cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8428034
title: ICDAR 2023 CROHME: Competition on Recognition of Handwritten Mathematical Expressions

description: Here is the datasets collected for the Competitionon Recognition of Online Handwritten Mathematical Expressions in competition session of ICDAR 2023. <br> 3 tasks are proposed with different modalities, there are on-line, off-line and bi-modal. <br> For on-line task, we provide .inkml file (contain trace information, mathML and LaTeX string), and also symbol level label graph (SymLG) as ground truth. Except the new data and previous CROHME data, we also provide huge amount of artificial on-line data in the train set. <br> For off-line task, the .png images (scanned from paper or rendering from inkml) and symbol level label graph (SymLG) are provided. Except the new data and previous CROHME data, we use off-line images from OffHME to increase the size of train set. <br> For bi-modal task, both .inkml file and ,png images are provided as 2 channels input, and SymLG as ground truth. All the 3 tasks inherited the data collected from the previous 6 CROHME, and also the new collection 2023 in 3 sites, Nantes (France), Luleå (Sweden) and Tokyo (Japan).
description: ## Tools CROHMElib (CROHME data converting tools and viewer): https://gitlab.univ-nantes.fr/crohme/crohmelib Lgeval (Label Graph Evaluation tools): https://gitlab.com/dprl/lgeval
description: {"references": ["Xie, Yejing, et al. \"ICDAR 2023 CROHME: Competition on Recognition of Handwritten Mathematical Expressions.\" International Conference on Document Analysis and Recognition. Cham: Springer Nature Switzerland, 2023.", "Truong, Thanh-Nghia, Cuong Tuan Nguyen, and Masaki Nakagawa. \"Syntactic data generation for handwritten mathematical expression recognition.\" Pattern Recognition Letters 153 (2022): 83-91.", "Wang, Da-Han, et al. \"ICFHR 2020 competition on offline recognition and spotting of handwritten mathematical expressions-OffRaSHME.\" 2020 17th International Conference on Frontiers in Handwriting Recognition (ICFHR). IEEE, 2020."]}
DOI: 10.5281/zenodo.8428035
title: ICDAR 2023 CROHME: Competition on Recognition of Handwritten Mathematical Expressions

description: Here is the datasets collected for the Competitionon Recognition of Online Handwritten Mathematical Expressions in competition session of ICDAR 2023. <br> 3 tasks are proposed with different modalities, there are on-line, off-line and bi-modal. <br> For on-line task, we provide .inkml file (contain trace information, mathML and LaTeX string), and also symbol level label graph (SymLG) as ground truth. Except the new data and previous CROHME data, we also provide huge amount of artificial on-line data in the train set. <br> For off-line task, the .png images (scanned from paper or rendering from inkml) and symbol level label graph (SymLG) are provided. Except the new data and previous CROHME data, we use off-line images from OffHME to increase the size of train set. <br> For bi-modal task, both .inkml file and ,png images are provided as 2 channels input, and SymLG as ground truth. All the 3 tasks inherited the data collected from the previous 6 CROHME, and also the new collection 2023 in 3 sites, Nantes (France), Luleå (Sweden) and Tokyo (Japan).
description: ## Tools CROHMElib (CROHME data converting tools and viewer): https://gitlab.univ-nantes.fr/crohme/crohmelib Lgeval (Label Graph Evaluation tools): https://gitlab.com/dprl/lgeval
description: {"references": ["Xie, Yejing, et al. \"ICDAR 2023 CROHME: Competition on Recognition of Handwritten Mathematical Expressions.\" International Conference on Document Analysis and Recognition. Cham: Springer Nature Switzerland, 2023.", "Truong, Thanh-Nghia, Cuong Tuan Nguyen, and Masaki Nakagawa. \"Syntactic data generation for handwritten mathematical expression recognition.\" Pattern Recognition Letters 153 (2022): 83-91.", "Wang, Da-Han, et al. \"ICFHR 2020 competition on offline recognition and spotting of handwritten mathematical expressions-OffRaSHME.\" 2020 17th International Conference on Frontiers in Handwriting Recognition (ICFHR). IEEE, 2020."]}
DOI: 10.5281/zenodo.8425487
title: Pre-calculated SHAP Values for Drug Synergy Model

