cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28872221.v1
title: Quantum Entropy and Density Matrix Simulation via Entangled Virtual Particles

description: This OpenQASM 2.0 code simulates the entropy dynamics of a quantum system composed of a virtual particle and its entangled anti-particle, with an ancilla qubit representing the environmental interaction (ρ). The circuit includes entanglement initialization, environmental coupling, decoherence effects (interpreted as anti-time fluctuations), and partial tracing via ancilla measurement. The final measurement captures the von Neumann entropy proxy of the virtual particle’s reduced state. This simulation is designed to study how anti-time induced environmental noise affects quantum information and entropy flow within entangled systems.
DOI: 10.17632/4yrp8nbm7c
title: OpenFPM: A scalable open framework for particle and particle-mesh codes on parallel computers

description: Scalable and efficient numerical simulations continue to gain importance, as computation is firmly established as the third pillar of discovery, alongside theory and experiment. Meanwhile, the performance of computing hardware grows through increasingly heterogeneous parallelism, enabling simulations of ever more complex models. However, efficiently implementing scalable codes on heterogeneous, distributed hardware systems becomes the bottleneck. This bottleneck can be alleviated by intermediate software layers that provide higher-level abstractions closer to the problem domain, reducing development times and allowing computational scientists to focus. Here, we present OpenFPM, an open and scalable framework that provides an abstraction layer for numerical simulations using particles and/or meshes. OpenFPM provides transparent and scalable infrastructure for shared-memory and distributed-memory implementations of particles-only and hybrid particle-mesh simulations of both discrete and continuous models, as well as non-simulation codes. This infrastructure is complemented with frequently used numerical routines, as well as interfaces to third-party libraries. We present the architecture and design of OpenFPM, detail the underlying abstractions, and benchmark the framework in applications ranging from Smoothed-Particle Hydrodynamics (SPH) to Molecular Dynamics (MD), Discrete Element Methods (DEM), Vortex Methods, stencil codes (finite differences), and high-dimensional Monte Carlo sampling (CMA-ES), comparing it to the current state of the art and to existing software frameworks.
DOI: 10.6084/m9.figshare.21990011.v1
title: Stock Dataset

description: Dataset to train and test models for the project sentiment analysis using news headlines
DOI: 10.6084/m9.figshare.27937461.v4
title: <b>Soil bacterial </b><b>β </b><b>diversity as a key determinant of belowground productivity in warming alpine ecosystems</b>

description: Climate warming has profound effects on terrestrial ecosystems, with biodiversity playing a crucial role in modulating ecosystem productivity. While substantial studies have examined how plant species richness (α-diversity) influences ANPP under warming conditions, the contributions of plant and soil microbial β-diversity to BNPP remain insufficiently understood. In this study, we conducted a six-year warming experiment in an alpine meadow to investigate the response patterns and drivers of BNPP, as well as the α- and β-diversity of plant and soil microbial communities.
DOI: 10.6084/m9.figshare.988376_d264
title: Participant 3 in the WAY-EEG-GAL dataset.  328 grasp-and-lift trials with different weights and surfaces during which EEG, EMG, kinematics, and kinetics were recorded.

description: WAY-EEG-GAL is a dataset designed to allow critical tests of techniques to decode sensation, intention, and action from scalp EEG recordings in humans who perform a grasp-and-lift task. Twelve participants performed lifting series in which the object’s weight (165, 330, or 660g), surface friction (sandpaper, suede, or silk surface), or both, were changed unpredictably between trials, thus enforcing changes in fingertip force coordination. In each of a total of 3,936 trials, the participant was cued to reach for the object, grasp it with the thumb and index finger, lift it and hold it for a couple of seconds, put it back on the support surface, release it, and, lastly, to return the hand to a designated rest position. We recorded EEG (32 channels), EMG (five arm and hand muscles), the 3D position of both the hand and object, and force/torque at both contact plates.
DOI: 10.60893/figshare.apl.27086017.v1
title: Supplement

description: S1 MODEL'S PARAMETERS OF USED OSCILLATORS TO FIT THE MUELLER MATRIX ELEMENTS

S2. SPECTRUM OF THE EXPERIMENTAL AND CALCULATED MUELLER MATRIX FOR ALL AOIS
AND FOR FOR SPECIFIC AZIMUTH ROTATIONS IN 45◦

S3. ROOM-TEMPERATURE OFF-DIAGONAL ELEMENTS OF THE DIELECTRIC TENSOR

S4. TEMPERATURE DEPENDENT STANDARD ELLIPSOMETRIC PARAMETERS AND MODEL'S
PARAMETERS OF USED OSCILLATORS TO FIT THE TEMPERATURE DEPENDENT STANDARD ELLIPSOMETRIC DATA

