cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25835629.v1
title: Devanagari Handwritten Digit and Character Dataset

description: A benchmark dataset is required for the development of an efficient and a reliable recognitionsystem. Unfortunately, no comprehensive benchmark dataset exists for handwritten Devnagari opticaldocument recognition research, at least in the public domain. This paper is an effort in this direction. In here,we introduce a comprehensive dataset that we referred to as CPAR-2012 dataset, for such benchmark studies,also present some preliminary recognition results. The dataset includes 35,000 isolated handwritten numerals,83,300 characters, 2,000 constrained and 2,000 unconstrained handwritten pangrams. It is organized in arelational data model that contains text images along with their writer's information and related handwritingattributes. We collected the handwriting samples from 2,000 subjects who were chosen from different age,ethnicity, and educational background, regional and linguistic groups. The samples reflect expected variationsin Devnagari handwriting. The digit recognition results using recognition schemes that uses simple mostfeatures & four neural network classifiers & KNN, and classifier ensemble have also been reported forbenchmarking.
DOI: 10.6084/m9.figshare.28937708.v1
title: Spoon-billed Sandpiper predicted suitable habitat.zip

description: Spoon-billed Sandpiper (<i>Calidris pygmaea</i>) predicted suitable non-breeding habitat
DOI: 10.17632/m8dnsnp4nd
title: A library for wall-modelled large-eddy simulation based on OpenFOAM technology

description: This work presents a feature-rich open-source library for wall-modelled large-eddy simulation (WMLES), which is a turbulence modelling approach that reduces the computational cost of standard (wall-resolved) LES by introducing special treatment of the inner region of turbulent boundary layers (TBLs). The library is based on OpenFOAM and enhances the general-purpose LES solvers provided by this software with state-of-the-art wall modelling capability. The included wall models belong to the class of wall-stress models that account for the under-resolved turbulent structures by predicting and enforcing the correct local value of the wall shear stress. A review of this approach is given, followed by a detailed description of the library, discussing its functionality and extensible design. The included wall-stress models are presented, based on both algebraic and ordinary differential equations. To demonstrate the capabilities of the library, it was used for WMLES of turbulent channel flow and the flow over a backward-facing step (BFS). For each flow, a systematic simulation campaign was performed, in order to find a combination of numerical schemes, grid resolution and wall model type that would yield a good predictive accuracy for both the mean velocity field in the outer layer of the TBLs and the mean wall shear stress. The best result, ~1% error in the above quantities, was achieved for channel flow using a mildly dissipative second-order accurate scheme for the convective fluxes applied on an isotropic grid with 27000 cells per d^3-cube, where d is the channel half-height. In the case of flow over a BFS, this combination led to the best agreement with experimental data. An algebraic model based on Spalding’s law of the wall was found to perform well for both flows. On the other hand, the tested more complicated models, which incorporate the pressure gradient in the wall shear stress prediction, led to less accurate results.
DOI: 10.26180/5da7d4b26478f
title: TCRseq dataset for an NFKB2 allelic series in mice

description: The file contains mouse T cell receptor (TCR) sequences collected by multiplex PCR amplification of cDNA molecules followed by Illumina sequencing. Sequences were aligned to the mouse genome using MIGEC software (see doi: 10.1038/nmeth.2960 for details). Except for the header row, each row contains information about a unique TCR nucleotide sequence. Columns 1-11 contain output from MIGEC software. Columns 12-17 contain information about sample origin, detailed as follows: column 12 "sample_id" is an identifier for the sample of origin; column 13 "chain" specifies the TCR chain ("a" = alpha, "b" = beta); column 14 "genotype" specifies the genotype of the donor mouse ("wt" = <i>Nfkb2<sup>+/+</sup></i>; "ndg" = <i>Nfkb2<sup>+/D865G</sup></i>; "ngg" = <i>Nfkb2<sup>D865G/D865G</sup></i>; "lym" = <i>Nfkb2<sup>+/Lym1</sup></i>; "xdr" = <i>Nfkb2<sup>xdr/xdr</sup></i>; "aire" = <i>Aire<sup>–/–</sup></i>); column 15 "mouse" is an identifier of the donor mouse; column 16 "organ" specifies organ of origin (thymus or spleen); column 17 "subset" specifies the T cell subset of origin ("t_1" = Type A IELp; "t_4" = CD4+ T-conv thymocytes; "t_8" = CD8+ T-conv thymocytes; "s_r" = splenic T-reg; "s_4" = splenic CD4+ naive T cells and "s_8" = splenic CD8+ naive T cells). The file called "TCRseq_data_summary_by_sample.xlsx" is a summary, which describes the numbers of unique sequences, cysteine index positive sequences and hydrophobic index positive sequences for each of the 296 samples reported in the accompanying paper by Wirasinha et al.<br>
DOI: 10.6084/m9.figshare.18319400.v1
title: Dataset S1 RNA-Seq data.pdf

