cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4wggkdz7v5
title: Data for: Pre-Quaternary diversification and glacial demographic expansions in temperate forest biomes of Sino-Japanese Floristic Region: integrating rangewide phylogeography and distribution modeling of Cardiocrinum (Liliaceae)

description: The vcf file of the SNP calls and the abc scripts for EST-SSR data used in this study
DOI: 10.17632/c9rt8d6zrf
title: Brain Tumor MRI Dataset

description: Description:
This dataset is curated for the purpose of binary classification of brain MRI images into two categories: Tumor and No Tumor. It is intended for use in machine learning and deep learning tasks related to medical image classification and brain tumor detection.

The dataset is divided into two parts:

Training Set: 8,277 images
Testing Set: 1,816 images

Each set contains MRI scans labeled as either "Tumor" or "No Tumor".

Data Sources & Composition:

A significant portion of the tumor class images were sourced from the publicly available dataset authored by Ayesha Ghaffar, published at https://data.mendeley.com/datasets/w4sw3s9f59/1.

Additional "No Tumor" images were collected and curated independently by the contributor to enhance the dataset's class balance and variability.

All images have been merged and organized into a consistent structure for ease of use in training and evaluation scenarios.
DOI: 10.6084/m9.figshare.12082131.v1
title: Data and codes of Indoor mapping and modeling by parsing floor plan images

description: <b>1-WID512_ROTATE.tar.gz</b>This package is the training and inference data of CVC-FP for Mask RCNN. Please visit https://github.com/facebookresearch/Detectron to check the training and inference guidance.<br><b>5_folds_result.tar.gz</b>This package is results of 5-fold cross validation datasets. The results are stored as shapefiles and named after the name of floor plan images.<br><b>submitted_code.7z & test_data.tar.gz</b>These two packages are the codes and the corresponding test data. Please unpack them and check the guidance of readme.md.
DOI: 10.6084/m9.figshare.14552130.v4
title: Fatal Police Shootings

description: The police shootings data is from the database maintained by Washington Post at https://github.com/washingtonpost/data-police-shootings (version 2) that covers the period 2015-2023.The curated datasets are included here along with a research question and guiding questions.See the codebook for full details.
DOI: 10.6084/m9.figshare.6126863.v1
title: Supplementary Material for: Effect of Transversus Abdominis Plane Block on Postoperative Pain after Colorectal Surgery: A Meta-Analysis of Randomized Controlled Trials

description: <b><i>Objectives:</i></b> To assess the analgesic efficacy of transversus abdominis plane (TAP) block in patients undergoing colorectal surgery (CRS). <b><i>Materials and Methods:</i></b> The databases of PubMed, ISI Web of Science, and Embase were searched, and randomized controlled studies (RCTs) that compared TAP block to control for relief of postoperative pain in patients who underwent CRS were included. Outcomes, including postoperative pain at rest and with movement, morphine use, postoperative nausea and vomiting, and the length of hospital stay, were analyzed using STATA software. The weighted mean differences (WMDs) with 95% confidence intervals (95% CIs) or relative risk with 95% CI were used to present the strength of associations. <b><i>Results:</i></b> A total of 7 RCTs with 511 patients were included. The results of this study suggested that TAP block significantly relieved postoperative pain during postanesthetic recovery after CRS at rest and during movement (WMDs were –0.98 [95% CI –1.57 to –0.38] and –0.68 [–1.07 to –0.30], respectively), and also decreased pain intensity during movement 24 h after CRS (WMD: –0.57 [95% CI –1.06 to –0.08]). TAP block significantly reduced opioid consumption within 24 h when compared to controls, with a WMD of 15.66 (95% CI –23.93 to –7.39). However, TAP block did not shorten the length of hospital stay. <b><i>Conclusions:</i></b> TAP block was an effective approach for relief of postoperative pain and reduced postoperative consumption of morphine. More RCTs with large sample sizes are required to confirm these findings.
DOI: 10.17632/mzmj53nssk
title: Cheating on Online Exam

description: Data about cheating on online exam for few related variables
DOI: 10.17632/pjxzbb82fk
title: Three-dimensional microbattery design via an automatic geometry generator and machine learning-based performance simulator. Miyamoto et al

