cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cmg7vvxtp3
title: Classical and neural PCA for image compression - Matlab files

description: Matlab scripts, functions and image files for the classical and neural network-based PCA aproaches for lossy image compression. Scripts (require Matlab Deep Learning Toolbox and the helper functions given below): - CPCA_compression.m: image compression/decompression procedure using the classical PCA approach, - APCA_compression.m: image compression/decompression procedure using the neural linear autoencoder, - GPCA_compression.m: image compression/decompression procedure using the GHA neural network. Functions: - prep_diff_image.m: preparing the vectorized difference image frame matrix based on the original image matrix, - prep_decompr_image.m: preparing the reconstructed (decompressed) image matrix based on the reconstructed (decompressed) vectorized difference image frame matrix, - calc_error_coeffs.m: calculating different indicators of the image compression error, - gha.m: training the GHA neural network (Matlab function shared by David Gleich in https://www.cs.purdue.edu/homes/dgleich/projects/pca_neural_nets_website/neural-pca-ica.zip). Images: - baboon.tif, - barbara.tif, - lighthouse.tif.
DOI: 10.17632/mry9z228cv
title: Data for: Research on optimal allocation strategy of multiple energy storage in regional integrated energy system based on increment of operation benefit

description: The datas in this file are the datas of electric load, cooling load and heating load required by users in the industrial park in this example, as well as the predicted output data of fan and photovoltaic.
DOI: 10.17632/n5zzx5m9c9
title: Domestic electrical and hot water load profiles

description: The attached document includes the description and method to produce domestic electrical and hot water load profiles.
DOI: 10.17632/87znj6hptk
title: DATASET: Melanin-based plumage coloration is associated with exposure in tawny owls under novel conditions

description: Dataset associated with paper Melanin-based plumage coloration is associated with exposure in tawny owls under novel conditions
DOI: 10.17632/gr7js662z3
title: Publications on the Shadow banking research

description: All 493 publications on the topic of the Shadow banking on Scopus for bibliometric analysis!
DOI: 10.6084/m9.figshare.12489293.v1
title: COVID19FN_Dataset.csv

description: COVID19FN is a dataset that comprises of labelled news articles of misinformation spread during the Infodemic. It contains approximately 2800 news articles, real and fake, scraped from Poynter and other fact-checking sites. It also contains information such as source URL, publish date and origin country of the news article. Potential applications of this dataset would be to explore various research areas such as classification of intention, study of spatial and temporal features, and linguistic indications that can provide further insight and help mitigate its effect as much as possible.<br>
DOI: 10.17632/dfj4f7fww4
title: Numerical analysis of heat flux through a double-skin façade with controlled cavity temperature

description: This dataset includes the hourly heat flux for variant boundary conditions of a double skin façade (DSF) with controlled- cavity temperature in a two- dimensional time- dependent study. The building element is subjected to varying boundary conditions, including different orientations (azimuth 0°, 90°, 180°, 270°) and weather conditions. This data set provides detailed numerical data on the hourly heat flux, temperatures attained at the exterior and within the building element for six different geometries and for the variant boundary conditions . The external boundary conditions were determined with the use of the PVGIS tool, whereas for the external surface temperature the sol-air temperature equation was applied. The numerical simulation was performed with the use of the finite element (FE) tool Comsol Multiphysics.
DOI: 10.17632/gx9mbxvnf2
title: Raman, ATR-FTIR, WAXD, SAXS, DSC data of PET mono- and PET/PA6 bicomponent filaments

description: Structural data was obtained from monocomponent melt-spun and offline drawn poly(ethylene terephthalate) (PET) monofilaments and melt-spun bicomponent core-sheath PET-polyamide 6 (PET-PA6) fibers. The data comprises: Raman maps of filament cross-sections, attenuated total reflection Fourier transform infrared spectroscopy (ATR-FTIR) spectra, wide-angle x-ray diffraction (WAXD) patterns and azimuthal- and radial profiles, small-angle x-ray scattering (SAXS) patterns, differential scanning calorimetry (DSC) curves and an atomic force microscopy (AFM) image of an embedded fiber cross-section.
DOI: 10.17632/r8fx32jpzy
title: RFID timestamp and electronic survey data for patient experience

