cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23227433.v2
title: Classified Mixed Model Projections

description: In many practical problems, there is interest in the estimation of mixed effect projections for new data that are outside the range of the training data. Examples include predicting extreme small area means for rare populations or making treatment decisions for patients who do not fit typical risk profiles. Standard methods have long been known to struggle with such problems since the training data may not provide enough information about potential model changes for these new data values (extrapolation bias). We propose a new framework called Prediction Using Random-effect Extrapolation (PURE) which involves constructing a generalized independent variable hull (gIVH) to isolate a minority training set which is “close” to the prediction space, followed by a regrouping of the minority data according to the response variable which results in a new (but misspecified) random effect distribution. This misspecification reflects “extrapolated random effects” which prove vital to capture information that is needed for accurate model projections. Projections are then made using classified mixed model prediction (CMMP) (?) with the regrouped minority data. Comprehensive simulation studies and analysis of data from the National Longitudinal Mortality Study (NLMS) demonstrate superior predictive performance in these very challenging paradigms. An asymptotic analysis reveals why PURE results in more accurate projections. Supplementary materials for this article are available online.
DOI: 10.5281/zenodo.8121420
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Tse Tsun Yu, http://www.wikidata.org/entity/Q18207964. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q18207964
DOI: 10.5281/zenodo.8121419
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Tse Tsun Yu, http://www.wikidata.org/entity/Q18207964. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q18207964
DOI: 10.5281/zenodo.8121422
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Gerhard von Yhlen, http://www.wikidata.org/entity/Q30064160. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q30064160
DOI: 10.5281/zenodo.8121421
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Gerhard von Yhlen, http://www.wikidata.org/entity/Q30064160. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q30064160
DOI: 10.6084/m9.figshare.23636108
title: Trefoil shape from The <i>θ</i>-formulation of the two-dimensional elastica: buckling and boundary layer theory

description: mathematica file to reproduce an elastic ring deformed into a trefoil shape
DOI: 10.6084/m9.figshare.23636108.v1
title: Trefoil shape from The <i>θ</i>-formulation of the two-dimensional elastica: buckling and boundary layer theory

description: mathematica file to reproduce an elastic ring deformed into a trefoil shape
DOI: 10.6084/m9.figshare.23636114
title: Hook shape from The <i>θ</i>-formulation of the two-dimensional elastica: buckling and boundary layer theory

description: mathematica file to reproduce the small-epsilon hook shape
DOI: 10.6084/m9.figshare.23636114.v1
title: Hook shape from The <i>θ</i>-formulation of the two-dimensional elastica: buckling and boundary layer theory

description: mathematica file to reproduce the small-epsilon hook shape
DOI: 10.6084/m9.figshare.19179158.v2
title: A quantitative data integration analysis method for cross-studies: Obstructive sleep apnea as an example

description: Supplementary Material for this article: Supplementary Table 1 | Search strategies. Supplementary Table 2 | Research information, details, and indicators data Supplementary Table 3 | Specific information of indicators and studies under different profiles Supplementary Table 4 | Analysis results data
DOI: 10.34740/kaggle/dsv/3370847
title: SSE Constituent Data
DOI: 10.15129/600b7d06-0cac-4d9e-9b31-409fb82b16ae
title: Data for: "Polymer Pellet Fabrication for Accurate THz-TDS Measurements"

description: All raw data presented in the article "Polymer Pellet Fabrication for Accurate THz-TDS Measurements". Data includes raw terahertz time-domain spectroscopy data (.tprj files). Each THz-TDS file has an accompanying.YAML file. This file includes data on pre-analysis thickness measurements of each sample. Each material has an attached .xlsx file named "Axial_Relaxation" this includes all data for the calculation of sample axial relaxation. The appendix file includes all data presented in the appendix file including the paraffin oil THz-TDS raw data and Raman spectra of PTFE samples. Embargo end date 10/04/22
DOI: 10.6084/m9.figshare.19432040
title: Test data of two integrated electricity and heat systems.xls

description: Test data of two integrated electricity and heat systems
DOI: 10.6084/m9.figshare.19431932
title: IMa2 output files

