for MaaS/subscription based transport services. We examine their choices on the premise that frequent trip makers and those in the higher income class are most likely to try out a new transport scheme should it be introduced. This study helps to understand the acceptability and potential demand for the implementation of MaaS.
DOI: 10.17632/zg92v4bxk9.2
title: Data on evaluation of depressive disorder in lung cancer patients

description: Data using for examine the prevalence of the depressive disorder in a lung cancer patient who plans to receive chemotherapy conducted at a one-day chemotherapy unit
DOI: 10.17632/jn3wh7bc74.1
title: Mitochondria_Cyclograpsus_intermedius

description: Cyclograpsus intermedius is distributed in Korea and Japan.
DOI: 10.17632/prs95bn8wj.1
title: Rural institutions, social networks, and self-organized adaptation to climate change

description: The data was collected from the Takoli Panchayat in the lower Kullu Valley of Himachal Pradesh, India in 2011. Our analysis includes 273 households, which comprises all households that engage in agriculture in Takoli. The data identified 46 crops. We divided these crops into five types: vegetables, fruit, seeds, food grains, and ‘others’; each represents a distinct combination of labor requirements, inputs, market risk, and climate risks. We then calculated the proportion of land that each farmer has devoted to each of the five main crop types across one agricultural year. This was calculated as the total land of each crop type under cultivation divided by the gross cropped area for each farmer. Based on these variables, we undertook hierarchical cluster analysis using wards linkage, from which we derived 5 “agricultural portfolios”. This included three portfolios that specialize in fruit, vegetables, and food grains and two that are diversified across crop types with an emphasis on either food grains or vegetables. Households were also asked to identify the other households in Takoli they interact with on any issue regarding agricultural production. We used this data to create a bi-directional social network (using igraph package in R). We then calculated several measures of network centrality to capture different aspects of a household’s integration within the broader network: degree, betweenness, and eigenvector centrality. Within the full sample of 273 households, 4 households have no linkages within the network (they have a degree of 0). As such, they have no possible value for betweenness or eigenvector centrality (n=269). We also asked if households interacted with the six institutions of interest in our study: the Agricultural Department, Horticulture Department, the Bajaura Field Research Station (linked to state agricultural universities), Regional Banks, the Block Development Office (the lowest level of the development bureaucracy), and the Panchayat (local governmental unit). To calculate the network distance between households and each institution included in our study, we created a second social network that includes both households and institutions as ‘nodes’. We then calculated the additive inverse of the network distance to each of the institutions: a distance of ‘-1’ indicates that a household interacts directly with a given institution, a distance of ‘-2’ indicates that a household interacts with a household that interacts with the institution, and so on. Households with no network relationships can have no network distance (n=269). However, one household reports a direct interaction with the agricultural department and thus has a network position with regard to this institution (n=270). Please see detailed description in the publication SI.
DOI: 10.17632/wm6tkmz73f.3
title: Supplemental data for: Combined effect of impaired glucose metabolism and Body Fatness on Brain MRI imaging markers in healthy elderly

description: Supplementary Materials for Combined effect of impaired glucose metabolism and Body Fatness on Brain MRI imaging markers in healthy elderly: The Environmental-Pollution-Induced Neurological EFfects (EPINEF) Study Supplemental methods 1: The Environmental-Pollution-Induced Neurological EFfects (EPINEF) Study Supplemental methods 2: Seoul Verbal Learning Test (SVLT) Supplemental methods 3: Partial least square structural equation model Supplemental table 1: Outer model evaluation indicators Supplemental table 2: Combined Effects of Body fatness and Impaired glucose metabolism on Brain structure according to path coefficient by PLS-SEM Supplemental table 3: Effects Body fatness on Brain structure via IGM according to path coefficient and indirect effects - Stratification by Body Fatness factor score Supplemental table 4: Effects Fatness on SNSB score (memory, language, and attention function) mediated by impaired glucose metabolism and brain structure (frontal lobe, temporal lobe, and hippocampus) according to path coefficient by PLS-SEM Supplemental figure 1: Flow chart of study participants Supplemental figure 2: Structural model of Partial Least Squares Structural Equation Modelling (PLS-SEM) for double mediation analysis estimating indirect effects fatness on SNSB score mediated impaired glucose metabolism and/or brain structure
DOI: 10.17632/p8cb8xynrm.1
title: Safety and COVID-19 symptoms in individuals recently vaccinated with BCG: a retrospective cohort study. Moorlag et al