S5. TEMPERATURE-DEPENDENT OFF-DIAGONAL ELEMENTS OF THE DIELECTRIC TENSOR
DOI: 10.17632/7tyfnxkhkn
title: Data for: Video based interventions to improve compliance with prescribed drug regimens
DOI: 10.17632/rrcnggfbjk
title: Study of the effectiveness and safety of a digital model for predicting the risk of developing a hypertensive crisis during a terrainkur

description: The data describe the effectiveness (impact on the dynamics of body mass index, body composition determined by the bioimpedance method) and safety (heart rate variability, hemodynamic parameters) of a health path carried out in the usual way in a microclimatic zone with only a gentle or only training effect on the body in comparison with the method, in which the microclimatic zone for conducting a health path is determined according to the indications of the model to predict the risk of developing a hypertensive crisis
DOI: 10.6084/m9.figshare.21183475.v1
title: Study 001-025

description: Video capsule endoscopy studies labeled by anatomical organ
DOI: 10.17632/67fr4xcdx9
title: Data for: Assessment of sedimentary heterocyst glycolipids to trace freshwater input to the Changjiang Estuary and East China Sea

description: This is a data table for the paper Assessment of sedimentary heterocyst glycolipids to trace freshwater input to the Changjiang Estuary and East China Sea. Items includes: sample ID, longtitude, latitude, water depth, salinity, TOC content, organic carbon isotope, BIT index and contents of heterocyst glycolipid.
DOI: 10.17632/cxf4ry6xv7
title: Datasets on Measured Noise Levels for Kota Metropolis, India

description: The precision grade SPL meter “HTC SL-1350” is used for the field measurement consist of “1/2-inch microphone” and “1/3-octave filter” with the measuring level range and frequency range of 30– 130 dB, and 31.5 Hz – 8 kHz, respectively. The measurement accuracy and resolution are 1 dB and 0.1 dB, respectively. The instrument (HTC SL-1350) was calibrated before making measurements at each location. The research methodology adopted for environmental noise measurements was given in figure 5. Noise levels were recorded for day time (6:00 am – 10 pm) and night time (10:00 pm – 6:00 am) as per Indian standard time for measurement given by Central Pollution Control Board (CPCB), India. From the observation data, noise indices such as Leq (equivalent sound pressure level, A-weighted), Lmin (minimum noise level), Lmax (maximum noise level), the exceedance percentiles (L10, L50, L90), LN (Night Noise Levels), LD (Day Noise Levels), TNI (Traffic Noise Index), LNP (Noise Pollution Level), NC (Noise Climate), and NEI (Noise Emission Index) was calculated.
DOI: 10.6084/m9.figshare.13103372.v1
title: Supplementary code, raw data and figures from "Concerted action of kinesin-1 KIF5B and kinesin-3 KIF13B promotes efficient transport of exocytotic vesicles to microtubule plus ends"

description: Supplementary code, raw data and figures from "Concerted action of kinesin-1 KIF5B and kinesin-3 KIF13B promotes efficient transport of exocytotic vesicles to microtubule plus ends"
DOI: 10.6084/m9.figshare.24258607.v1
title: S2 Lipid Profile Data.xlsx

description: The effects of high cholesterol diet and saffron ethanolic extracts on the lipid profile of the early and established atherosclerotic New Zealand white rabbits.
DOI: 10.17632/dtfpr7fpnb
title: Supplementary Material - Practical management of ocular surface disease in patients with atopic dermatitis, with a focus on conjunctivitis: A review

description: Supplementary Information to accompany and support the manuscript: Practical management of ocular surface disease in patients with atopic dermatitis, with a focus on conjunctivitis: A review
DOI: 10.17632/w693mpfcbm
title: Precursors of Interactional Value Formation through Digital Banking Interactions

description: The data shows the research questionnaire used for the customers to collect the information on their perceptions related to digital banking interactions. The data was collected through physical and online mode from the digitally active banking cutsomers.
It also has the file that contains raw customer data collected through the survey.
DOI: 10.17632/y9pjtt5ngc
title: Real driving emissions data: University of Pretoria

description: Real driving emissions (RDE) collected using a Portable Emissions Measurement System (PEMS) unit.

We recommend you read the version history of this data set to get the complete picture. This data set includes the RDE records of different vehicles:
- Isuzu FTR850 AMT (Road-Rail Vehicle) medium heavy vehicle with a Euro 3 classification (file: public-rrv.csv).
- Ford Figo 1.5 (1498ccm, 91kW) Trend hatchback light passenger vehicle with a Euro 6 classification (132g/km) (file: public-figo.csv).
- Toyota Etios 1.5 (1496ccm, 66kW) Sprint hatchback light passenger vehicle with a Euro 6 classification (138g/km) (file: public-etios.csv).

