cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6683617
title: In-situ grazing-incidence X-ray diffraction data of the crystallization process of organic-inorganic methylammonium lead bromide perovskite (MAPbBr3) via employing an isopropanol antisolvent. Raw Data

description: The dataset contains 400 diffraction images from a 40 second in-situ grazing-incidence wide-angle X-ray scattering measurement of the crystallization process of organic-inorganic methylammonium lead bromide perovskite (MAPbBr3) on a glass substrate. The crystallization is initiated via employing an isopropanol antisolvent during the spin-coating of the perovskite precursor solution. 40 µL of MAPbBr3 solution (4:1 DMF/DMSO solvent mixture) was applied on plasma-cleaned glass substrate in a chamber with kapton windows. The two-phase spin-coating regime included 10 seconds at 1000 rpm followed by 30 seconds at 2000 rpm, 200 µL of antisolvent was dispensed at t = 30 s. The data was acquired at the P08 Beamline at PETRA III (DESY Hamburg). Acquisition parameters: X-ray wavelength: 0.6888 nm Sample detector distance: 809 mm Incidence angle: 0.5 deg. Detector model: XRD 1621 CN3 EHS Acquisition rate : 10 frames per second (10 Hz) Direct beam position (pixels): 545, 222
description: {"references": ["Starostin et al.; End-to-end deep learning pipeline for real-time processing of surface scattering data at synchrotron facilities"]}
DOI: 10.5281/zenodo.6683626
title: GIXD data of organic-inorganic methylammonium lead bromide perovskite (MAPbBr3), processed q-space maps

description: This dataset contains grazing incidence x-ray diffraction (GIXD) maps projected in q-space and polar projection. The underlying raw data is published in 10.5281/zenodo.6683616 and processed with 10.5281/zenodo.6683658. This data describes a time series of diffraction images acquired with 10 Hz. Parameters of the provided data: Q-space-maps Horizontal axis (Q<sub>xy</sub>) range: (0, 3.2) Å<sup>-1</sup> Vertical axis (Q<sub>z</sub>) range: (0, 3.2) Å<sup>-1</sup> Resolution: 1350x1350 pixels Origin (lower left coordinate in q): (0, 0) Polar data Horizontal axis (||<strong>q</strong>||) range: (0, 4.53) Å<sup>-1</sup> Vertical axis (ф) range: (0, 90) deg Resolution: 512x1024 pixels Origin (lower left coordinate in q): (0, 0)
description: {"references": ["Starostin et al. 2022; End-to-end deep learning pipeline for real-time processing of surface scattering data at synchrotron facilities"]}
DOI: 10.6084/m9.figshare.20130740
title: Supplementary Material for: Identifying Subgroups of Cannabis Users Based on Help-Seeking Preferences: A Latent Class Analysis

description: <b><i>Background:</i></b> The majority of people with cannabis use disorder do not seek treatment. If we were able to gain more insight into different subgroups of cannabis users based on help-seeking preferences, we could use this information to inform the development and promotion of interventions targeted at specific subgroups of cannabis users, to ultimately narrow the treatment gap. <b><i>Methods:</i></b> An online survey was conducted among 1,015 Dutch frequent cannabis users (18–72 years) to assess their cannabis use, help-seeking preferences, psychopathology, and psychological distress. Latent class analysis was used to identify classes of cannabis users based on their help-seeking preferences. Differences between the identified classes in terms of sociodemographics, cannabis use, and psychopathology were examined. <b><i>Results:</i></b> We identified four classes with distinct preferences for support. Class 1 (“no support/only social,” <i>n</i> = 548) had a low probability of finding any form of support appealing other than social support. Class 2 (“online help,” <i>n</i> = 170) had relatively high probabilities of finding online help appealing. Class 3 (“GP/outpatient,” <i>n</i> = 208) had a relatively high probability of finding support from the general practitioner and outpatient substance use disorder treatment appealing. Class 4 (“all sources,” <i>n</i> = 89) had moderate to high probabilities for all sources of support. In terms of sociodemographics, differences between the classes were found with regard to gender and level of education. The classes were fairly similar with regard to cannabis use, only the “online help” class scored significantly lower on both cannabis use frequency and quantity compared to most of the other classes. In terms of psychopathology, the “GP/outpatient” class and the “all sources” class experienced more cannabis use-related problems and were more likely to report multiple past quit attempts than the “online help” class and the “no support/only social” class. <b><i>Conclusions:</i></b> Our study shows that there is a lot of inter-individual variation in how appealing various forms of help are to cannabis users. Our findings emphasize the importance of promoting a variety of treatment modalities for cannabis users, including real-life and digital options, and indicate what might appeal to whom.
DOI: 10.15482/usda.adc/1524793
title: X-ray CT data with semantic annotations for the paper "A workflow for segmenting soil and plant X-ray CT images with deep learning in Google’s Colaboratory"
DOI: 10.17632/68szxkw7wj.1
title: Ant and treehopper abundance in relation to their mutualistic associations across elevations in the equatorial Andes

