cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28000112.v2
title: 10,000 RR Interval Data (9500NAF & 500PAF) from 24 h Holter recordings used for atrial fibrillation detection

description: This RR interval dataset is derived from 10,000 cases of 24-hour Holter monitoring data sampled at 128 Hz. Among the cases, 9,500 are labeled as non-atrial fibrillation (NAF), and 500 as paroxysmal atrial fibrillation (PAF). These data have been used in the article "Clinician-AI Collaboration: A Win-Win solution for Efficiency and Reliability in Atrial Fibrillation Diagnosis".The dataset formated as CSV file consists of two columns:<b>rr_interval</b>: Represents the interval between consecutive R-peaks, measured in milliseconds.<b>label</b>: Categorical labels for the beats, where:<code>1</code> indicates AF<code>0</code> indicates NAF<code>-1</code> indicates noise or artifactsEach case is named based on its category. NAF cases are labeled as <code>NAF0001.csv</code> through <code>NAF9500.csv</code>, while PAF cases are labeled as <code>PAF0001.csv</code> through <code>PAF0500.csv</code>.For any questions, please contact the email: hustzp@hust.edu.cn
DOI: 10.6084/m9.figshare.28847240.v1
title: RNA-seq BAM files for sample

description: These files are for open resource .
DOI: 10.6084/m9.figshare.29104934.v1
title: [<sup>11</sup>C]flumazenil ([<sup>11</sup>C]FMZ)

description: Time List and Cassette Layout for the synthesis of Carbon-11 flumazenil (FMZ)Purification of FMZ requires HPLC (and the FASTLab HPLC+ add-on). The time list for the HPLC+ is also included.
DOI: 10.6084/m9.figshare.3979056.v1
title: PRSA Code and Results

description: Code and Results for PRSA Article
DOI: 10.6084/m9.figshare.9555008.v2
title: A spatially-explicit database of wind disturbances in European forests over the period 2000-2018

description: We present a database of wind disturbances in European forests (FORWIND). The data set corresponds the data presented in the paper “A spatially-explicit database of wind disturbances in European forests over the period 2000-2018” which has been submitted to Earth System Science Data (https://www.earth-system-science-data.net/).FORWIND comprises more than 80,000 spatially delineated areas in Europe that were disturbed by wind in the period 2000-2018, and describes them in a harmonized and consistent geographical vector format. The FORWIND dataset contains records as polygon features in shapefile format (.shp). The geometry of a feature is stored as a shape comprising a set of vector coordinates corresponding to the boundaries of the area of a given wind disturbance. Records are georeferenced in geographical coordinates, i.e. latitude and longitude, following the WGS84 standard (EPSG:4326). Basic attributes of each disturbance are provided in an associated table, stored in a .dbf file and include: * identifier code (Id_poly)* date of event (EventDate) * storm name (StormName)* type of event (EventType) * country (Country)* area affected [in hectares] (Area)* perimeter [in meters] (Perimeter) * damage degree [in %] (Damage_deg)* acquisition method (Methods)* data provider (Dataprovid)* source (Source) Missing data are reported as -999.<br> Correspondence to: Giovanni Forzieri (giovanni.forzieri@ec.europa.eu)<br>
DOI: 10.6084/m9.figshare.24849711.v1
title: Apple tree images for trunk detection experiments (YOLOv8 format)

description: This dataset is designed for tree trunk detection in orchard environments using the YOLOv8 format. The dataset focuses apple trees, providing a comprehensive collection of images captured in orchards. The images cover various lighting conditions, weather scenarios, and seasonal changes to ensure robust model performance.The dataset consists of 1580 training images and 176 validation images.<br>
DOI: 10.6084/m9.figshare.28776809.v1
title: S2: A day at the beach: a portrait of British geology through sand

description: Zircon Lu-Hf Data
DOI: 10.6084/m9.figshare.3549681.v1
title: Supplement 1. Source code for parameter estimation.