description: Table S1. Survey questions. Related to Figure 1.
DOI: 10.17632/wjvgjd54jh.1
title: Reference data of FDS code for Fuel

description: 1, Four-step gas-phase reaction model considering the oxidation reactions of CO and HCN. 2, Three-step gas-phase reaction model only considering the oxidation of CO.
DOI: 10.17632/kfbcpxgdr9.1
title: De novo transcriptome assembly and functional annotation of the Atlantic bluefin tuna (Thunnus thynnus) larval stage

description: De novo transcriptome assembly and functional annotation of the Atlantic bluefin tuna larval stage. The dataset (Illumina HiSeq 2000, 100bp paired-end) was generated from a pool of several developmental stages (0dph, 2dph, 10dph, 15dhp, 20dph).
DOI: 10.17632/fz2dt9zzbm.1
title: effect of microbial inoculation on composting process: A meta-analysis

description: Microbial inoculants have been promoted as a strategy to improve compost quality, but general conclusion is hardly be drawn on this topic due to considerable variation between the published studies. This database therefore contains all the necessary information which was used to performed a meta-analysis to estimate the overall effect size of microbial inoculants on carbon, nitrogen, C/N ratio, phosphorus, potassium, pH, germination index, cellulose, hemicellulose, lignin and humus contents. In addition, this database is used to perform a meta-regression and moderator analyses to determine abiotic and biotic factors influencing the efficacy of microbial inoculants. List of references which are used to perform the meta-analysis are also included in the database. Using this database, we performed a meta-analysis and found out that the beneficial effects of microbial inoculants on total nutrient content, lignocellulose degradation and degree of humification. The microbial inoculant effect size was marginal for bioavailable forms of nitrogen and phosphorus. The microbial inoculants efficiency varies between inoculant forms, inoculation time, composting method and experimental duration, but the effect of feedstock type and experimental scale is limited.
DOI: 10.17632/6bc5m4mng6.1
title: Media exposure predicted acute stress responses during COVID-19 outbreak in China: A cross-sectional study

description: The widespread pandemic of coronavirus disease 2019 (COVID-19) has led to unprecedented psychological stress on the general public. However, the associations between media exposure and acute stress responses have not been explored during the COVID-19 epidemic. In current study, we conducted an online survey to examine the effects of media exposure on acute stress responses and recognize associated predictors of acute stress on a sample of 1450 Chinese people from February 7 to February 20, 2020. The results indicated that longer media exposure time and the use of social media were associated with higher acute stress and odds of probable acute stress disorder (ASD) after controlling for demographics. Viewing the situation of patients was associated with higher acute stress, whereas viewing latest news about epidemic data was associated with lower odds of probable ASD. Being females, living in Hubei Province, someone close to them diagnosed with COVID-19, history of mental illness, adverse life events and previous collective trauma exposures were risk factors for acute stress responses. These findings confirmed the associations between indirect media exposure to epidemic events and acute stress responses. The governments and other relevant agencies should be aware of the negative impacts of disaster-related media exposure, and implement appropriate interventions to promote psychological well-being following traumatic events.
DOI: 10.17632/ssm3v8t6k2.1
title: RECTUS FEMORIS STRETCHING EFFECT ON ANTAGONIST MUSCLES STRENGTH IN HIGH SPEED RUNNERS

description: Data set for clinical-trial
DOI: 10.17632/ssm3v8t6k2.2
title: RECTUS FEMORIS STRETCHING EFFECT ON ANTAGONIST MUSCLES STRENGTH IN HIGH SPEED RUNNERS

description: Data set for clinical-trial
DOI: 10.17632/bzy7v6gg2j.1
title: Free-ranging cows at Biebrza Marshes

description: A herd of thirty semi-free grazing dairy cows was studied with GPS telemetry in 2016. The cows were followed across whole grazing season: from 27th April till last day of October. GPS logger (Holux RCV-3000) with a waterproof coating was attached to a collar on one of the cow’s necks. The logger was taken off, charged and mounted once, on average, at 1.6 days intervals and acquired data at 1-minute intervals. GPS data were collected on 119 out of 187 days of grazing season. The whole herd moved together, therefore it was only necessary to follow one animal. During that time adult cows where not supplementary fed. They were also not milked by the farmer but instead nursed their calfs. The cows were released around 5:50 am from a private farm, where they headed out on their own to foraging sites in the wetland of Biebrza National Park. They were later led back to the farm by a farmer about 4:30 pm. Local
DOI: 10.17632/jwdskk8rtx.1
title: covid-19 oxygen blender 1