description: Along elevational or latitudinal gradients, patterns of mutualistic interactions may be driven by shifts in partner abundance, in turn the result of changes in environmental factors. We studied the mutualistic association between ants and treehoppers along two 4000-meter elevational gradients on the equatorial Andes to test the hypothesis that partner abundance mediates the frequency of associations and investment incurred by partners while associating. Using a combination of visual surveys and sucrose baits, we scored the abundance of ants, treehoppers, and their associations at 500m intervals along two 4000m elevational gradients in the tropical Andes (three locations per elevation, two 70 m transects per location). We used the size of the treehopper aggregations and of the ant worker force involved in the associations as proxies for the investment partners incur in the interaction. We analyzed our data using GLMM with transects as units of analyses and locations as random effects. We show that the number of ant-treehopper aggregations declined with elevation, in parallel with a decline in the abundance of both partners, but with ants declining at a faster rate. Despite this, the numbers of ants and treehoppers within individual aggregations increased with elevation, but this time with the number of treehoppers in the aggregations increasing at a faster rate. We suggest that this elevational gradient in the size of ant-treehopper aggregations arises from consumer resource-dynamics, where the partner in short supply elicits greater investment from the other. Within the range of elevations where the interaction is possible, the observation that a smaller proportion of treehopper species at higher elevations engage in mutualism further suggests decreasing benefits of the associations with elevation. Our study suggests that the geography of abundance and supply, and its consequences on cost and demand of services, may dictate the outcome of mutualistic interactions along gradients, with possible implications for the maintenance of biological diversity.
DOI: 10.17632/wx7cyc55r4.2
title: Data for "Desilicification Rims of Zircon Xenocrysts Record the Timing of Kimberlite Emplacement" by Melnik A.E. et al. 

description: This file contains Supplementary Tables S1-S6 for the publication "Desilicification Rims of Zircon Xenocrysts Record the Timing of Kimberlite Emplacement" (submitted to Journal of Geophysical Research: Solid Earth in March 2022). These include U-Pb-O SIMS, trace element LA-ICP-MS, and major element EPMA data for kimberlite-hosted xenocrystic zircons and their desilicification (i.e., baddeleyite) reaction rims.
DOI: 10.3886/e62191v1
title: Web based surveys Greek Election 2015

description: The project Hellenic National Election Studies (ELNES) facilitates research on the causes and consequences of voting behaviour and on the way democracy works in a country under financial crisis. ELNES produces hundreds of euro worth of data on electoral behaviour in Greece at a fractional cost. By effectively taking advantage of new technology tools, ELNES provides a unique resource for scholars interested in deep and consequential questions on Greek politics.
<br>HelpMeVote 2015 is a Greek Voting Advice Application that was completed more than 570000 times in the period from its official beginning (07/01/2015) until the Election Day (25/01/2015). Following the cleaning techniques provided by Andreadis (2012, 2014) the cleaned dataset includes 543870 cases. The number of citizens who have participated in the Greek Parliamentary Elections of January 2015 is 6330786. Thus, if we suppose that all HelpMeVote users have used it only once and that almost all of them have participated in the elections, then we can estimate that HelpMeVote users are circa 8.6% of those who participated in the Greek Parliamentary Elections of January 2015. 
<br> Andreadis, I. (2012) To Clean or not to Clean? Improving the Quality of VAA Data XXII World Congress of Political Science (IPSA), Madrid 
<br> Andreadis, I. (2014) Data Quality and Data Cleaning in Garzia, D. Marschall, S. (eds) Matching Voters with Parties and Candidates. Voting Advice Applications in Comparative Perspective, ECPR Press 
<br>
DOI: 10.5281/zenodo.6683659
title: Crystallization process of organic-inorganic methylammonium lead bromide perovskite (MAPbBr3), GIXD analysis results: diffraction features and crystal structure