description: Mutanocyclin treatment had a global effect on the transcriptional profile in <i>C. albicans</i>
DOI: 10.6084/m9.figshare.19683087.v2
title: Experimental database in an ASCII file

description: The experimental database in an ASCII file. See N.Otuka, O.Iwamoto, "EXFOR-based simultaneous evaluation of neutron-induced uranium and plutonium fission cross sections for JENDL-5", J.Nucl.Sci.Technol. https://doi.org/10.1080/00223131.2022.2030259 for further details.
DOI: 10.17632/3t9jhszt9b
title: Dataset on the valorization of port dredged sediment in concrete maritime blocks

description: Dataset on the properties of different types of concrete manufactured using dredged sediment
DOI: 10.6084/m9.figshare.14672151.v1
title: scz2011

description: GWAS summary statistics from the Psychiatric Genomics Consortium (PGC)
DOI: 10.6084/m9.figshare.3531590.v1
title: Supplement 1. List of studies included in the meta-analysis, along with the calculated effect sizes.

description: File List EffectSizes.txt Description The StudiesEffectSizes.txt file is a tab-separated ascii file. The file contains the effect sizes used in the meta-analysis along with additional information about each effect size (e.g., analysis category, study of origin). Column definitions:<br> 1 = value of Hedge's <i>d</i> used in meta-analysis<br> 2 = variance of Hedge's <i>d</i><br> 3 = whether analysis was of bee abundance or bee species richness<br> 4 = biome type where study took place<br> 5 = type of anthropogenic disturbance studied<br> 6 = bee taxon studied<br> 7 = sociality system for bee taxon studied<br> 8 = whether bee taxon was managed or unmanaged<br> 9 = reference from which data were taken Checksum values for columns 1 and 2 are:<br> 1 = -50.437<br> 2 = 53.938
DOI: 10.15468/dl.tbcbng
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Elephas maximus Linnaeus, 1758",
 "Year 2010-2025"
 ]
}

 The dataset includes 38 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013324-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xkjp4nm33h
title: Single-Molecule Tracking dataset for histone H3 (Hht1) in yeast Saccharomyces cerevisiae

description: This dataset contains raw time-lapse movies acquired for tracking histone H3 (Hht1) in Saccharomyces cerevisiae. The histone H3 (HHT1) was C-terminally tagged with -HaloTag and sparsely labeled with HaloTag ligand (JF646-HTL). To identify the nuclear boundaries, GFP-LacI-NLS (Nuclear Localization Sequence) was expressed. The cells were grown to log phase in SC media, labeled with JF646-HTL, and imaged under the Highly Inclined and Laminated Optical Sheet (HILO) microscope with a pixel size of 117 nm. Time-lapse movies were acquired (with a 647 nm laser) at three different time intervals (15 ms, 200 ms, and 1000 ms). After each time-lapse movie, a single image was captured with a 488 nm laser to generate images for nuclear boundaries. These movies were tracked using three different MATLAB-based software packages (MatlabTrack, TrackIt, and DiaTrack (Sojourner and Spot-On)) to extract various biophysical parameters of histone H3 dynamics, such as mean squared displacement plot, diffusion coefficient, bound fraction, residence time, jump distances and jump angles. This dataset also contains tracked files from all three software packages, so users can use those files as examples to learn how to process the data and what to expect from the tracked files. The histone H3 is generally used as a gold standard for chromatin-bound molecules in live-cell single-molecule imaging. The raw timelapse movies provided can be used with any other tracking software to compare the performance of various tracking algorithms for single-molecule tracking.
DOI: 10.17632/yrspnvjvh8
title: Data for: A decomposition approach for the dynamic two-level uncapacitated facility location problem with single and multiple allocations

