cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14061152
title: The European Government-Opposition Voters (EGOV) Data Set

description: Our codes provide a tool for researchers using any part of the integrated datasets of the European Social Survey (European Social Survey Cumulative File, ESS 1-9, 2020) project to easily differentiate between respondents based on their political affiliation, dividing them into pro-government and pro-opposition groups. Individuals are coded as “government supporters”, “opposition supporters” and “non-identifiers” according to their survey response, while we excluded refusals. The database includes data for 422 985 respondents from eight data rounds between 2002 and 2020 from 33 European countries, organized all in all in 215 country-years. There are two data files attached. 1. The “European Government-Opposition Voters (EGOV) Data Set” is a comma-separated values table (.csv format file) that includes three variables. a. The variable “votedforwinner” differentiates between government voters (1), opposition voters (0) and non-voters (missing values); thus it defines the government-opposition status of European voters based on their last vote on the previous election. b. The variable “closetowinner” differentiates between government partisans (1), opposition partisans (0) and non-partisans (missing values); thus it defines the government-opposition status of European party identifiers based on their partisan attachment. c. The variable “cseqno” is a unique identification number for European Social Survey (ESS) respondents included in the integrated data sets of the ESS project. 2. The “EGOV – do file” is a do file that can be used to reproduce the content of the above table. These codes are annotated, that is, unusual changes in government composition and overlaps of elections and fieldwork periods are indicated. The European Government-Opposition Voters Data Set has been produced by using the following pieces of information coming from the (European Social Survey Cumulative File, ESS 1-9, 2020), Comparative Political Data Sets (Armingeon, Isler, Knöpfel, Weisstanner, et al., 2016) and ParlGov (Döring and Manow, 2019) data sets. - partisan preferences, that is, respondents’ vote on the last general election (164 variables, ESS) and respondents’ partisan identity (167 variables, ESS) - date of the interview (year, month, day, ESS) - date of national elections and investitures in each country-case (CPDS and ParlGov) - cabinet composition (CPDS and ParlGov) - official sites on information on national elections for clarification, if necessary
DOI: 10.34740/kaggle/dsv/3313578
title: YouTube Trending Video Dataset (updated daily)
DOI: 10.5281/zenodo.6365230
title: FaVCI2D Face Verification with Challenging Imposters and Diversified Demographics

description: Face verification aims to distinguish between genuine and imposter pairs of faces, which include the same or different identities, respectively. The performance reported in recent years gives the impression that the task is practically solved. Here, we revisit the problem and argue that existing evaluation datasets were built using two oversimplifying design choices. First, the usual identity selection to form imposter pairs is not challenging enough because, in practice, verification is needed to detect challenging imposters. Second, the underlying demographics of existing datasets are often insufficient to account for the wide diversity of facial characteristics of people from across the world. To mitigate these limitations, we introduce the FaVCI2D dataset. Imposter pairs are challenging because they include visually similar faces selected from a large pool of demographically diversified identities. The dataset also includes metadata related to gender, country and age to facilitate fine-grained analysis of results. FaVCI2D is generated from freely distributable resources. Experiments with state-of-the-art deep models that provide nearly 100% performance on existing datasets show a significant performance drop for FaVCI2D, confirming our starting hypothesis. Equally important, we analyze legal and ethical challenges which appeared in recent years and hindered the development of face analysis research. We introduce a series of design choices which address these challenges and make the dataset constitution and usage more sustainable and fairer. FaVCI2D is available at https://github.com/AIMultimediaLab/FaVCI2D-Face-Verification-with-Challenging-Imposters-and-Diversified-Demographics
DOI: 10.5281/zenodo.6365229
title: FaVCI2D Face Verification with Challenging Imposters and Diversified Demographics