description: File List example_data.txt MCMC.nb MCMC.txt Description The MCMC sampling was implemented with Mathematica 7.0.1. The code MCMC.nb can be used to apply the estimation scheme to the file example_data.
DOI: 10.6084/m9.figshare.4750675.v1
title: Supplementary Material for: Perceptual Learning of Phonetic Information That Indicates Morphological Structure

description: Familiarity with a talker or accent can facilitate speech perception, but little is known about the acoustic-phonetic knowledge that is acquired during exposure to an unfamiliar talker, particularly with respect to how a talker realises grammatical and prosodic distinctions. The present experiment used relatively natural stimuli and tasks to investigate listeners' adaptation to a phonetic variant that is systematically associated with a morphological context, specifically the English /ri:/ prefix. Results showed that listeners who had previously been exposed to the atypical variant in /ri:/ prefixes in stories scored higher than control listeners in an intelligibility-in-noise task that included instances of the atypical variant. Perceptual learning was partly specific to the /ri:/ prefix, though there was weak generalisation of learning to word-initial /ri:/ syllables that were not prefixes. These results emphasise the value of developing context-sensitive, probabilistic models of speech perception which include multiple, parallel levels of representation.
DOI: 10.6084/m9.figshare.8282909.v1
title: Iba1 & GAD67 8210 GP 1 mid-CNIC panoramas

description: Iba1 & GAD67 8210 GP 1 mid-CNIC panoramas 2019 paper
DOI: 10.17632/h6hdnj35x6
title: Chikungunya virus-specific CD4+ T cells are associated with chronic chikungunya viral arthritic disease in humans. Agarwal et al.

description: This dataset was generated to study T cell responses to chikungunya virus infection. It specifically shows raw values for Figures 1-4 and Figure S1-S3 published in the manuscript "Chikungunya virus-specific CD4+ T cells are associated with chronic chikungunya viral arthritic disease in humans".
DOI: 10.17632/sd5myjggv3
title: Color lightness of velvet ants

description: Here, we address whether color lightness in velvet ants (Hymenoptera: Mutillidae) responds to latitudinal gradients and bioclimatic variations, testing three ecogeographic rules: The Thermal Melanism hypothesis; the Photoprotection hypothesis; and Gloger's rule. We test these hypotheses across the New World. We used photographs of 482 specimens (n= 142 species) of female mutillid wasps and extracted data on color lightness (V). We analyzed whether variation in color is determined by bioclimatic factors, using Phylogenetic Generalized Least Square analysis. The results presented here provide the first evidence that abiotic components of the environment can act as ecological filters and as selective forces driving the body coloration of velvet ants.
DOI: 10.17632/m92x2c2ft8
title: Ethiopian Indigenous Medicinal Plant Species Dataset

description: This dataset provides a comprehensive overview of Ethiopian Indigenous Medicinal Plant. The dataset is collected from gullele botanical garden in the period of October 2022-April 2023.
DOI: 10.6084/m9.figshare.14672133.v1
title: ptsd2019

description: GWAS summary statistics from the Psychiatric Genomics Consortium (PGC)
DOI: 10.6084/m9.figshare.20390538.v1
title: Integration of ATAC-seq and RNA-seq analysis identifies key genes affecting IMF content

description: In this study, we used the assay for transposase-accessible chromatin using sequencing (ATAC-seq) and RNA sequencing (RNA-seq) analysis to identify the accessible chromatin regions and key genes affecting IMF content in one pig breed with extremely high and low IMF content.
DOI: 10.6084/m9.figshare.28877366.v1
title: <b>15.Final Equation Set and Cross-Domain Integration</b>

description: A+M[S] Finalized Equation Set and Cross-Domain Structural IntegrationThis section compiles the finalized A+M[S] equation set, linking quantum field theory, gravitational curvature, entropy flow, and cosmological structure. Each domain—quantum, classical, and cosmological—is unified through a self-consistent entanglement-based scaling system anchored by CLU mathematics. The cross-domain equations demonstrate the model’s predictive power, describing phenomena from particle behavior to black hole dynamics and cosmic expansion without introducing singularities or arbitrary corrections.<br>
DOI: 10.6084/m9.figshare.22726883.v1
title: Codebook and examples of data coding using NVivo

description: The codebook is derived from the theoretical concept of relevant social groups (RSGs) from the Social Construction of Technology framework (Pinch & Bijker, 1984). We coded 12 selected policy documents to identify RSGs and examine their views on fairness and AI application's potential benefits and risks in compulsory education. The unit of analysis was the individual document. More specifically, we read all documents several times. We identified the RSGs, their motives for using AI, the main problems AI can solve and the perceived benefits and risks of using AI. We conducted a manifest analysis, meaning we remained close to the text, describing the visible, such as the words in the text, without trying to infer latent meanings. The attached file provides examples of data analysis, including coding. For each identified group, we created a table that displays sample quotes from the data to exemplify our codes and categories.
<br>
Pinch, T. J., & Bijker, W. E. (1984). The social construction of facts and artefacts: Or how the sociology of science and the sociology of technology might benefit each other. Social Studies of Science, 14(3), 399–441. https://doi.org/10.1177/0306312840140030
DOI: 10.6084/m9.figshare.24431488.v1
title: Platform workers

