cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.5531023
title: Dataset for: Cellwise robust regularized discriminant analysis

description: Quadratic and Linear Discriminant Analysis (QDA/LDA) are the most often applied classiﬁcation rules under normality. In QDA, a separate covariance matrix is estimated for each group. If there are more variables than observations in the groups, the usual estimates are singular and cannot be used anymore. Assuming homoscedasticity, as in LDA, reduces the number of parameters to estimate. This rather strong assumption is however rarely veriﬁed in practice. Regularized discriminant techniques that are computable in high-dimension and cover the path between the two extremes QDA and LDA have been proposed in the literature. However, these procedures rely on sample covariance matrices. As such, they become inappropriate in presence of cellwise outliers, a type of outliers that is very likely to occur in high-dimensional datasets. In this paper, we propose cellwise robust counterparts of these regularized discriminant techniques by inserting cellwise robust covariance matrices. Our methodology results in a family of discriminant methods that (i) are robust against outlying cells, (ii) cover the gap between LDA and QDA and (iii) are computable in high-dimension. The good performance of the new methods is illustrated through simulated and real data examples. As a by-product, visual tools are provided for the detection of outliers.
DOI: 10.17632/3g4mhdp899
title: WSELOB-2017: The year-long database of limit order books for the five biggest companies listed on the Warsaw Stock Exchange

description: This dataset containing raw data from the five largest companies listed on the Warsaw Stock Exchange (WSE) in 2017. The comprehensive data, including the limit order book and trades associated with these companies, were obtained as historical binary messages from the WSE trading platform. To make this data more accessible for research purposes, we converted the raw binary messages into numerical and text data and stored it in the user-friendly HDF5 data format. Researchers and scholars will find this dataset valuable for various applications, including microstructure market analysis, liquidity risk measurement, high-frequency time series prediction, and automated trading.
DOI: 10.17632/rz7dbf57zr
title: Supplemental Table S1 - Corn silage particles distribution

description: Whole plant corn silage particles distribution
DOI: 10.6084/m9.figshare.14456049.v1
title: [Supplementary materials] Multiphysics Simulation of Single Pulse Laser Powder Bed Fusion: Comparison of Front Capturing and Front Tracking Methods

description: Two multiphysical models of Laser Powder Bed Fusion (LPBF) at melt pool scale are compared. The first one is based on the Level-Set (LS) front capturing method, implemented in a C++ code. The second one is developed with the commercial software COMSOL Multiphysics<sup>®</sup>, and is based on the Arbitrary Lagrangian Eulerian front tracking method.<br>The objective of this study is to assess to what extent front description methods may limit or bias physical representativeness of multiphysics modelling of LPBF process.<br>Therefore, the two codes are confronted on two test cases of increasing complexity (static laser shooting on bare plate and on powder bed), and quantitative data are systematically compared. This study gives clues on how to calibrate numerical parameters such as LS interface thickness and how to modify the classical Continuum Force Formulation in order to get the best physical representativeness. <br><br>The data provided here can be used by any researcher willing to verify their own model of thermal laser applications.
DOI: 10.6084/m9.figshare.29145896.v1
title: <b>Mastitis granulomatosa en América Latina y el Caribe: revisión sistemática de la literatura</b>

description: La mastitis granulomatosa puede confundirse con enfermedades malignas de la mama, lo cual prolonga el diagnóstico y tratamiento, generando un impacto psicosocial significativo. Al tratarse de una condición con manejo heterogéneo y poco consenso en la región América Latina y el Caribe, esta revisión sistemática permitirá consolidar el conocimiento sobre su presentación clínica, métodos diagnósticos, abordajes terapéuticos y desenlaces, lo cual podría contribuir a establecer futuras guías de manejo regionales.
DOI: 10.17632/37bjbdgzzt
title: Data for: Development of odor awareness in preschoolers: a longitudinal study

description: Raw data, split into recruitment groups. Data set includes scores for the individual items of the Children’s Olfactory Behaviors in Everyday Life Questionnaire (COBEL) according to wave of data collection and children's age. F = female, M = male.
DOI: 10.17632/krj3w2hfsj
title: TRANSACTIVA. A randomized clinical trial of Behavioral Activation, Acceptance and Commitment Therapy, and transdiagnostic Cognitive-Behavioral Therapy for emotional disorders.