description: This dataset has survey data of patient’s experiences and RFID timestamp data for recording patient’s journey in a hospital. RFID machines are deployed at three stations of the hospital namely registration, OPD and doctor front desk. RFID data is recorded using the ZKTeco model K30 RFID machine with RFID tags of 125 kHz and it contains the timestamp information of each patient spent at the station. The survey data is collected using an electronic application developed through the Android technology installed on Tablet PC The timestamp data of each patient is recorded using RFIDs deployed at three stations (registration, OPD, doctor). An RFID tag is given to each patient which he swipes on the station RFID machine which records the patient's timestamp at each station. After visiting the doctor the patient fills the automated survey form that has 18 questions regarding services of six stations on Tablet PC. The survey form is taken from the hospital. The data is used is to develop an algorithm for an automated patient experience system. The hospital service management can take corrective actions by looking at the timestamp data collected through RFIDs to calculate queue time and actual process time to check congestion at each station. The analysis of electronic survey data is useful for hospital service management to check the weak service of the station.
DOI: 10.17632/9b45k4hkdf
title: Android Permissions Dataset

description: This dataset contain a bulk number of extracted permissions from Android applications
DOI: 10.6084/m9.figshare.12473087.v2
title: Table S2. Genomic locations and sequence features of a subset of 87 tySNPs.

description: Using triallelic SNPs for determining parentage in North American yak (Bos grunniens) and estimating cattle (B. taurus) introgression
DOI: 10.17632/h4s7y7fshf
title: Efficacy and safety of tildrakizumab for the treatment of moderate-to-severe plaque psoriasis of the scalp: Week 52 results from a Phase 3b, randomized, double-blind, placebo-controlled trial supplemental material and plain language summary

description: This is the supplemental material and plain language summary for the manuscript titled, "Efficacy and safety of tildrakizumab for the treatment of moderate-to-severe plaque psoriasis of the scalp: Week 52 results from a Phase 3b, randomized, double-blind, placebo-controlled trial" by Sofen H. et al., 2024.
DOI: 10.17632/k6gy38xv89
title: Burmese Grape Leaf Disease Dataset for Computer Vision-Based Plant Health Diagnosis

description: The Burmese Grape Leaf Disease Dataset comprises 3,103 high-quality images categorized into five distinct classes representing various conditions of grapevine leaves. This dataset is curated to support machine learning, deep learning, and computer vision-based applications for automated plant disease recognition and classification. Each image captures clear visual indicators relevant to the health status of the leaf, aiding in effective feature extraction and model training.

Data Collection Details:
Captured Using:
1. Realme 8 (64 MP, f/1.79 aperture)
2. Redmi Note 7 Pro Max (48 MP, f/1.79 aperture)

Data Source Locations:
1. Toponer Lotkon Bagan, Kaligonj-Nagori Road, Nagarvala (Latitude: 23.88658723621705, Longitude: 90.47780500780843)
2. Itakhola Bus Stand, Narsingdi (Latitude: 23.980154076764684, Longitude: 90.7332739352483)

Number of Images: 
1. Healthy: 1006
2. Anthracnose (Brown Spot): 447
3. Insect Damage: 990
4. Powdery Mildew: 296
5. Leaf Spot (Yellow): 364

Data Augmentation Techniques:
To enhance model generalizability and address data imbalance, the dataset was augmented using the following techniques:
1. Brightness adjustment
2. Contrast enhancement
3. Rotation (random angles)
4. Shear transformation
5. Zoom-in and zoom-out scaling

Augmented Images (15,515 Images): 
1. Healthy: 1006*5 = 5,030
2. Anthracnose (Brown Spot): 447*5 = 2,235
3. Insect Damage: 990*5 = 4,950
4. Powdery Mildew: 296*5= 1,480
5. Leaf Spot (Yellow): 364*5= 1,820

Key Applications:
1. Automated Disease Detection: Used to train intelligent systems capable of identifying leaf diseases in real time.
2. Precision Viticulture: Enables AI-based monitoring for better vineyard management and targeted treatment.
3. Computer Vision Research: Provides a benchmark for evaluating classification and segmentation models.
4. Transfer Learning & Mobile Deployment: Suitable for fine-tuning pre-trained CNNs and deploying lightweight models on smartphones and edge devices.
5. Explainable AI in Agriculture: Ideal for interpretability research using saliency maps and XAI tools.
6. Academic and Industrial Benchmarking: Can be used in competitions, thesis projects, or commercial AI prototypes for crop health monitoring.
DOI: 10.17632/hpn8ptr5rw
title: KP and KPdSK movement

description: These video files shows morphological features of lung adenocarcinoma cells with SK1 deletion
DOI: 10.17632/jwkk44trj3
title: Panel Data Generated from Governance, Trade, and Competitiveness Indicators of World Bank Group Platforms

description: This dataset was compiled using the hdData360r R package.