description: Face verification aims to distinguish between genuine and imposter pairs of faces, which include the same or different identities, respectively. The performance reported in recent years gives the impression that the task is practically solved. Here, we revisit the problem and argue that existing evaluation datasets were built using two oversimplifying design choices. First, the usual identity selection to form imposter pairs is not challenging enough because, in practice, verification is needed to detect challenging imposters. Second, the underlying demographics of existing datasets are often insufficient to account for the wide diversity of facial characteristics of people from across the world. To mitigate these limitations, we introduce the FaVCI2D dataset. Imposter pairs are challenging because they include visually similar faces selected from a large pool of demographically diversified identities. The dataset also includes metadata related to gender, country and age to facilitate fine-grained analysis of results. FaVCI2D is generated from freely distributable resources. Experiments with state-of-the-art deep models that provide nearly 100% performance on existing datasets show a significant performance drop for FaVCI2D, confirming our starting hypothesis. Equally important, we analyze legal and ethical challenges which appeared in recent years and hindered the development of face analysis research. We introduce a series of design choices which address these challenges and make the dataset constitution and usage more sustainable and fairer. FaVCI2D is available at https://github.com/AIMultimediaLab/FaVCI2D-Face-Verification-with-Challenging-Imposters-and-Diversified-Demographics
DOI: 10.5281/zenodo.5704671
title: Numerical Data Set Belonging to: 'Numerical Study of Phase-Change Phenomena: A Conservative Linearized Enthalpy Approach'

description: This is the numerical data set belonging to the Nureth conference paper entitled: 'Numerical Study of Phase-Change Phenomena: A Conservative Linearized Enthalpy Approach'. The files 'Stefan_singlePhase_Tfield.dat' and 'Stefan_singlePhase_interface.dat' represent the raw data belonging to figure 1 in the paper and contain the solution to the one-phase Stefan problem for the temperature field and interface position (section 3.1 in the paper). The files 'Stefan_singlePhase_error.dat' and 'Stefan_twoPhase_error.dat' represent the raw data belonging to figure 2 in the paper and contain the L2 norm of the relative difference between the numerical and analytical solution for the single and two phase Stefan problem respectively. The files 'Gau_1140s_lf_50x50_3D', 'Gau_1140s_lf_100x100_3D', 'Gau_1140s_lf_200x200_3D' feature the raw OpenFOAM(v7) data containing the numerical solution to the liquid fraction of the Gallium melting in a rectangular enclosure problem (Gau, 1986) at 1140s of simulation time. These data were used for the mesh convergence study (figure 3, section 3.2). The files 'Gau_120s_U_200x200_3D', 'Gau_360s_U_200x200_3D', 'Gau_750s_U_200x200_3D', 'Gau_1140s_U_200x200_3D' feature the raw OpenFOAM(v7) data containing the 3-dimensional numerical solution to the velocity of the Gallium melting in a rectangular enclosure problem (Gau, 1986) at respectively 120s, 360s, 750s and 1140s of simulation time. These data underly the velocity colours shown in figure 4 and figure 6 (section 3.2). Likewise, the files 'Gau_120s_U_200x200_2D' and 'Gau_360s_U_200x200_2D' feature the raw OpenFOAM(v7) data containing the 2-dimensional numerical solution to the velocity of the Gallium melting in a rectangular enclosure problem. These data underly the velocity colours shown in figure 5 (section 3.2).
DOI: 10.5517/ccdc.csd.cc232l71
title: CCDC 1938902: Experimental Crystal Structure Determination

description: Related Article: S. Nanjundaswamy, Gurumallappa, M.K. Hema, C.S. Karthik, Jothi Ramalingam Rajabathar, Selvaraj Arokiyaraj, N.K. Lokanath, P. Mallu|2022|J.Mol.Struct.|1247|131365|doi:10.1016/j.molstruc.2021.131365
DOI: 10.5517/ccdc.csd.cc27nvj9
title: CCDC 2075621: Experimental Crystal Structure Determination

description: Related Article: S. Nanjundaswamy, Gurumallappa, M.K. Hema, C.S. Karthik, Jothi Ramalingam Rajabathar, Selvaraj Arokiyaraj, N.K. Lokanath, P. Mallu|2022|J.Mol.Struct.|1247|131365|doi:10.1016/j.molstruc.2021.131365
DOI: 10.5281/zenodo.5704670
title: Numerical Data Set Belonging to: 'Numerical Study of Phase-Change Phenomena: A Conservative Linearized Enthalpy Approach'