Changes in this version:
- The ensemble of trips with the Gauteng Department of Roads and Transport's Toyota Etios, was added in version 5 and contained two route deviations. The first was in trip 3 at 28.307E 25.7178S. The second was in trip 4 at 28.1998E 25.7735S. In this version of the data, the deviations were removed from the data sets.
DOI: 10.6084/m9.figshare.5127070.v1
title: Supplementary Material for: Serum Fibroblast Growth Factor 21 Levels Are Inversely Associated with Growth Rates in Infancy

description: <b><i>Background:</i></b> Fibroblast growth factor 21 (FGF21) is a metabolic and growth regulator. <b><i>Aim:</i></b> To investigate the role of FGF21 during growth in infancy. <b><i>Methods:</i></b> Blood samples for FGF21, leptin, insulin and glucose were collected from cord blood obtained from 95 preterm and term newborns (cross-sectional group), and at 6 and 12 months of life in 80 preterm and term infants (longitudinal group). Length and weight were measured at birth, 6 months, and 12 months. <b><i>Results:</i></b> From birth through 12 months of age, preterm infants' linear growth and weight gain were larger than those of term infants, irrespective of birth weight SDS. At birth and at 12 months, there was no difference in FGF21 levels between preterm and term infants; in contrast, at 6 months, serum FGF21 in term infants was significantly higher than that of preterm ones. In the 0-6-month period, in the whole longitudinal group, serum FGF21 was inversely correlated to the length change SDS, and such a significant inverse correlation persisted in the preterm-AGA group in the 6-12-month period. In addition, term infants who experienced length catch-up in the first 6 months of life exhibited lower serum FGF21 levels at 6 months, and those with length catch-up growth between 6 and 12 months had a greater decrease of serum FGF21 level in the same time period. <b><i>Conclusions:</i></b> Our results indicate that FGF21 in infancy is inversely correlated with linear growth rate, thus suggesting that FGF21 is a negative regulator of human growth.
DOI: 10.17632/pmhj39jr2v
title: Data for: Assessing Road Transport Sustainability by Combining Environmental Impacts and Safety Concerns

description: Data on transport-related carbon emissions and casualties.
DOI: 10.6084/m9.figshare.28596953.v2
title: Nano-CT data and histological sections of <i>Pediculus humanus capitis</i> and <i>Echinophthirius horridus</i>

description: These datasets are part of the manuscript: <b>Tracheal system, spiracle closing apparatus, and buoyancy in the ectoparasitic seal louse </b><b><i>Echinophthirius horridus</i></b> by Preuss et al. 2025<br>10x maginificationImage Pixel size: 1.22 µmA combination of 1 and 2 is always necessary for receiving the whole dataset
DOI: 10.6084/m9.figshare.7212902.v1
title: Shenstone_et_al_2018.zip

description: Enclosed are the genotypic, phenotypic, and simulated traits, as well as the R code, used to obtain the results that are presented in "An assessment of the performance of the logistic mixed model for analyzing binary traits in maize and sorghum diversity panels", which is under consideration for publication in PLOS ONE.
DOI: 10.17632/b3z27t8vpb
title: Multi-Sequence MRI Dataset for AI-Driven Brain Tumor Analysis Applications

description: This dataset contains clinically acquired brain MRI slices collected from medical centers in the Sulaymaniyah region of Kurdistan, Iraq, including Hiwa Hospital and Asia International Hospital. It has been developed for the purpose of binary classification of brain MRI scans into tumor and non-tumor categories and is suitable for training deep learning models in medical image analysis. The dataset consists of 542 original MRI slices obtained from real patient cases, including:
• 305 tumor MRI slices from 50 patients diagnosed with brain tumors
• 237 non-tumor MRI slices from 40 individuals without tumors
To increase the dataset’s diversity and robustness for machine learning applications, a range of image augmentation techniques was applied. As a result, the dataset was expanded to a total of 6,606 images, comprising:
• 3,953 tumor images derived from the original 305 slices
• 2,653 non-tumor images derived from the original 237 slices
Each image is saved in standard formats (e.g., JPG) with a consistent resolution of 320×320 pixels. The dataset includes images from several standard MRI sequences, namely: T1-weighted (T1W), T2-weighted (T2W), FLAIR, T1-weighted contrast-enhanced (T1W-CE), ADC, and DWI.This dataset has been carefully curated, reviewed, and annotated by experienced medical professionals, ensuring high accuracy and reliability for use in research and educational settings. It offers a valuable resource for researchers working on medical image classification, particularly in the detection of brain tumors using MRI data.
DOI: 10.6084/m9.figshare.23664546.v1
title: Fig 6, SFig 7.xlsx