description: IMa2 output files for four invertebrates that inhabit North and Baltic Sea. We reconstructed the population sizes and times of divergence between these two seas.
DOI: 10.6084/m9.figshare.19431932.v1
title: IMa2 output files

description: IMa2 output files for four invertebrates that inhabit North and Baltic Sea. We reconstructed the population sizes and times of divergence between these two seas.
DOI: 10.5519/qd.m9iecney
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (8932 records)
DOI: 10.5281/zenodo.6389547
title: Test

description: Test
DOI: 10.25500/edata.bham.00000809
title: CORTEX Automotive Radar and Video with GPS/IMU Ground Truth Dataset from Trials at MIRA Test Track - Run1
DOI: 10.34740/kaggle/ds/2024775
title: Covid-19 Go Away 2020 (C-19GA20)
DOI: 10.34740/kaggle/dsv/3371060
title: Covid-19 Go Away 2021 (C-19GA21)
DOI: 10.5519/qd.h3qo618f
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1083305 records)
DOI: 10.5281/zenodo.6390167
title: Test

description: Test
DOI: 10.5281/zenodo.5840210
title: Pressure oscillations data as storm precursors

description: The folders contain the derived data product from REMS pressure that study the storm precursors.
DOI: 10.6084/m9.figshare.19432436
title: creditcard.csv

description: credit card, fraud detection
DOI: 10.5281/zenodo.6390170
title: Test

description: Test
DOI: 10.5281/zenodo.6389546
title: Test

description: Test
DOI: 10.21227/t1s0-r737
title: RESYdepth: Real and synthetic trajectories in indoor environments captured by depth sensors

description: TODO
DOI: 10.23729/2ada3441-d4eb-457b-99e7-4bd6816ebec8
title: Cow Rumen Depth Images

description: This dataset contains depth images taken of cows as they walk onto a milking robot. The head, side view of the cow and rumen are usually visible. The dataset has not been filtered. Data were collected during the AFarCloud project to train the rumen neural network classifier. Contains approximately 173,000 grayscale images taken by Intel Realsense depth camera.
DOI: 10.5281/zenodo.6390211
title: Data from 168 fungicide trials in wheat fields across Europe 2014-2018

description: The data set comprises records of disease incidence, crop growth stage and yield from untreated and treated plots. The data is provided as both a tab-separated text file and a binary R data file. The R files provides code to read and plot the data. The plot produced is also provided as a PNG file. The field trials were conducted by Corteva Agriscience, Germany.
description: Supported by EU H2020-SFS-2018-2020 (grant agreement 817617).
DOI: 10.5281/zenodo.6352614
title: Data from 168 fungicide trials in wheat fields across Europe 2014-2018

description: The data set comprises records of disease incidence, crop growth stage and yield from untreated and treated plots. The data is provided as both a tab-separated text file and a binary R data file. The R files provides code to read and plot the data. The plot produced is also provided as a PNG file. The field trials were conducted by Corteva Agriscience, Germany.
description: Supported by EU H2020-SFS-2018-2020 (grant agreement 817617).
DOI: 10.5281/zenodo.6346695
title: Data set for: History-dependent domain and skyrmion formation in 2D van der Waals magnet Fe3GeTe2

