cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/n3ywbm3y2t.6
title: Estimating ground-level PM2.5 using micro-satellite images by a convolutional neural network and random forest approach

description: Version 6 updates: Updated Image_Downloader again. Further revisions (i.e., fetch_page function was just updated) to make the image downloading process more stable so that the program will not fail during some bad image searching or activation or activation checking requests. 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 ----------------------------------------------------------------------------------------- # note 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/vtn5rxfh2x.1
title: Summary of Laser Treatments for Tattoo Removal

description: This systematic review includes the following study designs- 7 randomized controlled trials, 2 non-randomized controlled trials, and 27 case series. A total of 33 studies had the quality appraised using specific assessment tools and were given a high, moderate, or low risk of bias. The table provides details for each study, including the associated risk of bias. The primary endpoints of our study were to collect data on laser parameters, treatment methods, patient and tattoo characteristics, clearance rate, and adverse effect rate while providing a qualitative analysis on the results. Our study found that lasers continue to be the gold standard for tattoo removal. Q-switched and picosecond lasers are both effective and safe with black tattoos. However, picosecond lasers demonstrate superiority with blue, green and yellow colors. Lastly, novel techniques (R20 and R0) successfully reduce treatment time while maintaining good efficacy.
DOI: 10.17632/znc4tx7rb7.1
title: PRP Strattice

description: Incisional hernia continues to be a common complication of hernia repair in spite of the development of various synthetic and bio-synthetic repair materials. Poor long-term mechanical strength, leading to high recurrence rates, has limited the use of acellular dermal matrices (ADM) in ventral hernia repair (VHR). Biologically-derived meshes have been an area of increasing interest, but these materials bring the risk of more aggressive immune response and fibrosis in addition to the mechanical failures suffered by synthetic materials. Platelet rich plasma (PRP), a growth factor rich autologous blood product, has been shown to improve early neovascularization, tissue deposition, and to decrease rates of recurrence. Here, we demonstrate that platelet-rich plasma promotes release of growth factors SDF-1, TGFβ, and PDGF in a dose-dependent manner. Additionally, we show that platelet-rich plasma promotes angiogenesis both in vitro and in vivo, corresponding with increased expression of VEGF and COL1a. Finally, we show that the molecular and cellular activity initiated by platelet-rich plasma results in increased mechanical stiffness of the hernia repair mesh over time. Collectively, these data represent an important step in demonstrating the utility and the mechanism of platelet-derived plasma in biomaterial-aided wound healing and provide promising pre-clinical data that suggest such materials may improve surgical outcomes. The data below in two Excel sheets and three Prism files contain the raw data for our in vitro and in vivo experiments.
DOI: 10.17632/c5m94tth9n.1
title: Ortiz et. al. Bacterial Interactions in C. elegans

description: Bacterial loads in C. elegans intestine after monoculture colonization or co-culture colonization.
DOI: 10.17632/bg9zfr7zhn.1
title: Trust-game interactions and beliefs in continuous and "All-or-Nothing" investment action spaces.

description: In Gómez-Miñambres, Schniter, & Shields (2020) we conduct two between-subjects experiments to focus our research on “All-or-Nothing” options featured in many trust-based economic interactions. A fundamental issue with restricted investment action spaces is that their imposition may unintentionally affect reciprocity. Drawing from a student sample, we presented participants with an anonymous trust game. In these trust games we manipulate the investor’s action space. In the All-or-Nothing version investors can invest either “all” their endowment or “nothing”. In the other version, they can invest any amount of the endowment. In both versions, the experimenter multiplies the invested amount by three - creating potential gains from trust. Then the trustee receives this and decides how much to reciprocate to the investor. In a second experiment with another student sample we manipulate our description of the “trust game” (i.e. describing either the All-or-Nothing or Continuous version) to investigate effects on beliefs about investor trust and expectations about trustee reciprocity. This data is organized in two files, one for Experiment 1 and one for Experiment 2 described above. Each of these files has (1) a tab with the participants’ economic behavior in the experiment, and (2) a tab with a codebook explaining participants’ data.
DOI: 10.17632/y6bgr6bxcj.1
title: Risk Factors for Large Cell Transformation in Patients with Sezary Syndrome