description: Figure 6, and Supplementary Figure 7 data from "Sexual differentiation of neural mechanisms of stress sensitivity during puberty".
DOI: 10.6084/m9.figshare.22232218.v1
title: Unraveling the molecular mechanism of novel leukemia mutations on NTRK2 (A203T & R458G) and NTRK3 (E176D & L449F) genes using molecular dynamics simulations approach

description: Modeled native and mutant Trk_B and Trk_C proteins in PDB format. <br> Figure 1 to 7 generated using the attached xvg files which used by XMGRACE tool.
DOI: 10.6084/m9.figshare.13232390.v1
title: Yelp Review Polarity

description: Yelp Review Polarity Dataset<br>Version 1, Updated 09/09/2015<br>ORIGIN<br>The Yelp reviews dataset consists of reviews from Yelp. It is extracted from the Yelp Dataset Challenge 2015 data. For more information, please refer to http://www.yelp.com/dataset_challenge<br>The Yelp reviews polarity dataset is constructed by Xiang Zhang (xiang.zhang@nyu.edu) from the above dataset. It is first used as a text classification benchmark in the following paper: Xiang Zhang, Junbo Zhao, Yann LeCun. Character-level Convolutional Networks for Text Classification. Advances in Neural Information Processing Systems 28 (NIPS 2015).
DOI: 10.6084/m9.figshare.28430372.v1
title: Supplementary Material for: The prediction of hematoma growth in acute intracerebral hemorrhage: from 2-dimensional shape to 3-dimensional morphology

description: Introduction: The relationship between the 3-dimensional morphological features of hematoma and hematoma growth (HG) remains unclear. We aim to quantitatively assess the predictive value of 3-dimensional hematoma morphology for HG among patients with intracerebral hemorrhage (ICH). 
Methods: Our study comprised 312 consecutive ICH patients. Using semi-automated volumetric analysis software, we measured hematoma volumes and delineated the region of interest. We employed Python software to extract shape features, and receiver operating characteristic curve analysis to assess the predictive performance of hematoma morphology for HG. P value &lt; 0.05 was considered statistically significant. 
Results: Sphericity and SurfaceArea emerged as the most effective 3-dimensional hematoma morphological predictors for HG. Optimal cutoff points relating to HG were Sphericity ≤ 0.56 and SurfaceArea &gt; 55 cm2. We subsequently constructed the 3-dimensional morphology models, including the probability of hematoma morphology (PHM) and the probability of comprehensive model (PCM), to predict HG. The PHM model outperformed the irregular hematoma (p = 0.007), island sign (p = 0.032), and satellite sign (p &lt; 0.001) in predictive accuracy for HG. Amongst all prediction models, the PCM presented the highest predictive value for active bleeding.
Conclusions: The Sphericity≤0.56 and SurfaceArea &gt;55 cm2 could represent the optimal threshold for HG prediction. PHM was considered a reliable 3-dimensional morphology model for HG prediction. PCM tended to be a better model for risk stratification of active bleeding in acute ICH patients.
DOI: 10.17632/hf2tt9kxkn
title: AIBangla

description: Automatic handwritten Bangla character recognition (HBCR) is a challenging problem in computer vision due to numerous variation in writing styles of an individual Bangla character and the presence of similarities with other characters in shapes. Considering the complexity of the problem, we need to develop modern convolutional neural network (CNN) for accurate recognition, but unfortunately at present, very few Bangla handwritten dataset contain a large number of image samples for each character suitable for training deep learning-based methods. In this paper, we present AIBangla, a new benchmark image database of isolated handwritten Bangla characters with detailed usage and baseline. Our dataset contains 80,403 hand-written images on 50 Bangla basic characters and 249,911 hand-written images on 171 Bangla unique pattern shapes compound characters written by more than 2,000 unique writers from various institutes across Bangladesh.
DOI: 10.25375/uct.11914398.v1
title: How well do buffer circles capture the ranging behaviours of territorial raptors? Excel data sets for 2019/2020 Masters Thesis