description: Pre-calculated SHAP Values used to evaluate feature importance in the drug synergy model.
DOI: 10.5281/zenodo.8425486
title: Pre-calculated SHAP Values for Drug Synergy Model

description: Pre-calculated SHAP Values used to evaluate feature importance in the drug synergy model.
DOI: 10.6084/m9.figshare.22640845.v1
title: SUPPLEMENTARY MATERIAL FOR: Anchored phylogenomics and revised classification of the Miltogramminae (Diptera: Sarcophagidae)

description: The miltogrammines (Diptera: Sarcophagidae, Miltogramminae) include ~600 species across &gt;40 genera which constitute ~20% of global Sarcophagidae. While molecular phylogenetic hypotheses have been produced for this group, critical problems persist, including the presence of paraphyletic genera, uncertainty surrounding the basal split for all miltogrammines, a bias of sampling towards Palaearctic taxa, and low support for many branches. The present study remedies these issues through the application of Anchored Hybrid Enrichment (AHE) to a sample including ~60% of the currently recognized genera (16% of known species) representing all biogeographic regions except the Neotropical. An alignment of 1,281 concatenated loci was analysed with Maximum Likelihood (RAxML, IQ-TREE), Bayesian Inference (ExaBayes) and coalescent-based approaches (ASTRAL, SVDquartets) and resulting in highly supported and concordant topologies, providing unprecedented insight into the relationships of this subfamily and allowing a major update to miltogrammine classification. The AHE phylogenetic hypothesis supports the monophyly of a large proportion of genera. The monophyly of <em>Metopia</em> Meigen is restored by synonymy with <em>Aenigmetopia</em> Malloch, <strong>syn. n. </strong>To achieve monophyly of <em>Miltogramma</em> Meigen, eight species are transferred from <em>Pterella</em> Robineau-Desvoidy. The genus <em>Pterella</em> is shown to be paraphyletic in its current circumscription, and to restore generic monophyly <em>Pterella</em> is restricted to contain only <em>Pt. grisea</em> (Meigen), and<em> Erioprocta</em> Enderlein,<strong> stat. rev.</strong>, is resurrected. The genus <em>Senotainia</em> Macquart is reconstructed as paraphyletic. The monotypic genus <em>Metopodia</em> Brauer & Bergenstamm is synonymised with <em>Taxigramma</em> Macquart, <strong>syn. n</strong>. In light of our phylogenetic hypotheses a new Miltogramminae tribal classification is proposed composed of six tribes.
DOI: 10.6084/m9.figshare.22640845
title: SUPPLEMENTARY MATERIAL FOR: Anchored phylogenomics and revised classification of the Miltogramminae (Diptera: Sarcophagidae)

description: The miltogrammines (Diptera: Sarcophagidae, Miltogramminae) include ~600 species across &gt;40 genera which constitute ~20% of global Sarcophagidae. While molecular phylogenetic hypotheses have been produced for this group, critical problems persist, including the presence of paraphyletic genera, uncertainty surrounding the basal split for all miltogrammines, a bias of sampling towards Palaearctic taxa, and low support for many branches. The present study remedies these issues through the application of Anchored Hybrid Enrichment (AHE) to a sample including ~60% of the currently recognized genera (16% of known species) representing all biogeographic regions except the Neotropical. An alignment of 1,281 concatenated loci was analysed with Maximum Likelihood (RAxML, IQ-TREE), Bayesian Inference (ExaBayes) and coalescent-based approaches (ASTRAL, SVDquartets) and resulting in highly supported and concordant topologies, providing unprecedented insight into the relationships of this subfamily and allowing a major update to miltogrammine classification. The AHE phylogenetic hypothesis supports the monophyly of a large proportion of genera. The monophyly of <em>Metopia</em> Meigen is restored by synonymy with <em>Aenigmetopia</em> Malloch, <strong>syn. n. </strong>To achieve monophyly of <em>Miltogramma</em> Meigen, eight species are transferred from <em>Pterella</em> Robineau-Desvoidy. The genus <em>Pterella</em> is shown to be paraphyletic in its current circumscription, and to restore generic monophyly <em>Pterella</em> is restricted to contain only <em>Pt. grisea</em> (Meigen), and<em> Erioprocta</em> Enderlein,<strong> stat. rev.</strong>, is resurrected. The genus <em>Senotainia</em> Macquart is reconstructed as paraphyletic. The monotypic genus <em>Metopodia</em> Brauer & Bergenstamm is synonymised with <em>Taxigramma</em> Macquart, <strong>syn. n</strong>. In light of our phylogenetic hypotheses a new Miltogramminae tribal classification is proposed composed of six tribes.
DOI: 10.34740/kaggle/dsv/6661395
title: Global Crypto Currency Price Database
DOI: 10.18739/a2sq8qk1c
title: Excess methane data from the Greenland Ice Sheet Project Two (GISP2) and North Greenland Eemian Ice Drilling (NEEM) ice cores, 1400-2400 meter depth