description: A decomposition approach for the dynamic two-level uncapacitated facility location problem with single and multiple allocations
DOI: 10.6084/m9.figshare.1617545.v1
title: A test of the stress-gradient hypothesis including abiotic stress and consumer pressure during an extreme drought year

description: The stress gradient hypothesis original purposed the frequency of plant interactions along countervailing gradients of abiotic stress and consumer pressure. However, research to date has studied these two stressors in isolation rather than together, thereby potentially neglecting the interaction of these factors on plant composition. During an extreme drought in the arid central valley of California, USA, we artificially manipulated a soil moisture gradient and erected animal exclosures to examine the interactions between dominant shrubs and the subordinate annual community. There was a high frequency of positive interactions between shrubs and the annual community at all levels of soil moisture and consumer pressure. Shrub facilitation and water addition displayed similar effect sizes on plant communities, however, the shrub facilitation effect was significantly stronger in watered plots. Shrubs and positive interactions maintain productivity of annual plant communities at environmental extremes despite reductions in droughts stress or consumer pressure and these positive effects are even more pronounced with water addition. The relationship between consumer pressure and abiotic stress on plant interactions is non-linear, particularly since shrubs can facilitate understorey plants through a series of different mechanisms.
DOI: 10.6084/m9.figshare.24303259.v3
title: dataset and comparison videos

description: Rotated bbox detection dataset for pigs
DOI: 10.6084/m9.figshare.28227776.v3
title: <b>Exploring auditory morphodynamics: </b><b>Audio-visual associations in sound-based music</b> Listening Questionnaire

description: Listening Questionnaire used in the academic research:<b>Exploring auditory morphodynamics: </b><b>Audio-visual associations in sound-based music</b>This paper explores audiovisual associations within the context of contemporary and experimental music practices, particularly focusing on sound-based music. While extensive studies exist on crossmodality in relation to traditional music genres (such as classical instrumental music), the perceptual potential of sound-based music remains an underexplored field of psychological research. In an online procedure, 152 participants were exposed to six musical excerpts from spectralism and electronic-glitch music and were asked to rate the extent to which each audio matched with six ad hoc generated black and white abstract images. Statistical analysis revealed that ratings were highly consistent across participants, indicating that they may rely on a shared set of implicit perceptual criteria rooted in Gestalt and morphodynamic features common to both auditory and visual stimuli. In particular, smoothness, continuity, numericity, symmetry, and spectrotemporal dimensions emerged as the primary factors influencing the association ratings. We discuss the implication of these findings both for crossmodal research and musicology, and suggest some directions for future research in audiovisual associations using sound-based music.
DOI: 10.6084/m9.figshare.3985701.v1
title: Grassland data set 1 - mtea data.csv

description: The tall grass across from the flag pole serves as the origin for this data set. We then walk up and down the path horizontal to the origin which is our x-axis and into the grass-lot vertical to the origin which is our y-axis. We do this while we pick a random set of coordinates between (0,0) steps and (75,75) steps and set our quadrate. We then name the plant species in the point based on flower (if any) color, petal number, shape and size, leaf color, number, shape and size and stem color, circumference and height. Next divide the quadrat into 4 parts and find the number of individual species by tallying up the estimated number of stems each species has in the 4 given squares. Once done use the 4 square method to estimate the total percent of coverage each species has in the given quadrat. Be sure to look at the quadrat from multiple angles in order to get a more precise estimate. Lastly determine if a species is a grass or not based on whether or not it is flat and skinny and has no bristles. Once done, rinse and repeat until you have about 12 quadrates in total.<br>
DOI: 10.17632/dyn2hg5dvt
title: Body volume and total length from drone-based photogrammetry of Breeding stock G Humpback Whales

description: Body volume and total body length estimates from drone-based photogrammetry obtained at endpoint migration (Antarctica and Colombia) between 2017 and 2019
DOI: 10.17632/mcs6zh2ywg
title: COP data

description: peak, velocity and RMS of COP excursion in AP and ML direction for skilled and novice table tennis player under slow and fast stimulus speed
DOI: 10.17632/szyt5c4hwh
title: Smart Glove: Hand movement from accelerometers and gyroscopes