description: This data repository contains the experimental data utilised to produce the figures shown in History-dependent domain and skyrmion formation in 2D van der Waals magnet Fe3GeTe2, by M. T. Birch, L. Powalla, S. Wintz, O. Hovorka, K. Litzius, J. C. Loudon, L. A. Turnbull, V. Nehruji, K. Son, C. Bubeck, T. G. Rauch, M. Weigand, E. Goering, M. Burghard, G. Schütz. Experimental data analysis were performed using Python via Jupyter notebooks, utilising matplotlib, scipy, numpy and h5py libraries. Jupyter notebooks are provided to process some of the experimental data to form the figures shown in the paper. <br> Data data is divided into folders: Characterisation_Data - contains EDX, TEM and AFM characterisation of the bulk FGT material and exfoliated flakes. Magnetometry_Data - Includes data files from the MPM3 magnetometry utilised to study the magnetisation of the bulk FGT crystal as a function of temperature and applied magnetic field. The two sub folders divide the files into data acquired with the field applied either parallel to the c axis (OOP - out of plane), or perpendicular to the c axis (IP - in plane). STXM_Data - Contains Scanning Transmission X-ray Microscopy data acquired at the MAXYMUS instrument at the BESSY II synchrotron, Berlin. The data is divided into sections acquired following different sample histories, as reported in the main paper: field sweep, field-cooled and zero-field cooled. Folders containing the extracted skyrmion sizes and stripe domain sizes are included, as well as Python notebooks for plotting Fig. 3, 4 and 5 of the main paper. Spectra_Data - Contains x-ray absorption spectra acquired on a bulk FGT crystal via total electron yield method (Bulk spectra), and spectra acquired on the exfoliated FGT flake by a transmission method (Flake Spectra). The accompanying jupyter notebook demonstrates the plotting and application of XMCD sum rules to the experimental data. LTEM_Data - Contains images acquired via Lorentz Transmission Electron Microscopy of an FGT flake, measured as a function of temperature and applied magnetic field at various tilt angles. Analysis_Scripts - Contains python notebook for plotting the magnetic phase diagrams, and plotting the thickness dependence estimation from the x-ray absorption spectra data. Meanfield_Simulations - Contains the raw output files of the simulations, the .h5 files, and Python notebook plotting scripts. Summary pdf files show the output of all simulation runs for the field sweep performed at each temperature. <br> The latest version of this Data Set can be found at the Zenodo DOI:<br> 10.5281/zenodo.6346695 Any further requests for materials are welcome, send any inquiries to Max Birch at birch@is.mpg.de
DOI: 10.5281/zenodo.6346694
title: Data set for: History-dependent domain and skyrmion formation in 2D van der Waals magnet Fe3GeTe2

description: This data repository contains the experimental data utilised to produce the figures shown in History-dependent domain and skyrmion formation in 2D van der Waals magnet Fe3GeTe2, by M. T. Birch, L. Powalla, S. Wintz, O. Hovorka, K. Litzius, J. C. Loudon, L. A. Turnbull, V. Nehruji, K. Son, C. Bubeck, T. G. Rauch, M. Weigand, E. Goering, M. Burghard, G. Schütz. Experimental data analysis were performed using Python via Jupyter notebooks, utilising matplotlib, scipy, numpy and h5py libraries. Jupyter notebooks are provided to process some of the experimental data to form the figures shown in the paper. <br> Data data is divided into folders: Characterisation_Data - contains EDX, TEM and AFM characterisation of the bulk FGT material and exfoliated flakes. Magnetometry_Data - Includes data files from the MPM3 magnetometry utilised to study the magnetisation of the bulk FGT crystal as a function of temperature and applied magnetic field. The two sub folders divide the files into data acquired with the field applied either parallel to the c axis (OOP - out of plane), or perpendicular to the c axis (IP - in plane). STXM_Data - Contains Scanning Transmission X-ray Microscopy data acquired at the MAXYMUS instrument at the BESSY II synchrotron, Berlin. The data is divided into sections acquired following different sample histories, as reported in the main paper: field sweep, field-cooled and zero-field cooled. Folders containing the extracted skyrmion sizes and stripe domain sizes are included, as well as Python notebooks for plotting Fig. 3, 4 and 5 of the main paper. Spectra_Data - Contains x-ray absorption spectra acquired on a bulk FGT crystal via total electron yield method (Bulk spectra), and spectra acquired on the exfoliated FGT flake by a transmission method (Flake Spectra). The accompanying jupyter notebook demonstrates the plotting and application of XMCD sum rules to the experimental data. LTEM_Data - Contains images acquired via Lorentz Transmission Electron Microscopy of an FGT flake, measured as a function of temperature and applied magnetic field at various tilt angles. Analysis_Scripts - Contains python notebook for plotting the magnetic phase diagrams, and plotting the thickness dependence estimation from the x-ray absorption spectra data. Meanfield_Simulations - Contains the raw output files of the simulations, the .h5 files, and Python notebook plotting scripts. Summary pdf files show the output of all simulation runs for the field sweep performed at each temperature. <br> The latest version of this Data Set can be found at the Zenodo DOI:<br> 10.5281/zenodo.6346695 Any further requests for materials are welcome, send any inquiries to Max Birch at birch@is.mpg.de
DOI: 10.23729/d080ce43-e097-4f5d-970d-1f59f28c8517
title: Subset of the Finnish pulsation magnetometer data from Kilpisjärvi 9.3.2016