description: This is the numerical data set belonging to the Nureth conference paper entitled: 'Numerical Study of Phase-Change Phenomena: A Conservative Linearized Enthalpy Approach'. The files 'Stefan_singlePhase_Tfield.dat' and 'Stefan_singlePhase_interface.dat' represent the raw data belonging to figure 1 in the paper and contain the solution to the one-phase Stefan problem for the temperature field and interface position (section 3.1 in the paper). The files 'Stefan_singlePhase_error.dat' and 'Stefan_twoPhase_error.dat' represent the raw data belonging to figure 2 in the paper and contain the L2 norm of the relative difference between the numerical and analytical solution for the single and two phase Stefan problem respectively. The files 'Gau_1140s_lf_50x50_3D', 'Gau_1140s_lf_100x100_3D', 'Gau_1140s_lf_200x200_3D' feature the raw OpenFOAM(v7) data containing the numerical solution to the liquid fraction of the Gallium melting in a rectangular enclosure problem (Gau, 1986) at 1140s of simulation time. These data were used for the mesh convergence study (figure 3, section 3.2). The files 'Gau_120s_U_200x200_3D', 'Gau_360s_U_200x200_3D', 'Gau_750s_U_200x200_3D', 'Gau_1140s_U_200x200_3D' feature the raw OpenFOAM(v7) data containing the 3-dimensional numerical solution to the velocity of the Gallium melting in a rectangular enclosure problem (Gau, 1986) at respectively 120s, 360s, 750s and 1140s of simulation time. These data underly the velocity colours shown in figure 4 and figure 6 (section 3.2). Likewise, the files 'Gau_120s_U_200x200_2D' and 'Gau_360s_U_200x200_2D' feature the raw OpenFOAM(v7) data containing the 2-dimensional numerical solution to the velocity of the Gallium melting in a rectangular enclosure problem. These data underly the velocity colours shown in figure 5 (section 3.2).
DOI: 10.5517/ccdc.csd.cc27wczh
title: CCDC 2081897: Experimental Crystal Structure Determination

description: Related Article: Jyoti, Natalia Fridman, Anil Kumar, Sudhir G. Warkar|2021|Inorg.Chim.Acta|527|120580|doi:10.1016/j.ica.2021.120580
DOI: 10.34740/kaggle/dsv/3313628
title: 2021 World Population (updated daily)
DOI: 10.6084/m9.figshare.16969810.v1
title: Design of combustion experiments using differential entropy

description: The aim of several combustion experiments is the determination of the rate coefficients of important elementary reactions. The experimental conditions are usually selected on the basis of local sensitivity analysis. Shock tube and tubular flow reactor experiments are often designed in such a way that only one reaction step is important at the investigated conditions. Sheen and Manion (<i>J. Phys. Chem. A</i>, <b>118</b> (2014) 4929–4941) suggested a method for the design of shock tube experiments based on differential entropy. Their method was modified and extended in this work. In the extended method, both the experimental and residual errors of the measurements are considered at the calculation of the posterior uncertainty of the determined rate parameters, the differential entropy matrix is calculated in an analytical way and the net information flux value is calculated for each suggested experimental point. In an iterative procedure, all investigated experimental points with negative net information flux values are discarded and the remaining experimental conditions are recommended for the measurements. The most valuable candidate experimental points can be determined based on the net information flux values. The method was used for the selection of experimental conditions for the determination of the rate coefficient of reaction NO<sub>2</sub> + H = NO + OH at conditions similar to the tubular flow reactor experiments of Alzueta et al. (<i>Energy Fuels</i>, <b>15</b> (2001) 724–729). In these experiments, the oxidation of methanol was investigated with and without NO addition. Our method suggested a range of temperature, equivalence ratio and initial NO concentration, where the experimental data carry the most information on the rate coefficient of this elementary reaction.
DOI: 10.6084/m9.figshare.16969810
title: Design of combustion experiments using differential entropy

description: The aim of several combustion experiments is the determination of the rate coefficients of important elementary reactions. The experimental conditions are usually selected on the basis of local sensitivity analysis. Shock tube and tubular flow reactor experiments are often designed in such a way that only one reaction step is important at the investigated conditions. Sheen and Manion (<i>J. Phys. Chem. A</i>, <b>118</b> (2014) 4929–4941) suggested a method for the design of shock tube experiments based on differential entropy. Their method was modified and extended in this work. In the extended method, both the experimental and residual errors of the measurements are considered at the calculation of the posterior uncertainty of the determined rate parameters, the differential entropy matrix is calculated in an analytical way and the net information flux value is calculated for each suggested experimental point. In an iterative procedure, all investigated experimental points with negative net information flux values are discarded and the remaining experimental conditions are recommended for the measurements. The most valuable candidate experimental points can be determined based on the net information flux values. The method was used for the selection of experimental conditions for the determination of the rate coefficient of reaction NO<sub>2</sub> + H = NO + OH at conditions similar to the tubular flow reactor experiments of Alzueta et al. (<i>Energy Fuels</i>, <b>15</b> (2001) 724–729). In these experiments, the oxidation of methanol was investigated with and without NO addition. Our method suggested a range of temperature, equivalence ratio and initial NO concentration, where the experimental data carry the most information on the rate coefficient of this elementary reaction.
DOI: 10.48370/ofd/zoxric
title: Phloiotrya rufipes (Gyllenhal, 1810), C-525