description: The study of the usefulness of contextual and cognitive transdiagnostic therapies calls for an analysis of both their differential efficacy and their specificity when acting on the transdiagnostic conditions on which they focus. This controlled trial compares the post-treatment and 3- and 6-month follow-up effects of Behavioral Activation (BA), Acceptance and Commitment Therapy (ACT) and Cognitive-Behavioral Transdiagnostic Therapy (TD-CBT) on emotional symptomatology, and analyses the role played by Experiential Avoidance, Cognitive Fusion, Activation and Emotion Regulation in the clinical change. Hundred twenty-eight patients who fulfilled diagnostic criteria for anxiety and/or depression (intention-to-treat sample) were randomly assigned to 3 experimental group-treatment groups (BA, n=34; ACT, n=27; TD-CBT n=33) and one control group (WL, n=34). 99 completed all phases of the treatment (per-protocol sample). In the post-treatment, all therapies reduced anxiety and depression symptomatology. In the follow-ups, the greater and more prolonged the effects of the therapy were on Activation, the greater was the reduction in emotional symptomatology. Activation was the principal condition in modifying all the transdiagnostic patterns and BA was the most efficacious and specific treatment. The trial was registered at ClinicalTrials.gov NCT04117464.
DOI: 10.6084/m9.figshare.21922302.v1
title: ToT_Database ver_1.0

description: The database deals with the trees of the treeline worldwide. The ToT (Trees of Treeline) ver. 1 includes data on 226 taxa (i.e 209 species, 4 subspecies and 9 varieties) distributed across 32 mountain ranges of the world. The database on the global tree species richness of the treeline is based on systematic review of 1176 studies published from 1971-2021. The database follows the scientific nomenclature as per Plants of the World Online (2022), the mountain classification as per Global Mountain Biodiversity Assessment (GMBA) Mountain Inventory v_2.0 (2022) and the biome classification as per Koppen and provides the current conservation status of the taxa as per IUCN (2022) ver. 2
DOI: 10.6084/m9.figshare.23522268.v1
title: Relocated Hypocenters and P-wave phases of Central Sulawesi, Indonesia using Palu regional network (February-May 2015), EOS-BMKG network (October-November 2018) and BMKG network (December 2019-December 2021) data.

description: This data consists of 434 relocated hypocenters and 3121 P-wave phases resulted from local earthquake tomography study in Central Sulawesi, Indonesia using Palu regional network (February-May 2015), EOS-BMKG network (October-November 2018) and BMKG network (December 2019-December 2021) data.
DOI: 10.6084/m9.figshare.25773615.v2
title: <b>Figure data</b> - Ventilation does not affect close range transmission of influenza virus in a ferret playpen setup

description: Dataset contains raw outputs from transmission experiments used in analysis and figures/tables.Sequencing data from Figure 4 is available through NCBI (Accession: PRJNA1136007).
DOI: 10.6084/m9.figshare.28927334.v1
title: ESG 和风险价值有助于提高企业在有争议事件中的韧性

description: 以上内容为本文的补充资料及原始数据.
DOI: 10.17632/4cxtpsyp8x
title: Survey data collected in Busan for examining tourists' dark tourism experience
DOI: 10.17632/drsrg8xtdm
title: The Splicing Factor CCAR1 Regulates the Fanconi Anemia/BRCA Pathway. Naoya Harada et al.

description: Raw data files for the manuscript titled - "The Splicing Factor CCAR1 Regulates the Fanconi Anemia/BRCA Pathway"
DOI: 10.6084/m9.figshare.28741874.v1
title: Artifact: An In-Depth Systematic Analysis of the Security, Usability, and Automation Capabilities of Password Update Processes on Top-Ranked Websites

description: Artifact: An In-Depth Systematic Analysis of the Security, Usability, and Automation Capabilities of Password Update Processes on Top-Ranked Websites<br>Containing the:technical codebooksranked websites analyzed
DOI: 10.17632/3cvsmwd6c2
title: Data of Artifacts from 10 museums in South India

