cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dydrxfpxm7
title: JujubeImageBD: A Comphrehensive Image Dataset of Jujubes Varieties in Bangladesh for Identification and Classification Using Machine Learning and Computer Vision

description: Type of data: 1024 x 1024 px images of jujubes.
Data format: JEPG.

Dataset contents: Original images of different varieties of jujubes in Bangladesh from single-fruit perspective.

Number of classes: Five jujube varieties - (1) Apple Kul, (2) Ball Sundari Kul, (3) Bau Kul, (4) Deshi Kul, and (5) Narkeli Kul.

Total number of images in the dataset: (A) In Original Dataset = 1,716 images and (B) In Augmented Dataset = 17,160 images.

Distribution of instances: 
(A) Number of images in Original Dataset (Jujube Dataset): 
(1) Apple Kul = 289.
(2) Ball Sundari Kul = 303. 
(3) Bau Kul = 356.
(4) Deshi Kul = 356. 
(5) Narkeli Kul = 412.

(B) Number of images in Augmented Dataset (Augmented Jujube Dataset): 
(1) Apple Kul = 2,890.
(2) Ball Sundari Kul = 3,030.
(3) Bau Kul = 3,560.
(4) Deshi Kul = 3,560.
(5) Narkeli Kul = 4,120.

Dataset size: (A) Total size of the Original Dataset is 41.7 MB and the compressed ZIP file size is 39.6 MB. (B) Total size of the Augmented Dataset is 1.2 GB and the compressed ZIP file size is 1.11 GB.

Data acquisition process: Images of jujube are captured using a high-definition smartphone camera from different angles.

Data source location: Local wholesale and retail fruit markets located in different areas of Dhaka, Bangladesh.

Where applicable: Training and evaluating machine learning and deep learning models to distinguish jujube varieties in Bangladesh to support automated identification and classification systems of various jujube varieties which can be utilized in areas of computer vision, smart agriculture and horticulture, precision farming, supply chain automation, food industry, AI-based fruit recognition, ecology and ecosystem health monitoring, biodiversity efforts, botanical research, environmental conservation, educational resources, ecology research.
DOI: 10.6084/m9.figshare.5439982.v1
title: RESUME.xlsx

description: <pre>Full access to the obtained results.</pre>
DOI: 10.17632/2jg8vfdmpm
title: RSUA Chest X-Ray Dataset

description: RSUA Chest X-Ray dataset is Chest X-Ray image dataset owned by Airlangga University Hospital which has been converted from DICOM format into .BMP format. The dataset consists of X-Ray and Ground Truth images of each image. Images whose ground truth has been validated by radiologists at RSUA are contained in the "Validated" folder, while the complete dataset is contained in the "Annotated" folder. The dataset divided into 3 classes they are: Covid (207 validated data), Non-Covid (32 validated data), and Pneumonia (53 Validated data).
DOI: 10.17632/rycf3j785j
title: Experimental data of e-liquids and nicotine in Ampang, Malaysia

description: Ampang Jaya, commonly known as Ampang, is a historic town and district located partly in the state of Selangor, to the east of Kuala Lumpur city centre. Identified as one of the main cities in Malaysia, Ampang Jaya has experienced significant population growth, reaching 756,309 individuals in recent years. In the context of a study on e-liquids, 25 samples with varying flavors and nicotine content were obtained from retail shops in and around Ampang Jaya. Additionally, a nicotine solution used in the vape industry was donated by a local individual (Sample 27) . They consists of various colors ranging from brown and bright yellow to amber, red, and colorless shades. Overall, the list encompasses a diverse range of aromatic profiles, brand names and flavors.