Please cite as:
• Kurbucz, M. T. (2023). hdData360r: A high-dimensional panel data compiler for governance, trade, and competitiveness indicators of World Bank Group platforms. SoftwareX, 21, 101297.

More information can be found at:
• https://github.com/mtkurbucz/hdData360r
DOI: 10.17632/2wm4dvt8d5
title: PYRAMID datasets

description: Datasets used for PYRAMID model
DOI: 10.6084/m9.figshare.24129363.v2
title: Hung et al. Shallowing-induced mixing

description: Data used for the "Rapid shallowing can trigger dramatic ecological changes and challenges within and beyond arid, nutrient-rich lakes" manuscript.In addition to data generated from this study,Fig. 1 and 2 data were adapted from Schroeder, Roy A., William H. Orem, and Yousif K. Kharaka. "Chemical evolution of the Salton Sea, California: nutrient and selenium dynamics." <i>The Salton Sea: Proceedings of the Salton Sea Symposium, held in Desert Hot Springs, California, 13–14 January 2000</i>. Springer Netherlands, 2002. and Reese, Brandi Kiel, Michael A. Anderson, and Christopher Amrhein. "Hydrogen sulfide production and volatilization in a polymictic eutrophic saline lake, Salton Sea, California." <i>Science of the total environment</i> 406.1-2 (2008): 205-218.Fig. 3 data was adapted from Ma, Jinge, et al. "Spatiotemporal pattern of gypsum blooms in the Salton Sea, California, during 2000-2018." <i>International Journal of Applied Earth Observation and Geoinformation</i> 89 (2020): 102090.
DOI: 10.6084/m9.figshare.13110617.v2
title: Training Nurses to Perform Water Swallow Test with Use of Standardized Patients

description: This excel file contains the data reported in a Short Communications manuscript titled "Training Nurses to Perform the Water Swallow Test with Use of Standardised Patients" and submitted to The Asian Pacific Scholar journal. <br>There are three sheets available in the excel file:1) Number of Trainers & Providers trained under the new and previous training model2) Evaluation Form Responses under the new training model3) Evaluation Form Responses under the previous training model
DOI: 10.17632/bws9vcb72w
title: Dysregulated copper transport in multiple sclerosis may cause demyelination via astrocytes DOI: 10.1073/pnas.2025804118

description: Data related to manuscript "Dysregulated copper transport in multiple sclerosis may cause demyelination via astrocytes" by Colombo et al, PNAS July 6, 2021 118 (27) e2025804118 
DOI: 10.1073/pnas.2025804118
DOI: 10.5061/dryad.dc464
title: Data from: Noninvasive assessment of respiratory muscle strength and activity in Myotonic dystrophy
DOI: 10.17632/jbjd5fmggh
title: Source code, sample data, and case study report for pyDRMetrics

description: Supplemental Materials for the article "pyDRMetrics - A Python Toolkit for Dimensionality Reduction Quality Assessment" File list: src/pyDRMetrics.py - the main module src/other py files - dependent modules data/ovarian-cancer-nci-pbsii-data-no-header.csv - SELDI-TOF-MS dataset used in the case stduy. 253 samples. Each sample has 15154 dimensions. data/cancer.csv - A subset of ovarian-cancer-nci-pbsii-data containing 10 normal and 10 cancer samples. DOI: 10.1016/S0140-6736(02)07746-2 data/digits.csv - 40 samples from the MNIST handwritten digits dataset. URL: http://yann.lecun.com/exdb/mnist/ data/raman.csv - Another dataset containing the Raman spectra of 46 infant formula milk powder samples. DOI: 10.1016/j.talanta.2019.120681 notebook.pdf - the code and result for the case study Please Cite: pyDRMetrics - A Python toolkit for dimensionality reduction quality assessment, Heliyon, Volume 7, Issue 2, 2021, e06199, ISSN 2405-8440, https://doi.org/10.1016/j.heliyon.2021.e06199. (https://www.sciencedirect.com/science/article/pii/S2405844021003042)
DOI: 10.17632/n22zvrw5z2
title: Diffusion of halogens (F, Cl, Br, I) in silicic melts

