cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28497575.v1
title: <b>User experience in Saudi mobile banking: A comparative sentiment analysis of iOS and Android applications</b>

description: Mobile banking in Saudi Arabia has experienced rapid growth driven by the government’s digital transformation efforts under Saudi Vision 2030, which has prompted the adoption of innovative technologies to improve service delivery across digital financial transformation. User reviews assessments are instrumental in gauging the success of mobile banking applications (apps). Utilizing sentiment analysis allows banking providers to convert customer feedback into actionable insights, which can help improve their services, attract new customers, and retain current customers. In this study, we conducted a comparative sentiment analysis of mobile banking apps in Saudi Arabia across iOS and Android platforms. We systematically analyzed 15,459 iOS and 230,734 Android user reviews in multiple languages from 10 leading Saudi banks. Utilizing a pre-trained sentiment model, we classified user sentiments into three categories: positive, negative, and neutral. Our findings revealed notable discrepancies in user satisfaction among the various banks on iOS and Android platforms. Alrajhi Bank consistently received the strongest positive sentiment on Android, while Banque Saudi Fransi and Saudi Investment Bank received substantial negative feedback on both platforms. Markedly, The Arab National Bank demonstrated high user satisfaction on iOS but faced considerable dissatisfaction on Android. A temporal analysis from 2022 to 2023 indicated improvements in some apps, such as Alinma Bank on iOS, while others, such as the Arab National Bank on Android, were associated with declining user satisfaction. These insights underscore the requirement for bank providers to formulate platform-specific strategies; banks must conduct continuous user feedback reviews. Banks are expected to apply iterative improvements to enhance user experience. Saudi banks should resolve identified pain points by capitalizing on user feedback to strengthen customer loyalty while competitiveness persists in the evolving digital financial landscape.
DOI: 10.6084/m9.figshare.28616723.v1
title: Test dataset for FISH spot detection

description: Test dataset for running FISH detection pipeline @ https://github.com/HastingsLab-LMB/fish_pipeline.
DOI: 10.17632/3pn2rnv2wg
title: Shoplifting Dataset

description: Our proposed dataset will be made publicly available to foster and promote research in human action recognition behaviors, including the development of robbery detection systems, human movement detection systems, safety systems, theft detection systems, and anomaly detection in automatic surveillance cameras.
DOI: 10.17632/n3d8z8v7v6
title: Association between lichen sclerosus and thyroid disease

description: Supplementary data
DOI: 10.17632/sj8yykm6bn
title: Raw data for Sati et al., 2020

description: These datasets are contain Beta gal assay images, DAPI stained nuclei and 3D FISH images from oncogene and replicative senescent cells. The Betagal assay was performed to demonstrate the senescent condition. The DAPI stained nuclei images are from different siRNA treated OIS samples. The FISH images display the presence of SHADs in SAHFs. The Summary of work: While transcriptional and epigenetic changes associated with senescence are well studied, the role of the extensive senescence-associated 3D genome reorganization remains elusive. Here, we have generated genome wide chromatin interaction maps, epigenetic, replication-timing, whole genome bisulfite sequencing and gene expression profiles from cells entering replicative senescence (RS) or upon oncogene induced senescence (OIS). We identify Senescence Associated Heterochromatin Domains (SAHDs). Differential intra vs inter SAHD interactions lead to the formation of senescence associated heterochromatin foci (SAHFs) in OIS but not in RS. This OIS-specific configuration brings active genes located in genomic regions adjacent to SAHDs in close spatial proximity and favours their expression. Finally, screening of factors for SAHF induction revealed DNMT1 as a novel component that induces SAHFs by promoting HMGA2 expression. Upon DNMT1 depletion, OIS cells transition to a 3D genome conformation akin to that of cells in replicative senescence. These data show how multi-omics and imaging can identify critical features of RS and OIS and discover new determinants of acute senescence and SAHF formation.
DOI: 10.6084/m9.figshare.28780586.v2
title: Dataset for "Diffusive and Nonlinear Scattering of Ring Current Protons by Electromagnetic Ion Cyclotron Waves in the Earth's Inner Magnetosphere"