description: Geometries, descriptors, and energies computed using continuum simulations, related to Figs. 4, 5, and 6.
DOI: 10.25442/hku.24943073.v2
title: Greenspace data cube for 2019_Part1

description: Greenspace data cube for 2019
DOI: 10.6084/m9.figshare.12009504.v1
title: In situ monitoring of hydromechanical responses during well drilling by distributed strain sensing (Data)

description: Time-depth-value data of strain data in csv format for the manuscript "In situ monitoring of hydromechanical responses during well drilling by distributed strain sensing(Data)_Zhang et al. 2020".
DOI: 10.6084/m9.figshare.12788351.v1
title: ds01.xlsx

description: A research group from Jilin Univeristy, MIT and BU carried out a long Co-propagating longitudinal acoustic wave (CPLAW) experiment to understand the influence of water vapor and temperature on the nonlinear elastic properties (NEP) of rocks.
DOI: 10.6084/m9.figshare.14744364.v1
title: CDA manuscript.sav

description: Dataset of manuscript: <b>Cyber-dating abuse in young adult couples: Relations with sexist attitudes and violence justification, smartphone usage and impulsivity </b>
DOI: 10.6084/m9.figshare.14748552.v2
title: OCT images of cotton, polyester and wool based fabrics to train and test deep learning algorithms for automated material classification

description: The data consists of raw OCT images, all in portable network graphics format in 9 separate folders. Each folder contains OCT scans taken from random places over one of the fabrics only. Therefore folders Wool1, Wool2 and Wool3 each consist of OCT scans of three separate fabrics that consisted of purely wool fibres. Similarly folders Cotton1, Cotton2 and Cotton3 consist of OCT scans of three separate fabrics that consisted of purely cotton fibres. Again folders Polyester1, Polyester2 and Polyester3 consist of OCT scans of three separate fabrics that consisted of purely polyester. 2-D mode of the ThorImage OCT software was switched on to take OCT- B images of the fabrics with the Thorlabs CAL110C1 device with a 2mm fixed scan length Each OCT scan is a separate image, with the time and date of the scan stamped in the corresponding portable network graphics file. The file in Folder Cotton1 with name OCTImage 045631_07172020.png therefore corresponds to an OCT scan of a cotton fabric taken at 04:56:31 on July 17, 2020.<br>
DOI: 10.6084/m9.figshare.23635623.v1
title: Homogenous Side Channel State Machine Transition Data

description: All potential oracle values, representing all 256 potential permutations of state transitions, were executed 100 times. Firmware was generated for all w ∈ 1, 2, 4, 8, 16, 32, 64, 128 and traces were captured across all oracles and 100 repeated executions and stored for later analysis. Labeling incorporated both the number of operations executed within each state of the firmware and the oracle used to generate the trace as well as the order in the 100 samples to uniquely identify each trace. The resulting data was 5.8 GB for each firmware, resulting in a total data set measuring approximately 40 GB in size. The data have been cleaned and compressed to the data size of the file herein.
DOI: 10.6084/m9.figshare.14522790.v1
title: GSE123366

description: Breast cancer cells sequenced from mice.<br>
DOI: 10.6084/m9.figshare.14792256.v1
title: Lattice infill structure design of topology optimization considering size effect

description: Data are used for the topology optimization with size effect.
DOI: 10.6084/m9.figshare.21737615.v1
title: Single-cell Transcriptome Sequencing of B-cell Heterogeneity and Tertiary Lymphoid Structure Predicts Breast Cancer Outcome and Neoadjuvant Therapy Efficacy

description: Single-cell Transcriptome Sequencing of B-cell Heterogeneity and Tertiary Lymphoid Structure Predicts Breast Cancer Outcome and Neoadjuvant Therapy Efficacy
DOI: 10.6084/m9.figshare.25764231.v1
title: Dataset

description: This dataset is used to analyse the various predictors of oral healthcare use among Indian migrants living in the Netherlands and the host population. The two outcome variables under oral healthcare use were- 1) Reasons for visiting an oral healthcare professional (OHP) as routine checkups or preventive care Vs no visits or only for emergency or treatment. 2) Satisfaction with oral healthcare professionals (OHP's) in the Netherlands as satisfied Vs dissatisfied.
DOI: 10.6084/m9.figshare.25966375.v1
title: data_t.xlsx

