cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.13476312.v2
title: Factors determining shear-parallel versus low-angle shear band localization in shear deformations: laboratory experiments and numerical simulations

description: Dataset for histogram and field diagrams
DOI: 10.6084/m9.figshare.26961895.v1
title: Supplemental material serial assessment of RV response to PAB

description: Supplemental material
DOI: 10.6084/m9.figshare.13245454.v1
title: Additional file 1 of MyoSight—semi-automated image analysis of skeletal muscle cross sections

description: Additional file 1. Supplementary materials– 1. MyoSight Program. 2. Instruction Manual, Supplementary materials 3. Test image 1. Supplementary materials 4. Test image 2
DOI: 10.6084/m9.figshare.28329818.v2
title: Supplementary Data for "MultiNovo: A universal deep learning-based framework for de novo peptide sequencing from multiple spectra"

description: Supplementary Data for "MultiNovo: A universal deep learning-based framework for de novo peptide sequencing from multiple spectra"
DOI: 10.17632/ffkkktjr2c
title: Effect of a Group-based PARO Robot intervention on Cognitive Function, Autonomic Nervous System Function, and Mental Well-being in Older Adults with Mild Dementia

description: The objective of the dataset is to provide a comprehensive collection of data that investigates the effects of a group-based PARO intervention on cognitive function, autonomic nervous system function, and mental well-being in older adults with mild dementia. Our research hypothesis was that older adults with mild dementia who participated in a group-based PARO intervention could increase their cognitive function and improve autonomic nervous system function and mental well-being compared to the control group. This dataset is to paper “Effect of a Group-based PARO Robot Intervention on Cognitive Function, Autonomic Nervous System Function, and Mental Well-being in Older Adults with Mild Dementia” by Chen et al. It contains: (1) sum of scales, including the cognitive scale, the Mini-Mental State Examination (MMSE), Mental health data, including geriatric depression scale-short-form (GDS); UCLA-3 scale (UCLA), Warwick-Edinburgh Mental Well-being Scale (WEMWBS). (2) HRV raw data. (3) finger-tapping test data (FTT) raw data. Physiological parameters were assessed using heart rate variability (HRV). In addition, the Mini-Mental State Examination (MMSE), Geriatric Depression Scale-Short Form (GDS-SF), UCLA loneliness scale-version 3 (UCLA-3), and Warwick-Edinburgh Mental Well-being Scale (WEMWBS) were assessed at three-time points: before the intervention (T1), at the end of the intervention (week 6, T2), and 1-month after the intervention (week 10, T3). Our results show changes in cognitive (p &lt; .001), HRV high-frequency (p = .03) and high-frequency/low-frequency ratio (p = .01), UCLA-3 (p &lt; .001), GDS-SF (p = .04) and WEMWBS (p &lt; .001) in older adults with mild dementia. Furthermore, psychological parameters improved significantly and continuously even 1 month after the PARO intervention was finished. Physiological parameters (HRV, FTT) significantly improved at week-6, but the effects had diminished by week-10. These findings suggest that the group-based PARO intervention regulated a balance of sympathetic activity and parasympathetic modulation, improved cognitive function, and enhanced feelings of social well-being. The readers can free download and reuse this dataset for academic or research purposes. The findings from the data set could merely be interpreted as related to older adults with mild dementia receiving social robot intervention.
DOI: 10.17632/m3mgfytfyf
title: SCT89: a computer code for atomic and molecular scattering from clean and adsorbate covered surfaces

description: Abstract We present the first version of SCT89, a general user-friendly program for performing molecular dynamics simulations of processes on metal surfaces. Incorporation of the recently developed MD/MC-CEM potential energy surface allows us to consistently treat systems containing up to four chemically distinct types of atoms. Techniques to efficiently calculate the interatomic forces from this complicated potential function are discussed in detail. Features such as interactively prompting for input... Title of program: SCT89 Catalogue Id: ACHV_v1_0 Nature of problem Dynamics of atoms and molecules interacting with clean and adsorbate covered metal surfaces. CORRECTION SUMMARY: Vol:Year:Page 0:unpublished:unpublished "000A CORRECTION 19/07/93" "Unpublished correction to SCT89: a computer code for atomic and molecular scattering from clean and adsorbate covered surfaces." D.E. Sanders; M.S. Stave; L.S. Perkins; A.E. DePristo Note: correction instructions are contained in source code Versions of this program held in the CPC repository in Mendeley Data ACHV_v1_0; SCT89; 10.1016/0010-4655(92)90118-I This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.6084/m9.figshare.21750338.v1
title: TaSeR