description: This study aims to evaluate a scale measuring platform control and examine its relationship with work conditions and workers' psychological well-being. A 5-item platform control scale was developed and assessed using data from 487 Taiwanese platform workers across ride-hailing, delivery, and house chore services. Work characteristics, job demands, job control, and work rewards were also evaluated, along with psychological distress using the Copenhagen Burnout Inventory and the Brief Symptom Rating Scale.
DOI: 10.17632/7mw9dfrzgp
title: Income diversification and bank stability: The dataset of Vietnamese commercial banks

description: The data is sourced from publicly audited financial reports of 26 commercial banks in Vietnam. The dataset is applicable for educational and research purposes about the influence of income diversification on the financial stability of commercial banks.
DOI: 10.17632/h9kzt7ktm7
title: Dataset from a Systematic Review with Network Meta-Analysis on Pre-oxygenation Techniques

description: This is a dataset from a systematic review on techniques for pre-oxygenation.
DOI: 10.17632/tdbm9dgw9r
title: Dataset on plot inventories of species diversity and structural parameters of natural and rehabilitated mangrove forest in the Trat Province of Thailand

description: The data presented here is the original data that relates to the research article “A history of the rehabilitation of mangroves and an assessment of their diversity and structure using Landsat annual composites (1987-2019) and transect plot inventories” [1]. The data is presented as a single .xlsx file, with the title “DataTrat2019”. The data sheet contains parameters of indigenous and rehabilitated mangrove forest that includes plot number, province (location), forest type, species, number of trees in each plot, abbreviations (as used in article [1] for the name of the species), branches, mean girth at breast height, mean height per species, number of seedlings per plot, and age (only applicable for rehabilitated mangroves).
DOI: 10.6084/m9.figshare.1305773.v1
title: 100_T_T 1

description: Archive with graphs.
DOI: 10.17632/m5b5zhxkfh
title: MTASpec software for calculating the vibrational IR and Raman spectra of large molecules at ab initio level

description: Fragmentation-based (FB) methods have been developed for enabling ab initio calculations on large molecules and clusters. However, a well-benchmarked FB-based utility, for calculating the vibrational spectra is not available. The present article reports a software package MTASpec, based on the FB-molecular tailoring approach (MTA), for computing the single point energy followed by vibrational IR and Raman spectra for spatially extended molecular systems. Accuracy and efficiency of MTASpec are assessed vis-à-vis their full calculation counterparts for some medium- to large-sized molecular systems using HF, DFT and MP2 theory employing large basis sets. The code is fully automated for use on linux platform, with the Gaussian suite of software at the back-end. It is envisaged that the MTASpec package would enable spectral studies of molecular systems containing ∼100 atoms and/or ∼10000 basis functions employing correlated theories with computational economy.
DOI: 10.17632/nkrfxtbrmc
title: Protocol R code

description: R script to generate Figure 3B in Cid, Marquez-Galera et al., (2021) (https://doi.org/10.1016/j.celrep.2021.109229).
DOI: 10.17632/r5kvc88wgk
title: Data and Questionnaire

description: The provided documents include a Data Codebook, a CSV file containing data, and a Survey Questionnaire. These materials are part of a study aimed at investigating the factors that influence the adoption of web systems by small and medium enterprises (SMEs) in Malaysia. The questionnaire is structured into several sections, each targeting different aspects of web system adoption.
DOI: 10.6084/m9.figshare.20439309.v1
title: Massive Monte Carlo simulations-guided interpretable learning of two-dimensional Curie temperature

description: This repository contains the datasets and ML models from the research work "Massive Monte Carlo simulations-guided interpretable learning of two-dimensional Curie temperature".
DOI: 10.6084/m9.figshare.23961033.v1
title: Diffusion experiment

description: Diffusion of dextran in the griddient device
DOI: 10.6084/m9.figshare.24083952.v1
title: Deposit for "Does the stress axis mediate behavioural flexibility in a social cichlid<i>, Neolamprologus pulcher</i>?<i>"</i>

description: Data and code presented in the study Fischer et al. "Does the stress axis mediate behavioural flexibility in a social cichlid<i>, Neolamprologus pulcher</i>?". It is an experimental study demonstrating that the termination of the stress response in <i>Neolamprologus pulcher</i> mediates behavioural flexibility and fear responses.The deposit includes a text file (README.txt) that contains all necessary information, a data file (Fischer_alldata.csv) and a R-code file (Fischer_R-Script_manipulation of stress axis.R).<br>
DOI: 10.6084/m9.figshare.4811464.v2
title: New Approach to the theory of Gravity: Global Relativity