description: This study selects listed companies first penalized by the China Securities Regulatory Commission (CSRC), the Ministry of Finance, and the Shanghai and Shenzhen Stock Exchanges between 2013 and 2022 as fraud samples.
DOI: 10.6084/m9.figshare.26830996.v1
title: The data for the ICLR 2024 paper "How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data"

description: A collection of datasets split into train, validation, and test sets as used in ICLR 2024 paper "How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data". For a description of the original dataset please refer to the paper.<br>
DOI: 10.6084/m9.figshare.28815254.v1
title: Form of matrices A and B

description: <b>Randomly generated</b>
DOI: 10.6084/m9.figshare.5241544.v1
title: Erratum: Safety, Tolerability and Pharmacokinetics of MCI-186 in Patients with Acute Ischemic Stroke: New Formulation and Dosing Regimen

description: <b><i>Background and Purpose:</i></b> MCI-186 (edaravone) is a free radical scavenger approved in Japan since 2001 for the treatment of patients with acute ischemic stroke within 24 h from the onset of symptoms. It was recommended by the Japanese Guidelines for the Management of Stroke 2004. Our aim was to investigate the safety, tolerability and pharmacokinetics of a new formulation and dose regimen (intravenous bolus plus infusion) of MCI-186 suitable for the treatment of acute ischemic stroke in Europe because the Japanese treatment protocol includes twice-a-day intravenous infusion of MCI-186 for a maximum of 14 days. Such a treatment protocol is not very practical in Europe, where hospital stay is much shorter in acute hospitals. <b><i>Methods:</i></b> In a double-blind, placebo-controlled randomized clinical trial we studied two dosing regimens, each in a cohort of 18 patients. Patients were randomized in a 2:1 ratio in both cohorts to receive MCI-186 or placebo. Review of safety and plasma concentration data from the first cohort (loading dose 0.08 mg/kg + 0.2 mg/kg/h infusion) preceded the second cohort (loading dose 0.16 mg/kg + 0.4 mg/kg/h infusion). Safety parameters included adverse events, severe adverse events, physical examinations, local reactions at infusion site, ECG, clinical chemistry and hematology, modified Total Neuropathy Score and CT scans. <b><i>Results:</i></b> Mean age and National Institutes of Health Stroke Scale (NIHSS) score on admission of patients in cohorts 1 and 2 and the placebo group were 64, 63, and 69 years and 5, 5, and 6, respectively. The number of treatment emergent adverse events that occurred was 109, most of which were transient, mild or moderate. Both doses of the new formulation and dosing regimen were well tolerated. After the initiation of the infusion, plasma concentrations of MCI-186 reached or exceeded prespecified target levels within 24 h in both MCI-186 cohorts, which were in the putative therapeutic range in humans. Geometric mean values of MCI-186 plasma concentration at the end of the infusion in cohorts 1 and 2 were 391 and 1,595 ng/ml, respectively. <b><i>Conclusions:</i></b> The primary objective of the present study, safety and tolerability of the new formulation and dosing regimen, was achieved. The new formula and both dosing regimens were well tolerated and achieved intended plasma concentrations suitable for larger safety studies before pivotal trials.
DOI: 10.6084/m9.figshare.1228057.v1
title: Determining Abundance of Varying Insect and Animal Life In Varying Disturbance SItes

description: On two seperate field days the grassland and Woodlot area around the Danby Woods were visited. The total abundance of insect and animal life was observed through quadrat and bait traps
DOI: 10.6084/m9.figshare.13624517.v1
title: Spotlighting counts of Tasmanian Devils from 1985-2019