description: Coleoptera collection
DOI: 10.6084/m9.figshare.19375586.v1
title: Data_JECOL_review_photography

description: Data used in the paper 'The use of photos to investigate ecological changes', published in Journal of Ecology.<br>data_criteria_scoring: eight authors have assessed the three discussed methodological approaches based on 8 criteria: spatial coverage, spatial resolution, temporal coverage, temporal resolution, methodological consistency, versatility, resource-effectiveness and environmental sustainability (see box 1 in the paper). Each author gave a score between 1 (very low) and 5 (very good). These data were used to create the spider graphs in Fig. 3 of the paper.<br>data_sankey_chart_nr_of_papers: number of papers found per research topic and per methodological approach, during a systematic literature search. These data were used to create the sankey chart in Fig. 2 of the paper.
DOI: 10.6084/m9.figshare.19375586
title: Data_JECOL_review_photography

description: Data used in the paper 'The use of photos to investigate ecological changes', published in Journal of Ecology.<br>data_criteria_scoring: eight authors have assessed the three discussed methodological approaches based on 8 criteria: spatial coverage, spatial resolution, temporal coverage, temporal resolution, methodological consistency, versatility, resource-effectiveness and environmental sustainability (see box 1 in the paper). Each author gave a score between 1 (very low) and 5 (very good). These data were used to create the spider graphs in Fig. 3 of the paper.<br>data_sankey_chart_nr_of_papers: number of papers found per research topic and per methodological approach, during a systematic literature search. These data were used to create the sankey chart in Fig. 2 of the paper.
DOI: 10.5281/zenodo.6364941
title: Data from: Learning to predict spatio-temporal movement dynamics from static sensor networks

description: This dataset contains the following: <strong>data</strong>: <em>raw</em>: simulation outputs (i.e. individual trajectories) <em>preprocessed</em>: hourly European weather radar data (here: <em>radar</em>) and aggregated simulation outputs (here: <em>abm</em>), combined with ERA5 data and Voronoi tessellation details <em>shapes: </em>geographical shapes used for plotting <em>plots</em>: all automatically generated plots <strong>results</strong><em>:</em> trained models and corresponding results <strong>figures</strong><em>: </em>final figures presented in our paper "Learning to predict spatio-temporal movement dynamics from static sensor networks" to summarize the results The corresponding code used to train and evaluate models is archived here: 10.5281/zenodo.6364805.
DOI: 10.34740/kaggle/dsv/3313651
title: Pictures sampling
DOI: 10.21335/nmdc-373752753
title: Norwegian Sea NOR Norwegian spring-spawning herring acoustic abundance index in Feb-Mar

description: Acoustic surveys on the spawning grounds of Norwegian spring-spawning herring (NSS) have been carried out from 1988 onwards, with some breaks e.g. in 2001–2004 and 2009–2014. The majority of NSS herring spawns on-banks along the Norwegian coast from Møre (≈62° N) to Vesterålen (≈69° N) in mid-February to mid-March. However, the timing and location of spawning within this area and period have varied between years, e.g. there seems to be a trend towards earlier spawning in more recent years. Numbers at age have been re-estimated with stox for years where it was possible to get data, and these estimates are used as input to the ICES stock assessment of NSS herring.
DOI: 10.5281/zenodo.6365291
title: Accipiter hiogaster SPAdes preassembly

description: .
DOI: 10.5281/zenodo.6365290
title: Accipiter hiogaster SPAdes preassembly

description: .
DOI: 10.48370/ofd/ftfntm/uful23
title: Abdera flexuosa.jpg

description: :unav
DOI: 10.48370/ofd/ftfntm
title: Abdera flexuosa (Paykull, 1799), C-526

description: Coleoptera collection
DOI: 10.5281/zenodo.3741836
title: Data Analysis for "Laser Cooling of a Nanomechanical Oscillator to Its Zero-Point Energy"

description: Data Analysis for the paper "Laser Cooling of a Nanomechanical Oscillator to Its Zero-Point Energy". All the original data and analysis codes in Matlab are provided. In addition, we provide a python notebook with detailed description of the data analysis.
DOI: 10.5281/zenodo.3741835
title: Data Analysis for "Laser Cooling of a Nanomechanical Oscillator to Its Zero-Point Energy"