description: Supplemental Figures and Tables for JAAD
DOI: 10.17632/nbdrbw4bbw.1
title: Zhang et al., 2020-JGR

description: Table S1. Magnesium isotopic compositions of standards and samples from the Liuchapo Formation and Niutitang Formation, along with carbon isotopic compositions and total organic carbon of samples across the E-C boundary succession at the Bahuang section, South China. Table S2. Concentrations of some major elements, and K/Ti, Mg/Ti, Ca/Ti and Fe/Ti molar ratios, along with chemical index of alteration and Al/Ti, Al/Si ratios across the E-C boundary succession at the Bahuang section, South China.
DOI: 10.17632/6ppj7vf2zy.2
title: The dynamics of transcriptional activation by hepatic reprogramming factors
DOI: 10.17632/zhx56bzjfj.1
title: Al-CAL-SPAMS

description: All raw data and codes for "Development of an Automatic Linear Calibration Method for High Resolution Single Particle Mass Spectrometry: Improved Chemical Species Identification for Atmospheric Aerosols"
DOI: 10.17632/rpw6dzwf25.1
title: Data for: 3656245
DOI: 10.17632/byj9x57xvz.1
title: Direct quantification of droplet activation of ambient black carbon under water supersaturation

description: Raw data for Figures of the manuscript "Direct quantification of droplet activation of ambient black carbon under water supersaturation"
DOI: 10.17632/nzsjnstn6w.1
title: Autoantibody profiles in patients’ sera associated with distribution patterns of dermatomyositis skin symptoms

description: Supplemental figure
DOI: 10.17632/hbp35htzzm.1
title: Supplementary information: Cement Nanocomposites Containing Montmorillonite Nanosheets Modified with Surfactants of Various Chain Lengths

description: These documents are supplementary information as appendixes of "Cement Nanocomposites Containing Montmorillonite Nanosheets Modified with Surfactants of Various Chain Lengths". Appendix A. Supplementary data Appendix B. Response letter to reviewers
DOI: 10.17632/n88z47fvc8.1
title: Seascape_I_DS_v010720

description: 1. 'Seascape_esl_v010720.xls': Generalised Pareto Distribution segment parameters with confidence interval estimates 2. 'Seascape_DIVAdb_v010720.xls': area01-20: segment area for 1 metre elevation bins 0-1 m,1-2 m etc., lati: latitude, length: segment length (km), longi: longitude, pop01:20: population number at elevations, uplift: vertical land movement rate, dikeheight_xxx: dike height (m), tide_gauge: closest tide gauge, floplidXXm: floodplain ID, duneheights_XX: dune heights (m), primary_defence: max(dikeheight, duneheight) 3. 'Floodplains_v010720.xls': rID: floodplain ID, rFLOPLID: corresponding 4-metre FLOPLID, rFSID: state identified, poprXX: aggregated segment population of elevation bin, assetrXX: monetary floodplain assets at elevation, hmin: minimum flood defence height, havr: average flood defence height, hmax: maximum flood defence heigth, lenghtr: floodplain length (km), H200k_X: 200-year return level estimates, upliftr: floodplain uplift rate 4. 'Strategies_v010720.mat': delta: discount rate, hAftAll: optimal floodplain strategies, 249 rID x 45 scenarios x 177 years 5. 'PVI_PVD_v010720': PVIall, present value of investment & maintenance costs of 249 optimal floodplain strategies x 45 scenarios, PVDall, present value of expected flood damages of 249x45 optimal scenario strategies under 45 scenarios (249x45x45), scencombi: scenario combination of socioeconomic uncertainty, extreme sea-level uncertainty, SLR uncertainty
DOI: 10.17632/n7bw576pcw.1
title: Data for: Accuracy of red cell distribution width and neutrophil-lymphocyte ratio in detecting disease activity in Filipino adults with rheumatoid arthritis