description: Analysis result of an <em>in-situ</em> measurement of the crystallization process of organic-inorganic methylammonium lead bromide perovskite (MAPbBr3) on a glass substrate. This dataset contains the positions, sizes, and integrated intensities of extracted diffraction peaks with 0.1s time resolution. For crystal structure matching, the provided CIF file (CCDC 1446529) was used.
description: {"references": ["Starostin et al. 2022; End-to-end deep learning pipeline for real-time processing of surface scattering data at synchrotron facilities"]}
DOI: 10.6084/m9.figshare.20078630
title: Process-explicit simulations of human migration in North America 19,000 years ago to present

description: We simulated the peopling of North America from 19,000 years BP to present using the Climate-Informed Genetic Model. We used a set of 4,950 values for the demographic parameters of the model, based on a previous optimization of these parameters on genetic data. We ran these simulations twice: once parametrised with the HadCM3 palaeoclimate model, and once with the TraCE-21ka palaeoclimate simulation. <br> Here we provide the median and MAD (median absolute deviation) of human abundance in North America, averaged across each set of simulations based on the HadCM3 and TraCE-21ka palaeoclimate models. These are provided as GeoTIFF files in standard longitude-latitude WGS84 projection. The extent is North America (170W to 49W, 15N to 90N) at a spatial resolution of 1 degree by 1 degree. The timescale is from 19,000 years ago to present at a temporal resolution of 25 years.
DOI: 10.6084/m9.figshare.5008988.v4
title: Peach.480.SNPs

description: To detect the breeding footprints, we sequenced 480 peach accessions, including 52 wild relative accessions, 215 landrace accessions, and 213 improvement accessions. Using this resequencing date, we detected the genomic change during domestication and improvement.
DOI: 10.6084/m9.figshare.7752065.v1
title: Sequences and annotations of chr2 in HoxD mutant alleles

description: These sequences are in silico generated sequences of every alleles used in Darbellay et al. 2019. They were constructed from chr2 sequence of the mm10 version of the mouse genome and were modified according to Sanger sequencing of the breakpoints of each allele.<br>
DOI: 10.5281/zenodo.1320835
title: Micro-Seismic And Image Dataset Acquired At Matterhorn Hörnligrat, Switzerland

description: This dataset contains annotated micro-seismic recordings and images acquired in the context of project X-Sense2 (financed by nano-tera.ch, ref. no. 530659) at the Matterhorn Hörnligrat fieldsite on 3500 m a.s.l.. Additionally, secondary data is provided which can used for further analysis.

This dataset comprises a selection of measurements. The <em>data</em> folder contains two datasets and additional data (secondary data). Please refer to the following publication for further information:

 

Meyer, M., Weber, S., Beutel, J., Thiele, L.: Systematic Identification of External Influences in Multi-Year Micro-Seismic Recordings Using Convolutional Neural Networks, Earth Surface Dynamics, in review, 2018.

 

<strong>dataset</strong>

The <em>dataset/</em> folder contains micro-seismic data, images, and annotations.

A list of every datapoint including annotations and start/end time is provided in two csv files in the <em>annotations/</em> folder.

 

<strong>event_dataset</strong>

The <em>event_dataset/</em> folder contains micro-seismic data and annotations.

A list of every datapoint including annotations and start/end time is provided in two csv files in the <em>annotations/</em> folder. For a selected time period bounding boxes are provided in the <em>bounding_box.csv</em> file.

