cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5765ch5vn3
title: HOPE-Natal

description: This data is referent to publication the case-control study "Movement Behavior during Pregnancy and Adverse Maternal–Fetal Outcomes in Women with Gestational Diabetes". The authors share this data according to policies open access to Research and Publication Ethics of MDPI journals. The original data regarding the outcomes are available in this public repository in order to independent verification of research results.
DOI: 10.17632/c9syr5zcsk
title: The Role of Sharia Banking in Strengthening the Assets of Village-Owned Enterprises in Indonesia

description: Data used in the article the role of sharia banking in strengthening the assets of village owned enterprises in Indonesia
DOI: 10.17632/m9777t52kc
title: Heat Map - Hindustan Unilever Limited (1 year data)

description: Data Reading and Preparation:

Imports the required libraries: pandas, seaborn, and matplotlib.pyplot.
Reads the CSV file containing financial data of a stock (HINDUNILVR.NS.csv) using Pandas' read_csv() function.
Selects numeric columns (excluding non-numeric) from the dataset using select_dtypes() based on the specified data types (int64 and float64).
Correlation Analysis:

Calculates the correlation matrix using the corr() function on the selected numeric columns. This matrix displays the correlation coefficients between pairs of numeric variables.
Visualization:

Generates a heatmap using Seaborn's heatmap() function to visualize the correlation matrix.
The heatmap depicts the strength and direction of relationships between the selected numeric columns using color gradients. Higher positive correlations are shown in warmer tones (e.g., red), while negative correlations are represented in cooler tones (e.g., blue). The color intensity signifies the strength of the correlation.
The annot=True parameter adds the correlation coefficient values to the heatmap cells.
The title "Correlation Between Numeric Columns" is added to the heatmap.
The resulting visualization, presented as a heatmap, offers an intuitive way to interpret and understand the relationships between different numeric variables in the financial dataset. Strong correlations (positive or negative) are highlighted, aiding in identifying potential patterns or dependencies among the variables. The numerical annotations provide exact correlation values, facilitating a more detailed analysis of the relationships within the dataset.
DOI: 10.6084/m9.figshare.12906824.v3
title: Ext. Fig. 1-3_UPS_LE-IPES

description: SF1_UPS_LE-IPES.txt: UPS and LE-IPES spectra of ITIC-4F, ITIC-4Cl, ITIC, ICC6 and PC71BM<br>SF2_UPS_LE-IPES.txt: UPS and LE-IPES spectra of PBDB-T-SF, IDTTBM, O-IDTBR, Y6 and BT-CIC<br>SF3_UPS_LE-IPES.txt: UPS and LE-IPES spectra of PBDB-T-2F, PTB7-Th, DR3, IEICO and IEICO-4F<br>As presented in Extended data Figures 1, 2 and 3, respectively.<br>
DOI: 10.6084/m9.figshare.27887886.v1
title: Supplementary Material for: Psychological Mediators of the Association between Obesity and Symptoms of Depression, Anxiety and Stress

description: There is still paucity of knowledge about which factors can mediate the link between obesity and mental health problems. This study aims to investigate psychological mediators of the association between different weight profiles (healthy, overweight, and obesity) and symptoms of depression, anxiety, and stress. A sample of 407 adults (&gt; 18 years old) with different weight profiles recruited from general population was assessed for symptoms of depression, anxiety, and stress, and dimensions of emotion regulation and body investment / body image. Robust regression and robust mediation analyses were employed to investigate predictors and mediators of mental health outcomes in relation to different weight profiles. Body investment difficulties in relation to body image and body care, and emotion regulation difficulties related to a tendency toward negative secondary responses to negative emotions, and / or denial of distress, significantly mediated the association between obesity and symptoms of depression. The association between obesity and symptoms of anxiety and stress was significantly mediated by body investment difficulties related to body image concerns. The current study brings evidence on specific dimensions of emotion regulation and body image that play a key role for the co-occurrence of mental health problems in individuals with obesity.
DOI: 10.6084/m9.figshare.17211968.v2
title: List of accidental epiphytes in Europe (Open Research)

description: List of species observed as accidental epiphytes in Europe with lifespan, location of observation, and reference<br>
DOI: 10.6084/m9.figshare.28129568.v1
title: Figure3.xlsx

description: Data for figure3 and figure4.
DOI: 10.6084/m9.figshare.28430270.v1
title: AQP3 K282_supplement.pdf

description: Supplementary methods and figures from Huynh et al. 2025.
DOI: 10.6084/m9.figshare.6993545.v1
title: Supplementary Material for: miR-146a Mimics Attenuate Allergic Airway Inflammation by Impacted Group 2 Innate Lymphoid Cells in an Ovalbumin-Induced Asthma Mouse Model