description: Tensor database containing six different types of hand movements obtained through a smart glove that contains accelerometers and gyroscopes. There are 6 classes, 800 points per saved movement, 300 samples per class, 12 communication channels (referring to 2 devices, each with 2 accelerometers and two gyroscopes, each sensor having 3 channels referring to physical dimensions: X, Y and Z Axis ).
DOI: 10.6084/m9.figshare.11151185.v3
title: Supplementary data for Bos grunniens genomic assembly (BosGru3.0) and population structural variation

description: This repository contains annotation file of the BosGru3.0 genome sequence, the data set of population-scale SV results.
DOI: 10.6084/m9.figshare.25412248.v2
title: Lightning Pose results: Nature Methods 2024

description: Results needed to reproduce the main text figures from Biderman, Whiteway et al., Nature Methods 2024.Scripts for downloading and plotting the data can be found at https://github.com/themattinthehatt/lightning-pose-2024-nat-methods.See the README inside the zip file for more information on individual files.
DOI: 10.6084/m9.figshare.3464897.v6
title: Oral diseases in a Chilean population (Talca)

description: Oral diseases in Chilean population. Study participants.
DOI: 10.17632/6hjwh5fhpx
title: Multiple Scattering Theory Approach - Numerical Model for Haze Detection

description: Sample code to conduct numerical assessment of haze detection model. These codes are written using Python programming language and follow the numerical scheme described in Section 3.2 of the paper. 
LIDAR parameters used in this sample code: laser wavelength: 808 nm, RFOV: 10 mrad. 

Sequence of operation and description:
1. data_generator.py - generates data for given LIDAR parameters and exports data as separate .csv files
2. data_analysis.py    - extracts data from .csv files for analysis according to numerical model scheme
DOI: 10.17632/kkbgy62zy4
title: EGO-2000, Human elements, virtues, phobias, manias for Quantum Marketing Applications

description: The EGO dataset describes the human distinction points that everybody has differently than anyone else. Dataset prepared for NLP (Neuro Linguistic Programming) but currently is used for simple quantum marketing applications.
The dataset has 2011 records in three parts. [1]
The first part has 1566 records interpreting all normal human beings' points. It was made out of a simple but persistent dictionary look-up method. 
The second part has 237 records of all human virtues according to Saint Damascenus's work in the 6th century in Syria. [2]
The third part, 208 Phobias and manias

The spreadsheet file has three sheets:
1-all 1803 points in Universal language and Greek.
2-the 1566 human points of interest.
3-the 237 virtues of Saint John Damascenus that did not translate yet into English.

FINALLY a matlab code is attached.
The result is that the number of  different possible human being has 1844 digits. By itself this number is impressive to mathematicians.


References
1.	Kanavas, V. G., Zisopoulos, A. D., & Dimitrios, R. (2017). Non-Administrative Models to Deteriorate Tax Evasion, a Socio-Cybernetic Application using NLP Archives for Taxpayer Euphoria Formation. Research in Applied Economics, 9(4), 25-40. DOI:10.5296/rae.v9i4.11904
2.	Lenhart, John M. "The Capuchin Prefecture Of New England (1630-1656)." Franciscan Studies, New Series, 3, no. 3 (1943): 306-13. http://www.jstor.org/stable/23801508.
DOI: 10.17632/sycgsf7f8k
title: Vol. 14(3), 2021

description: The English  extended abstracts of articles published in Vol. 14(3), 2021, journal of Environmental Stresses in Crop Sciences.
to visit the journal, go https://escs.birjand.ac.ir/?lang=en
DOI: 10.6084/m9.figshare.24452302.v1
title: Lista de verificação criada com base no e - Arq Brasil versão 2.