 

<strong>Micro-seismic data</strong>

The data was recorded using a Nanometrics Centaur digital recorder and Lennartz electronic low-noise seismometer LE-3Dlite MKIII (1−100 Hz). The Nanometrics Centaur digital recorder aquires data with 24-bit resolution with a sampling rate of 1000 sps. The data is stored in .miniseed-format.

 

<strong>Image data</strong>

Images where acquired with a remote controlled high-resolution camera (Nikon D300, 24 mm fixed focus).

 

<strong>Annotations</strong>

The data was annotated manually by the authors.

 

<strong>Secondary data</strong>

The secondary data comprises data from different sensors, including wind speed, rock temperature and radiation. Additionally, weekly aggregated hut occupancy of the Hörnlihut from the years 2016/2017 and event timestamps from running a STA/LTA trigger on an internal version of the micro-seismic data are provided.
DOI: 10.5281/zenodo.3529755
title: Southern Alps, New Zealand microseismicity earthquake catalog

description: Earthquake catalog of the microseismicity in the central Alpine Fault, New Zealand (2008 - 2017) in QuakeML format. The information included for each event contains location, phase pick, local magnitude information. For more details refer to the Gcubed publication in the related link.
description: {"references": ["https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018GC007743"]}
DOI: 10.17632/kt8v7ths6p.1
title: Interhemispheric Effect of Global Geography on Earth’s Climate Response to Orbital Forcing (GCM Outputs)

description: The climate response of the Earth to orbital forcing shows a distinct hemispheric asymmetry due to the unequal distribution of land in the Northern versus Southern Hemispheres. This asymmetry is examined using a Global Climate Model (GCM) for different climate responses such as Mean Summer Temperatures and Positive Degree Days. A Land Asymmetry Effect (LAE) can be quantified for each hemisphere and the results show how changes in obliquity and precession translate into variations in the calculated LAE. The dataset contains GCM outputs from 3 sets of simulations with modern, Northern Hemisphere symmetric and Southern Hemisphere symmetric geographies. Each set of simulation is run at modern orbital configuration, and 6 extreme orbital configurations. GCM Outputs presented here are 10 year averages.
DOI: 10.5281/zenodo.5610307
title: Methane plumes for NASA/JPL/UArizona/ASU Sep-Nov 2019 Permian campaign

description: Plume imagery to accompany the journal article "Intermittency of Large Methane Emitters in the Permian Basin" Journal Article Citation: Daniel H. Cusworth, Riley M. Duren, Andrew K. Thorpe, Winston Olson-Duvall, Joseph Heckler, John W. Chapman, Michael L. Eastwood, Mark C. Helmlinger, Robert O. Green, Gregory P. Asner, Philip E. Dennison, and Charles E. Miller Environmental Science & Technology Letters <strong>2021</strong> <em>8</em> (7), 567-573 DOI: 10.1021/acs.estlett.1c00173
DOI: 10.5285/57858a9a-d814-412c-8e79-9a542cd055d4
title: Model data for simulating atmospheric microwave spectra at 11.072 GHz and 13.441 GHz and performing retrievals of ozone (O3) and hydroxyl (OH) vertical profiles

description: The data are from a proof-of-concept study to assess the feasibility of accurately measuring ozone (O3) and hydroxyl (OH) profiles from the ground using accessible satellite TV receiver technology.  The datasets include a synthesis of atmospheric model and a priori atmospheric datasets for selected polar locations, atmospheric transmittance spectra calculated for those locations, and O3 and OH profile retrieval results.
description: Data directories (each with it's own 'readme' describing the files, the specific locations and specific altitude and time resolutions):