description: <b><i>Background:</i></b> The prevalence of allergic asthma has increased dramatically. Previous studies have found that the microRNA 146a (miR-146a) expression in asthma inhibits cell proliferation and promotes apoptosis of bronchial smooth muscle cells. We aimed to investigate the effect of miR-146a mimics on ovalbumin (OVA)-induced asthma in a mouse model. <b><i>Methods:</i></b> Inflammatory cell infiltration in bronchoalveolar lavage fluid (BALF) was measured by flow cytometry. Levels of OVA-specific immunoglobulin E (IgE) in serum and cytokines in BALF were examined by enzyme-linked immunosorbent assay. For monitoring the airway, the Penh value (% baseline) was measured using a whole-body plethysmograph. <b><i>Results:</i></b> In OVA-induced asthmatic mice, miR-146a significantly suppressed the infiltration of inflammatory cells in BALF and decreased the levels of OVA-specific IgE and T helper 2 cell type cytokines. In addition, miR-146a inhibited the OVA-induced airway hyperresponsiveness and the group 2 innate lymphoid cell responses. Moreover, the effects of miR-146a mimics were dependent on interleukin 33 stimulation. <b><i>Conclusions:</i></b> Our results suggest that miR-146a mimics might serve as an attractive candidate for further preclinical studies as an anti-inflammatory treatment of asthma.
DOI: 10.17632/phyn4kgsfx
title: 86 PFLOPS Deep Potential Molecular Dynamics simulation of 100 million atoms with ab initio accuracy

description: We present the GPU version of DeePMD-kit, which, upon training a deep neural network model using ab initio data, can drive extremely large-scale molecular dynamics (MD) simulation with ab initio accuracy. Our tests show that for a water system 12, 582, 912 of atoms, the GPU version can be 7 times faster than the CPU version under the same power consumption. The code can scale up to the entire Summit supercomputer. For a copper system of 113, 246, 208 atoms, the code can perform one nanosecond MD simulation per day, reaching a peak performance of 86 PFLOPS (43% of the peak). Such unprecedented ability to perform MD simulation with ab initio accuracy opens up the possibility of studying many important issues in materials and molecules, such as heterogeneous catalysis, electrochemical cells, irradiation damage, crack propagation, and biochemical reactions.
DOI: 10.25375/uct.5827572.v1
title: Survey of participation capability sufficiency in 4 EIA public participation case studies using evaluative Likert scales

description: This data set presents the non-mandatory responses of 129 stakeholders in four South African Environmental Impact Assessments. the research was conducted between 2014 and 2015. The responses indicate stockholder's self-assessed capabilities for achieving meaningful public participation and reflects their participation experiences.
DOI: 10.6084/m9.figshare.13499409.v2
title: Influence of native endophytic bacteria on the growth and bacterial crown rot tolerance of papaya (Carica papaya)

description: Supplementary Files
DOI: 10.6084/m9.figshare.28078913.v1
title: Correlation between Posterior Teeth Loss and Temporomandibular Joint Disorder Symptoms in Adult Patients

description: The relationship between TMD and loss of posterior teeth is still a subject of continuous discussion and remains a controversial issue. The present study aimed to find a correlation between posterior teeth loss and TMJ disorder symptoms in adult patients
DOI: 10.17632/4yf4kwwwnd
title: Data for: Semi-analytical Optimal Solution for Maximum Buckling Load of Simply Supported Orthotropic Plates
DOI: 10.17632/jg8sd9p42r
title: Industrial Policy Persistence and Local Economic Performance: The Role of Subsidy Allocation in China

description: This is the replication package for "Industrial Policy Persistence and Local Economic Performance: The Role of Subsidy Allocation in China".
DOI: 10.17632/xfcyrffhy7
title: Dataset of Indonesian Women’s Reproductive, High-Fat Diet and Body Mass Index Risk Factors for Breast Cancer

description: This dataset describes a survey presenting reproductive, high-fat diet, and body mass index (BMI) determinant factors for breast cancer among Indonesian women
DOI: 10.26188/28340078.v1
title: Frailty in Early Rehabilitation

description: The Frailty in Early Rehabilitation dataset is for the 2021 calendar year as described in the publication by Jones JRA, Berney S, Michael C, et al. Association between frailty and physical function recovery of people who received physiotherapy early rehabilitation during acute hospitalisation: An observational cohort study. <i>The Journal of Frailty & Aging</i>. 2025;14(3):100052. https://www.sciencedirect.com/science/article/pii/S226013412500043X. doi: 10.1016/j.tjfa.2025.100052..
DOI: 10.6084/m9.figshare.24424801.v1
title: MERFISH data for mouse brain with fear condition