description: The total horizontal power spectrum calculated from the horizontal components of 250Hz induction coil data from Kilpisjärvi station (69.052°N 20.785°E) for 3 March 2016. Basic parameters used in the analysis: FFT length 16384 points, overlap 10220 points. Time resolution 24.6s and frequency resolution 15.3 mHz. Session parameters and compressed power spectrum in own MATLAB 5.0 files. The data is used to generate power spectrum figure covering the frequency band up to 1.5Hz from 19:30UT to 23:40UT in paper "Precipitating electron energy spectra and auroral power estimation by incoherent scatter radar with high temporal resolution" by Habtamu W. Tesfaw et al. accepted in Journal of Geophysical Research: Space Physics.
DOI: 10.6084/m9.figshare.12782537
title: Measured soil carbon fractions

description: The data includes measurements of particulate, mineral-associated, and charred organic carbon from more than 100 trials across Australian agricultural regions. Using the data, a process-based carbon model is constrained, and the code of a process-based model is also included.
DOI: 10.5281/zenodo.6390218
title: Europe1k evaluation output data

description: This repository contains the evaluation output from the PCR-GLOWB model runs over Europe at 1 km, 10 km, and 50 km. The data is hence not the original output data which is too large in its entirety. The here available data is the result of the model output evaluation and contains metrics per water province.
DOI: 10.25403/upresearchdata.13090247
title: Oxidative burst and phagocytic activity of phagocytes in canine parvoviral enteritis

description: Data set includes patient data (signalment, outcome), select clinicopatological data (leukocytes and serum CRP) and flow cytometric analyses comparing phagocyte function in healthy control dogs and dogs suffering from parvoviral enteritis. All data was obtained with written consent from the owners.
DOI: 10.5281/zenodo.6389868
title: Geosci. Model Dev. paper data for Flipo et al., "Regional coupled surface-subsurface hydrological model fitting based on a spatially distributed minimalist reduction of frequency-domain discharge data"

description: Data and associated user guide, as part of the paper : Flipo N., Gallois N., Schuite J. Regional coupled surface-subsurface hydrological model fitting based on a spatially distributed minimalist reduction of frequency-domain discharge data, Geoscientific Model Development. In consistency with the “Code and data availability” sub-section of the paper, all data necessary for the reproduction of<br> Figs. 7, 8c, 8d, 9, 10 and 11 are here provided.
DOI: 10.5281/zenodo.6390258
title: Search history, Cinahl, Medline, Scopus, Psycinfo, Embase

description: Search history, Cinahl, Medline, Scopus, Psycinfo, Embase
DOI: 10.5281/zenodo.6390257
title: Search history, Cinahl, Medline, Scopus, Psycinfo, Embase

description: Search history, Cinahl, Medline, Scopus, Psycinfo, Embase
DOI: 10.24417/bmdc.be:dataset:899
title: PMPZ: Heavy metals in mussels and other from quayside (Van der Ben)

description: Missing
DOI: 10.34740/kaggle/dsv/3371317
title: YouTube Trending Video Dataset (updated daily)
DOI: 10.5281/zenodo.6390154
title: Dataset related to the article "Leadless pacemaker implant, anticoagulation status, and outcomes: Results from the Micra Transcatheter Pacing System Post-Approval Registry"