description: This is a dataset for the paper "Diffusive and Nonlinear Scattering of Ring Current Protons by Electromagnetic Ion Cyclotron Waves in the Earth's Inner Magnetosphere", submitted to Journal of Geophysical Research: Space Physics.<br>We evaluate the diffusive and nonlinear scattering of ring current protons by electromagnetic ion cyclotron (EMIC) waves in the Earth’s inner magnetosphere using test particle simulations. EMIC waves are commonly observed inside and outside the plasmasphere with wave amplitudes ranging from 100 pT to several nT. Field-aligned EMIC waves can scatter 1 keV–1 MeV protons counter-streaming with respect to the waves through first order cyclotron resonance. Through the analyses of the proton equatorial pitch angle variations along the field line, our simulations reveal the typical interaction features including quasilinear diffusion for small wave amplitudes, phase trapping and bunching at intermediate and large pitch angles, anomalous phase trapping and positive phase bunching at small pitch angles, and non-resonant scattering at pitch angles and energies outside of the resonance regime. Using different wave amplitudes from 100 pT to 5 nT, we compared the modeling results of proton equatorial pitch angle variations between quasilinear and test particle simulations, and between diffusive scattering and advective effects. For monochromatic He-band EMIC waves at L = 5, the interaction between protons and EMIC waves with amplitudes below 500 pT could be described as a diffusive process and quantified by quasilinear theory; nonlinear interactions and advection effects become important for wave amplitudes larger than 1 nT. The interactions between EMIC waves and ring current protons are analogous to the interactions between whistler-mode chorus waves and radiation belt electrons described in previous studies, despite the quantitative differences in the wave amplitude threshold of quasilinear diffusion applicability.
DOI: 10.6084/m9.figshare.28832450.v2
title: complex optical constants as functions of wavelengths, of the thin film of S1 (TPPO +Cz) and S4 (DPPO+TPA) deposited on silicon, by spectroscopic ellipsometry.

description: We obtained complex optical constants, viz. refractive indices and extinction coefficients as a function of wavelengths, of the thin film of S1 (TPPO +Cz) and S4 (DPPO+TPA) deposited on silicon, by spectroscopic ellipsometry. These values are useful in obtaining steady-state and transient-state behavior for OLED devices in the OLED simulation suite SETFOS.<br>
DOI: 10.6084/m9.figshare.3806487.v6
title: A few simple steps to improve the description of group results in neuroscience

description: Reproducibility package containing data, code and final plots of Figures 1 & 2 of this editorial in the European Journal of Neuroscience:<br>A few simple steps to improve the description of group results in neuroscienceGuillaume A. Rousselet, John J. Foxe and J. Paul Bolamin press<br>Figure 1 was made in R, using a dataset created for the editorial.<br>Figure 2 was made in Matlab, using a dataset and code that are part of a larger Matlab ERP tutorial available here:<br>Rousselet, G. (2016). Introduction to robust estimation of ERP data. figshare.https://dx.doi.org/10.6084/m9.figshare.3501728<br>See also related blog posts on data visualisation here:https://garstats.wordpress.com/<br>
DOI: 10.6084/m9.figshare.7011524.v3
title: Depth-to-Bedrock Map of China

description: Depth-to-bedrock maps of China (divided into 2 blocks: DTB100_ENSEMBEL_BLOCK*.tif) at a spatial resolution 100 meters, produced based on an ensemble model.Depth-to-bedrock maps of China(DTB_QRF_MEAN_100.tif) with uncertainty map (divided into 2 blocks: DTB_UNCERTAINTY_BLOCK*.tif) of prediction at at a spatial resolution of 100 meters, produced based on quantile regression forests model.
DOI: 10.6084/m9.figshare.7885742.v1
title: Higurashi et al_R1_SupplementalTable_S2.docx

description: Higurashi et al_R1_SupplementalTable_S2.docx<br>
DOI: 10.6084/m9.figshare.9925115.v2
title: Gene expression and annotation data. VAE supplement

description: This dataset contains the following tables:ST1 - original_expression.csv -- original raw gene expression counts from scRNA-Seq experiments from DOI: 10.1016/j.cell.2018.02.001 (https://figshare.com/articles/MCA_DGE_Data/5435866) -- only mammary gland samples were used hereST2 - transfer_annotation.csv -- the table with samples annotation (both original and those obtained with style transfer)ST3 - reconstructed_expression.csv -- gene expression values of original samples obtained with our VAE model<br>ST4 - transferred_expression.csv -- semisynthetic samples obtained with style transferSF1 - model training pseudocode
DOI: 10.6084/m9.figshare.14534025.v1
title: Supplementary Material for: Application of Cellular Resolution Full-Field Optical Coherence Tomography in vivo for the Diagnosis of Skin Tumours and Inflammatory Skin Diseases: A Pilot Study