description: <b>Spatial and single-cell transcriptomics reveal neuron-astrocyte interplay in long-term memory</b>Memory encodes past experiences, thereby enabling future plans. The basolateral amygdala (BLA) is a center of salience networks that underlie emotional experiences and thus plays a key role in long-term fear memory formation. Here we used spatial and single-cell transcriptomics to illuminate the cellular and molecular architecture of the role of the basolateral amygdala in long-term memory. We identified transcriptional signatures in subpopulations of neurons and astrocytes that were memory-specific and persisted for weeks. These transcriptional signatures implicate neuropeptide and brain-derived neurotrophic factor (BDNF) signaling, mitogen-activated protein kinase (MAPK) and cAMP response element-binding protein (CREB) activation, ubiquitination pathways, and synaptic connectivity as key components of long-term memory. Strikingly, upon long-term memory formation a neuronal sub-population defined by increased <i>Penk</i> and decreased <i>Tac</i> expression constituted the most prominent component of the BLA’s memory engram. These transcriptional changes were observed both with single-cell RNAseq and with single-molecule spatial transcriptomics in intact slices, thereby providing a rich spatial map of a memory engram. The spatial data enabled us to further discover that this neuronal subpopulation interacts with adjacent astrocytes, and functional experiments then showed that neurons require interactions with astrocytes to encode long-term memory.Single cell RNAseq data is available at GSE246147
DOI: 10.6084/m9.figshare.26139085.v4
title: <b>Cenozoic crustal shortening and structural </b><b>transition</b><b> in the N</b><b>W</b><b> Yunnan </b><b>basin</b><b> </b><b>region,</b> <b>SE</b><b> Tibetan Plateau</b>

description: Striking changes in kinematics and deformation styles often occur in convergent orogens in the later stages of their tectonic evolution, such as in the southeastern Tibetan Plateau, which transitioned from transpression to transtension and experienced kinematic reversal on regional fault systems since the Miocene, approximately 40 Ma after the initial collision. Although this shift has long been identified, the spatial patterns of onset and driving mechanisms are unclear, hindering an understanding of the processes and dynamics of intracontinental orogeny. We target the NW Yunnan basin region in the SE Tibetan Plateau. We conduct an integrative study of apatite (U-Th)/He and fission track thermochronology along with structural and sedimentary analysis to decipher the structural evolution of this region. Nearly E-W-directed shortening may have occurred during the Eocene to Oligocene, forming various-scale thrust and fold systems, widespread exhumation, and topographic uplift. Combined with existing data, this region has undergone a transition to transtension during the late Miocene-Pliocene, forming basin-and-range style landscapes. Furthermore, we explore the crustal deformation patterns and kinematics of major active faults based on newly processed geophysical data. Thickened crust in a hyper-oblique convergent zone would raise the temperature at depth and weaken the long-term strength of the upper mantle, especially in the presence of water. Such lithospheric conditions are more prone to localized tectonics and can cause late-stage orogenic gravitational collapse, driving striking structural transitions in the NW Yunnan basin region.
DOI: 10.6084/m9.figshare.5854593.v1
title: dataset_plosone.zip

description: 168 statokinesigrams from 24 fall prone and 60 non fall prone individuals, all &gt;65 years old. Each individual has 2 statokinesigrams, one with open eyes and one with close eyes (romberg test protocol). This dataset is linked with the paper :<br><br>"On the Importance of Local Dynamics in Statokinesigram: A Multivariate Approach for Postural Control Evaluation in Elderly"<br><br>Ioannis Bargiotas, Julien Audiffren, Nicolas Vayatis, Pierre Paul Vidal, Stephane Buffat, Alain P. Yelnik, Damien Ricard<br><br>Plos One 2018<br><br><br>
DOI: 10.6084/m9.figshare.9631910.v1
title: Supplementary Material for: Efficacy, Safety, and Tolerability of Switching from Oral Cholinesterase Inhibitors to Rivastigmine Transdermal Patch with 1-Step Titration in Patients with Mild to Moderate Alzheimer’s Disease: A 24-Week, Open-Label, Multicenter Study in Japan