description: The data contain the information related to the artifacts present in 10 notable museums located in the southern part of India. The artifacts present in these museums can be mapped according to the syllabus of various school subjects of Indian education boards. Researchers personally visited the museums and gathered the information which can be used by the teachers. The data will be helpful for the teachers to organize museum visit activities for the school children for better understanding of the school subjects.
DOI: 10.6084/m9.figshare.29137220.v1
title: Indiana McCormick pctcanloss AGB elev treehts 15m right side

description: Spreadsheet with percent canopy loss; aboveground biomass; elevation; tree canopy heights; 15m resolution; right side.
DOI: 10.6084/m9.figshare.3543860.v1
title: Appendix B. The δ13C values of amino acids from fungi, bacteria, and plants.

description: The δ13C values of amino acids from fungi, bacteria, and plants.
DOI: 10.6084/m9.figshare.14897046.v1
title: Supplementary data for HEED in coupled TN and PDN

description: 1) Supplementary data for the HEED in coupled TN and PDN is included.2) Refer to my paper "Power--Transportation Coordination: towards a Hybrid Economic-Emission Dispatch Model" if published online.
DOI: 10.6084/m9.figshare.19208526.v1
title: Data File for "The Public Choice of Public Stadium Financing: Evidence from San Diego Referenda"

description: Data File for:<br>Candon Johnson and Joshua Hall, "The Public Choice of Public Stadium Financing: Evidence from San Diego Referenda," <i>Economies</i> 7(22) 2019: 1-9.<br>
DOI: 10.6084/m9.figshare.26156098.v2
title: Baker2024NCB.zip

description: Engineering yeast peroxisomes to be high capacity for production of geraniol.
DOI: 10.17632/9sjfjn9y3v
title: A survey of calf management practices and farmer perceptions of calf housing in UK dairy herds

description: Supplementary files associated with the JDS publication: A survey of calf management practices and farmer
perceptions of calf housing in UK dairy herds
DOI: 10.17632/vcf5f2k5yb
title: Custom scripts for "Advanced Complexity and Plasticity of Neural Activity in Reciprocally Connected Human Cerebral Organoids"

description: As an organoid model for a long-range neuronal circuitry, we investigated neuronal activity of two separate cerebral organoids reciprocally connected by axons. Strikingly, the connected organoids produced significantly more intense and complex oscillatory activity than conventional or directly fused two cerebral organoids. The axonal connections also promoted developmental maturation in a distinct cellular population of the organoids. The connected organoids could follow periodic external stimuli and exhibit complex patterns of plasticity as a macroscopic neuronal network. These results demonstrated that axonal projections not just simply transmit signals, but rather enhance complexity and functional maturity of the cerebral organoids. This study supports the idea that the inter-regional connections within brains are the key structures for generating functional complexity. It thus paves a way for investigating development and functions of macroscopic neuronal circuits in vitro.
DOI: 10.6084/m9.figshare.16326033.v2
title: COPD (Co-assembly) dataset and binning results

description: COPD dataset from the Chronic Obstructive Pulmonary Disease (COPD) Lung Microbiome (Cameron <i>et. al</i>, 2016). Contains the following files.<br>- Contigs file- Paths file (metaSPAdes)- Assembly graph file (metaSPAdes)- Abundance file- Binning results (including CheckM results)
DOI: 10.6084/m9.figshare.20523342.v1
title: Data for Active Learning based Inverse Modeling

description: This dataset is the supporting data for the manuscript " <strong>Inverse modeling for subsurface flow based on deep learning surrogates and active learning strategies</strong>".
DOI: 10.6084/m9.figshare.24186864.v1
title: Data from manuscript “<b>The compound effect of river floodings and human activities on sediment transport </b><b>in a </b><b>macro-tidal</b><b> estuary</b>”

description: The daily average flow at the Xuren hydrologic station in 2005 and 2007 is included in the two excel spreadsheets."monthly_river_SSC.dat" contains the the multi-year monthly riverine sediment discharge at the Xuren hydrologic station.The elevation validation data used in the manuscript is contained in ".dat" files ending in "elevation_2007" or "elevation_2005."The ".mat" file beginning with "current" contains the magnitude and direction of the velocity measurements used in the manuscript.The file "salinity_2005.mat" contains the salinity data from the 2005 survey, which was used in the manuscript.The file "salinity_SSC_2007.mat" contains the salinity and SSC data for the 2007 survey used in the manuscript.
DOI: 10.6084/m9.figshare.26793622.v2
title: LNCTVSeg-DataSet

