cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6073/pasta/f97642848330faae570fb100a346eb46
title: Summarized glacier mass balance measurements, McMurdo Dry Valleys, Antarctica (1993-2020, ongoing)

description: As part of the Long Term Ecological Research (LTER) project in the McMurdo Dry Valleys of Antarctica, a systematic sampling program has been undertaken to monitor glacial mass balance and meltwater flow. This data package contains total mass balance changes at each stake measured on six glaciers (Canada, Commonwealth, Hughes, Suess, Howard, and Taylor) in Taylor Valley and one glacier (Adams) in Miers Valley, all of which are located in the McMurdo Dry Valleys region of Antarctica. These values are the result of an analysis of the raw data presented in other data files (glacier stake heights, snow depths, and snow densities). Included here for each stake is the total water equivalent mass change. The standard deviation or the range for each total is given. Most measurements began during the 93-94 field season. Adams measurements were established during the 14-15 field season. Measurements are ongoing except at Hughes and Suess Glaciers where monitoring ceased following the 08-09 field season. Monitoring the changes in these measurements over time provides a record of mass balance, and aids in determining the role of glaciers in the polar hydrologic cycle.
DOI: 10.17864/1947.000409
title: Atmospheric electricity data for El Niño-Southern Oscillation studies

description: The global atmospheric electric circuit responds to related internal climate variability such as that from the El Niño-Southern Oscillation. Long series of atmospheric electricity data from the twentieth century are needed for comparison purposes. Here, annual values of Potential Gradient (PG) from Lerwick Observatory, Shetland during 1927-1954 and 1968-1983, and also from Watheroo Observatory, Western Australia during 1924-1934, have been digitised and collated.
DOI: 10.3886/e127401v1
title: Data and code for: The Selection of Talent: Experimental and Structural Evidence from Ethiopia

description: We study how search frictions in the labour market affect firms' ability to recruit talented workers. In a field experiment in Ethiopia, we show that an employer can attract more talented applicants by offering a small monetary incentive for making a job application. Estimates from a structural model suggest that the intervention is effective because the cost of making a job application is large, and positively correlated with jobseeker ability. We provide evidence that this positive correlation is driven by dynamic selection. In a second experiment, we show that local recruiters underestimate the positive impacts of application incentives.
DOI: 10.5066/p95r8k8g
title: Global Catalog of Calibrated Earthquake Locations

description: We produced a globally distributed catalog of earthquakes and nuclear explosions with calibrated hypocenters, referred to as the Global Catalog of Calibrated Earthquake Locations or GCCEL. This dataset currently contains more than 18,000 events in about 250 clusters distributed around the world. Also included are more than 2.7M arrival times observed at more than 18,000 stations. The term &ldquo;calibrated&rdquo; refers to the property that the hypocenters are minimally biased by unknown Earth structure and that the uncertainties are meaningful. We calculate uncertainties using empirically determined variability of the arrival time data itself, specific to each calibrated cluster of hypocenters. We carefully process the arrival-time dataset to remove outliers defined by the variability of the data. In each cluster, we estimate the empirically determined uncertainty for each set of station-phase arrival times. We use a version of the Hypocentroidal Decomposition multiple event relocation algorithm specifically adapted for calibrated relocations of clusters of seismic events. Most clusters are calibrated by fitting the subset of direct crustal first arrivals (Pg and Sg) with a locally appropriate travel-time model to estimate the cluster hypocentroid. A few clusters are calibrated by aligning the pattern of relative locations in space and time with one or more events for which a ground-truth hypocenter is available from an independent source with known uncertainty, such as a nuclear explosion. Epicentral uncertainties in GCCEL typically range from 1-5 km with a 90% confidence interval. Most events have depth constraint from one or more sources, usually with an uncertainty of 5 km or less. GCCEL is a significant resource for research at local, regional, and global scales because it provides minimally biased absolute hypocenters, meaningful associated error estimates, and curated arrival times as a reference dataset that can be used as prior constraints in the development of new regional, national, and global earthquake catalogs, validation of new location techniques, and the generation of advanced Earth models.
DOI: 10.5281/zenodo.1228631
title: Coherent Collaboration Data Release From The First Observation Of Coherent Elastic Neutrino-Nucleus Scattering

description: Release of COHERENT Collaboration data associated with the first observation of coherent elastic neutrino-nucleus scattering (CEvNS), as published in Science (DOI: 10.1126/science.aao0990) and also available as arXiv:1708.01294[nucl-ex].