description: This dataset includes new measurements of in-situ, non-atmospheric methane release during the melt-refreeze analysis of ice samples for atmospheric methane measurement, also known as excess methane (CH4xs). All measurements were made at the Oregon State University Ice Core Laboratory and followed the methods of Lee et al., 2020 and Mitchell et al., 2013. Measurements were made using ice from the Greenland Ice Sheet Project Two (GISP2) and North Greenland Eemian Ice Drilling (NEEM) ice cores in 2018, 2019, and 2021. In total, 70 new measurements were made on NEEM ice and 406 measurements on GISP2 ice. The Ca2+ content of the ice was calculated using the published Ca2+ concentration records, and the mass and depth ranges of each sample. For GISP2, the year the measurement was made is included. Mitchell, L., Brook, E., Lee, J. E., Buizert, C. &amp;amp;amp; Sowers, T. Constraints on the late Holocene anthropogenic contribution to the atmospheric methane budget. Science 342, 964-966 (2013). Lee, J. E. et al. Excess methane in Greenland ice cores associated with high dust concentrations. Geochimica et cosmochimica acta 270, 409-430 (2020).
DOI: 10.18739/a2nz80r70
title: Atmospheric methane interpolar difference, four-box troposphere modeled sources, last glacial maximum and deglaciation, Greenland and Antarctica

description: This dataset includes estimates of the atmospheric methane relative interpolar difference (rIPD) across the Last Glacial Maximum and Deglaciation. The rIPD was calculated using discrete, high-resolution methane measurements from the Western Antarctic Ice Sheet (WAIS) Divide, Northern Greenland Eemian (NEEM) and Greenland Ice Sheet Project Two (GISP2) ice cores. Two independent interpolar difference (IPD) records were determined: One using NEEM and WAIS and one using GISP2 and WAIS. The dataset includes rIPD values calculated using both Greenland methane data both corrected and uncorrected for excess methane (Lee et al., 2020). The rIPD was calculated by smoothing each methane record and synchronizing them to the WD2014 gas age scale. 1-sigma rIPD uncertainties are included. This dataset also includes the output of the four-box troposphere model used to interpret the rIPD. For both excess methane-corrected records, the model output and 1-sigma uncertainty is provided for northern extratropical (30N - 90N) and total tropical (30S - 30N) sources in teragrams per year (Tg yr-1). For the NEEM-derived rIPD, sections of the rIPD where atmospheric methane changed rapidly were deemed untrustworthy were removed from the dataset. Lee, J. E. et al. Excess methane in Greenland ice cores associated with high dust concentrations. Geochimica et cosmochimica acta 270, 409-430 (2020).
DOI: 10.18112/openneuro.ds004789.v1.0.0
title: Delayed Free Recall of Word Lists
DOI: 10.6084/m9.figshare.24282670
title: Data for Addressing fraudulent responses in online surveys: insights from a web-based participatory mapping study