description: Repository for Paper "Transformer based Semantic Relation Typing for Knowledge Graph Integration".
DOI: 10.6084/m9.figshare.27209688.v1
title: 10.2肺鳞状细胞癌.zip

description: We interrogated multi-omics data from The Cancer Genome Atlas (TCGA) and other public databases including genomic sequencing, gene expression, miRNA expression protein expression and metabolite profiles of lung cancer patients. In our study, different ML algorithms including random forest, support vector machines, neural networks and deep learning models were used to construct predictive models for diagnosing lung cancer disease, treatment response and prognosis.
DOI: 10.4121/21640148.v3
title: Geothermal Project on TU Delft Campus - DAPGEO-02 Drilling Report

description: This report describes the installation of the multi-purpose research borehole called DAPGEO-02, which was installed in the period February - May 2022 at the Delftse Hout. It is the third of four seismic monitoring locations of the seismic monitoring network for the geothermal research project on the TU Delft campus (Geothermal Delft GTD, also known as DAPwell, https://geothermiedelft.nl/). DAPGEO-02 is part of a seismic monitoring system for the shallow and deeper subsurface in the vicinity of the planned geothermal doublet. Data collected is available in the following datasets: Geothermal Project on TU Delft Campus - DAPGEO-02 Initial Borehole Dataset Geothermal Project on TU Delft Campus - DAPGEO-02 Core CT-Scan Data
DOI: 10.6084/m9.figshare.14604567.v1
title: Penarth tracks dataset

description: Photogrammetric data for Penarth Triassic Tracks.<br>Falkingham et al <b>Late Triassic dinosaur tracks from Penarth, South Wales. Geological Magazine</b><b></b><br>Includes: Photo set recorded in 2009Photo set recorded in 2020 (in two zip files)Digital model of the site in 2020 (obj, mtl, jpg)Digital model of the site in 2009 (obj, mtl, jpg)Rendered video of the digital model from 2020Panorama images stitched together from 2009 photos.2 images of gypsum nodules in depressions of a similar size to the tracks (Courtesy of Chris Berry, Cardiff University):<br>--tracks and gypsum.JPG: Main bedding surface to left, and underlying bed where similarly sized and spaced impressions are associated with gypsum nodules. Scale bar 1m.<br>--Gypsum nodules 1.JPG: Lower bedding surface showing rimmed impressions lined with gypsum. Scale bar 50 cm.<br>
DOI: 10.17632/rrv8pbxrxv
title: BanglaView: A Bangla Image Captioning Dataset

description: Image description is a more crucial part of the artificial intelligence world because it covers two important sectors, which are computer vision and natural language processing. As the proficiency of computers in interpreting visual data and converting it into textual forms has advanced, there has been a notable surge in research enthusiasm for endeavors such as automated image description in recent years. Although the majority of research efforts are concentrated on the English language within monolingual contexts, less attention has been directed towards resource-constrained languages like Bangla. This oversight primarily stems from the absence of standardized datasets for such languages. To overcome the limited availability of Bangla image captioning data, we propose BanglaView, a novel dataset inspired by Flickr30k. Here, English captions are translated into Bangla using Google Translate and refined by expert annotators. The BanglaView dataset contains a total of 31,783 images with 1,58,915 sentences. The total words, unique words, sentence length mean, and sentence length variance of the BanglaView dataset are 16,68,322, 26,348, 10.49, and 20.82. Each image in these datasets comes with five accompanying descriptions. Native Bangla speakers who are fluent in both Bangla and English painstakingly created the annotations. To maintain high standards, a team of professionals performed review and post-processing to ensure the dataset's quality.
DOI: 10.6084/m9.figshare.23607726.v1
title: patient32.rar

description: A Patient with fundus images that taken by Ret-cam.
DOI: 10.17632/59md895ytz
title: Twitter COVID-19 and Reddit Mental Health datasets

description: Dehydrated tweets about COVID-19 in Spanish and English languages. 
Reddit Mental Health dataset extracted of subreddits as r\mentalhealth, r\anxiety or r\depression
DOI: 10.17632/dv8nwdd36k
title: Data for: In-Depth Comparison of Deep Artificial Neural Network Architectures on Seismic Events Classification