This data set should enable researchers to extend the study of CEvNS as desired. Future COHERENT Collaboration results will have similar data releases.

Example code can be accessed at https://code.ornl.gov/COHERENT/codeExamples_dataRelease_april2018.<br>
The full data-release package, including data, code examples, and a descriptive accompanying document can be found at http://coherent.ornl.gov/data.
DOI: 10.5281/zenodo.4121847
title: Supporting Information for: Quantifying environmental impacts of cleaner fish used as sea lice treatments in salmon aquaculture with Life Cycle Assessment (LCA)

description: This repository contains the supporting information compiled in the study "Quantifying environmental impacts of cleaner fish used as sea lice treatments in salmon aquaculture with Life Cycle Assessment (LCA)" published in the Journal of Industrial Ecology.
DOI: 10.5281/zenodo.4292739
title: Released Experimental Dataset for Sampled Automated Machine Learning

description: Released Experimental Dataset of "Doing More with Less: Characterizing Dataset Downsampling for AutoML" Experiments were run for 5 and 60 minutes on 16 datasets:<br> 4 small: &lt; 10.000<br> 5 medium: &lt; 100.000<br> 7 large: &gt; 100.000<br>
DOI: 10.5441/002/edbt.2014.49
title: Distance oracles in edge-labeled graphs
DOI: 10.5441/002/edbt.2018.86
title: Interactive Visualization of Large Similarity Graphs and Entity Resolution Clusters
DOI: 10.6086/n1h99379
title: OSM2015/road-network
title: Roads and streets around the world each represented as individual line segments

description: Roads and streets around the world each represented as individual line segments
DOI: 10.17632/7k28x8tys6.1
title: Boivin_et_al_Nanaimo Depth Profiling Table of Isotopic Data

description: Table 1 contains acquisition parameters. 
Table 2 contains isotopic data for detrital zircon grains from the Nanaimo Group. This table is divided into three columns. The first column is for homogenous grains. The second and third columns are rim and core measurements for heterogeneous grains. The results of measurements of validation reference materials is included above the data from each measurement session.
DOI: 10.17632/p7bzdsr34c.1
title: 200 runs of Simulation for lane-restriction system of an urban road section

description: 200 runs of Simulation for lane-restriction system of an urban road section
DOI: 10.5281/zenodo.1038209
title: Ivreaarray - An Alparray Complementary Experiment

description: IvreaArray is a temporary broadband seismic network composed of 10 station operated from July 2017 for a minimum of 1 year. It is an AlpArray Complementary Experiment (www.alparray.ethz.ch).

The goal of IvreaArray is to characterize the structure and physical properties of the Earth crust and lithosphere in the area of Val Sesia, Northern Italy. In particular, the Ivrea Geophysical Body is a prime target. Methodologies will include the calculation of receiver functions, tomographic images, local earthquakes, and other seismological studies.

The attached file contains the coordinates of the installed stations. The FDSN-registered network code is XK. The data will be open to the public 3 years after the data acquisition is completed.
description: Contact: gyorgy.hetenyi@unil.ch
Funding: Swiss National Science Foundation (project OROG3NY, Grant PP00P2_157627), Czech Academy of Sciences.
DOI: 10.5281/zenodo.6539941
title: Event Data used in Seismic anisotropy along the Haida Gwaii margin from receiver function analysis

description: This CSV file contains metadata for earthquake events used in the study: Seismic anisotropy along the Haida Gwaii margin from receiver function analysis Event start time (UTC), latitude, longitude, depth, magnitude and the seismic station at which the event is recorded are included.
DOI: 10.5281/zenodo.6949645
title: Corresponding Dataset for Gravity Field of Ganymede after the Juno Extended Mission