description: Abstract:1. Web-based studies of human dimensions are increasing across environmental and socio-ecological disciplines. However, the prevalence of fraud threatens research quality. Increased fraud rates should be expected as surveys move progressively more online, motivated by expanding reach, cost savings, and/or in response to COVID-19. Web-based research must better account for fraud to maintain confidence in findings. Practical diagnostic tools and data quality protocols are required to detect fraud and ensure results quality.2. Drawing on our experience using an online participatory mapping case study, we discuss methods to detect potentially fraudulent responses – and identify some limitations. We begin by reviewing the current state of knowledge on fraudulent responses or “fraudsters” and its relative absence in environmental and socio-ecological disciplines. We then describe our research approach, the indicators and variables we used to detect and assess fraud, and our decision-making process to eliminate suspicious responses without jeopardizing research integrity.3. We found that despite several preventative measures, many fraudulent respondents could provide survey responses and effectively mimicked legitimate respondents at first glance. By assuming each response to be 'potentially fraudulent,' we determined that the complete screening of each respondent, while time-consuming, can limit the prevalence of fraud. We also determined that the most common data consistency checks (e.g., duration, trap questions, straight-liner checks) are unlikely to guarantee valid respondents.4. If not acknowledged and addressed, fraud has the potential to undermine data integrity, discredit research findings, and limit the utility of results for policy. This study contributes to environmental and socio-ecological research by reviewing existing fraudster literature and using our experience with fraud to provide recommendations for researchers to address this problem. We encourage researchers implementing online qualitative research methods to thoroughly assess and report fraud, when possible, to ensure widespread knowledge of this growing threat.
DOI: 10.18739/a2j678z35
title: Atmospheric methane interpolar difference, four-box troposphere modeled sources, last glacial maximum and deglaciation, Greenland and Antarctica

description: This dataset includes estimates of the atmospheric methane relative interpolar difference (rIPD) across the Last Glacial Maximum and Deglaciation. The rIPD was calculated using discrete, high-resolution methane measurements from the Western Antarctic Ice Sheet (WAIS) Divide, Northern Greenland Eemian (NEEM) and Greenland Ice Sheet Project Two (GISP2) ice cores. Two independent interpolar difference (IPD) records were determined: One using NEEM and WAIS and one using GISP2 and WAIS. The dataset includes rIPD values calculated using both Greenland methane data both corrected and uncorrected for excess methane (Lee et al., 2020). The rIPD was calculated by smoothing each methane record and synchronizing them to the WD2014 gas age scale. 1-sigma rIPD uncertainties are included. This dataset also includes the output of the four-box troposphere model used to interpret the rIPD. For both excess methane-corrected records, the model output and 1-sigma uncertainty is provided for northern extratropical (30N - 90N) and total tropical (30S - 30N) sources in teragrams per year (Tg yr-1). For the NEEM-derived rIPD, sections of the rIPD where atmospheric methane changed rapidly were deemed untrustworthy were removed from the dataset. Lee, J. E. et al. Excess methane in Greenland ice cores associated with high dust concentrations. Geochimica et cosmochimica acta 270, 409-430 (2020).
DOI: 10.6084/m9.figshare.23641202
title: Does outgroup media exposure reduce prejudice in real life? Testing mediated contact effects with media diets in South Africa

description: Mediated intergroup contact can reduce recipients’ prejudice. However, prior studies have mainly examined the effects of carefully selected stimuli, contents, and genres. We investigated whether outgroup exposure on the level of real-life, multi-channel media diets is associated with reduced prejudice. Prior scholarship offers contradictory expectations: We tested this with survey data from South Africa where the numeric group constellation and the media system should make blatant stereotyping in traditional media less likely. While social media interactions were associated with more positive attitudes, effects in traditional media varied across the type of medium and sample. This suggests that it will be difficult to associate a person’s general media usage with their prejudice. We discuss the challenges for future tests of the real-life potential of mediated intergroup contact. Altogether, our study dampens initial hopes and underlines the importance of targeted interventions and outstanding single contents.
DOI: 10.5281/zenodo.8429163
title: Dataset of experiment measurements of plastic particle settling induced by clay. and surfactants

description: Dataset giving experiment input parameters (clay type, surfactant, densities, added mass, etc), measured mass of particles at the surface and bottom, and calculated percent of total mass recovered with breakdown into percent of input plastic mass associated with floating and settled partlcles.
DOI: 10.5281/zenodo.8429162
title: Dataset of experiment measurements of plastic particle settling induced by clay. and surfactants