description: This dataset includes the signals that were collected from LAV, one of the seven seismic stations of the Llaima volcano located at the western edge of Andes in Araucania Region (S 38º41' - W 71º44'), Chile. These signals were being recorded from 2010 to 2016, sampled at 100Hz and filtered using a 10th-order Butterworth bandpass filter in range 1-10 Hz to preserve the bandwidth that contains the range of interest. Moreover, it was normalized using their maximal values and labelled by the specialists from the Observatorio Vulcanológico de los Andes Sur (OVDAS) into four classes: Long Period (LP); Tremor (TR); Volcano-Tectonic; and Tectonic (TC). Finally, this data can be used to help to improve the analysis of volcano seismic signals. This directory contains the following datasets: SEISMIC EVENTS DATASET lp.hdf5, tr.hdf5, vt.hdf5, tc.hdf5 - each file contain the correspondig seismic event class
DOI: 10.6084/m9.figshare.1121665.v1
title: ChemEd X Data dataset

description: See where this dataset is used here<br>http://chemdata.r.umn.edu
DOI: 10.6084/m9.figshare.4628041.v1
title: APC talk

description: APC talk 8/2/2017
DOI: 10.17632/cs8gf83tn2
title: Data for: Dynamic Reconstruction Based Representation Learning for Multivariable Process Monitoring

description: As a public benchmark of chemical industrial process, TEP is well suited for multivariable control problems. This simulation data can be downloaded from the website: http://web.mit.edu/braatzgroup/links.html The 41 measured variables, with the 22 continuous measurements are sampled with the sampling interval of 3mins, while the 19 composition variables are generated at time delays that vary from 6 to 15mins. 21 types of identified faults are inside. Each faulty state consists of 480 samples that are used as training dataset, and 960 samples are used as testing dataset with faults induced after 8 hours, which corresponds to 160 samples.
DOI: 10.6084/m9.figshare.14346992.v1
title: all_fia_locations

description: Forest Inventory and Analysis program data plot locations (fuzzed and swapped) across entire study extent.<br>Column 1: LON (longitude)Column 2: LAT (latitdue)
DOI: 10.6084/m9.figshare.28846940.v1
title: Supplementary Material for: Implementing Acute Stroke Services in sub–Saharan Africa: Steps, Progress and Perspectives from the Tanzania Stroke Project

description: Introduction: Stroke is a leading cause of morbidity and mortality globally, with Africa bearing a disproportionately high burden of poor outcomes. In sub-Saharan Africa, acute stroke care remains inconsistent, with organized stroke units being either absent or rarely available, contributing to the high stroke mortality rates in the region. To address this issue, the Tanzania Stroke Project (TSP) was launched, aimed at establishing acute stroke services at two of the largest tertiary care centers in collaboration with the Tanzanian Ministry of Health, the World Stroke Organization and Hospital Directorates.

Methods: TSP utilized a three-tier implementation approach to establish a more organized stroke care system in two large academic hospitals. Here, we detail the process of this initiative, which took place between August 2023 and August 2024. The three-tier approach included: 1) The establishment of stroke registries; 2) The training of healthcare workers (HCWs); and 3) The development of acute stroke protocols and establishment of stroke units at Muhimbili National Hospital-Mloganzila and Bugando Medical Centre in Tanzania.
Results: Tier one (Stroke registry): Two comprehensive stroke registries were established, including 460 adults (mean age 60±15years). Hemorrhagic stroke was the most common subtype, accounting for 59% of cases (n=269). Premorbid hypertension was the most prevalent risk factor, affecting 81% (n=373) of the patients. More than half of patients (58%, n=171) arrived at the hospital after 24 hours from stroke symptoms. Only 11% (n=50/452) had documented swallowing screenings, and among patients with intracerebral hemorrhage, 11% (n=28/251) achieved the target for blood pressure control, while 47% (n=99/213) met blood glucose control targets. The in-hospital mortality rate was 27% (n=93/340). Tier two (Training of HCWs): Extensive evidence-based mentorship training was provided with higher participation rates among HCWs at Bugando Medical Centre compared to Muhimbili National Hospital-Mloganzila (57% (29/51) vs. 23% (7/31), p=0.002). Tier three (Stroke unit protocols): Stroke protocols were developed based on the training and current evidence; leading to the establishment of dedicated stroke units at each facility, with a minimum of 8 beds per unit. The full impact of these implementations has yet to be fully assessed.
Conclusion: This was the first initiative to implement stroke services at two large tertiary healthcare centers in Tanzania. Our findings highlight the importance of multi-level stakeholder engagement through a 3-tier approach in countries starting to establish stroke services and the need for ongoing quality-of-care monitoring and continuous efforts to sensitize both HCWs and the broader community.
DOI: 10.6084/m9.figshare.28890899.v1
title: Source data_OTU for bacteria and archaea

description: OTU for bacteria and archaea<b> for Fig. 4a and b in Lignin is an overlooked methane source in peatlands</b>
DOI: 10.17632/7mdfcs8f75
title: Benchmark instances for the multi-vehicle prize collecting arc routing for connectivity problem