description: <b><i>Background:</i></b> Optical coherence tomography (OCT) has been shown to provide non-invasive diagnosis of common skin neoplasms, especially basal cell carcinoma. OCT produces a cross-sectional view of the tissue, similar to a traditionally sectioned histopathological view, but the resolution of conventional OCT is low and thus limits clinical application. <b><i>Objectives:</i></b> This study aimed to investigate the application ability of a full-field (FF)OCT system which was newly developed to scan the skin at the cellular level. <b><i>Methods:</i></b> Patients with skin tumours or inflammatory lesions warranting biopsy were consecutively enrolled. All lesions underwent clinical, dermoscopic, and OCT assessment, followed by routine biopsy. The adjacent normal skin was scanned for comparison. OCT images were interpreted (blinded to the biopsy results) and then compared with the histopathological diagnosis. <b><i>Results:</i></b> A total of 111 patients with 115 lesions completed the protocol, including 80 skin tumours, 28 inflammatory diseases, and 7 other diseases. Of the OCT images, 43.5% were of good quality and show expected features. Identifiable features of actinic keratosis, Bowen’s disease, basal cell carcinoma, extramammary Paget’s disease, seborrheic keratosis, large cell acanthoma, bullous pemphigoid, interface dermatitis, lichenoid tissue reaction, and psoriasis were demonstrated. Lesions are located deeply, and so some features were out of the field of view, accounting for 40.0% (46/115). <b><i>Conclusions:</i></b> This study expanded the ability of FFOCT for the clinical diagnosis of various skin conditions. This new optical technique can clearly visualise skin lesions located in the epidermis and upper dermis. It provided an effective way to perform digital skin biopsy in superficial skin diseases.
DOI: 10.6084/m9.figshare.25062398.v1
title: TickBirdData

description: This repository hosts data related to a comprehensive study on the influence of life history traits, habitat characteristics, and phylogeny on the risk of tick infestation in wild birds in the tropical region. The dataset includes detailed information on over 3488 birds, 322 species, 41 families, and 20 orders. Also include infestation prevalence, identified tick species, and the habitat characteristics where infested birds were found. Additionally, includes the R code to assess tick infestation probability on birds using Phylogenetic Generalized Linear Mixed Bayesian Models (PGLMM).
DOI: 10.6084/m9.figshare.28902446.v1
title: Supplementary Material for: Cardiovascular Events in Lupus Nephritis; A Systematic Review and Meta-Analysis

description: Background: Systemic lupus erythematous (SLE) is known to be associated with cardiovascular events (CVE). However, the incidence of CVE has not been thoroughly investigated in lupus nephritis (LN) patients. In this meta-analysis, we aim to assess the incidence of CVE in patients with LN. 
Methods: We performed a literature search in PubMed, Scopus, and Web of Science database for studies reporting CVE (myocardial infarction (MI), heart failure, cerebrovascular accident (CVA) (i.e ischemic or hemorrhagic stroke, or transient ischemic attack), any cardiovascular or cerebrovascular-related disease or death) in patients with LN. In addition, subgroup analyses were conducted according to geographical locations and kidney disease status. We also separately reported the incidence rate of MI, CVA, and cardiovascular or cerebrovascular-related deaths, with CVE and MI risk in patients with LN.
Results: Twenty-one records, encompassing 29489 subjects, were included. The overall CVE incidence was 9% (95% confidence interval (CI): 6%-12%). Specifically, the incidence of MI (8 studies, n= 5735), CVA (9 studies, n= 6053), and mortality attributed to any cardiovascular or cerebrovascular disease (10 studies, n= 26511) were 4% (95%CI: 2%-7%), 4% (95%CI: 2%-7%), and 5% (95%CI: 3%-7%), respectively. Geographically, patients residing in Asia exhibited a lower incidence of CVE (2.3%, 95%CI: 1.6%-3.3%) compared to those residing in North America (10.1%, 95%CI: 5.7%-17.2%) and Europe (13.3%, 95%CI: 7.6%-22.4%). Patients with LN had higher risk of CVE compared to SLE subjects (hazard ratio: 1.18, 95%CI: 1.03-1.34, P= 0.014).
Conclusions: CVE occurrence among individuals with LN, is significant, and this disease entity increases CVE risk, highlighting the importance of implementing early therapeutic interventions to prevent poor outcomes.
DOI: 10.6084/m9.figshare.22785728.v1
title: Datasets of core Huohuahai in Jiuzhaigou

description: Datasets includes XRF data, magnetic susceptibility and detritus content of the core Huohuahai in Jiuzhaigou.
DOI: 10.6084/m9.figshare.28888778.v1
title: <b>Antibiotic contamination in China's environment</b>