description: This record contains raw data related to the article "Leadless pacemaker implant, anticoagulation status, and outcomes: Results from the Micra Transcatheter Pacing System Post-Approval Registry". <strong>Abstract</strong> <strong>Background: </strong>Early results from the Micra investigational trial and Micra Post-Approval Registry (PAR) demonstrated excellent safety and device performance; however, outcomes based on anticoagulation (AC) status at implant have not been evaluated. <strong>Objective: </strong>The purpose of this study was to report implant characteristics, perforation rate, and vascular-related events based on perioperative oral AC strategy in patients undergoing Micra implant. <strong>Methods: </strong>We compared procedure characteristics, major complications, and vascular events, including pericardial effusion, stratified by any adverse event (including major complications, minor complications, and observations) or major complication only according to AC status in the Micra PAR. <strong>Results: </strong>Among 1795 patients with AC status available, 585 were not on AC, 795 had AC interrupted, and 415 had AC continued during Micra implant. Non-AC patients tended to be younger, with less history of atrial fibrillation and chronic obstructive pulmonary disease, and more history of dialysis than interrupted and continued patients. The implant success rate was similar for all groups (99.1%-99.8%). Through 30 days postimplant, the overall major complication rate was 3.1% for the non-AC group, 2.6% for the interrupted group, and 1.5% for the continued group. The combined rate for any vascular or pericardial effusion adverse event did not differ significantly among AC strategies (6.5%, 4.8%, and 3.6%, respectively). <strong>Conclusion: </strong>Implant of Micra seems to be safe and feasible regardless of an interrupted or continued periprocedural oral AC strategy, with no increased risk of perforation or vascular complications. <strong>Trial registration: </strong>ClinicalTrials.gov NCT02536118.
DOI: 10.5281/zenodo.6390153
title: Dataset related to the article "Leadless pacemaker implant, anticoagulation status, and outcomes: Results from the Micra Transcatheter Pacing System Post-Approval Registry"

description: This record contains raw data related to the article "Leadless pacemaker implant, anticoagulation status, and outcomes: Results from the Micra Transcatheter Pacing System Post-Approval Registry". <strong>Abstract</strong> <strong>Background: </strong>Early results from the Micra investigational trial and Micra Post-Approval Registry (PAR) demonstrated excellent safety and device performance; however, outcomes based on anticoagulation (AC) status at implant have not been evaluated. <strong>Objective: </strong>The purpose of this study was to report implant characteristics, perforation rate, and vascular-related events based on perioperative oral AC strategy in patients undergoing Micra implant. <strong>Methods: </strong>We compared procedure characteristics, major complications, and vascular events, including pericardial effusion, stratified by any adverse event (including major complications, minor complications, and observations) or major complication only according to AC status in the Micra PAR. <strong>Results: </strong>Among 1795 patients with AC status available, 585 were not on AC, 795 had AC interrupted, and 415 had AC continued during Micra implant. Non-AC patients tended to be younger, with less history of atrial fibrillation and chronic obstructive pulmonary disease, and more history of dialysis than interrupted and continued patients. The implant success rate was similar for all groups (99.1%-99.8%). Through 30 days postimplant, the overall major complication rate was 3.1% for the non-AC group, 2.6% for the interrupted group, and 1.5% for the continued group. The combined rate for any vascular or pericardial effusion adverse event did not differ significantly among AC strategies (6.5%, 4.8%, and 3.6%, respectively). <strong>Conclusion: </strong>Implant of Micra seems to be safe and feasible regardless of an interrupted or continued periprocedural oral AC strategy, with no increased risk of perforation or vascular complications. <strong>Trial registration: </strong>ClinicalTrials.gov NCT02536118.
DOI: 10.6084/m9.figshare.19432988
title: Pseudomonas SNPs Analysis

description: Scripts and information to generate SNP lists from genome sequencing data for the Pseudomonas strains as well as the final SNP effect word clouds.<br>
DOI: 10.6084/m9.figshare.19432988.v1
title: Pseudomonas SNPs Analysis

description: Scripts and information to generate SNP lists from genome sequencing data for the Pseudomonas strains as well as the final SNP effect word clouds.<br>
DOI: 10.6084/m9.figshare.19432982
title: Global Seabed Oxygen Uptake (Jorgensen et al., 2022)

description: Global maps of the total sediment oxygen uptake (TOU & DOU) of the seabed at 0.1 x 0.1 degree resolution. Units are in mmol O2 m-2 d-1. No data is given the value of -1.<br>TOU = total oxygen uptakeDOU = diffusive oxygen uptake<br>See Jorgensen et al. (2022; Earth-Science Reviews: "Sediment oxygen consumption: Role in the global marine carbon cycle") for calculations used to derived these global maps.
DOI: 10.34740/kaggle/dsv/3371349
title: 2021 World Population (updated daily)
DOI: 10.5519/qd.tbxzbm3g
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (61 records)