description: <b><i>Background:</i></b> Few studies have investigated treatment options for patients with Alzheimer’s disease (AD) showing a poor response to oral cholinesterase inhibitors (ChEIs) in Japan. <b><i>Objective:</i></b> To investigate the efficacy and safety of switching from oral ChEIs to rivastigmine transdermal patch in patients with AD. <b><i>Methods:</i></b> In this multicenter, open-label, phase IV study in outpatient clinics in Japan, patients with mild-moderate AD who had a poor response to or experienced difficulty in continuing donepezil or galantamine were switched to rivastigmine transdermal patch (5 cm<sup>2</sup>; loaded dose 9 mg, delivery rate 4.6 mg/24 h) with a 1-step titration in week 4 (10 cm<sup>2</sup>; loaded dose 18 mg, delivery rate 9.5 mg/24 h), which was continued for 4 weeks in the titration period and 16 weeks in a maintenance period. The primary endpoint was the change in Mini-Mental State Examination (MMSE) total score from baseline to week 24. <b><i>Results:</i></b> A total of 118 patients were enrolled and switched to rivastigmine, of which 102 completed the 24-week study. The MMSE total score was essentially unchanged during the study, with a least-square mean change (SD) of −0.35 (2.64) at week 24 (<i>p</i> = 0.1750). Exploratory analysis with a mixed-effect model comparing changes in MMSE between the pre- and post-switch periods suggested that switching to rivastigmine prevented a worsening of MMSE. Application site skin reactions/irritations occurred in 30.5% of patients overall, in 22.0% in the 8-week titration period, and in 10.2% in the 16-week maintenance period. <b><i>Conclusion:</i></b> Within-class switching from an oral ChEI to rivastigmine transdermal patch might be an efficacious and tolerable option for AD patients showing a poor or limited response to a prior oral ChEI.
DOI: 10.17632/3jbktrwtm4
title: PET/CT deep learning prognosis for treatment decision support in esophageal squamous cell carcinoma

description: This dataset contains CT, PET, and PET/CT images of patients diagnosed with esophageal squamous cell carcinoma (ESCC). It is released in conjunction with the study: PET/CT deep learning prognosis for treatment decision support in esophageal squamous cell carcinoma. Insights Into Imaging, 2024. DOI: 10.1186/s13244-024-01737-1.

Images of ESCC patients who received two different treatment therapies: namely surgery alone (SA) and surgery followed by postoperative adjuvant chemotherapy (SPOCT), are included. Moreover, the dataset also provides the ESCCPro-SA and ESCCPro-SPOCT models and code, proposed in the aforementioned study, to enable future researchers to replicate the models.

Specifically, the “ESCC_OA_Data.rar” file consists of two folders, namely “Patients_SA” and “Patients_SPOCT”, which correspond to the data of ESCC patients who underwent each respective therapy. Each image within the dataset follows a specific naming convention. The initial number in the file name represents the anonymized patient identification (ranging from 1 to 646), followed by the type of image (CT, PET, or PET/CT), and the corresponding image slice number. The final number in the file name is specifically used to differentiate between patients treated with SA (numbers 1-2) and patients treated with SPOCT (numbers 3-4).

Please cite the reference if using this dataset:
PET/CT deep learning prognosis for treatment decision support in esophageal squamous cell carcinoma. Insights Into Imaging, 2024. DOI: 10.1186/s13244-024-01737-1
DOI: 10.17632/pb7h4yrd4w
title: Excel Pricing Workbook: Credit Derivative Theory & Practice – A Credit Primer & Review of the Impact of ISDA Standardization on Credit Default Swap Pricing & Credit Model Calibration

description: Credit Default Swap Excel Pricing Workbook with Market Data
DOI: 10.17632/978m5hg4hh
title: Data for: Mechanical Property Modeling of Photosensitive Liquid Resin in Stereolithography Additive Manufacturing: Bridging Degree of Cure with Tensile Strength and Hardness

description: experimental data for paper "Mechanical Property Modeling of Photosensitive Liquid Resin in Stereolithography Additive Manufacturing: Bridging Degree of Cure with Tensile Strength and Hardness"
DOI: 10.17632/w39zbzj6bk
title: Shearon Harris Nuclear Power Plant layout data

description: Module Layout Optimization using a genetic algorithm in Light Water Modular Nuclear Reactor Power Plants
DOI: 10.17632/zvr4jwvcrc
title: Celeb_A dataset with male and female separate

description: There are four different datasets -

CelebFaces Attributes Dataset (CelebA) is a large-scale face attributes dataset with more than 200K celebrity images, each with 40 attribute annotations. The images in this dataset cover large pose variations and background clutter. CelebA has large diversities, large quantities, and rich annotations. 

Flickr-Faces-HQ (FFHQ) consists of 70,000 high-quality PNG images at 1024×1024 resolution and contains considerable variation in terms of age, ethnicity and image background.