description: The data were collected through a systematic search of the published literature. Studies were identified using electronic databases such as PubMed, Web of Science, and Google Scholar. Key search terms included “antibiotic”, “China”, “water”, “manure”, “soil”, “sediment”, “biota”, “human”, and specific antibiotic classes (e.g., fluoroquinolones, tetracyclines, sulfonamides). Only studies published in peer-reviewed journals and available in English or Chinese were included. Data were extracted from studies that reported antibiotic concentrations in the specified environmental matrices.
DOI: 10.17632/z8ks4f5vy5
title: Book Higher Order Dynamic Mode Decomposition and its applications: MATLAB codes

description: This repository contains the MATLAB codes presented in the book: 'Higher order dynamic mode decomposition and its applications' , by J.M. Vega & S. Le Clainche, ISBN: 9780128197431, 2020.
DOI: 10.6084/m9.figshare.12233156.v1
title: CRIC Cervix Classification

description: Classification based on Bethesda system of 400 images from microscope slides of the uterine cervix using the conventional smear (Pap smear). Data visualisation of classification available at http://database.cric.com.br/.
DOI: 10.6084/m9.figshare.12827390.v1
title: New Evidence of State Variation in Medicaid Payment Policies for Dual Medicare-Medicaid Enrollees: Policy Database and Index

description: These data track state Medicaid programs' policies for paying Medicare's cost sharing for low-income individuals who have Medicare and Medicaid ("dual eligibles"). Our database focuses on Medicaid policies for paying the cost sharing for outpatient and physician services covered by the Medicare Part B program. We track state policies longitudinally from 2004-2018 based on information abstracted from online Medicaid policy documents, legal databases, and policy data reported to us by 22 state Medicaid programs. We also developed a Medicaid payment index, which reflects the proportion of the Medicare Part B allowed amount (i.e., price) for physician office visits that providers would expect to be paid per service provided to a dual eligible patient, in aggregate from Medicare and Medicaid, given these state policies. One version of this index reflects payments to physicians who qualified for higher Medicaid fees under the Affordable Care Act's Medicaid Fee Bump (implemented nationally from 2013-14) and one version reflects payments to physicians who were ineligible for the fee bump.<br>Download the attached Excel files to retrieve the database and additional documentation. The compressed folder 'final document library' contains the original source policy documents (in PDF format) that are catalogued in the database.<br><br>More detail about this database and our findings can be found in the article:<br>Roberts ET, Nimgaonkar A, Aarons J, Tomko H, Shartzer A, Zuckerman SB, and James AE. "New Evidence of State Variation in Medicaid Payment Policies for Low-Income Medicare Beneficiaries," <i>Health Services Research</i> 2020 (doi: 10.1111/1475-6773.13545).
DOI: 10.6084/m9.figshare.1573032.v1
title: Information on Les Miserables network used in Evans and Lambiotte 2010.

description: This contains information on the Les Miserables graph and analysis used in Evans and Lambiotte 2010. Both the raw input networks and the output with the results are listed here along with some of the visualisation files. A file with further information is included.
DOI: 10.6084/m9.figshare.8319878.v1
title: Shape files

description: Shape files for the code and analysis in "Landscape-level validation of allometric relationships for carbon stock estimation reveals bias driven by soil type"
DOI: 10.17632/kk8h65th9n
title: IMFI: Indian Medicinal Flower Image Dataset

description: IMFI: Indian Medicinal Flower Image Dataset is a well compiled dataset consisting of high-quality images of medicinal flowers found in the Indian geographical area. These flowers have medicinal properties and are used in traditional and natural medicinal practices. The dataset is divided into 28 classes of flowers and has 6,316 images in total. All the images in the dataset are cropped and are in equal ratios of dimension (1:1). The data was gathered from various parts of Kerala and Karnataka, India.
DOI: 10.6084/m9.figshare.22151687.v2
title: Temporarily anonymous

description: Temporarily anonymous
DOI: 10.6084/m9.figshare.24623805.v2
title: Supplementary Materials for "Ensemble dynamics and information flow deduction from whole-brain imaging data"

