cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/m458grc688.2
title: Near-Distance Raw and Reconstructed Ground Based SAR Data

description: **The usage for research purposes is for free. If you use this dataset, please cite the following paper along with the dataset: 
Kačan, M.; Turčinović, F.; Bojanjac, D.; Bosiljevac, M. Deep Learning Approach for Object Classification on Raw and Reconstructed GBSAR Data. Remote Sens. 2022, 14, 5673. https://doi.org/10.3390/rs14225673 



The dataset consists of 2 sets: first one (RealSAR-RAW) contains raw radar data obtained using 24 GHz Ground Based Synthetic Aperture Radar (GBSAR); second one (RealSAR-IMG) contains radar images generated with reconstruction algorithm applied on that raw data. 

Each example in sets represent either raw data (in RealSAR-RAW) or reconstructed image (in RealSAR-IMG) of one observed scene. 
Scene can contain none, one or more test objects. 
Test objects are three bottles: one aluminium, one glass, and one plastic. Bottles dimensions are the same.
Total number of scene combinations is 8 (2^3). Objects were set in various positions in near-distance range between 20 and 70 cm away from radar. 
Each example is stored as matrix in .txt format (in RealSAR-RAW) and as image in .png format (in RealSAR-IMG). Matrix is size of 1024x30 (1024 frequency point, 30 GBSAR steps), and image 496x369 px.
Each set contains 337 examples: 172 of them include aluminium bottle, 172 glass bottle, 179 plastic bottle, and 29 examples are without objects. 

GBSAR Specs:
Raw data is obtained using developed GBSAR system. It works in stop-and-go mode with 1 cm step size and total aperture of 30 cm. GBSAR sensor is FMCW (Frequency Modulated Continuous Wave) radar with central frequency at 24 GHz and 700 MHz wide bandwidth. FMCW radar periodically transmits sawtooth signal every 166 ms. Wave polarization of FMCW radar can be either HH or VV.
DOI: 10.17632/9jnxkkcxxd.1
title: Data from: Engagement in the Data Collection Phase of the Scientific Process is Key for Enhancing Learning Gains

description: We have provided the data and code used in the statistical analyses for the Citizen Science: Theory and Practice journal article titled, "Engagement in the Data Collection Phase of the Scientific Process is Key for Enhancing Learning Gains." There are two data files in this folder: (1) "pre_post_matched_anonymous.csv" contains the pre- and post-survey responses for respondents who were able to be matched up after being cleaned, but before dependent variables are created; (2) "pre_post_data_for_analysis_anonymous.csv" contains the same pre- and post-survey responses and dependent variables that are used in the model analyses. The first data file is used in the R script, "pre_post_create_variables.R" and the second data file is used in all of the R scripts with "analysis" in the title, with each script corresponding to the model analyses run for each dependent variable.
DOI: 10.17632/6bn7b74fmc.1
title: Gaze Buttons Revisited.Looking for an Effective Way of "Clicking" without the Mouse - dataset

description: The fundamental problem for designing a gaze-based human-computer interaction is related to development of an effective method for activating graphical user interface elements by means of gaze only. Such a method should be easy for the user to apply, however at the same time, it requires eye movements that are clearly different from the natural behavior of the eye. We examined three methods of button activation by gaze, looking for the most effective way of gaze "clicking". These were: 1) the most standard method based on the use of dwell-time, 2) its modification based on detection of fixation located inside the buttons area and 3) and the most novel method based on gaze gestures consisting of movement into the button area and outward movement in the approximately opposite direction. We compared these gaze control methods under homogeneous conditions, which allows for a more reliable assessment of their relative usefulness. Two layouts of buttons were used: arranged on a grid, like on a telephone pad, and on a circle with an empty center. The experimental task was to enter a set of four-digit PINs using a set of gaze buttons corresponding to ten digits. A group of novices were instructed to use all the three methods and both button layouts (six experimental conditions). The activation methods were compared in terms of system usability, objectively measured by the PIN entry speed and the number of errors, as well as using a subjective SUS questionnaire. The system based on gaze gestures was worse in both measures; however, it had its followers. The method based on fixation detection instead of dwell-time did not significantly increase the entry speed due to the greater number of errors caused by non-intentional buttons activation. The circle layout turned out to be generally more convenient than the telephone pad layout.
DOI: 10.6084/m9.figshare.21882975
title: Penguin-mounted video camera provides new insights into predator-prey interactions with prey fish