The Mask dataset consists of 500 images with different kinds of masks of different sizes, shapes, colors, and structures. we preprocess the image, by resizing the images into 256x256.

The gender classification dataset is generated using FFHQ, and the remaining pictures are taken from Google scraping which is consisting of 89,443 images.The images in this dataset also cover large pose variations, large diversities, and large quantities.
DOI: 10.17632/wj6s2d8xbg
title: Finite Periodic Topology Optimization with Oriented Unit-cells Data Set

description: This data set includes all the relevant data for the paper "Finite Periodic Topology Optimization with Oriented Unit-Cells" by Simon Thomas, Qing Li, and Grant Steven. This includes: Self-contained MATLAB functions for optimization of oriented finite periodic structures. Image files of all optimized variants in the 2 by 1, 3 by 1, and 4 by 1 periodic structure examples for which a brute force analysis was conducted.
DOI: 10.6084/m9.figshare.15292230.v1
title: Vavakou_Scherberich_Nowotny_vanderHeijden_2021

description: These data correspond to the figures of the 2021 paper "Tuned vibration modes in a miniature hearing organ - insights from the bushcricket" by Anna Vavakou, Jan Scherberich, Manuela Nowotny and Marcel van der Heijden in PNAS.<br>
DOI: 10.6084/m9.figshare.24847815.v1
title: Residual ANTXR1+ myofibroblasts after chemotherapy inhibit anti-tumor immunity via YAP1 signaling pathway

description: Data files for the paper entitled : "Residual ANTXR1+ myofibroblasts after chemotherapy inhibit anti-tumor immunity via YAP1 signaling pathway"
by Geraldine Gentric and Fatima Mechta-Grigoriou
DOI: 10.6084/m9.figshare.3560088.v1
title: Appendix D. Conceptual diagram of the randomized complete block design used in the eelgrass patch-edge disturbance experiment.

description: Conceptual diagram of the randomized complete block design used in the eelgrass patch-edge disturbance experiment.
DOI: 10.6084/m9.figshare.7429427.v1
title: Supplementary Material for: The 12-Word Philadelphia Verbal Learning Test Performances in Older Adults: Brain MRI and Cerebrospinal Fluid Correlates and Regression-Based Normative Data

description: <b><i>Background/Aims:</i></b> This study evaluated neuroimaging and biological correlates, psychometric properties, and regression-based normative data of the 12-word Philadelphia Verbal Learning Test (PVLT), a list-learning test. <b><i>Methods:</i></b> Vanderbilt Memory and Aging Project participants free of clinical dementia and stroke (<i>n</i> = 230, aged 73 ± 7 years) completed a neuropsychological protocol and brain MRI. A subset (<i>n</i> = 111) underwent lumbar puncture for analysis of Alzheimer’s disease (AD) and axonal integrity cerebrospinal fluid (CSF) biomarkers. Regression models related PVLT indices to MRI and CSF biomarkers adjusting for age, sex, race/ethnicity, education, <i>APOE</i>-ε4 carrier status, cognitive status, and intracranial volume (MRI models). Secondary analyses were restricted to participants with normal cognition (NC; <i>n</i> = 127), from which regression-based normative data were generated. <b><i>Results:</i></b> Lower PVLT performances were associated with smaller medial temporal lobe volumes (<i>p</i> &lt; 0.05) and higher CSF tau concentrations (<i>p</i> &lt; 0.04). Among NC, PVLT indices were associated with white matter hyperintensities on MRI and an axonal injury biomarker (CSF neurofilament light; <i>p</i> &lt; 0.03). <b><i>Conclusion:</i></b> The PVLT appears sensitive to markers of neurodegeneration, including temporal regions affected by AD. Conversely, in cognitively normal older adults, PVLT performance seems to relate to white matter disease and axonal injury, perhaps reflecting non-AD pathways to cognitive change. Enhanced normative data enrich the clinical utility of this tool.
DOI: 10.17632/fk9bp3j732
title: The role of e-commerce, exchange rate volatility and tourism in export demand: Evidence from the UK

description: Data derived from the following sources:
Organisation for Economic Co operation and Development (OECD) 
Federal Reserve Bank of St Louis
UK Office for National Statistics
International Financial Statistics
For some of the variables authors calculations of the sourced data has been preformed.
DOI: 10.17632/prm2nwp8xd
title: Supporting data PRRSV paper 2019

description: Mean voltage changes for each sample and how they relate to the S/B ratio (Sample/Blank ratio) calculated for each sample and PRRS IDEXX X3 ratios and results. The mean S/B ratios for PRRSV IDEXX X3 positive and negative samples are calculated and shown graphically (Figure 10, in text)