description: Our study aimed to determine whether RDW and NLR correlated with rheumatoid arthritis (RA) disease activity using DAS-28, and whether these can discriminate between active RA and inactive RA. Dataset 1: Raw data (demographic, clinical, and laboratory) of 134 Filipino adult patients with RA [.xlsx file]. This file features the RDW and NLR values used in the correlation and ROC curve analyses (against DAS-28 and ESR values). The CRP and DAS-28 CRP columns are empty, as none of the patients had test results for CRP (ESR is more widely available in our institution). Dataset 2: Analysis of data using Pearson's r and ROC curves with Stata SE v.12 [.docx file]. This file features tables depicting the r and p-values of correlation analyses between the parameters of interest (RDW and NLR) and DAS-28 ESR and serum ESR, as well as the detailed report of sensitivity and specificity of RDW and NLR for detecting RA disease activity.
DOI: 10.17632/7skffnwgtb.1
title: Extended vehicular trajectory data from India

description: The trajectory data is from an urban mid-block road section on Dumas road in Surat, India. It covers an entire extended study stretch of 535 m.
DOI: 10.25904/5c47efee40bb5
title: Australians' attitudes to Climate Change

description: These are three SPSS data files that contain responses from a total of over 7000 Australians to anonymous questionnaire-based surveys conducted in 2010 and 2011 regarding their understandings and responses to climate change.
DOI: 10.17632/6j3mwdsysz.1
title: C-SPLPO-2 benchmark instances

description: Benchmark instances used in paper: Calvete, H.I.; Galé, C.; Iranzo, J.A.; Camacho-Vallejo, J.F; Casas-Ramírez, M.S. A matheuristic for solving the bilevel approach of the capacitated facility location problem with preferences. Computers & Operations Research (2020).
DOI: 10.17632/j7t2syscwm.1
title: LiMnVO4 + LiCuVO4

description: NPD data for LiCuVO4 and LiMnVO4 at 1.5K and 300K. The instrument parameter file is 28166.POL.
DOI: 10.17632/7mym92twyp.3
title: Variance premia in developed and emerging equity markets

description: The variance premia of developed markets (as proxied by MSCI EAFE Index), emerging markets (as proxied by MSCI Emerging Markets Index) and the US market (as proxied by S&P500 index). We define the Variance Risk Premium (VRP) as the difference between the ex-post realized return variation and the ex-ante risk-neutral expectation of the future return variation, as proxied by the respective implied volatility index.
DOI: 10.17632/wn4dcpyr73.1
title: Vegetation survey in the steppic rangelands of Algeria

description: This data set include 30 vegetation transects of 200 m length each, sampled by point intercept method every 20 cm. Vegetation community: North Africain steppic rangelands . Species code included
DOI: 10.6073/pasta/de49dcbb8c47169a02b92a0f6896f0d5
title: Soil moisture and temperature along an urban to rural gradient at the Baltimore Ecosystem Study 2011 - Present

description: Soil temperature and soil moisture have been measured at multiple locations in and around Baltimore Maryland to provide data on these variables in forests and lawns across an urban to rural gradient. In July 2011, we installed one Decagon Em50 Datalogger with five 5TM VWC/Temperature probes at four established forested, upslope, 20 x 20-m plots, two rural (ORU1, ORU2) and two urban (LEA1, LEA2), at 2 forested riparian sites at two transects along a stream (ORUR, ORLR), and two lawn plots on the campus of the University of Maryland Baltimore County campus (UMBC1, UMBC 2). Probes were buried horizontally at 10cm depth (except UMBC1 and UMBC2 where the five probes are mounted horizontally at a single location at depths of 50, 40, 30, 20 and 10 cm depth). At the upslope forested plots, the five probes are replicates. At the two riparian sites, probes are deployed in either "hummocks (drier, higher)" or in "hollows (lower, wetter)". Soil temperature and soil moisture were measured at hourly intervals on these plots beginning in July 2011. Earlier soil moisture data were collected monthly (1999-2011), and can be found in https://portal.edirepository.org/nis/mapbrowse?scope=knb-lter-bes&identifier=417
DOI: 10.17632/chnsdxfg7y.2
title: Dataset_FEVOR