description: This database consists of over 1,500 network instances that can be used to test exact methods, as well as heuristics and metaheuristics approaches to solve the Multi-vehicle Prize Collecting Arc Routing for Connectivity Problem (KPC-ARCP). The instances can be easily adapted to other road repair and restoration problems in the context of natural disasters, including the Arc Routing for Connectivity Problem (ARCP), Multi-vehicle Arc Routing for Connectivity Problem (K-ARCP), and Prize Collecting Arc Routing for Connectivity Problem (PC-ARCP). The instances were created in the context of two types of disasters: earthquakes and hurricanes, and they vary in terms of network size, intensity, and epicentre’s location.
DOI: 10.6084/m9.figshare.25999180.v1
title: Fetal liver dataset

description: Fetal liver dataset used for benchmarking feature selection for integration in H5AD format. Files contain the full raw dataset, the processed batches used to create the reference and the processed batches used as a query.Note: These files have been saved with compression to reduce file size. Re-saving without compression will reduce reading times if needed.If used, please cite:<br>Popescu D-M, Botting RA, Stephenson E, Green K, Webb S, Jardine L, et al. Decoding human fetal liver haematopoiesis. Nature. 2019;574:365–71. Available from: http://dx.doi.org/10.1038/s41586-019-1652-y
DOI: 10.6084/m9.figshare.26756398.v1
title: A Tunable Transition Metal Dichalcogenide Entangled Photon-Pair Source

description: Figures and raw data for journal publication "A Tunable Transition Metal Dichalcogenide Entangled Photon-Pair Source"
DOI: 10.17632/2z3m8w9dtx
title: Solving the eigenvalue problem of the nuclear Yukawa-folded mean-field Hamiltonian

description: Abstract The nuclear Hamiltonian with a Yukawa-folded mean-field potential is diagonalized within the basis of a deformed harmonic-oscillator in Cartesian coordinates. The nuclear shape is characterized by the equivalent sharp surface described either by the well known Funny–Hills or the Trentalange–Koonin–Sierk parametrizations. They are both able to describe a very vast variety of nuclear deformations, including necked-in shapes, left–right asymmetry and non-axiality. The only imposed limitation on ... Title of program: yukawa Catalogue Id: AEYI_v1_0 Nature of problem The full single-particle nuclear Hamiltonian composed of the Yukawa-folded central, spin-orbit and Coulomb potentials is generated and diagonalized. The only symmetry of the problem is the so called z-signature symmetry which limits the nuclear shapes to those, being invariant with respect to a rotation by an angle π around the z-axis. Versions of this program held in the CPC repository in Mendeley Data AEYI_v1_0; yukawa; 10.1016/j.cpc.2015.09.020 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/c9d852g8j9
title: Monthly mean dataset of global phytoplankton taxonomic group concentrations (2002.7-2022.3)

description: This dataset is a satellite product of global monthly mean phytoplankton taxonomic group (PTG) chlorophyll-a concentrations, including chlorophytes (Chlor), diatoms (Diat), haptophytes (Hapt), cryptophytes (Crypt), and cyanobacteria (Cyan). The time coverage of the dataset is from July 2002 to March 2022. The data file includes PTG's chlorophyll-a concentration (unit: mg m-3), longitude, and latitude information, with a spatial resolution of 36 km. The values of non-water and invalid pixels are set to NaN. The data format is NetCDF (network common data form, nc). 

Naming rules: "data source identification_month and year_PTGs_data_production time.nc". Examples are as follows: 

MO_200207_PTGs_data_20220520.nc 

where "MO" refers to MODIS-Aqua data. "200207" represents July 2002. The data production time is expressed as "month, month, day day, year". "nc" is the suffix of the NetCDF data file. Each nc file contains six PTGs Chla concentrations (unit: mg m-3).
DOI: 10.17632/8jt93ggv9w
title: Markov chain representation dataset of SARS-CoV-2 genome

description: COVID-19, the disease caused by the SARS-CoV-2 virus, has been spreading around the world quite aggressively since the end of 2019. It has been declared a pandemic by the World Health Organization, and Capturing data from May 13, 2020; there are more than 4 million cases with more than 250 thousand deaths. Thus, this work presents a new dataset in which creates the Markov chain representation of the SARS-CoV-2 genome sequences from NCBI (1557 instances). The dataset also provides a Markov chain representation of other viruses from the Virus-Host DB (11540 different viruses) and three Riboviria viruses from NCBI (Betacoronavirus RaTG13, bat-SL-CoVZC45, and bat-SL-CoVZXC21).
DOI: 10.6084/m9.figshare.18093839.v2
title: Syntectonic sediment recycling controls eolian deposition in eastern Asia since ~8 Ma