1 LV_542_OKT_1
2 LV_542_OKT_2
3 LV_542_OKT_3
4 LV_542_OKT_4
5 LV_542_OKT_5A
6 LV_542_OKT_5B**
7 LV_542_OKT_6
8 LV_542_OKT_7
9 LV_542_OKT_8
10 LV_542_OKT_9
11 LV_542_OKT_10
12 LV_542_OKT_11
13 LV_542_OKT_12
14 LV_542_OKT_13
15 LV_542_OKT_14
16 LV_542_OKT_15
17 LV_542_OKT_16
18 LV_542_OKT_17
19 LV_542_OKT_18
20 LV_542_OKT_19
21 LV_542_OKT_20
22 LV_542_OKT_21
23 LV_542_OKT_22
24 LV_542_OKT_23
25 LV_542_OKT_24
26 LV_542_OKT_25
27 NIC_IPIN_MAY
DOI: 10.17866/rd.salford.7931279.v1
title: Adelphi Contemporary Music Group Performance in Collaboration with Michael Cretu

description: This concert was given in the New Adelphi band room in collaboration with internationally recognized double bass player Michael Cretu. Three items have been selected from the concert programme, and are discussed within the accompanying commentary.<br>1. The Balkan Connection (Cretu)2. Three Verses from a Disowned Poem (Brissenden)3. Rambi, Rambi (Cretu)<br>
DOI: 10.25452/figshare.plus.25888198.v1
title: Input and Numerical Output of Simulated Fire Video Library

description: This contains the PyroSim (Thunderhead Engineering) and Fire Dynamics Simulator (FDS, National Institute of Standards and Technology) input files used to computationally model the developing room files of the associated "Simulated Fire Video Library". In addition, the FDS output files that describe the modeled heat release rate (HRR), embedded devices, and computational time are included.See the "Bonny_Input-Output-Fire-Simulations_Readme.txt" file for additional information.Simulation files are arranged in zip files named using the following scheme: [type-of-room]_[fire-growth-rate].zip<i>Research reported in this publication was supported by the National Science Foundation under award number 2200416. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Science Foundation.</i>
DOI: 10.6084/m9.figshare.22735193.v1
title: Ketogenic diet-induced shifts in the gutmicrobiome associate with changes to inflammation and circulating brain-related miRNAs in children with autism spectrum disorder

description: This is an MS Excel file (.xlsx) containing the dataset of absolute abundance of 16s. The identifier is seq_number for each sample.
DOI: 10.6084/m9.figshare.6179069.v3
title: Elevated CO2 impacts on vitamins, minerals, and protein (nitrogen) in rice grains

description: This is a supplemental data file for the following 2018 Science Advances article:<br>Chunwu Zhu, Kazuhiko Kobayashi, Irakli Loladze, Jianguo Zhu, Qian Jiang, Xi Xu, Gang Liu, Saman Seneweera, Kristie L. Ebi, Adam Drewnowski, Naomi Fukagawa, Lewis H. Ziska (2018) Carbon dioxide (CO2) levels this century will alter the protein, micronutrients, and vitamin content of rice grains with potential health consequences for the poorest rice-dependent countries, <i>Science Advances, </i>DOI:<i> </i>10.1126/sciadv.aaq1012
DOI: 10.23645/epacomptox.6327917.v1
title: ToxCast Chemicals: Data Management and Quality Considerations Overview

description: Data management and quality considerations for ToxCast chemicals.
DOI: 10.6084/m9.figshare.1257693.v1
title: Stress IGT data

description: Dataset exploring the impact of threat of shock induced stress on the Iowa Gambling task as a function of depression and anxiety symptoms.
DOI: 10.6084/m9.figshare.28607666.v1
title: Prediction of Air Pollutants in Kimberley, South Africa

description: This research predicts air pollutants using data from Kimberley, South Africa
DOI: 10.6084/m9.figshare.977860.v1
title: Movies by rating - simplified dataset

description: A simplified dataset based on Olson, Randy (2014): 25 most popular films each year, 1931-2013. figshare.<br>http://dx.doi.org/10.6084/m9.figshare.913467
DOI: 10.17632/4rj6z2wvyb
title: Neave et al. Dairy farmers’ perspectives on providing cow-calf contact in the pasture-based systems of New Zealand