description: Recently, it has been shown that general theory of relativity, in fact, can be independently derivedwithout using Einstein's general relativity equations. In the approach, the two most used solutions- the Schwarzschild and Reissner Nordstrom solutions - have been derived explicitly. Here, aneasy-to-understand self-contained introduction to the material is edited.The approach, as a matter of fact, is not an alternative to the theory, but another way demon-strating a di erent understanding of the theory of gravitation. Yet, gravity through the basic ideasof the approach is very comprehensible.
DOI: 10.6084/m9.figshare.7742735.v2
title: WACCM4 150 Tg US-Russia

description: 150 Tg injection of soot over US and Russia over one week using CESM-WACCM4.nw_ur_150_07_mini are the monthly output files of the variables: T,PRECC,PRECL,PS,Z3,RELHUM,Q,FSNS,FSDS,CRSOOTMR,CRSOOTRE,AEROD_v
DOI: 10.6084/m9.figshare.7931423.v2
title: ROADKILL RISK AND POPULATION VULNERABILITY IN EUROPEAN BIRDS AND MAMMALS

description: Datasets related to the publication <i>Grilo C, Koroleva E, Andrášik R, Bíl M, González-Suárez M 2020. Roadkill risk and population vulnerability in European birds and mammals. Frontiers in Ecology and the Environment. </i> <br>Data include: birds and mammals roadkill data, birds and mammals traits, predicted roadkill rates for birds and mammals, ranking of birds and mammals regarding the vulnerability to roadkill and shapefiles on the estimated number of individuals roadkilled on birds and mammals and number of vulnerable bird and mammal species.Further details on the dataset at the supplementary material of the publication (WebPanel 1).<strong> </strong><br>
DOI: 10.17632/dzgczt98cz
title: An EMG and IMU Dataset for the Italian Sign Language Alphabet

description: This data repository contains surface electromyography (EMG) and Inertial Measurement Unit (IMU) data collected with the Myo Gesture Control Armband about the gestures of the 26 letters of the Italian Sign Language Alphabet. The dataset contains 780 gesture samples (30 for each letter of the alphabet) and is organized into 26 directories, one for each letter of the alphabet. Each directory includes 30 json files, one for each sample of the gesture representing a letter. Each json file is named using a Global Unique Identifier (GUID), and include the following field: - timestamp, a string representing the date and time of the gesture acquisition. For example, the string “09/07/20/10:03:19” suggests that the gesture and its acquisition were performed the 9th of July 2020, at 10:03:19 a.m. - duration, an integer describing how long was the data acquisition of the gesture in milliseconds. The value is 2000 in all the json files, since the time window for the data acquisition was 2 seconds; - emg, an object representing the EMG data of the gesture. It has two fields - frequency, i.e. the sampling frequency (in Hz) of the values from the EMG sensors. This value is 200 in all the json files; - data, a 400 x 8 integer matrix. Each row is then an 8-dimensional array including the values from the 8 EMG sensors of the Myo Armband. Therefore, data is the time series of the values from the EMG sensors during the acquisition of the gesture; - imu, an object representing the IMU data of the gesture acquisition. It has two fields - frequency, i.e. the sampling frequency (in Hz) of the values from the IMU. This value is 200 in all the json files; - data, a 400 elements length object array. Each object has three fields, namely gyroscope (an array composed by 3 floating point values), acceleration (an array composed by 3 floating point values), and rotation (an array composed by 4 floating point values). The dataset can be used during the training and the testing of algorithms and techniques for automatic gesture recognition and, specifically, for automatic sign language interpretation.
DOI: 10.17632/hp2cdckpdr
title: MangoImageBD: An Extensive Image Dataset of Common and Popular Mango Varieties in Bangladesh for Identification and Classification

description: Type of data: 504 x 1120 px mango images.
Data format: JPEG.
Contents of the dataset: Images (original, processed, and augmented) of common and popular varieties of mangoes in Bangladesh.

Number of classes: Fifteen (15) common and popular varieties of mangoes in Bangladesh - (1) Amrapali, (2) Ashshina Classic, (3) Ashshina Zhinuk, (4) Banana Mango, (5) Bari-4, (6) Bari-11, (7) Fazli Classic, (8) Fazli Shurmai, (9) Gourmoti, (10) Harivanga, (11) Himsagor, (12) Katimon, (13) Langra, (14) Rupali, and (15) Shada.