description: the attached file is a complete design for our new covid-19 oxygen blender for home isolation patients,to solve hospital availability for respiratory patients
DOI: 10.17632/77dcsp2vcw.2
title: Data on work-related consequences of COVID-19 pandemic for employees across Europe

description: This dataset include data that may be used to describe how the COVID-19 pandemic affected the work of employees in four European countries and how it influenced their job attitudes, feelings and work performance. In total, 726 respondents from Germany, the Czech Republic, Slovakia and Italy filled out an online survey in May and first days of June 2020. They provided information about their actual work performance, change in work performance, organizational commitment, change in organizational commitment, job satisfaction, intention to leave, irritation, servant leadership (of their supervisor), perceived organizational support, social support provided by colleagues, occupational self-efficacy, resilience, job crafting and readiness for change.
DOI: 10.17632/jwdskk8rtx.2
title: covid-19 oxygen blender 1

description: the attached file is a complete design for our new covid-19 oxygen blender for home isolation patients,to solve hospital availability for respiratory patients
DOI: 10.17632/sktz4xv4vh.1
title: Media Use Pattern with Respect to Mental Health in COVID-19: A Dataset from India

description: The purpose of the study is to fill a void how media as a whole (including social and electronic media) has been impacted the mental health of Indian people in terms of growing anxiety and mental well-being.Thus the research questions addressed in the study are- 1. Is there any relationship between media use pattern with mental Well-being and Anxiety? 2. How the demographic attributes do associated with mental Well-being and Anxiety? Data collection: The researchers here conducted a web based cross sectional survey to assess the psychological impact of COVID-19 on the Indian public. The Data was gathered after three weeks of commencement of lock down in India from 426 respondents. Media use pattern: There were ten structured validated items regarding the information and news about COVID-19 perspective. Depending upon the hour of exposer to the media, the respondents were categorised in to three group subsequently High (≥9 hrs.), Medium (7-8 hrs.) and Low (≤6 hrs.)Media user. Mental Well-Being Scale: Warwick-Edinburgh Mental Well-Being Scale (NHS Health Scotland, University of Warwick and University of Edinburgh, 2006) was used to collect data about the status of mental well-being. It was a 5 point Likert type scale having 14 items. The summated score of the respondent is used as mental well-being score. It is also classified as high (Score&gt;56), medium (Score 47-56) and low (score&lt;47) mental well-being. Mental Anxiety Scale Beck Anxiety Inventory (BAI) Scale (Beck et al., 1988) was applied to collect the information regarding anxiety level. It was a 4 point Likert scale having 21 items. The summated score of the respondent is also used as mental anxiety score. It is also classified as high (Score&gt;35), medium (Score 22-35 ) and low (score&lt;22) mental anxiety. Data Analysis: The demographic characteristics here include age (young, middle & old); gender (male & female); habitat (rural, urban municipality & metropolitan city); and educational qualification (undergraduate or below, postgraduate & above postgraduate). The data showed that there is significant negative relationship exists between of respondent’s media use and mental wellbeing status, and significant positive relationship exists between media use of respondents’ mental anxiety. Any researcher may use the data to test the association between demographic variables with media user pattern, mental well-being and mental anxiety. The data might be helpful for the psychologist and policy makers to make decision about mental health condition during COVID-19 crisis both in and outside of India.
DOI: 10.17632/g3dnhnvw9r.1
title: Data for: Evaluation of real-time PM2.5 forecasts with WRF-CMAQ modeling system and weather-pattern dependent bias-adjusted PM2.5 forecasts in Taiwan

description: CMAQ model output and observation data
DOI: 10.17632/r3w9644tgp.1
title: Data for: Evaluation of real-time PM2.5 forecasts with WRF-CMAQ modeling system and weather-pattern dependent bias-adjusted PM2.5 forecasts in Taiwan