description: This dataset contains raw diffusion profile data of all experiments presented in the study "Diffusion of halogens (F, Cl, Br, I) in silicic melts", submitted to Geochimica et Cosmochimica Acta.
DOI: 10.6084/m9.figshare.24441040.v1
title: BraTS2023 challenge raw data_vol.3

description: Ample multi-institutional routine clinically-acquired multi-parametric MRI (mpMRI) scans of glioma.BraTS2023 challenge raw data_vol.3
DOI: 10.17632/fdhyg8kz8m
title: Replication data and code for "The Laffer Curve for Rules of Origin" by Head, Mayer, and Melitz

description: This site contains data and code to replicate the tables and figures in JIE publication "The Laffer Curve for Rules of Origin" by Head, Mayer, and Melitz. Some of the data used to compute the tau index is confidential and cannot be shared with corporate names attached. That data set has been anonymized for sharing purposes. The other main source of data are reports from the American Automobile Labelling Act. This data is publicly available on the Web from the US government. The version we post here is extracted from the PDF reports for multiple years.
DOI: 10.17632/z8t423rwwd
title: A database of emissivities and absorptivities of metallic materials at low temperatures

description: The uploaded files contain the data from measurements of total hemispherical emissivities and absorptivities of various metallic materials at cryogenic temperatures (in some cases up to room temperature). There are two files for each measurement: a text file with the characteristics of a given sample together with the measured data plus a corresponding graphics file with the temperature dependence of the emissivity or absorptivity. There is also a list of all measurements available in a single Microsoft Excel spreadsheet as well as in a PDF file. The spreadsheet file summarizes all the measurements and enables to filter the presented data with respect to a specific criterion.
DOI: 10.17632/sf9hj564wc
title: Unveiling the Impact of Bank Competition and Insurance Penetration on Stock Market Development

description: This is a preserve data set entitled "Unveiling the Impact of Bank Competition and Insurance Penetration on Stock Market Development".
DOI: 10.6084/m9.figshare.29108204.v1
title: Real-time driving data and road environment data set of unmanned control system in open-pit coal mine

description: Real-time driving data and road environment data set of unmanned control system in open-pit coal mine.The data set can be used for fuel consumption prediction and unmanned truck scheduling.
DOI: 10.17632/6f439pp8d9
title: Three-Dimensional Time Reversal Microwave Imaging of Brain Stroke, Simulation files and codes

description: Simulation files and Matlab codes were created to derive the article results.
DOI: 10.6084/m9.figshare.14229299.v1
title: DataSet for logistics and manufacturing service composition

description: Cloud manufacturing and logistics service composition
DOI: 10.6084/m9.figshare.27934929.v2
title: manta-medicine-yellow_tablet/red_tablet/coated_tablet/capsule

description: manta medicine yellow_tablet/red_tablet/coated_tablet/capsule
DOI: 10.17605/osf.io/ps9jd
title: Fluctuations in Older Adults´ Mental and Cognitive Functioning -pilot study

description: A pilot study assessing feasibility of EMA methods among older adults. 
Participants were community-dwelling older adults recruited in Finland and Belgium. The data was collected between November 2023 and March 2024.
DOI: 10.17632/mhvgtywrxf
title: Android Spyware Detection Using Machine Learning: A Novel Dataset

description: This Dataset Includes network traffic data for the most five-advanced spyware tools used for android (UMobix, TheWiSPY, MobileSPY, FlexiSPY and mSPY)
DOI: 10.17632/znw6pwhcz9
title: Data for: Psychological and Relational Factors in ESRD Hemodialysis Treatment in an Underserved Community

description: This is the raw data to our study.
DOI: 10.6084/m9.figshare.12751736.v4
title: A Genome-Scale Phylogeny of the Kingdom Fungi

description: Scripts, sample information and raw data for fungal phylogenomics
DOI: 10.17632/25wt8xjtjn
title: LINF_170012000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/dvpfx9p342
title: LBsoft: A parallel open-source software for simulation of colloidal systems