description: A planilha foi desenvolvida durante o curso de mestrado do PROGRAMA DE PÓS-GRADUAÇÃO EM GESTÃO DE DOCUMENTOS E ARQUIVOS (PPGARQ - UNIRIO). Ela serve para auxiliar a obtenção e analise dos dados, na verificação da aderência dos requisitos aos sistema de gestão.
DOI: 10.6084/m9.figshare.8081108.v1
title: Measurements on Canid Tooth Scores

description: Morphometric data obtained from tooth scores of different species of canid, including Wolves, Foxes and Irish Setter Gundogs. All data property of the authors of the article:<br><b>Yravedra, J.; Maté-González, M.Á.; Courtenay, L.A.; González-Aguilera, D. (In Prep) The use of dog, wolf and fox tooth marks on bone for the identification of livestock predation</b>
DOI: 10.6084/m9.figshare.1290746.v2
title: Journal of the Otorhinolaryngological Society of Castilla y León, Cantabria and La Rioja (Spain). Papers 2014

description: VOLUME 5, YEAR 2014, COMPLETE
DOI: 10.6084/m9.figshare.29080493.v1
title: Vectore_store and lightrag

description: vector store
DOI: 10.6084/m9.figshare.7604849.v4
title: Global buffering of temperatures under forest canopies: Data and Code

description: Data and code for figures and statistics reported in Pieter De Frenne, Florian Zellweger, Francisco Rodríguez-Sánchez, Brett Scheffers, Kristoffer Hylander, Miska Luoto, Mark Vellend, Kris Verheyen & Jonathan Lenoir (2019) Global buffering of temperatures under forest canopies. Nature Ecology & Evolution.<br>
DOI: 10.17632/ds3f2j32ny
title: Data associated with the article entitled Plasmepsin-like aspartyl proteases in Babesia

description: The dataset used for the phylogenetic analysis comprised 106 aspartyl protease (AP) protein sequences of representatives from the phylum Apicomplexa and related Vitrella and Chromera spp. All sequences were retrieved either from GenBank or EupathDB using blastp and tblastn BLAST algorithms and E-value cutoff 10-5. Alignment was constructed in Geneious Prime 2020.1.2. using MAFFT v7.017 with the default parameters for the gap opening penalty (1.53) and the offset value (0.123). The protein sequences were crosschecked for the presence of DTG/DTG or DTG/DSG aspartyl protease motifs. Poorly aligned N- (signal peptide included) and C-termini were manually trimmed which resulted in the final alignment comprising 324 amino acid positions.
DOI: 10.17632/ht5846dgdk
title: Original data of "CCL3 in bone marrow microenvironment causes bone loss and bone marrow adiposity in aged mice"

description: Original data of "CCL3 in bone marrow microenvironment causes bone loss and bone marrow adiposity in aged mice"
DOI: 10.17632/hzwmzs6cxp
title: Raw Data: Digital Marketing for Sustainable Development Purchase Intention (Sambel Pecel Mbok Be)

description: In the era of Industrial Revolution 5.0, the rapid advancement of information technology has revolutionized global business landscapes through extensive digitalization, this Raw Data open availability.
DOI: 10.6084/m9.figshare.19060865.v1
title: P.tabuliformis_V1.0.Protein

description: The proteome sequences of <i>Pinus tabuliformis</i> reference genome annotation.
DOI: 10.6084/m9.figshare.24246448.v2
title: Replication Package for "Short-Term Rentals and Residential Rents: Evidence From a Regulation in Santa Monica"

description: In recent years, there has been a significant increase in short-term rentals (STRs) facilitated by digital platforms such as Airbnb. This study evaluates the impacts of regulations imposed on these platforms, focusing on the Home-Sharing Ordinance implemented in Santa Monica, California. Using a Synthetic Control Method, the analysis finds that, two years after its implementation, the ordinance caused the number of Airbnb entire home listings to decrease by 60%. However, the study found no evidence that this regulation influenced long-term rental prices. Finally, suggestive evidence indicates that the ordinance did not increase the supply of houses allocated for long-term renters, potentially explaining its lack of impact on rents.
DOI: 10.6084/m9.figshare.4873427.v1
title: Data depository of the manuscript untitled "Reconstructing grassland fire history using sedimentary charcoal: considering count, size and shape", PlosONE 2017

description: The dataset is organized by csv files of raw data for the Flint Hills (FH) and the Great Plains (GP) samples. All the samples have metadata, pollen, vegetation derived from satelite imagery, area burned, and charcoal data.<br>
DOI: 10.17605/osf.io/dc5bp
title: Past Experiences and Current Attitudes: Is Everything Connected?

description: The purpose of this study was to explore the ways past experiences with mental health issues affect current stigma against mental health topics and outlook on life. It was also investigated whether a personal experience or the experience of someone close (e.g., family, friend) with mental health issues impacted stigma and outlook more than other.