description: Interview script.
DOI: 10.17632/ygvn5hmv78
title: Antibody RING-Mediated Destruction of endogenous proteins. Ibrahim et al

description: Experimental raw data
DOI: 10.6084/m9.figshare.11307551.v1
title: Gene database of Pseudomonas protegens Pf-5

description: <i>Pseudomonas protegens</i> Pf-5 is an important biocontrol bacterium present in multitude of environmental surfaces. A Gram-negative bacterium with a versatile metabolism, <i>P. protegens</i> Pf-5 is emerging as an important biotechnology workhorse, particularly in the area of recovering useful metals from metal ores or electron scrap materials. Herein, the annotated genome sequence of <i>P. protegens</i> Pf-5 (NCBI Reference Sequence: NC_004129.6) was parsed by an in-house MATLAB algorithm to yield a gene database comprising all gene names and their associated gene function and gene sequence. The database should find use in a variety of metabolic engineering and biotechnology applications seeking to demonstrate novel use of the bacterium in environmental remediation and crop protection through recombinant DNA technology.<br><br>
DOI: 10.6084/m9.figshare.1220428.v1
title: MPI EMBM Database Mocap Files

description: The archive contains over 1440 motion capture files in the .bvh format. The full interactive database with the same motion capture files in the .mvnx format together with the descriptibe metadata and the usage instructions can be found here: http://ebmdb.tuebingen.mpg.de
DOI: 10.6084/m9.figshare.13286621.v3
title: Supporting information and data for: A. Dhungana & E.G Mitchell 2021, Facilitating corals in an early Silurian deep-water assemblage

description: DHUNGANA, A. and MITCHELL, E. G. 2021. Dhungana& Mitchell: Facilitating corals in an early Silurian deep-waterassemblage. Figshare. https://doi.org/10.6084/m9.figshare.13286621
DOI: 10.6084/m9.figshare.21834972.v1
title: Herbal Medicine for OH data.xlsx

description: This data is related to a study in Malaysia that explored Knowledge and Practice regarding using herbal medicine for oral health in Malaysia.
DOI: 10.6084/m9.figshare.23884489.v1
title: Can storytelling of women’s lived experience enhance empathy in medical students? A pilot intervention study

description: This pilot study aimed to investigate the acceptability and efficacy of a patient storytelling intervention (live and recorded) on empathy levels of medical students. Medical students participated in a storytelling intervention that had three components: listening to live or recorded stories from women with abnormal uterine bleeding, reflective writing, and a debriefing session. Empathy scores of students pre- and post-intervention were measured using the Jefferson Scale of Empathy-student version (JSE-S). Students also completed a feedback survey. Descriptive and inferential statistics were used to analyse quantitative data and content analysis was used for text comments. Both live and recorded storytelling interventions had positive effects on student’s empathy scores post intervention. Overall, students were satisfied with the intervention and reported that it improved their understanding of life experiences of women. Suggestions were made for an in-person storytelling session and interactive discussion after listening to each story. A storytelling intervention has the potential to improve medical students’ empathy and understanding of lived experience of women with health conditions. This could be valuable when student-patient interactions are limited in healthcare settings, or to enable stories of small numbers of patient volunteers to reach students.
DOI: 10.6084/m9.figshare.6177188.v1
title: MOB-Suite Manuscript Supplemental Material

description: Supplemental tables and figures for MOB-suite manuscript
DOI: 10.17632/mg4hth7k47
title: Data for Publication

description: Data for Publication in Data in Brief
DOI: 10.17632/w7msjnj42p
title: A seasonal precipitation isoscape for New Zealand

description: R code (R Markdown) and data associated with the submitted paper: A seasonal precipitation isoscape for New Zealand.
DOI: 10.6084/m9.figshare.14710782.v1
title: lungCtOctantWithPriorsSegmentationWeights.h5