description: We present LBsoft, an open-source software developed mainly to simulate the hydro-dynamics of colloidal systems based on the concurrent coupling between lattice Boltzmann methods for the fluid and discrete particle dynamics for the colloids. Such coupling has been developed before, but, to the best of our knowledge, no detailed discussion of the programming issues to be faced in order to attain efficient implementation on parallel architectures, has ever been presented to date. In this paper, we describe in detail the underlying multi-scale models, their coupling procedure, along side with a description of the relevant input variables, to facilitate third-parties usage. The code is designed to exploit parallel computing platforms, taking advantage also of the recent AVX-512 instruction set. We focus on LBsoft structure, functionality, parallel implementation, performance and availability, so as to facilitate the access to this computational tool to the research community in the field. The capabilities of LBsoft are highlighted for a number of prototypical case studies, such as pickering emulsions, bicontinuous systems, as well as an original study of the coarsening process in confined bijels under shear.
DOI: 10.6084/m9.figshare.4867403.v1
title: Experimental temperature and light data

description: Leggat et al 2019 Current Biology
DOI: 10.17632/7f7rcrczxx
title: A Spatial Design Guideline for Supporting Creativity 

description: List of references used for research - A Spatial Design Guideline for Supporting Creativity
DOI: 10.17632/8w52j43gcn
title: Impact Evaluation of Communitary Center in Mexico

description: The Community Center MAPFRE-UP (CCMUP) is located in the town of Santa Fe (Pueblo de Santa Fe), which has been specified as the area of influence or MAPFRE-Universidad Panamericana Community. The objective of this Center is to have a positive impact on the quality of life of its users through different services offered, based on the market study carried out in 2016 (Alas, 2016). Among these areas are assistance in education, development workshops, hospitality, medicine, nursing, health, psychology.

The aim of this research is to measure the impact evaluation of community center from 2022 to 2024.

The sample size was determined from the target population that is delimited by the Pueblo de Santa Fe in Mexico City. The population, according to the Population and Housing Census (CPyV) carried out by the National Institute of Statistics and Geography (INEGI) in 2020, is 8,541 inhabitants. For a finite population of 8,541 inhabitants, with an estimate of 95% confidence, maximum accepted error of .05, and probability of occurrence or heterogeneity of 0.5, the sample size is 368.
 
In 2022, the baseline survey was carried out through the application of 409 questionnaires of 419 questions each, while in 2024, 401 questionnaires with 427 questions were applied to the beneficiaries and non-beneficiaries of the Pueblo de Santa Fe. In the end, two standardized databases of 401 individuals.
DOI: 10.17632/jdkk828csp
title: Data for: MTHFR AND ApoE genetic variants association with Sudden Sensorineural Hearing Loss

description: clinical information & genotyping data
DOI: 10.6084/m9.figshare.7700123.v3
title: THzSecurityImageDataset

description: This is a THz Security Image Dataset. Possible researches on this dataset may include the development of THz quality standards, the selection of the best display mode, the enhancement of images, the modeling of image noise, and the detection of prohibited goods (include groundtruth in "data" file).If you have any questions, you can send a request to humenghan89@163.comPlease cite the following paper if you wish to use our dataset: Menghan Hu, Guangtao Zhai, Rong Xie, Xiongkuo Min, Qingli Li, Xiaokang Yang, Wenjun Zhang, "A Wavelet-Predominant Algorithm can Evaluate Quality of THz Security Image and Identify its Usability," IEEE Transactions on Broadcasting, 2019, accepted.
DOI: 10.17632/npsyv38f6t
title: Data for: Bacterial GMGTs in East African lake sediments: Their potential as palaeotemperature indicators

description: Raw data for East African lake surface sediment data set. Includes lake data, GDGT peak areas and relative abundances.
DOI: 10.17632/nyt677xwfm
title: Modelling Face Memory Reveals Task-Generalizable Representations

description: Data relating to the paper "Someone Like You? Modelling Face Memory Reveals Task-Generalizable Representations"
DOI: 10.17632/855x2zwjd2
title: Scopus source title list: aggregated data (2011-2018)

description: Scopus coverage updates (2011-2018) Data aggregated from Elsevier title list files; it provides: - source ID in Scopus - Title - ISSN - ESSN - Year of the title list file used as source - SNIP - Open access status - Status in the database (Added, previously indexed) - Filed - Subfield - ASJC code