description: Dataset including time, the horizontal angle of the stationary prey (α), and the horizontal angle of the escaping prey (θ).
DOI: 10.5066/p92zx0t7
title: Trace element composition and molecular-scale speciation characterization of sphalerite from Central and East Tennessee mining districts, Red Dog mining district (AK), and Metaline mining district (WA)

description: Germanium (Ge) is an element deemed critical globally, and used in electronics, communication, and defense applications. The supply of Ge is limited and as demand for it increases, its criticality increases. Germanium is exclusively recovered as a byproduct of either coal mining or zinc (Zn) mining, and the main mineral hosting Ge in Zn deposits is sphalerite (ZnS). However, the mechanisms of Ge enrichment in sphalerite during mineral deposit formation are poorly understood. Therefore, investigations on the mechanisms controlling geologic enrichment of Ge in ores is crucial for maintaining a sustainable supply. For this study, we used a combination of techniques including optical and electron microscopy, synchrotron-based x-ray absorption spectroscopy (XAS, bulk and micrometer-scale), x-ray diffraction (micrometer-scale), and x-ray fluorescence (micrometer-scale) mapping, and cathodoluminescence to characterize Ge and co-substituent trace elements in sphalerite from four mining districts where Ge is, or has been, recovered in the United States: Central and East Tennessee, Red Dog (AK), and Metaline (WA). Here we present the numerical component of this dataset which includes (1) the concentration of trace elements from electron microprobe analysis and (2) the results of linear combination fits from x-ray absorption near edge spectroscopy (XANES) analysis of Ge to estimate the amounts of Ge2+ and Ge4+, and of Cu to estimate amounts of various types of bonding environments. This work is being conducted in tandem with a complimentary study that explores the environmental behavior of Ge, and the potential to recover Ge from mine wastes at the Tar Creek Superfund site in Oklahoma, USA (White and others, 2022a and b).
DOI: 10.6084/m9.figshare.21572373.v5
title: Dataset for fire and plant traits

description: Daset and code used in: Consistent physiological, ecological, and evolutionary effects of fire regime on conservative leaf economics strategies in plant communities published in Ecology Letters. DOI:
DOI: 10.18112/openneuro.ds004395.v1.0.0
title: Penn Electrophysiology of Encoding and Retrieval Study (PEERS)
DOI: 10.5258/soton/wp00745
title: Census-cartography-based gridded population estimates for Mali (2020), version 1.0

description: These data consist of modelled gridded population estimates produced at a spatial resolution of approximately 100m across Mali. The estimates comprise a combination of total population counts at enumeration area level collected by the census cartography team of the Mali Statistics Office and modelled population counts created using a Bayesian statistical model for areas that could not be covered by the cartography team because of security issues. The main input data for the model are the cartography data collected in the safe part of the country in 2019-2020 (628 out of 714 Communes –administrative level 3–, that is 87% of the country territory). Other essential input data include metrics derived from building footprints, which were automatically delineated by Ecopia.AI in 2021 using satellite imagery collected by Maxar Technologies between 2010 and 2021. The modelled population estimates represent the period of the census cartography, but their consistency may be impacted by the accuracy of the building footprints. These data were produced by the WorldPop Research Group at the University of Southampton as part of the GRID3 Project, GRID3 (Geo-Referenced Infrastructure and Demographic Data for Development) programme funded by the Bill and Melinda Gates Foundation (BMGF) and the United Kingdom’s Foreign, Commonwealth & Development Office (INV 009579, formerly OPP 1182425). The study was approved by the Faculty Ethics Committee of the University of Southampton (ERGO II 64957). The project was led by the Center for International Earth Science Information Network (CIESIN) at Columbia University, in collaboration with the WorldPop Research Group at the University of Southampton, the United Nations Fund for Population (UNFPA) and the Malian Institut National de la Statistique (INSTAT). The production of these data was led by Edith Darin (WorldPop) with support from Matthias Kuépié and Jean Wakam (UNFPA), Abdoul Karim Diawara, Assa Gakou and Siaka Cissé (Institut National de la Statistique), and Attila N Lazar (WorldPop) and Andrew J Tatem (WorldPop). The authors acknowledge the support of their respective institutions in the completion of this work.
DOI: 10.5517/ccdc.csd.cc29cxd0
title: CCDC 2126612: Experimental Crystal Structure Determination