description: Corresponding Dataset for Gravity Field of Ganymede after the Juno Extended Mission Luis Gomez Casajus August 2, 2022 =============================================================================<br> Introduction<br> ============================================================================= This dataset contains the estimated gravity field and its corresponding<br> full covariance matrix. This dataset is provided in order to <br> supplement the submitted article to the "Geophysical Research Letters"<br> journal: Gravity Field of Ganymede after the Juno Extended Mission.<br> L. Gomez Casajus (*), A. I. Ermakov, M. Zannoni, J. T. Keane, <br> D. Stevenson, D. R.Buccino, D. Durante, M. Parisi, R. S. Park, <br> P. Tortora and S. J. Bolton<br> <br> - (*) luis.gomezcasajus@unibo.it =============================================================================<br> File description<br> ============================================================================= This archive contains two files within the root directory.<br> <br> ROOT<br> -SOI_gravity_field.txt This file contains the estimated normalized spherical harmonics <br> coefficients of the Ganymede gravity field.<br> The file contains a header row which provides a description of <br> the file. -SOI_cov_matrix.txt This file contains the estimated full covariance matrix (32x32) <br> of the normalized spherical harmonics coefficients of the <br> Ganymede gravity field. The file contains a header row which <br> provides a description of the file. The matrix is represented as<br> a 2 dimensional array whose coefficients follow the following <br> order scheme: C20 C21 S21 C22 S22 C30 C31 ... =============================================================================<br> ACKNOWLEDGMENTS<br> ============================================================================= The authors are grateful to William Folkner, to the entire Solar System <br> Dynamics Group and to Robert Haw, former Galileo navigator, for the useful <br> discussions and suggestions regarding the procedures for Galileo data <br> analysis. L.G.C., M.Z., and P.T. are grateful to the Italian Space Agency <br> (ASI) for financial support through Agreement No. 2017-40-H.1-2020, and its <br> extension2017-40-H.02020-13-HH.0, for ESA’s BepiColombo and NASA’s Juno radio<br> science experiments. L.G.C., M.Z., and P.T. acknowledge Caltech and the Jet <br> Propulsion Laboratory for granting the University of Bologna a license to an <br> executable version of MONTE Project Edition S/W. JTK and AIE acknowledge <br> support from the Juno participating scientist program. The work of RP, DB, <br> JTK, and MP was carried out at the Jet Propulsion Lab, California Institute<br> of Technology, under a contract with the National Aeronautics and Space <br> Administration (80NM0018D0004). Government sponsorship acknowledged.
DOI: 10.5281/zenodo.7384213
title: Waveform data for centroid moment tensor solutions presented in publication "Bayesian seismic source inversion with a 3-D Earth model of the Japanese islands"

description: This dataset contains waveform data for centroid moment tensor solutions inferred using Hamiltonian Monte Carlo sampling algorithm and a 3-D Earth model of the Japanese islands. Specifically, it includes processed observed waveforms from the Full Range Seismograph Network of Japan (F-Net, http://www.fnet.bosai.go.jp) and synthetic waveforms for the maximum-likelihood solutions as well as Global Centroid Moment Tensor (GCMT) solutions for all study events inverted at different periods. Detailed description of the dataset is included in the README file.
DOI: 10.5441/002/edbt.2021.48
title: Adaptive Multi-Model Reinforcement Learning for Online Database Tuning
DOI: 10.6084/m9.figshare.21558348
title: Supplementary Material for: Faster Macular Vessel Density Loss in More Advanced Primary Open Angle Glaucoma Eyes

description: Purpose: To characterize and compare the longitudinal change of macular vessel density (VD) in primary open angle glaucoma (POAG) eyes across different disease stages. Methods: This is a sub-analysis of a prospective cohort study. A total of 103 eyes (53 eyes in the mild stage, 50 eyes in the moderate-to-advanced stage) of 75 POAG patients followed for more than 1 year with at least 2 qualified optical coherence tomography (OCT) angiography (OCTA) images were included. The rates of macular VD change were determined by linear regression and compared using the generalized linear mixed models between groups. Mixed effect models were used to evaluate the demographic and ocular parameters associated with the VD loss rate. Results: With a mean follow-up time of 2.36 years, the rates of macular VD change were significantly different from zero in both groups. The rates of macular VD loss were significantly faster in moderate-to-advanced stage group than in mild stage group in whole image (-2.46%/yr vs -1.47%/yr, p=0.002), superior hemifield (-2.42%/yr vs -1.30%/yr, p=0.001), para fovea (-2.35%/yr vs -1.26, p=0.001), superior (-2.20%/yr vs -1.01%/yr, p=0.002), nasal (-2.41%/yr vs -1.04%/yr p=0.001), inferior (-2.46%/yr vs -1.43%/yr, p=0.018) and temporal sectors (-2.32%/yr vs -1.58%/yr, p=0.012). Baseline mean deviation (MD) and OCT parameters were associated with the rates of macular VD loss. Conclusions: OCTA measurements could detect vascular deterioration over time in POAG eyes at different stages. The rates of macular VD loss were significantly faster in more advanced POAG eyes.
DOI: 10.6084/m9.figshare.21558348.v1
title: Supplementary Material for: Faster Macular Vessel Density Loss in More Advanced Primary Open Angle Glaucoma Eyes