description: Raw data from six species of raptors that evaluate the percentage of GPS fixes and the percentage of the home range area, or 95% kernel area, captured by the buffer circle. In each file, the first worksheet has details on the length of each year and season per each individual; the second worksheet counts the individual and average home range and the percentage of GPS fixes captured by the calculated buffer circle during each year and season; the third worksheet calculates the individual and average percentage of the area captured by the calculated buffer circle; while the fourth worksheet calculates the individual year and average annual percentage of the home range covered by the calculated buffer circle, and at what size does the buffer circle capture 95% of the species' home range.
DOI: 10.17632/4b6vr2zkbm
title: LeLePhid: A Small Images Dataset for Aphids Detection and Area Counting on Lemons Leaf

description: LeLePhid: lemon (Le) leaf (Le) images dataset for aphids (Phid) detection
DOI: 10.6084/m9.figshare.20688687.v2
title: Additional file 2 of EEG resting-state functional connectivity: evidence for an imbalance of external/internal information integration in autism

description: Additional file 2. Backward stepwise regression analyses with age and ASD symptomatology (AQ) as individual predictors on connectivity values (within and between-RSN functional connectivity) that were significantly different between groups. Significant results were obtained only for the TD group. SMN: sensorimotor network; DAN: dorsal attention network; DMN: default mode network; L: left, R: right. RSNs: Resting State Networks.
DOI: 10.6084/m9.figshare.24346693.v1
title: Genotyping data for <i>Quercus</i> <i>aliena</i> and <i>Q</i><i>uercus dent</i><i>ata</i>

description: "SSR_ALL.txt" is the genotyping data for all 538 samples of the <i>Quercus aliena </i>and<i> Quercus dentata</i> scored using Genemarker v. 2.2, then normalized the score by FlexiBinv2 in TXT format.
DOI: 10.6084/m9.figshare.24431146.v7
title: 2016 Glasser MMP1.0 Cortical Atlases

description: The human connectome project's group level multimodal parcellation (MMP; Glasser et al. [2016] Nature) is here projected from surface coordinates into volumetric space using registration fusion. 329 participants from two previously published studies (N=88 and N=241) contributed their individual alignments for registration fusion, all of which were computed by running fmriprep with default parameters and --recon-all to produce freesurfer surface segmentations and alignments. By passing the surface atlas through the subject specific transformations we obtain subject specific projections of the atlas onto two standard templates in widespread use, MNI152NLin6Asym (FSL/HCP "standard" space) and MNI152NLin2009cAsym (fmriprep's default space). Probabilistic parcel labels were derived based on individual subject alignments. Data is available as probability maps for each parcel, and also as labeled parcellations obtained using winner-take-all label assignments and a 0.2 probability threshold, in addition to individual subject segmentations in template space.File dictionary:<br>glasser_MNI152NLin[2009c|6]Asym_atlas.nii.gz - probabilistic maps projected to two templates' spaces<br>glasser_atlas_labels.txt - labels of parcels above, line order corresponds to volume order.<br>glasser_MNI152NLin[2009cA|6]Asym_labeled_p20.nii.gz - winner-takes-all parcellation derived from probabilistic maps (p &gt; 0.2) with a connectome workbench compatible color map.<br>[lr]h_[bmrk5|paingen]_MNI152NLin[2009c|6]Asym.nii.gz - subject specific parcellations projected in templates' space. One per hemisphere<br>[rl]h.HCP.MMP1 - glasser atlas resampled to fsaverage surfaces<br>methods - informal methods description (but still pretty formal)Refer to methods.txt for scanning protocols and participant details.For a comparison with https://figshare.com/articles/dataset/HCP-MMP1_0_projected_on_MNI2009a_GM_volumetric_in_NIfTI_format/3501911 please see README here:<br>https://github.com/canlab/Neuroimaging_Pattern_Masks/tree/master/Atlases_and_parcellations/2016_Glasser_Nature_HumanConnectomeParcellation
DOI: 10.6084/m9.figshare.6021584.v1
title: Experimental data and Analysis

description: (a) Reflection spectrum of the FBG sensing array; (b) Hilbert transform of the reflection spectrum without de-noising; (c) The first derivative of the transformed signal.
DOI: 10.17632/j8rczh9r3g
title: Data for: Nonlinear current-voltage and giant dielectric properties of Al3+ and Ta5+ co-doped TiO2 ceramics

description: These are the raw dielectric parmeters and calculated dielectric properties of all Al+Ta co-doped TiO2 ceramics.
DOI: 10.60893/figshare.sss.27249240.v1
title: 01970-05

description: O KLL
DOI: 10.17632/m7jtb83j66
title: Data for: Regional flood frequency analysis and uncertainties: maximum streamflow estimates in ungauged basins in the region of Lavras, MG, Brazil

description: Streamflow data acquired from the web plataform Hidroweb http://www.snirh.gov.br/hidroweb/serieshistoricas