description: Related Article: Kriti Pathak, Shivankan Mishra, Chandan Nandi, Suvam Saha, Sundargopal Ghosh|2022|Inorg.Chem.|62|160|doi:10.1021/acs.inorgchem.2c03095
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc29jnfy
title: CCDC 2131170: Experimental Crystal Structure Determination

description: Related Article: Ming Li, Yang Liu, Li Shao, Bin Hua, Mengbin Wang, Haozhong Liang, Niveen M. Khashab, Jonathan L. Sessler, Feihe Huang|2022|J.Am.Chem.Soc.|145|667|doi:10.1021/jacs.2c11618
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.35078/8fflqr
title: Replication Data for: Ficha epidemiológica de localidade: Distrito: Caratinga | Município: Manhuaçu

description: Levantamento Triatomínico com operações de campo ocorridas em Minas Gerais pela Superintendência de Campanhas de Saúde Pública (SUCAM) e FUNASA (Fundação Nacional de Saúde), no período de 1979 a 1999, objetivando a busca da presença de vetores da doença de Chagas ou de vestígios dessa presença. A partir dela são orientadas as operações com inseticida (pt) Triatomine survey with field operations carried out in Minas Gerais by the Public Health Campaigns Superintendence (SUCAM) and FUNASA (National Health Foundation), from 1979 to 1999, aiming to search for the presence of Chagas disease vectors or traces of that presence. From it, operations with insecticide are guided (en) Encuesta de triatominos con operaciones de campo realizada en Minas Gerais por la Superintendencia de Campañas de Salud Pública (SUCAM) y FUNASA (Fundación Nacional de Salud), de 1979 a 1999, con el objetivo de buscar la presencia de vectores de la enfermedad de Chagas o rastros de esa presencia. Desde ella se orientan las operaciones con insecticida (es)
DOI: 10.5258/soton/d1455
title: Datasets accompanying the thesis 'Microplastics in agricultural soils: Methods, Sources and Fate'

description: Three data sets are included as follows: 'Dataset_Developing a systematic method for extraction of microplastics in soils' (Chapter 3) This dataset included assessments of the efficiency of various organic removal and density separation techniques at separating microplastics of varying polymer types, shapes and sizes from soils with varying organic matter content and particle size distribution. Impacts of reagents on microplastic particles are also included. 'Dataset_Agricultural soils and microplastics.Are biosolids the problem' (Chapter 4) This dataset included assessments of the microplastic quantities and composition in agricultural fields which have or have not received biosolid amendments. This takes into account seasonal variation and soil properties. The dataset includes microplastic number, size, and mass data; blank values, and co-variate data (including soil properties and landscape data). 'Dataset_Temporal variation in soil microplastic abundance related to biosolid application' (Chapter 5) This dataset assesses the temporal variation in microplastic concentrations in 5 fields across a year-long sampling campaign focused around the application of biosolids and takes into account soil properties such as organic matter composition and clay content. Data includes microplastic number, size, and mass data; blank values, and co-variate data (including soil properties and landscape data).
DOI: 10.3886/e182671v1-131760
title: All Bank Statistics, 1896-1955, Digitized