description: Purpose: To characterize and compare the longitudinal change of macular vessel density (VD) in primary open angle glaucoma (POAG) eyes across different disease stages. Methods: This is a sub-analysis of a prospective cohort study. A total of 103 eyes (53 eyes in the mild stage, 50 eyes in the moderate-to-advanced stage) of 75 POAG patients followed for more than 1 year with at least 2 qualified optical coherence tomography (OCT) angiography (OCTA) images were included. The rates of macular VD change were determined by linear regression and compared using the generalized linear mixed models between groups. Mixed effect models were used to evaluate the demographic and ocular parameters associated with the VD loss rate. Results: With a mean follow-up time of 2.36 years, the rates of macular VD change were significantly different from zero in both groups. The rates of macular VD loss were significantly faster in moderate-to-advanced stage group than in mild stage group in whole image (-2.46%/yr vs -1.47%/yr, p=0.002), superior hemifield (-2.42%/yr vs -1.30%/yr, p=0.001), para fovea (-2.35%/yr vs -1.26, p=0.001), superior (-2.20%/yr vs -1.01%/yr, p=0.002), nasal (-2.41%/yr vs -1.04%/yr p=0.001), inferior (-2.46%/yr vs -1.43%/yr, p=0.018) and temporal sectors (-2.32%/yr vs -1.58%/yr, p=0.012). Baseline mean deviation (MD) and OCT parameters were associated with the rates of macular VD loss. Conclusions: OCTA measurements could detect vascular deterioration over time in POAG eyes at different stages. The rates of macular VD loss were significantly faster in more advanced POAG eyes.
DOI: 10.34740/kaggle/dsv/4785099
title: Elon Musk Tweets
DOI: 10.5281/zenodo.7491537
title: An environmentally induced multicellular life cycle of a unicellular cyanobacterium

description: Data used in the manuscript by Tang, Pichugin, Hammerschmidt https://doi.org/10.1101/2021.09.29.462355
DOI: 10.5281/zenodo.7491536
title: An environmentally induced multicellular life cycle of a unicellular cyanobacterium

description: Data used in the manuscript by Tang, Pichugin, Hammerschmidt https://doi.org/10.1101/2021.09.29.462355
DOI: 10.21227/08d7-5j55
title: Enhanced Efficient Image Dehazing for Onboard Satellite Imagery Processing

description: This folder contains folders of images.The original folder contains the non dehazed images, default and tuned contain the dehazed counterparts.Default folder referes to the outputs obtained using an exponent of 0.8. Tuned refers to the images with a PSNRBR of 54 or above. The images in paper are kept in a seperate folder.
DOI: 10.6084/m9.figshare.20454933
title: Synthetic case - Validation

description: This item is used in the publication "Computationally-feasible uncertainty quantification in model-based landslide risk assessment" published in <em>Frontiers in Earth Science: Geohazards and Georisks</em>.
DOI: 10.5281/zenodo.7228249
title: Hydrochemistry of mediterranean mountain catchments

description: Hydrochemistry of two Mediterranean mountain catchments (Catalunya, Spain) from 1978 to 2019. Streamflow and periodical stream samples for chemical analyses (H, Cl, SO4, NO3, Ca, Na, Mg, K and alkalinity)
DOI: 10.5281/zenodo.7228248
title: Hydrochemistry of mediterranean mountain catchments

description: Hydrochemistry of two Mediterranean mountain catchments (Catalunya, Spain) from 1978 to 2019. Streamflow and periodical stream samples for chemical analyses (H, Cl, SO4, NO3, Ca, Na, Mg, K and alkalinity)
DOI: 10.5281/zenodo.7228266
title: Atmospheric deposition in Mediterranean mountain catchments

description: Bulk wet deposition data at Mediterranean mountain site from 1978 to 2019. Throughfall data in non continuous periods within the same date range.
DOI: 10.5281/zenodo.7228265
title: Atmospheric deposition in Mediterranean mountain catchments

description: Bulk wet deposition data at Mediterranean mountain site from 1978 to 2019. Throughfall data in non continuous periods within the same date range.
DOI: 10.6084/m9.figshare.21789326
title: Supplementary Material for: RIDGE REGRESSION FOR FUNCTIONAL FORM IDENTIFICATION OF CONTINUOUS PREDICTORS OF CLINICAL OUTCOMES IN GLOMERULAR DISEASE