description: u-net weight for ct lung segmentation
DOI: 10.6084/m9.figshare.24581421.v2
title: Wardeh_et_al_Feaures_that_Matter

description: Data and code associated with Wardeh et al : <b>Features that matter: evolutionary signatures that predict viral transmission routes</b>.
DOI: 10.6084/m9.figshare.26676740.v1
title: Additional file 2 of Monitoring volcanic activity with distributed acoustic sensing using the Tongan seafloor telecommunications cable

description: Additional file 2: Event list obtained in this study.
DOI: 10.6084/m9.figshare.19447370.v1
title: Genome sequences and gene prediction results of Marsupenaeus japonicus

description: Genome sequences and gene prediction results of Marsupenaeus japonicus
DOI: 10.6084/m9.figshare.3100525.v1
title: Metodos_ergonomicos_ventajas_desventajas_boceto.pdf

description: Metodologia en Ergonomia<br>
DOI: 10.17632/jbvrd44m5g
title: Kurdish News Summarization Dataset

description: The Kurdish News Summarization Dataset (KNSD) is a newly constructed and comprehensive dataset specifically curated for the task of news summarization in the Kurdish language. The dataset includes a collection of 130,000 news articles and their corresponding headlines sourced from popular Kurdish news websites such as Ktv, NRT, RojNews, K24, KNN, Kurdsat, and more.
The KNSD has been meticulously compiled to encompass a diverse range of topics, covering various domains such as politics, economics, culture, sports, and regional affairs. This ensures that the dataset provides a comprehensive representation of the news landscape in the Kurdish language.
Key Features 
Size and Variety: The dataset comprises a substantial collection of 130,000 news articles, offering a wide range of textual content for training and evaluating news summarization models in the Kurdish language. The articles are sourced from reputable and popular Kurdish news websites, ensuring credibility and authenticity.
Article-Headline Pairs: Each news article in the KNSD is associated with its corresponding headline, allowing researchers and developers to explore the task of generating concise and informative summaries for news content specifically in Kurdish.
Data Quality: Great attention has been given to ensuring the quality and reliability of the dataset. The articles and headlines have undergone careful curation and preprocessing to remove duplicates, ensure linguistic consistency, and filter out irrelevant or spam-like content. This guarantees that the dataset is of high quality and suitable for training robust and accurate news summarization models.
Language and Cultural Context: The KNSD is specifically tailored for the Kurdish language, taking into account the unique linguistic characteristics and cultural context of the Kurdish-speaking population. This allows researchers to develop models that are attuned to the nuances and specificities of Kurdish news content.
Applications:
The  KNSD can be utilized in various applications and research areas, including but not limited to:
News Summarization: The dataset provides a valuable resource for developing and evaluating news summarization models specifically for the Kurdish language. Researchers can explore different techniques, such as extractive or abstractive summarization, to generate concise and coherent summaries of Kurdish news articles.
Machine Learning and Natural Language Processing (NLP): The KNSD can be used to train and evaluate machine learning models, deep learning architectures, and NLP algorithms for tasks related to news summarization, text generation, and semantic understanding in the Kurdish language.
The Kurdish News Summarization Dataset (KNSD) offers an extensive and diverse collection of news articles and headlines in the Kurdish language, providing researchers with a valuable resource for advancing the field of news summarization specifically for Kurdish-speaking audiences.
DOI: 10.6084/m9.figshare.13194731.v1
title: DATA file.xlsx

description: Data
DOI: 10.17632/5b7jmn3ppj
title: Irish Language Schools (Gaelscoileanna)

description: Using data sourced from Gaeloideachas, I created a map of all the primary & post-primary Gaelscoileanna, or Irish-medium schools, in Ireland (as of 2023). I added the metadata for education level in order to make this dataset more useful. In addition to splitting the schools by education level, the data set also includes denomination of the schools. All of the schools are geocoded using street address, city, and county. There is high potential for using this data set for showing where future primary/post-primary institutions may be established. Further, information such as religious denomination may further show where certain demographics are underserved when accessing an open, welcoming space to learn the Irish language. Other details are preserved from the original Gaeloideachas data set, including school names and some administrative details of the schools.