description: This data set is a digitized version of “All-Bank Statistics, United States, 1896-1955,” (ABS) which the Board of Governors of the Federal Reserve System published in 1959. That volume contained annual aggregate balance sheet aggregates for all depository institutions by state and class of institution for the years 1896 to 1955. The depository institutions include nationally chartered commercial banks, state chartered commercial banks, and private banks as well as mutual savings bank and building and loan societies. The data comes from the last business day of the year or the closest available data. This digital version of ABS contains all data in the original source and only data from the original source.<br>This data set is similar to ICPSR 2393, “U.S. Historical Data on Bank Market Structure, ICPSR 2393” by Mark Flood. ICPSR 2393 reports data from ABS but excludes subcategories of data useful for analyzing the liquidity of bank balance sheets, the operation of financial markets, the functioning of the financial network, and depository institutions’ contribution to monetary aggregates. ICPSR 2393, for example, reports total cash assets from ABS but does not report the subcomponents of that total: bankers balances, cash in banks’ own vaults, and items in the process of collection. Those data are needed to understand how much liquidity banks kept on hand, how much liquidity banks stored in or hoped to draw from reserve depositories, and how much of the apparent cash in the financial system was double-counted checks in the process of collection, commonly called float. Those data are also needed to understand the contribution of commercial banks to the aggregate money supply since cash in banks’ vaults counts within monetary aggregates while interbank deposits and float do not. <br>While this dataset provides comprehensive and complete data from ABS, ICPSR 2393 contains information from other sources that researchers may find valuable including data from the aggregate income statements of nationally chartered banks and regulatory variables. To facilitate the use of that information, the naming conventions in this data set are consistent with those in ICPSR 2393.
description: Response Rates: 100%
description: The data was collected from call reports and other regulatory sources indicating the sum of the balance sheets for all depository institutions in operation on the specified dates.
description: All depository institutions in the United States aggregated by state and year, with subtotals for national banks, state commercial banks, private banks, and mutual savings banks. Smallest Geographic Unit: US States (including territories of Alaska, Hawaii, and Puerto Rico)
DOI: 10.5519/qd.gab0ag1i
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (199 records)
DOI: 10.25390/caryinstitute.11553219.v3
title: Cary Environmental Monitoring Program Daily Meteorological and Solar Radiation Data: 1988-2021

description: The Cary Institute of Ecosystem Studies Environmental Monitoring Program is a long-term data collection program designed to understand how the environment changes over time. The program includes monitoring of climate including temperature and precipitation, as well as variables related to air pollution, such as acid deposition and ozone, and water pollution and other streamwater chemistry. Our solar radiation monitoring includes diffuse and global photosynthetically active radiation (PAR), diffuse and global shortwave radiation, net radiation and UV. Long-term monitoring of solar radiation provides us with an understanding of atmospheric energy dynamics, which can affect natural and human systems. The Cary Institute of Ecosystem Studies, Environmental Monitoring Program furnishes data under the following conditions: The data have received quality assurance scrutiny by our program, and, although we are confident of the accuracy of these data, Cary Institute will not be held liable for errors in these data. Data are subject to change resulting from updates in data screening or models used. Data citation: The following is a standard citation for referencing data from the Cary Institute of Ecosystem Studies, Environmental Monitoring Program:Cary Institute of Ecosystem Studies, Environmental Monitoring Program. 2021 (or current year). Cary Institute of Ecosystem Studies, Box AB, Millbrook, NY 12545, www.caryinstitute.org.Those wishing to publish data from Cary Institute of Ecosystem Studies, Environmental Monitoring Program are encouraged to contact data manager Vicky Kelly, kellyv@caryinstitute.org.
DOI: 10.25390/caryinstitute.11560068.v3
title: Cary Environmental Monitoring Program Hourly Meteorological and Solar Radiation Data: 1988-2021