description: Dataset giving experiment input parameters (clay type, surfactant, densities, added mass, etc), measured mass of particles at the surface and bottom, and calculated percent of total mass recovered with breakdown into percent of input plastic mass associated with floating and settled partlcles.
DOI: 10.34740/kaggle/dsv/6661841
title: BBC News
DOI: 10.34740/kaggle/dsv/6661856
title: Youtube Trending Video - Taiwan & Hong Kong
DOI: 10.26186/148670
title: Northern Australia Infrastructure Facility Act 2016 - Northern Australia Definition with Amendment Bill 2021 and Bill 2023

description: This dataset contains the limit and extent of Northern Australia as defined by the Northern Australia Infrastructure Facility Act 2016 including the Northern Australia Infrastructure Facility Amendment (Extension and Other Measures) Bill 2021 and the Northern Australia Infrastructure Facility Amendment (Miscellaneous Measures) Bill 2023.
DOI: 10.5281/zenodo.8424821
title: UAV-PDD2023 测试

description: ddfdfd
DOI: 10.5281/zenodo.8424820
title: UAV-PDD2023 测试

description: ddfdfd
DOI: 10.5281/zenodo.8401168
title: Cyclic test data

description: Experimental data cyclic tests Colombian electrowelded wire mesh
DOI: 10.5281/zenodo.8401167
title: Cyclic test data

description: Experimental data cyclic tests Colombian electrowelded wire mesh
DOI: 10.25493/a6jp-e63
title: Consequence assessment and behavioral patterns of inhibition in decision-making (v1)

description: This dataset contains data from 28 participants (15 males, 13 females; age range 18-30 years; all right hand dominant), who participated in a consequential decision-making task. All participants were neurologically healthy, had normal or corrected to normal vision. The consequential decision-making task was, designed to assess the role of consequence on decision-making while promoting prefrontal inhibitory control. Since consequence depends on a predictive evaluation of future contexts, we designed a task in which trials were grouped together into episodes (groups of one, two or three consecutive trials), establishing the horizon of consequence for the decision-making problem within that block of trials. The shared data are formatted as MAT-5 files (MATLAB 2021), each file containing the behavioral metrics of a single participant such as reaction time, performance, and error trials, as well as the details of the task for each trial. This dataset can be reused to reproduce the results presented in [Cecchini et al., (2023)](https://doi.org/10.1101/2023.02.14.528595), as well as further analysis on the study of consequence assessment.
DOI: 10.5281/zenodo.8429218
title: TimeFISH: Long-term assessment of reef fish assemblages in a transition zone in the Southwestern Atlantic

description: The TimeFish database provides the first public time-series dataset on reef fish assemblages in the Southwestern Atlantic (SWA), comprising 15 years of data (2007-2022) based on standardized Underwater Visual Censuses (UVCs). The rocky reefs covered by our dataset are influenced by pronounced seasonal cycles of ocean temperatures with warm tropical waters from the Brazil Current in the summer (~27°C) and colder waters from the La Plata River Plume discharge and upwelling from the South Atlantic Central Water in the winter (~18°C). These oceanographic conditions characterize this area as the southernmost tropical-subtropical climatic transition zone in the Atlantic Ocean. As a result, reef fish assemblages comprise both tropical and subtropical species. All records included in TimeFish were collected using UVCs, a non-destructive method that allows the estimation of fish species richness, abundance, and body size distributions. UVCs were performed through 40 m2 belt transects by scuba diving in nine locations along the southern Brazilian coast (25°S – 29°S). Four of these locations lie within the boundaries of the no-entry Arvoredo Marine Biological Reserve, where fishing and recreational activities are forbidden, and the remaining locations are unprotected from these activities. During each belt transect, a diver swam at a constant depth above and parallel to the reef, identifying fish species, counting the number of individuals, and estimating the total body length (Lt in cm) of all detected individuals. All fish individuals in the water column (up to 2 m above the substratum) and at the bottom were targeted. A total of 202,965 individuals belonging to 163 reef fish species and 53 families were recorded across 1,857 UVCs. All survey campaigns were funded by either public or mixed capital (private-public) sources, including seven grants from the Brazilian federal and Santa Catarina state government. Part of the data have already been used in multiple MSc and Ph.D. theses and scientific articles. TimeFISH represents an important contribution for future studies aiming to examine temporal and spatial variations of reef fish assemblages in transition zones. No copyright restrictions apply to the use of this data set, other than citing this publication.