Gaeloideachas is an Irish-language organization focused on promoting the education of Irish across the island of Ireland.
DOI: 10.6084/m9.figshare.13010549.v2
title: Cotesia glomerata genome [MPM_Cglom_v2.0/v2.3]

description: Genome assembly data associated with, Pinto et al. (2021). A chromosome-level genome assembly of the parasitoid wasp, Cotesia glomerata (Hymenoptera: Braconidae). J Hered. https://doi.org/10.1093/jhered/esab032 <br>If you use these data in your work, please cite this paper.<br>UPDATE: MPM_Cglom_v2.3 has been made available on GenBank and re-annotated by RefSeq (available here: https://www.ncbi.nlm.nih.gov/genome/?term=txid32391[orgn] ). Files in this folder should be used sparingly and generally only to reproduce analyses from Pinto et al. 2021.<br>Version of the genome finally accepted by NCBI almost exactly the same as v2.0 with some trimmed adapters, etc:MPM_Cglom_v2.3.fasta.gz - final NCBI accepted genome assembly.MPM_Cglom_v2.3.gff3.gz - final NCBI accepted genome annotation.<br>MPM_Cglom_v2.3.transcripts.fa.gz - final NCBI accepted transcripts.<br>MPM_Cglom_v2.3.proteins.fa.gz - final NCBI accepted proteins.<br>MPM_Cglom_v2.0.hic.gz - post-3D-DNA whole genome HiC contact map for visualization in Juicebox.MPM_Cglom_v2.0.assembly.gz - assembly overlay of HiC contact map (.hic) for Juicebox visualization.MPM_Cglom_v2.0.fasta.gz - Final annotated genome assembly with soft repeatmasking.MPM_Cglom_v2.0.gff3.gz - gff3 gene annotation file paired with "MPM_Cglom_v2.0.fasta"MPM_Cglom_v2.0.fasta.mod.EDTA.intact.gff3.gz - repeat and TE annotation paired with "MPM_Cglom_v2.0.fasta"MPM_Cglom_v2.0.proteins.fa.gz - list of annotated protein sequences from genome annotation.MPM_Cglom_v2.0.transcripts.fa.gz - list of annotated transcript sequences from genome annotation.<br>Refer to README.txt file for more information regarding this repository.<br><br><br>
DOI: 10.6084/m9.figshare.20346426.v1
title: Questionário para pesquisa sobre pesca e pescadores.

description: Questionário referente à pesquisa sobre pesca e pescadores artesanais, para obtenção de informações gerais sobre pesca, acidentes de trabalho e doenças ocupacionais.
DOI: 10.6084/m9.figshare.26731378.v2
title: OaSNP2818x28210.fam Plink file of genotypes of African sheep

description: Review on the history and diversity of African sheep
Journal: Animal Genetics
DOI: 10.6084/m9.figshare.27910047.v1
title: Alzahrani et al. Communications Biology "Mice develop obesity and lose myocardial metabolic flexibility months after exertional heat stroke" Source data for figures and analysis.

description: Original Manuscript Abstract for this data: As global temperatures rise, heat-related chronic health disorders are predicted to become more prevalent. We tested whether a single exposure to acute heat illness, using a preclinical mouse model of exertional heat stroke (EHS), can induce late-emerging health disorders that progress into chronic disease. Following EHS, mice were followed for 3 months; after two weeks of recovery, half were placed on a Western diet to determine if previous EHS exposure amplifies the negative consequences of an atherogenic diet. When compared to sham exercise controls, EHS-exposed mice exhibit accelerated diet-induced obesity, develop low level cardiac hypertrophy, develop accelerated diet-induced liver steatosis, severe hypoproteinemia and a loss of metabolic flexibility in the myocardium. The latter is characterized by a shift towards predominant glucose metabolism and glycolysis. These results demonstrate that a single exposure to severe exertional heat illness can induce long-lasting and unexpected health consequences in mammals and increased vulnerability to secondary metabolic stressors.
DOI: 10.17632/f3xrpg8b27
title: A Dataset of Compressive Strength of FRCM-confined Concrete Columns