description: <b>Data Set S1.</b> The 1717 ChRM directions of the Dahonggou section. <b>Data Set S2. </b>Bulk magnetic susceptibility of 2009 samples of the Dahonggou section.<b></b> <b>Data Set S3. </b>Grain-size analysis of 1006 samples of the Dahonggou section.<b><i></i></b>
DOI: 10.6084/m9.figshare.23796198.v1
title: multiDGD - processed data and models

description: multiDGD is a new generative model for multi-omics data. This repository contains processed single-cell multiome datasets and trained models used in multiDGD paper (multiDGD package) (analysis repo)<b>Dataset IDs</b>human_bonemarrow - bone marrow dataset from NeurIPS OpenProblems competitionhuman_brain - Human brain dataset from 10X genomicsmouse_gastrulation - Mouse gastrulation dataset from Argelaguet et al. 2022<b>File types</b>{dataset_id}.h5ad - AnnData object of processed dataset{dataset_id}.h5mu - MuData object of processed datasetdgd_{dataset_id}.pt - trained multiDGD modeldgd_{dataset_id}_hyperparameters.json - model hyperparameters used during training
DOI: 10.6084/m9.figshare.25970212.v1
title: Swine movement database in Mexico

description: This database contains detailed records of pig movements within Mexico, documenting the transportation of swine between municipalities. The data is crucial for understanding movement patterns and assessing the risk of disease transmission in the swine industry.Data dictionary:<b>Date: </b>Date of movement registration<b>State_Origin: </b>Name of the state of origin for the animals<b>Mun_Origin:</b> Name of the municipality of origin for the animals<b>Code_Origin: </b>Identification code of the municipality of origin<b>Long_Origin: </b>Centroid of the municipality of origin (Longitude)<b>Lat_Origin: </b>Centroid of the municipality of origin (Latitude)<b>State_Destination: </b>Name of the state of destination for the animals<b>Mun_Destination:</b> Name of the municipality of destination for the animals<b>Code_Destination:</b> Identification code of the municipality of destination<b>Long_Destination: </b>Centroid of the municipality of destination (Longitude)<b>Lat_Destination:</b> Centroid of the municipality of destination (Latitude)<b>Purpose: </b>The reason for the movement of pigs between municipalities. The purpose of movement is classified into four categories: <i>slaughterhouse</i>, related to the shipment of swine for slaughter and processing; <i>fattening</i>, which includes the shipments of pigs to specialized facilities where animals are fattened to finishing; <i>breeding</i>, for reproductive purposes, such as the sale of breeding sows or boars; and <i>livestock fairs</i>, to commercial events or livestock exhibitions.<b>Head:</b> Number of pigs per shipment.
DOI: 10.17632/hj8mmzf4hf
title: Supplemental Figure 12

description: Pyogenic granuloma on the great toenail
DOI: 10.6084/m9.figshare.1195887.v1
title: Notes on Simone Weil's Gravity and Grace

description: Notes on Weil, Simone. 1952. <em>Gravity and Grace</em>. New York: Putnam.
DOI: 10.6084/m9.figshare.26311348.v2
title: SkinCAP Annotations v240715

description: SkinCAP Annotations v240715
DOI: 10.6084/m9.figshare.28172060.v1
title: Kozel_et_al_Stable isotopes of saproxylic beetles_data

description: Data for the article: Stable isotopes of saproxylic beetles reveal low differences among trophic guilds and suggest a high dependence on fungi.
DOI: 10.6084/m9.figshare.20488962.v2
title: Rehabilitation training vibration data

description: This is the vibration data of rehabilitation training, collected by EPH_V11 vibration sensor.
DOI: 10.17608/k6.auckland.5611168.v1
title: cruising speed of flight versus weight

description: A collection of data on flying objects, from the book by henk tennekes<br>
DOI: 10.17632/d7683xxgb5
title: Qualitative Data on ICT Gadgets and Students Performance
DOI: 10.17632/r474k7d5th
title: Functions on tableaux and frames of the symmetric group

description: Title of program: SYMFUNC Catalogue Id: ACXW_v1_0 Nature of problem To compute data needed for SYMCGM, catalogue number ACXV, specifically, the row and column lengths and the dimensions of the frames, the orthogonal matrices and sign functions. Versions of this program held in the CPC repository in Mendeley Data ACXW_v1_0; SYMFUNC; 10.1016/0010-4655(78)90088-7 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)