        Altitude spectra
        Atmospheric profiles
        Linewidths
        Retrievals
        Transmittance spectra
DOI: 10.6084/m9.figshare.19658487
title: PHBL_VCF

description: Filtered sequencing files (VCF format)
DOI: 10.25928/bgrseis_hist-ifsd
title: Global reference histograms of the IMS infrasound broadband detection lists
title: Globale Referenzhistogramme der IMS-Infraschall Breitband-Detektionslisten
title: Infrasound_PMCC_reference

description: This data set builds upon the broadband detection lists of the International Monitoring System (IMS)’s infrasound stations. The infrasound data of these stations are regularly (re-)processed at the German National Data Centre at BGR (e.g., Ceranna et al., 2019; https://doi.org/10.1007/978-3-319-75140-5_13) using the Progressive Multi-Channel Correlation (PMCC) array processing method (Cansi, 1995; https://doi.org/10.1029/95GL00468). The latest reprocessing with 26 one-third octave spaced frequency bands in the IMS band of interest (0.01 to 4 Hz) included all 53 stations that were certified within the period 2003 to 2020. Based on the resulting broadband detection lists, this data set expands on former analyses of the coherent ambient noise. For each station with a data availability of at least one year (by the end of 2020), monthly reference histograms for the detection parameters back azimuth, apparent speed, and root-mean-squared amplitude are provided. The histograms provide a means to determine the deviation from nominal monthly behaviour and thus enable assessing the plausibility of detections and potential anomalies – without determining their cause – in the detected parameters. Overall, these quality metrics will be, among other applications, a useful supplement to the open-access IMS infrasound data products provided by Hupe et al., which are also available in BGR’s product centre. Further details of the reference histograms are described in the following publication by Kristoffersen et al.: "Updated global reference models of broadband coherent infrasound signals for atmospheric studies and civilian applications", submitted to "Earth and Space Science" (AGU Publications, Wiley).
DOI: 10.5066/f7610xtr
title: Regional scale magnetotelluric data from the Rio Grande Rift and southern Rocky Mountains

description: This dataset consists of 102 magnetotelluric (MT) stations collected in 2012-2014 in the Rio Grande Rift and southern Rocky Mountains. The U.S. Geological Survey acquired these data to improve regional conductivity models of the western United States. This work is in support of studies of the effect of lithospheric modification on electrical resistivity structure and tectonic evolution of the western United States.
DOI: 10.5066/p91dwnmg
title: Data for Rupture Model of the 2016 M5.8 Pawnee, Oklahoma Earthquake

description: The 2016 M5.8 Pawnee, Oklahoma earthquake is the largest earthquake to have been induced by wastewater disposal. We infer the coseismic slip history from analysis of apparent source time functions and inversion of regional and teleseismic P-waveforms, using aftershocks as empirical Green's functions. The earthquake nucleated on the shallow part of the fault, initially rupturing towards the surface, followed shortly thereafter by slip deeper on the fault. Deeper slip occurred below the aftershocks and at greater depths than most induced seismicity in the region, suggesting that small- to moderate-sized earthquakes may not occur on deeper parts of faults in Oklahoma because they are further from failure than shallower fault sections. Comparisons with models of pore pressure perturbations further suggest that the earthquake may have initiated within a region of higher pore pressure perturbation but was not confined to this zone. These observations inform source physics and understanding of maximum magnitudes. Supporting information for this publication, including catalog of earthquake locations and magnitudes, and final coseismic slip distribution are provided herein.
DOI: 10.6084/m9.figshare.20349510.v1
title: Vegetation response to herbicides and other restoration treatments at Tophat; data.

description: <sub>Data from </sub> <br> <sub>Donaldson R, Germino MJ. 2022. </sub> <sub><strong>Intra-site sources of restoration variability in severely invaded rangeland: strong temporal effects of herbicide-weather interactions; weak spatial effects of plant-community patch type and litter. Ecological Solutions and Evidence</strong></sub> <br> <strong>Please contact mgermino@usgs.gov before using data</strong>
DOI: 10.6084/m9.figshare.7775972.v1
title: YD_SE_DATA.rar

description: The whole database of the Vs measurements mentioned in the article:"Calibrating a new attenuation curve for the Dead Sea region using surface wave dispersion surveys in sites damaged bythe 1927 Jericho earthquake"<br>By Yaniv Darvasi and Amotz AgnonThe Fredy & Nadine Herrmann Institute of Earth Sciences, The Hebrew University of Jerusalem, 9190401 Jerusalem, Israel.<br>