description: This dataset consists of annual spotlighting transects surveyed by the Tasmanian Department of Primary Industries, Parks, Water and Environment. See Cunningham et al (2021) Ecology Letters for details of survey methodology. Each transect is represented by a row in the dataset:<br>'Tasmanian.Devil' shows the number of Tasmanian devils sighted in a given transect. 'Year' refers to the survey year.'dftdArrival_estimate' represents the model-estimated year that devil facial tumour disease (DFTD) arrived to a transect.'yrsDFTD_estimate' is the difference between survey year and the estimated year of DFTD arrival. <br>
DOI: 10.6084/m9.figshare.28715867.v1
title: Cortical Microcircuit Model for Excitatory/Inhibitory balance

description: A computational microcircuit model with biologically plausible layer 2/3 of visual cortex that combined excitatory pyramidal neurons with three subtypes of inhibitory interneurons (parvalbumin [PV], somatostatin [SOM], and vasoactive intestinal polypeptide [VIP]).
DOI: 10.6084/m9.figshare.28926944.v1
title: Using APP transgenic zebrafish model to explore the therapeutic effects of Zhenbao pills and its main components on Alzheimer's disease

description: ZBP, CA, and CACD recovered behavior disorders in APP zebrafish.ZBP reduced AChE and BuChE activities and increased ACh content in APP zebrafish.ZBP inhibited AChE and BuChE gene expression in APP zebrafish.
DOI: 10.6084/m9.figshare.3159991.v1
title: A Digital Elevation Model for Cyprus based on the ALOS 2 W3D30 Digital Surface Model

description: For a description of the DEM and the steps for its compilation see or download the accompanying pdf document .<br><br>For the DEM and Hillshade data, download the zip file.<br>Files and information are also available here: https://www.academia.edu/23922627/A_Digital_Elevation_Model_for_Cyprus_based_on_the_ALOS_2_W3D30_Digital_Surface_Model<br><br>All data for the production of this DEM are © Japan Aerospace Exploration Agency (JAXA).<br>Data used for the production of the 1:5000 coastline used to clip the DEM are © Department of Lands and Surveys Cyprus (DLS).<br><br>The dataset is available to use with no charge and is provided under the same conditions set by JAXA, as follows:<br>- When the user provides or publishes the products and services to a third party using this dataset, it is necessary to display that the original data is provided by JAXA.<br>- You are kindly requested to show the copyright (© JAXA) and the source of data, when you publish the fruits using this dataset.<br>- JAXA does not guarantee the quality and reliability of this dataset and JAXA assume no responsibility whatsoever for any direct or indirect damage and loss caused by use of this dataset. Also, JAXA will not be responsible for any damages of users due to changing, deleting or terminating the provision of this dataset.
DOI: 10.6084/m9.figshare.11910996.v1
title: IM_Plants_Verts_SSI_rcp85_mean.tif

description: Spatial prioritization for plants and vertebrates in the Asia tropics under climate change (RCP 8.5). Values in each prioritization dataset are 0 to 1 representing the rank order of each cell (1 = highest priority) scaled by the total number of cells in the solution. Prioritizations were produced with Zonation conservation planning software v4.0.0 with setting to optimize planning for climate change (see methods description in Hannah <i>et al</i>. 2020 <i>Ecography </i>https://doi.org/10.1111/ecog.05166). Existing protected areas as defined by the World Database of Protected Areas and areas of intensive agriculture or urban land use were excluded from the prioritization and appear as NoData.
DOI: 10.6084/m9.figshare.13322642.v1
title: CRAVE Confirmatory Factor Analysis w/ summed PW move and rest, and RN move and rest scores. CLEANED.(Study 2).PCM12/02/2020

description: CRAVE Confirmatory Factor Analysis w/ summed PW move and rest, and RN move and rest scores. CLEANED.(Study 2).All erroneous values and 999's (previously coded for missing values) have been deleted, leaving the value blank.PCM12/02/2020 <br><br>Paul C. McKee
DOI: 10.6084/m9.figshare.20662683.v1
title: Matriz de extracción

description: Matriz de extracción: revisión sistemática sobre competencias de investigación en estudiantes de Educación Superior
DOI: 10.6084/m9.figshare.24935808.v1
title: China's high-tech industries data

description: China's high-tech industries data
DOI: 10.6084/m9.figshare.29145692.v1
title: Colorectal code