description: This database comprised of 76 experimental tests of FRCM-confined concrete columns, collected from previous works. There are five input variables, namely, column diameter, column height, temperature, percentage of fiber, and unconfined concrete compressive strength, reported in columns C to G of the spreadsheet. Additionally, the corresponding compressive strength of FRCM-confined concrete columns, fcc, is reported in column H of the spreadsheet.
DOI: 10.6084/m9.figshare.13377410.v1
title: F3. basins

description: basin shapefile
DOI: 10.6084/m9.figshare.14069093.v2
title: AFM / Confocal images and dataset

description: This dataset consist on AFM/confocal confinement at 3µm of HeLa Kyoto MYH9-eGFP / lifeact-mCherry.<br> Dishes with cells were mounted in a dish heater (JPK Instruments) and kept at 37 °C under an inverted light microscope (Axio Observer.Z1; Zeiss) equipped with a confocal microscope unit (LSM 700; Zeiss) and the atomic force microscope (AFM) head (CellHesion 200; JPK Instruments). Focused ion beam (FIB)-sculpted, flat silicon microcantilevers were processed and calibrated as described in (Cattin et al., 2015). The microcantilevers were fixed on a standard JPK glass block and mounted in the AFM head. The cantilever was lowered on the cell to a preset height with a constant speed of 0.5 μm·s-1, and the resulting varying force and cantilever height were recorded over time. At the same time, differential interference contrast (DIC) and fluorescence images at the confined cell's midplane were recorded every 5 seconds using a 63× water immersion objective. All microscopy equipment was placed, and experiments were carried out in a custom-made isolation box at 37 °C (The Cube; Life Imaging Services).<br> The following pharmacological inhibitors and chemical compounds were used:10 µM ROCK-mediated contractility inhibitor <b>Y-27632</b> (Y27) (ED Millipore),20 µM <b>AACOCF3</b> (AA) inhibiting the nuclear envelope stretch-sensitive enzyme cPLA2 (Tocris Bioscience),100 µM <b>2APB</b> blocking stretch-activated inositol triphosphate receptors (InsP3Rs) on the ER/nuclear membranes (Tocris Bioscience).
DOI: 10.17632/k5pbz9795f
title: MultiBanFakeDetect: An Extensive Benchmark Dataset for Multimodal Under-Resource Bangla Fake News Detection

description: The MultiBanFakeDetect dataset consists of a total of 9,600 text-image instances from online forums, news websites, and social media. Covering political, social, Technology, and entertainment themes, the dataset offers balanced real and fake instances. The data distribution within the labels includes 7,680 instances for training, 960 instances for testing, and 960 instances for validation.

Statistical Overview of Text-Image Pair Data Across Different Types of Fake News
=========================================
Types Training Testing Validation
=========================================
Misinformation 1288 161 162
Rumor 1215 152 151
Clickbait 1337 167 167
Non-fake 3840 480 480 
=========================================
Total 7680 960 960

Distribution of Text-Image Pair Data within Labels
=====================================
Label Training Testing Validation
=====================================
1 (Fake) 3840 480 480
0 (Non-Fake) 3840 480 480
=====================================
Total 7680 960 960


Statistical Overview of Text-Image Pair Data Across Different Categories of Fake News
=========================================
Category Training Testing Validation
=========================================
Entertainment 640 80 80
Sports 640 80 80
Technology 640 80 80
National 640 80 80
Lifestyle 640 80 80
Politics 640 80 80
Education 640 80 80
International 640 80 80
Crime 640 80 80
Finance 640 80 80
Business 640 80 80
Miscellaneous 640 80 80
=========================================
Total 7680 960 960