description: CMAQ model output data and observation data.
DOI: 10.5519/qd.ox6ky35n
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (677 records)
DOI: 10.17632/r3w9644tgp.2
title: Data for: Evaluation of real-time PM2.5 forecasts with WRF-CMAQ modeling system and weather-pattern dependent bias-adjusted PM2.5 forecasts in Taiwan

description: CMAQ model output data and observation data.
DOI: 10.25345/c5xq85
title: MassIVE MSV000085821 - Astrocyte SplitBioID LFQ Proteomics
title: LC-MS/MS analysis of Split-BirA expressed in mouse Astrocytes. Data aquired on a Fusion Lumos and subjected to label-free relative quantitation withing Protein Discoverer (v 4.2). Sample key; Split-TuboID (47826, 47827, 47825) soluble TurboID (47838, 47839, 47840) TurboID-surface (TurboID-GPI; 47833, 47834, 47835)
DOI: 10.17632/2jd8d7dtcn.2
title: Maternal and Child Biomarkers

description: We hypothesized that in this cohort: 1. Maternal nutritional status is associated with maternal biomarkers; 2. Maternal supplementation influenced maternal biomarkers; 3. Maternal biomarkers are associated with child biomarkers; 4. Child biomarkers are associated with child health outcomes Samples and data were collected and owned by SUMMIT Institute of Development
DOI: 10.17632/kbgkw9r7wm.1
title: Stepping on the scale2

description: ANOVA of data
DOI: 10.17632/js6yf9x2xs.1
title: El Cruz Azul y su afición

description: Cruz Azul is a Mexican soccer team based in Mexico City. It is one of the "big four": the most popular teams in Mexico. The objective of the study was to find out why they are fans of this particular team, and if fandom translates into attendance at the stadium. 1331 responses. According to numerous studies, sports fandom start arises from the need for distraction, evasion, and entertainment. Being a fan of a particular team is part of the human need to belong to a social group or community. According to Sarsted (2014), satisfaction of the sports fan is based on the characteristics of the team, the stadium and its peripheral services (food, beverages, parking, sound, etc.), the relationship established between the club and fans, through social media or promotions, and the characteristics of the club (its prestige, tradition, its farm system, etc.). Apparently, for Cruz Azul fans, going to the stadium meets the need for distraction and of feeling part of a community, but the tradition and history of the club are a more important part of that affiliation. For them, the current team and its performance are less important. On the other hand, the lowest score was obtained by the item The Azteca Stadium is ideal to watch the games. As the stadium and its peripheral services are an important component of fan satisfaction, this should raise a red flag for club administrators. In Spanish.
DOI: 10.17632/f87srd3bz6.1
title: PCR

description: We analyzed mRNA levels of FGF2 and SOX2 in and around esophageal squamous cell carcinoma. Furthermore, they are highly expressed in tumor tissues and promote tumor progression
DOI: 10.17632/5yvjwnpggg.1
title: Spatiotemporal Content of Saccade Transients

description: This repository contains data associated with the paper "Spatiotemporal Content of Saccade Transients" by Naghmeh Mostofi, Zhetuo Zhao, Janis Intoy, Marco Boi, Jonathan D. Victor, and Michele Rucci
DOI: 10.17632/n5p5zfkhzb.1
title: Co-translational targeting of transcripts to endosomes

description: Asymmetric localization and translation of mRNAs is used by single cells to sense their environment and integrate extrinsic cues with the appropriate cellular response. Here we investigate the extent to which endosomes impact subcellular patterning of transcripts and provide a platform for localized translation. Using image-based transcriptomics, indirect immunofluorescence, and RNAseq of isolated organelles, we discover mRNAs that associate with early endosomes in a translation-dependent and -independent manner. We explore this in more detail for the mRNA of a major endosomal tethering factor and fusogen, Early Endosomal Antigen 1, EEA1, which localises to early endosomes in a puromycin-sensitive manner. By reconstituting EEA1 knock-out cells with either the coding sequence or 3’UTR of EEA1, we show that the coding region is sufficient for endosomal localisation of mRNA. Finally, we use quantitative proteomics to discover proteins associated with EEA1 mRNA and identify CSRP1 as a factor that controls EEA1 translational efficiency. Our findings reveal that multiple transcripts associate with early endosomes in a translation-dependent manner and identify mRNA-binding proteins that may participate in controlling endosome-localised translation.