description: These R scripts are used for colorectal scRNA-seq data integration, CD4 T cell annotation and pseudo-time analysis.
DOI: 10.17632/s9m8t7fg4k
title: Long-Term Radon-222 (222Rn) and Hydroclimatic Dataset for a Coastal Estuary, Corpus Christi Bay, Texas 

description: 
Radon-222 (222Rn) is a naturally occurring radio-active tracer commonly used to estimate submarine groundwater discharge (SGD).
"radon raw dataset.csv" contains 222Rn in water collected periodically from Aug. 2019 to June 2021 on 30-minute intervals at a near-shore monitoring platform in Corpus Christi Bay, TX, USA (n= 10,660). Also included in this file are continuous, publicly available hydroclimatic parameters (wind speed and direction, atmospheric pressure, water temperature, tide height, creek and river discharge rate, n=35,088). 
The raw data set was input into two machine learning model scripts: Random forest (Radon_VarTransform_RFprediction_GAM.R) and Deep Neural Network (DNN) (Radon_DNNprediction.txt). The models explain radon variability and predict over gap periods. A generalized additive model (GAM) was also employed to explain 222Rn inventory variability modulated specifically by windspeed and direction.
The data and modelling tools included in this article provide new opportunities to 1) predict radon inventories in regions with large temporal data gaps using only publicly available hydroclimatic parameters and 2) better constrain SGD estimates in windy coastal areas, allowing for insights that can be used to plan field excursions and management strategies for coastal water and solute budgets.
DOI: 10.6084/m9.figshare.11962554.v1
title: L2 Section, Sample 16: 86 Year Old Female

description: A 3 mm thick para-sagittal slice of L2 vertebra from an 86 year old female embedded in PMMA then micro-milled block surfaces carbon coated for quantitative 20kV BSE SEM.<br><br>Later polished to remove coating and then imaged with high-contrast X-Ray Micro-tomography at 90 kV with 30 micron voxel size.<br>There is also a 3D VR model of this sample available : <br><br>https://skfb.ly/6QSAr<br><br>
DOI: 10.6084/m9.figshare.25388146.v1
title: ML-derived Hourly Surface NO2 Concentrations with Uncertainty Quantification from GEMS

description: This dataset supports the GRL paper on quantifying uncertainty in ML-derived atmosphere remote sensing.It includes hourly near-surface NO2 concentrations and the total, data, and model uncertainties in a single NetCDF file.
DOI: 10.6084/m9.figshare.28054238.v1
title: Behavioural plasticity in circadian foraging patterns increases resistance of brown trout populations to environmental change

description: This archive contains the model code and input files for the simulation experiments, as well as their output data, published in: Ayllón, Railsback, Harvey, Nicola, Elvira, Almodóvar. Behavioural plasticity in circadian foraging patterns increases resistance of brown trout populations to environmental change. Individual-based Ecology.The archive consists of:1. Two zip files containing the NetLogo code and all files needed to run the simulations with the Circadian-feeding and Diurnal-Feeding model versions: input files to define the stream reach and perform the hydraulic modelling (two csv files), input files defining the temperature and flow time series for each of the four environmental scenarios simulated (four csv files), one input file defining the simulated brown trout population at initialization (one csv file), and input files defining parameter values for each model version and environmental scenario (four nls files).2. Two RData files containing the demographic and behavioural outputs of each simulation experiment performed with the Circadian-feeding model version, in data frame format. Output values are the average of the six replicates.3. One RData file containing the normalized demographic outputs of each simulation experiment performed with the Circadian-feeding and Diurnal-Feeding model versions, in data frame format. Normalized output values are the average of the six replicates. Normalized demographic outputs are expressed as the ratio between the tested and the baseline scenario (mean value of tested scenario/mean value of baseline scenario).
DOI: 10.6084/m9.figshare.6200453.v1
title: Pinzas: Oraciones de relativo para Sinohablantes

description: This is a short tutorial on how to form Spanish relative clauses. It describes them using common objects and easy visual metaphors in order to make them easy to remember.
DOI: 10.6084/m9.figshare.1271927.v1
title: Masseter Data

description: Masseter EMG surface data. Show a functional compartmentalization of superfcial masseter muscle at different levels of bite force.