description: We retrospectively collected 440 computed tomography (CT) images from 262 patients with different imaging modalities, disease stages and treatment strategies. To protect the patients' private information, we first blurred the face region and removed all metadata about clinical and personal. Then, all files are stored with the format NIfTI-1 (32-bit floating point). Each cohort is stored as a folder and named "Internal\_Cohort", and "Testing\_Cohort\_X" ("X" is from 1 to 4), Raw CT images in the training or testing sets are stored in the "imagesTr" or "imagesTs" folders of each cohort with the name "lnctvseg\_cx\_xxxx\_yyyy.nii.gz", respectively, where "cx" denotes the center number x is the digit number from 1 to 4, "xxxx" is the index number of each patient the range is 1 to the total number of patients in "cx", "yyyy" is set to "0000" (non-contrast CT) or "0001" (contrast-enhanced CT). The corresponding labels are stored in the "labelsTr" and "labelsTs" folders with the name "lnctvseg\_cx\_xxxx.nii.gz", respectively.
DOI: 10.6084/m9.figshare.27683169.v1
title: Molecular insights into the overall architecture of human rixosome

description: Atomic models and corresponding cryo-EM maps
DOI: 10.6084/m9.figshare.28968977.v22
title: Syllogistic reasoning pdf v1-2-3-4 NEW

description: Logic and being
DOI: 10.6084/m9.figshare.6318296.v1
title: Early selection and classification of yerba mate progênies

description: Abstract: The objective of this work was to evaluate the feasibility of early selection of open-pollinated yerba mate (Ilex paraguariensis) progenies, and to classify the best parents and candidates for clones. The germplasm is composed of 140 progenies collected from areas within the natural distribution of the species in Southern Brazil and a commercial genotype (control). The experiment was established in Ivaí, in the state of Paraná, Brazil, in March 1997, in randomized complete blocks, with ten replicates, and linear plots of six plants. The commercial mass (kg per plant) of leaves and branches smaller than 7 mm was harvested at 2.5, 4.5, 6.5, and 18.7 years of age. The statistical evaluation was performed using the mixed model procedure with restricted maximum likelihood/best linear unbiased prediction, using the Selegen software. High selective accuracy, significant progeny effects, and genetic variability for commercial mass production were observed for the four harvesting ages. The application of early selection for leaf mass production is feasible for yerba mate progenies harvested at 6.5 years. The selection of the best trees, either for use as parents or as candidates for cloning, provides significant gains for the genetic breeding of yerba mate.
DOI: 10.6084/m9.figshare.6740357.v1
title: Additional file 3: of QTLs and eQTLs mapping related to citrandarinsâ resistance to citrus gummosis disease

description: Real lesion length (RLL) caused from the inoculation with P. parasitica in the individuals of the experiment. (XLSX 12 kb)
DOI: 10.6084/m9.figshare.27997877.v2
title: Supplementary materials for Rudd and Porter 2024 (Bitcoin price forecast output)

description: Price forecasts from: Rudd, M.A., Porter, D., 2024. Forecasting Bitcoin price trajectories using a supply and demand framework (SSRN preprint). These data show forecast prices from a supply and demand-oriented Bitcoin pricing model for different combinations of (1) demand function parameter multiplier and (2) daily withdrawals of Bitcoin from liquid supply to long-term corporate and/or sovereign wealth fund reserves. Model start: 21 April 2024 (fourth Bitcoin halving); Model end: 16 April 2036 (projected date of seventh halving). See the Notes tab for information about model parameterization for this dataset. Contact the lead author to enquire about inquires about customizing model time frame, utility function selection, and/or parameterization options. The model was developed in Lumina System's Analytica platform. <br>
DOI: 10.6084/m9.figshare.28236848.v1
title: Methane emissions from thermokarst lakes must emphasize the ice-melting impact