description: Penalized regression models can be used to identify and rank risk factors for poor quality of life or other outcomes. They often assume linear covariate associations, but the true associations may be nonlinear. There is no standard, automated method for determining optimal functional forms (shapes of relationships) between predictors and the outcome in high-dimensional data settings. We propose a novel algorithm, Ridge regression for functional form Identification of continuous PRedictors (RIPR), that models each continuous covariate with linear, quadratic, quartile, and cubic spline basis components in a ridge regression model to capture potential nonlinear relationships between continuous predictors and outcomes. We used a simulation study to test the performance of RIPR compared to standard and spline ridge regression models. Then, we applied RIPR to identify top predictors of Patient-Reported Outcomes Measurement Information System (PROMIS) adult global mental and physical health scores using demographic and clinical characteristics among N=107 glomerular disease patients enrolled in the Nephrotic Syndrome Study Network (NEPTUNE). RIPR resulted in better predictive accuracy than the standard and spline ridge regression methods in 56-80% of simulation repetitions under a variety of data characteristics. When applied to PROMIS scores in NEPTUNE, RIPR resulted in the lowest error for predicting physical scores, and the second-lowest error for mental scores. Further, RIPR identified hemoglobin quartiles as an important predictor of physical health that was missed by the other models. The RIPR algorithm can capture nonlinear functional forms of predictors that are missed by standard ridge regression models. The top predictors of PROMIS scores vary greatly across methods. RIPR should be considered alongside other machine learning models in the prediction of patient-reported outcomes and other continuous outcomes.
DOI: 10.34740/kaggle/dsv/4785259
title: Photovoltaik Installations by Zipcode in Germany
DOI: 10.5519/qd.wl6dbdka
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (8756 records)
DOI: 10.6084/m9.figshare.20449395
title: Synthetic case

description: This item is used in the publication "Computationally-feasible uncertainty quantification in model-based landslide risk assessment" published in <em>Frontiers in Earth Science: Geohazards and Georisks</em>.
DOI: 10.6084/m9.figshare.20454924
title: Synthetic case - Point estimate method

description: This item is used in the publication "Computationally-feasible uncertainty quantification in model-based landslide risk assessment" published in <em>Frontiers in Earth Science: Geohazards and Georisks</em>.
DOI: 10.6084/m9.figshare.20454924.v1
title: Synthetic case - Point estimate method

description: This item is used in the publication "Computationally-feasible uncertainty quantification in model-based landslide risk assessment" published in <em>Frontiers in Earth Science: Geohazards and Georisks</em>.
DOI: 10.6084/m9.figshare.20449410
title: Acheron rock avalanche

description: This item is used in the publication "Computationally-feasible uncertainty quantification in model-based landslide risk assessment" published in <em>Frontiers in Earth Science: Geohazards and Georisks</em>.
DOI: 10.6084/m9.figshare.20454927
title: Acheron rock avalanche - Point estimate method

description: This item is used in the publication "Computationally-feasible uncertainty quantification in model-based landslide risk assessment" published in <em>Frontiers in Earth Science: Geohazards and Georisks</em>.
DOI: 10.6084/m9.figshare.20454927.v1
title: Acheron rock avalanche - Point estimate method

description: This item is used in the publication "Computationally-feasible uncertainty quantification in model-based landslide risk assessment" published in <em>Frontiers in Earth Science: Geohazards and Georisks</em>.
DOI: 10.6084/m9.figshare.20454936
title: Acheron rock avalanche - Validation

description: This item is used in the publication "Computationally-feasible uncertainty quantification in model-based landslide risk assessment" published in <em>Frontiers in Earth Science: Geohazards and Georisks.</em>
DOI: 10.6084/m9.figshare.20454936.v1
title: Acheron rock avalanche - Validation

description: This item is used in the publication "Computationally-feasible uncertainty quantification in model-based landslide risk assessment" published in <em>Frontiers in Earth Science: Geohazards and Georisks.</em>
DOI: 10.5281/zenodo.7491687
title: COREQ (COnsolidated criteria for REporting Qualitative research) Checklist

description: A checklist of items to report the qualitative research
DOI: 10.5281/zenodo.7491686
title: COREQ (COnsolidated criteria for REporting Qualitative research) Checklist

description: A checklist of items to report the qualitative research