description: Data Analysis for the paper "Laser Cooling of a Nanomechanical Oscillator to Its Zero-Point Energy". All the original data and analysis codes in Matlab are provided. In addition, we provide a python notebook with detailed description of the data analysis.
DOI: 10.34740/kaggle/dsv/3313711
title: Pictures sampling
DOI: 10.5281/zenodo.6123296
title: Storytelling dell'edificio a est del foro di Nora

description: Storytelling dell'edificio a est del foro di Nora (Pula, CA), complesso di carattere abitativo e produttivo risalente alla media età imperiale romana. Il dataset, costituito in occasione della realizzazione di una webapp destinata alla fruizione turistica del parco archeologico, comprende: i testi corrispondenti alla narrazione delle viste dell'edificio disponibili nella webapp (CF-VIEWS_STORYTELLING); narrazione degli oggetti/elementi architettonici dell'edificio messi in evidenza nella webapp (CF-SEMANTIC_MASK_STORYTELLING); audio degli stessi testi, recitati da un attore professionista (SDE-audio_ITA_storytelling-wav.zip: SDE-audio_ENG_storytelling-wav.zip)). I testi e gli audio sono proposti in lingua italiana e inglese, quest'ultima versione revisionata da NTL - Il Nuovo Traduttore letterario s.c.; inoltre gli stessi testi sono stati letti da attori professionisti e registrati in studio (CF-audio_ITA_storytelling-wav; CF-audio_ENG_storytelling-wav).
description: Il progetto e-archeo è stato finanziato da Ales-Ministero della Cultura
DOI: 10.5281/zenodo.6123295
title: Storytelling dell'edificio a est del foro di Nora

description: Storytelling dell'edificio a est del foro di Nora (Pula, CA), complesso di carattere abitativo e produttivo risalente alla media età imperiale romana. Il dataset, costituito in occasione della realizzazione di una webapp destinata alla fruizione turistica del parco archeologico, comprende: i testi corrispondenti alla narrazione delle viste dell'edificio disponibili nella webapp (CF-VIEWS_STORYTELLING); narrazione degli oggetti/elementi architettonici dell'edificio messi in evidenza nella webapp (CF-SEMANTIC_MASK_STORYTELLING); audio degli stessi testi, recitati da un attore professionista (SDE-audio_ITA_storytelling-wav.zip: SDE-audio_ENG_storytelling-wav.zip)). I testi e gli audio sono proposti in lingua italiana e inglese, quest'ultima versione revisionata da NTL - Il Nuovo Traduttore letterario s.c.; inoltre gli stessi testi sono stati letti da attori professionisti e registrati in studio (CF-audio_ITA_storytelling-wav; CF-audio_ENG_storytelling-wav).
description: Il progetto e-archeo è stato finanziato da Ales-Ministero della Cultura
DOI: 10.48370/ofd/ynhqv1
title: Dircea australis (Fairmaire, 1856), C-527

description: Coleoptera collection
DOI: 10.5281/zenodo.6278122
title: Ricostruzione digitale del santuario di Esculapio di Nora

description: Ricostruzione digitale del santuario di Eshmun/Esculapio di Nora (Pula, CA), complesso di culto frequentato sin dall'età fenicia e sino alla tarda età romana. Il dataset, funzionale alla valorizzazione delle strutture conservate on site e offsite mediante una webapp, è stato realizzato da Katatexilux modellando il monumento con il software Blender; il modello è stato infine texturizzato e renderizzato con Autodesk 3ds Max. La ricostruzione ha preso le mosse dai rilievi digitali del monumento, dalla planimetria ricostruttiva e dai dati di scavo acquisiti ed elaborati dall'Università di Padova. Il processo ricostruttivo è stato validato mappando le fonti interpretative su immagini 2D equirettangolari della ricostruzione virtuale, definendo campiture cromatiche corrispondenti ai livelli di affidabilità e alle relative fonti. Funzionali alla realizzazione della webapp, sono state prodotte delle maschere semantiche di sintesi relative ai principali elementi ricostruiti e visibili nelle viste equirettangolari prodotte, così come sono state realizzate delle maschere funzionali allo storytelling della ricostruzione.
description: Il progetto e-archeo è stato finanziato da Ales-Ministero della Cultura