description: <b>Thermokarst lakes, serving as significant sources of methane (CH</b><sub><strong>4</strong></sub><b>), play a crucial role in affecting the feedback of permafrost carbon cycle to global warming. However, accurately assessing CH</b><sub><strong>4</strong></sub><b> emissions from these lakes remains challenging due to limited observations during lake ice melting periods. In this study, by integrating field surveys with machine learning modeling, we offer a comprehensive assessment of present and future CH</b><sub><strong>4</strong></sub><b> emissions from thermokarst lakes on the Tibetan Plateau. Our results reveal that the previously underestimated CH</b><sub><strong>4</strong></sub><b> release from lake ice bubble and water storage during ice melting periods is 11.2 ± 1.6 Gg C of CH</b><sub><strong>4</strong></sub><b>, accounting for 17 ± 4% of the annual total release from lakes. Despite thermokarst lakes cover only 0.2% of the permafrost area, they annually emit 65.5 ± 10.0 Gg C of CH</b><sub><strong>4</strong></sub><b>, which offsets 6.4% of the net carbon sink in alpine grasslands on the plateau. Considering the loss of lake ice, the expansion of thermokarst lakes is projected to lead to a 1.1-1.2 folds increase in CH</b><sub><strong>4</strong></sub><b> emissions by 2100. Our study allows foreseeing future CH</b><sub><strong>4</strong></sub><b> emissions from the rapid expanding thermokarst lakes and sheds new lights on processes controlling the carbon-climate feedback in alpine permafrost ecosystems.</b>
DOI: 10.17632/66zwxdchh7
title: Data for: Pyrite chemistry: A new window into Au-Te ore-forming processes in alkaline epithermal districts, Cripple Creek, Colorado

description: Data from the Cripple Creek Au-Te deposit, Colorado, including: 1) Bulk ore XRF, aqua regia and fire assay data 2) EPMA and LA ICP-MS sulfide mineral data
DOI: 10.17632/9b72xh9nns
title: Current status of Phytophthora in Australia 2021

description: Among the most economically relevant and environmentally devastating diseases globally are those caused by Phytophthora species.  In Australia, production losses in agriculture and forestry result from several well-known cosmopolitan Phytophthora species and infestation of natural ecosystems by Phytophthora cinnamomi have caused irretrievable loss to biodiversity, especially in proteaceous dominated heathlands.  For this review, all available records of Phytophthora in Australia were collated and curated, resulting in a database of almost 7869 records, of which 2957 have associated molecular data. Australian databases hold records for 99 species, of which 19 are undescribed. Eight species have no records linked to molecular data, and their presence in Australia is considered doubtful.  The 99 species reside in 10 of the 12 clades recognised within the complete phylogeny of Phytophthora. The review includes a discussion on each of these species' status and additional information provided for another 29 species of concern. The first species reported in Australia in 1900 was Phytophthora infestans. By 2000, 27 species were known, predominantly from agriculture.  The significant increase in species reported in the subsequent 20 years has coincided with extensive surveys in natural ecosystems coupled with molecular taxonomy and the recognition of numerous new phylogenetically distinct but morphologically similar species. Routine and targeted surveys within Australian natural ecosystems have resulted in the description of 27 species since 2009. Due to the new species descriptions over the last 20 years, many older records have been reclassified based on molecular identification. The distribution of records is skewed toward regions with considerable activity in high productivity agriculture, horticulture and forestry, and native vegetation at risk from P. cinnamomi. Native and exotic hosts of different Phytophthora species are found throughout the phylogeny; however, species from clades 1, 7, and 8 are more likely to be associated with exotic hosts.   The database compiled here for Australia and the information provided for each species overcomes this challenge. This review will aid federal and state governments in risk assessments and trade negotiations by providing a comprehensive resource on the current status of Phytophthora species in Australia. 

Three excel files are provided.  
1. all Phytophthora records for Australia with details on host, location, year collected, collector and links to molecular data.
2. a list of all Phytophthora species in Australia, the year they were described and they were first reported in Australia
3. ITS sequence data for several Phytophthora species downloaded from Genbank list the species name given on Genbank and the species identity as determined by phylogenetic alaysis