description: This dataset is materials for a paper entitled "Ensemble dynamics and information flow deduction from whole-brain imaging data" (now in press at PLoS Comp Biol, https://doi.org/10.1371/journal.pcbi.1011848)The preprint is on bioRxiv 2022.11.18.517011 (https://doi.org/10.1101/2022.11.18.517011)This dataset includes following materials:<br>File1 Fig. Result of 4D imaging in 24 samples.File2 Note. Demonstration of typical temporal dynamics extracted by TDE-RICA.File3 Fig. Results of TDE-RICA for 94 selected neurons of 10 selected samples.File4 Fig. Completing missing values by TDE-RICA by matrix factorization.File5 Fig. Results of TDE-RICA with matrix factorization for all 177 neurons of all 24 samples.File6 Note. TDE-RICA to simple time series data with different time-delay stepsFile7 Data. TDE-RICA to the whole-brain activity dataset with different time-delay stepsFile8 Fig. Changes in neural activity induced by NaCl stimulationFile9 Fig. Cross-correlation functions of motif occurrences averaged across samples.File10 Fig. Determination of hyperparameters for gKDR-GMMFile11 Fig. Simulation results of gKDR-GMMFile12 Fig. Overview of simulation results of gKDR-GMMFile13 Fig. Lagged cross-correlation of all combinations of neurons for all samplesFile14 Fig. Activity profile of example neuron pairs with lagged correlationFile15 Fig. Simulation results by gKDR-GMM, evaluated by TDE-RICAFile16 Fig. Periodic mean of neuronal activities to visualize same periodicity as sensory inputFile17 Fig. Probabilistic and deterministic modelsFile18 Fig. Mean log likelihood values for each neuron in each sample.File19 Fig. Estimation of synaptic connection strength.File20 Fig. Mean synaptic weights from each sample are shown as graph representationFile21 Fig. Results of virtual optogenetics experimentsFile22 Fig. Number of “presynaptic neurons” used for the prediction modelsFile23 Fig. Outline of gKDR-GMMFile24 Fig. Simulation results by gKDR-GPThe code for TDE-RICA will be found in the github repository (https://github.com/YuToyoshima/TDE-RICA)The code for gKDR-GMM will be found in the github repository (https://github.com/yuichiiino1/gKDR-GMM).The dataset used in these analysis will be found in the figshare repository (https://doi.org/10.6084/m9.figshare.21968078)
DOI: 10.6084/m9.figshare.25956148.v1
title: Dataset.xlsx

description: Social media posts collected from an online ADHD community in Korea between January 1, 2021, and December 31, 2022.
DOI: 10.17632/6r68k3tdxy
title: Solar Radiation Dataset of Bahir Dar City

description: The data for sunshine, rainfall, wind speed, and relative humidity of Bahir Dar city in Ethiopia included from 2018 to 2022 G.C.
DOI: 10.6084/m9.figshare.24498583.v1
title: NM_PIM-1_Literature survey

description: Data set of (fresh) PIM-1 membranes for gas separation
DOI: 10.6084/m9.figshare.5598619.v1
title: Supplementary Material for: One-to-One Correspondence Locations of Resected Polyps after Endoscopic Resection Using Catcher Tagged Method: A Randomized Prospective Study

description: <b><i>Background/Aims:</i></b> Multiple colorectal polyps with a diameter in the range of 10–19 mm are unable to be retrieved through a 3-mm endoscopic channel by the aspiration method. This study aims to assess the usefulness of Catcher Tag retrieval, which not only allows the accurate identification of the resected location but also enables the easiest retrieval in a short time without any special device. <b><i>Methods:</i></b> One hundred thirty five patients (483 polyps) were diagnosed with colorectal neoplasm, and 64 patients (225 polyps) were enrolled and randomly allocated into the Net forceps group (NET) and the Catcher Tagged group (TAG). In TAG, 3 types of colored ring-threads were used to retrieve resected polyps. After local injection of natural saline, ring-threads were placed close to polyps. The primary outcome was the number of one-to-one correspondence locations (UMIN000020826). <b><i>Results:</i></b> There was significant difference in one-to-one correspondence (<i>p =</i> 0.004). The average retrieval procedure time was 13.56 ± 3.47 (min) in NET and 3.55 ± 1.68 in TAG (<i>p</i> = 0.006). In NET, 1 polyp in each of 4 cases was lost during endoscopic mucosal resection and 2 polyps were lost in 1 case. In TAG, no polyp was lost (<i>p</i> = 0.016). <b><i>Conclusion:</i></b> The Catcher Tagged method is very useful for accurate one-to-one correspondence locations and pathological evaluation, and easy-to-retrieve multiple resected specimens.
DOI: 10.6084/m9.figshare.8234039.v1
title: Ascites training data

description: Training dataset for the Ascites data.<br>
DOI: 10.6084/m9.figshare.16553268.v1
title: FLOW_ESTIMATION_1990_2015_by_POB_O_D.csv

description: Refugee Migration Flows