description: The Cary Institute of Ecosystem Studies Environmental Monitoring Program is a long-term data collection program designed to understand how the environment changes over time. The program includes monitoring of climate including temperature and precipitation, as well as variables related to air pollution, such as acid deposition and ozone, and water pollution and other streamwater chemistry. Our solar radiation monitoring includes diffuse and global photosynthetically active radiation (PAR), diffuse and global shortwave radiation, net radiation and UV. Long-term monitoring of solar radiation provides us with an understanding of atmospheric energy dynamics, which can affect natural and human systems. The Cary Institute of Ecosystem Studies, Environmental Monitoring Program furnishes data under the following conditions: The data have received quality assurance scrutiny by our program, and, although we are confident of the accuracy of these data, the Cary Institute will not be held liable for errors in these data. Data are subject to change resulting from updates in data screening or models used. Data citation: The following is a standard citation for referencing data from the Cary Institute of Ecosystem Studies, Environmental Monitoring Program:Cary Institute of Ecosystem Studies, Environmental Monitoring Program. 2021 (or current year). Cary Institute of Ecosystem Studies, Box AB, Millbrook, NY 12545, www.caryinstitute.org.Those wishing to publish data from the Cary Institute of Ecosystem Studies, Environmental Monitoring Program are encouraged to contact Data Manager Vicky Kelly, kellyv@caryinstitute.org.
DOI: 10.25390/caryinstitute.11561448.v4
title: Cary Environmental Monitoring Program Stream Hydrology Data: 1993-2021

description: The Cary Institute of Ecosystem Studies Environmental Monitoring Program is a long-term data collection program designed to understand how the environment changes over time. The program includes monitoring of climate including temperature and precipitation, as well as variables related to air pollution, such as acid deposition and ozone, and water pollution and streamwater hydrology. The Cary Institute of Ecosystem Studies, Environmental Monitoring Program furnishes data under the following conditions: The data have received quality assurance scrutiny by our program, and, although we are confident of the accuracy of these data, the Cary Institute will not be held liable for errors in these data. Data are subject to change resulting from updates in data screening or models used. Data citation: The following is a standard citation for referencing data from the Cary Institute of Ecosystem Studies, Environmental Monitoring Program:<br>Cary Institute of Ecosystem Studies, Environmental Monitoring Program. 2021 (or current year). Cary Institute of Ecosystem Studies, Box AB, Millbrook, NY 12545, www.caryinstitute.org.<br>Those wishing to publish data from the Cary Institute of Ecosystem Studies, Environmental Monitoring Program are encouraged to contact Data Manager Vicky Kelly, kellyv@caryinstitute.org.
DOI: 10.25390/caryinstitute.11572944.v3
title: Cary Environmental Monitoring Program 3-Minute Meteorological and Solar Radiation Data (2012-2021)

description: The Cary Institute of Ecosystem Studies Environmental Monitoring Program is a long-term data collection program designed to understand how the environment changes over time. The program includes monitoring of climate including temperature and precipitation, as well as variables related to air pollution, such as acid deposition and ozone, and water pollution and other streamwater chemistry. Our solar radiation monitoring includes diffuse and global photosynthetically active radiation (PAR), diffuse and global shortwave radiation, net radiation and UV. Long-term monitoring of solar radiation provides us with an understanding of atmospheric energy dynamics, which can affect natural and human systems. The Cary Institute of Ecosystem Studies, Environmental Monitoring Program furnishes data under the following conditions: The data have received quality assurance scrutiny by our program, and, although we are confident of the accuracy of these data, the Cary Institute will not be held liable for errors in these data. Data are subject to change resulting from updates in data screening or models used. Data citation: The following is a standard citation for referencing data from the Cary Institute of Ecosystem Studies, Environmental Monitoring Program:<br>Cary Institute of Ecosystem Studies, Environmental Monitoring Program. 2021 (or current year). Cary Institute of Ecosystem Studies, Box AB, Millbrook, NY 12545, www.caryinstitute.org.<br>Those wishing to publish data from the Cary Institute of Ecosystem Studies, Environmental Monitoring Program are encouraged to contact Data Manager Vicky Kelly, kellyv@caryinstitute.org.