Number of images: Total number of images in the dataset: 28,515. 
(1) Total original (raw) images of mango cultivars (MangoOriginal) = 5,703, 
(2) Total processed images with a blend of both real and virtual backgrounds (MangoRealVirtual) = 5,703, and
(3) Total augmented images (MangoAugmented)= 17,109.

Distribution of instances: 
(1) Original (raw) images in each class of the mango cultivars (MangoOriginal): Amrapali = 135, Ashshina Classic = 571, Ashshina Zhinuk = 1,286, Banana Mango = 83, Bari-4 = 74, Bari-11 = 1,244, Fazli Classic = 171, Fazli Shurmai = 247, Gourmoti = 630, Harivanga = 265, Himsagor = 106, Katimon = 424, Langra = 120, Rupali = 184, and Shada = 163. 
(2) Processed images with a blend of both real and virtual backgrounds for each class of the mango cultivars (MangoRealVirtual): Amrapali = 135, Ashshina Classic = 571, Ashshina Zhinuk = 1,286, Banana Mango = 83, Bari-4 = 74, Bari-11 = 1,244, Fazli Classic = 171, Fazli Shurmai = 247, Gourmoti = 630, Harivanga = 265, Himsagor = 106, Katimon = 424, Langra = 120, Rupali = 184, and Shada = 163.
(3) Augmented images for each class of the mango cultivars (MangoAugmented): Amrapali = 405, Ashshina Classic = 1,713, Ashshina Zhinuk = 3,858, Banana Mango = 249, Bari-4 = 222, Bari-11 = 3,732, Fazli Classic = 513, Fazli Shurmai = 741, Gourmoti = 1,890, Harivanga = 795, Himsagor = 318, Katimon = 1,272, Langra = 360, Rupali = 552, and Shada = 489.

Dataset size: Total size of the dataset = 1.35 GB and the compressed ZIP file size = 1.16 GB.

Data acquisition process: Images of various mango varieties are captured through high-definition smartphone cameras focusing from different angles.

Data source location: Local wholesale and retail fruit markets located in six geographically distributed districts of Bangladesh, namely Chapai Nawabganj, Dhaka, Panchagarh, Rajshahi, Rangpur, and Satkhira which are renowned for diverse mango cultivation and availability.

Where applicable: Training and evaluating machine learning and deep learning models to identify and classify mango varieties in Bangladesh which can be useful in smart horticulture, precision farming, supply chain automation, ecology and ecosystem health monitoring, and biodiversity and conservation efforts.
DOI: 10.17632/ydhvyy52wb
title: Particle is created by eight lights

description: Today's social progress is entirely a gift of science, but if we look closely, we can easily see that our progress has been made possible by the discovery of the great scientists of the past and the knowledge they have imparted. But the great scientists of the past have shown us only by mathematical solutions. They never imagined that humans would one day travel to space, or that they would actually reach different ‘PLANETS ORBITING THE SUN’. Even today no one has been able to scratch the mathematical or discovery given to them. I respect their contribution. Encouraged by the information that previous scientists have gone through here, I have written each of my articles. I have discussed the structure of atoms and the relationship of light with electrons, protons, neutrons in each of my previous articles. I look at each article from different angles and from different perspectives; I have tried to prove their authenticity by calculating the atomic and light constants, quantum etc. by mathematics. I here would like bring to your attention that whatever is my identity today as scientific inventor from a under developed town of India, where there is no any scope and support from any Govt. or social organization towards this type of research but has to done on my own sacrificing my day to day family needs, is due to Social Media’s (Blog, Twitter, Facebook, Google) and few number of great international organization’s (Like Mendeley data, datacite, Elsevier, narcis.nl. figshare, worldcat, ORCID etc.) kind attention towards my work on "Atomic mass energy primary colour" & “Atomic Mass Energy and Constant.” etc. I know all these discoveries of mine are now a matter of neglect but one day it will be very necessary in the world of science. It’s not an expression of my arrogance, it’s my belief.
DOI: 10.6084/m9.figshare.11858136.v1
title: IGA solid shell - plate in large deformation with Nitsche coupling

description: IGA solid shell - plate in large deformation with Nitsche coupling<br>This zip file contains :a) the BFGS iteration historyb) Paraview file for plate of two patches of thickness t=0.05 and t=0.005c) interface displacement along the interface of two patches<br>Author: Qingyuan Hu from JNU
DOI: 10.6084/m9.figshare.14657391.v1
title: GLA World Cities 2016

description: GLA 2016 - World cities data.