description: For the performance evaluation on the cluttered data, we propose to present a dataset of 10 texture-less objects acquired by a lightweight handy 3D RGBD camera (Intel Realsense D435). The presence of partial reference models, shiny objects, and cluttered scenes with varying distances and rotations are the challenges found in the proposed dataset for recognition techniques. We also provide code of our proposed technique FEVOR. If you have any query please contact me. Email: piyushjoshi3839@gmail.com
DOI: 10.17632/n5csdjfg3c.2
title: Obtained raw data by using the reference and the single-serpentine proton exchange membrane single fuel cell testing hardware

description: The attached experimental data of single Polymer Electrolyte Membrane (PEM) fuel cell aim for comparing the characteristics of two different testing hardware, namely the recently developed JRC ZERO∇CELL single cell reference testing hardware and the commonly used by the research community single-serpentine testing setup. Data are presented in form of polarisation curves, temperature, pressure and voltage distributions, as well as electrochemical impedance spectroscopy measurements for a range of current densities. The electrochemical impedance spectroscopy data are also validated using the Kramers-Kronig transformation and presented as Nyquist and Bode plots.
DOI: 10.17632/h5zgzrfkxr.2
title: MOT individual differences

description: All data and scripts for Upadhyayula & Flombaum (in press) "A Model that Adopts Eye Fixations Explains Individual Differences in Multiple Object Tracking". Cognition. The entire data can be found in the link shared below
DOI: 10.17632/td4k3rjmm7.1
title: Data for: Build it and they will come: The convening power of the SOLEIL Synchrotron facility
DOI: 10.17632/f4w9mr5z3t.1
title: Forward Osmosis (FO) Membrane Performance Model

description: Forward Osmosis Performance Model This model (developed using LabVIEW) predicts the performance of forward osmosis membrane modules based on the input salinities and flows. The model divides the membrane module in small sections, and it creates the performance profile across the module. System Requirements: Windows 7 SP1 or later - Mac OS 10.14 or later 1 GB RAM 1 GB Disk space Installation - Windows: Unzip file FO_Model_WIndows_Installer.zip Run file: FO_model_install.exe and follow on-screen instructions Installation - Mac OS: Unzip file FO_Model_Mac.zip Install LabVIEW Runtime: LabVIEW_Runtime_2020.dmg Open folder FO_Model and Run app: FO_Model
DOI: 10.6073/pasta/76e44dc0b004859a661f74ebe1d8a610
title: Baltimore Ecosystem Study: Soil moisture and temperature along an urban to rural gradient, 2011 - present

description: Soil temperature and soil moisture have been measured at multiple locations in and around Baltimore Maryland to provide data on these variables in forests and lawns across an urban to rural gradient. In July 2011, we installed one Decagon Em50 Datalogger with five 5TM VWC/Temperature probes at four established forested, upslope, 20 x 20-m plots, two rural (ORU1, ORU2) and two urban (LEA1, LEA2), at 2 forested riparian sites at two transects along a stream (ORUR, ORLR), and two lawn plots on the campus of the University of Maryland Baltimore County campus (UMBC1, UMBC 2). Probes were buried horizontally at 10cm depth (except UMBC1 and UMBC2 where the five probes are mounted horizontally at a single location at depths of 50, 40, 30, 20 and 10 cm depth). At the upslope forested plots, the five probes are replicates. At the two riparian sites, probes are deployed in either "hummocks (drier, higher)" or in "hollows (lower, wetter)". Soil temperature and soil moisture were measured at hourly intervals on these plots beginning in July 2011. Earlier soil moisture data were collected monthly (1999-2011), and can be found in https://portal.edirepository.org/nis/mapbrowse?scope=knb-lter-bes&identifier=417
DOI: 10.17632/82zsf2dbw5.4
title: File_S1
DOI: 10.17632/99c4cfdksc.1
title: Decent Work and Innovative Work Behavior

description: This dataset is the online supplemental material of the article "Decent Work and Innovative Work Behavior: Mediating Roles of Work Engagement, Intrinsic Motivation, and Job Self-efficacy", which finds that decent work (DW) stimulates innovative work behavior (IWB) through complete mediation of work engagement (WE), with intrinsic motivation (IM) and job self-efficacy (JSE) partially mediating the relationship between DW and WE. The dataset includes the following parts: (1) The SPSS file of the processed dataset as input of all the empirical work, named as "DW and IWB Dataset". The dataset contains 517 supervisor-employee dyads colleted from 19 independent business units under a large state holding company group in Beijing, with scale items of DW, IM, JSE, and WE rated by employee themselves and IWB rated by employees' supervisors (see "Procedures and Samples" section in the article for details). Variables are named as their abbreviations in the article. numbers after each variable name represent the scale item numbers of the variable (e.g. JSE3 represents the 3rd item of job self-efficacy scale). (2) The file folder named as "DW measurement model", containing the AMOS files of the measurement model of decenk work, measuring decent work as a 2nd order 7-dimension construct. There are two measurement models provided, one being modified by allowing error terms of the same dimension intercorrelated to improve goodness of fit (see "Measures" section in the article for details). (3) The file folder named as "SEM Amos files_overall effects", containing the AMOS files of the structural equation models presenting the hypothesized relationships among DW, IM, JSE, WE, and IWB. These files are supporting material to the "Hypotheses Testing" section of the article. There are 4 path diagrams provided, corresponding to the hypothesized model (named as "DW on IWB") and the 3 alternative models. There is also a user-defined estimand file associated with the hypothesized model, for estimating the effect sizes (and their bias-corrected confidence intervals) of the defined paths. (4) The file foler named as "SEM Amos files_dimension specific effects", containing the AMOS files of the structural equation models presenting the hypothesized relationships among each dimension of DW and other study variables. These files are supporting material to the "Supplementary Analysis on the Dimension-specific Effects" section of the article. There are 7 path diagrams provided, corresponding to the 7 dimeansions of DW. There are also user-defined estimand file associated with each path diagram, for estimating the effect sizes (and their bias-corrected confidence intervals) of the defined paths.
DOI: 10.17632/976wmm87vf.1
title: Data for: 3658195
DOI: 10.17632/5c4ftj9k2s.1
title: Ovalle.Fenton.Oxidation.of.Laminaran.Raw.Data
DOI: 10.17632/s24w32dyhs.1
title: Data for: Combined effects of Diwali and stubble burning on Delhi Particulate Matter: A Geostatistical Perspective

description: The PM data files contain pollutant concentration data (with a temporal resolution of 15 minutes) for the respective PM for each year (indicative in the file name) at the 38 CAAQM stations across Delhi. The Block Kriging Data files contain the district wise mean kriged values for both types of PM (indicative in the file name) for each year (in different sheets).
DOI: 10.17632/xjbpc2yjhy.2
title: Solvent-Induced Charge Formation and Electrophoretic Deposition of Colloidal Iron Oxide Nanoparticles

description: We share the raw data to increase the reliability of our experiment. The figures in the manuscript entitled 'Solvent-Induced Charge Formation and Electrophoretic Deposition of Colloidal Iron Oxide Nanoparticles'. All figures are made in Origin and SEM image. The raw data here are shared as origin files, excel files, tiff images.