cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24466606.v1
title: 全基因组关联研究 肺炎链球菌 确定了与疾病相关的遗传变异

description: 全基因组关联研究 肺炎链球菌 揭示了与疾病相关的遗传变异， 表明正在了致病性的复杂性、多因素性正在并为精确的靶向干预提供了遗传证据。
DOI: 10.6084/m9.figshare.28120256.v1
title: PAFL code coverage data

description: Code coverage of BugsC++ and BugsInPy
DOI: 10.11583/dtu.11920416.v1
title: ASIP Sea Ice Dataset - version 1

description: The ASIP Sea Ice Dataset - version 1, contains 912 Sentinel-1 (S1) Synthetic Aperture Radar (SAR) scenes matched with sea ice charts produced by the Danish Meteorological Institute from 2014-2017. <br>Ice charts containing sea ice concentrations provided in manual drawn polygon over the scene has been projected into the the S1 geometry for easy use as labels in deep learning or other machine learning algorithm training processes. <br>The dataset also includes AMSR2 microwave radiometer sensor measurements to compliment the learning of the of sea ice concentrations although in a much lower resolution than the S1 data.<br>Details are described in the manual that is published together with the dataset.<br>
DOI: 10.6084/m9.figshare.17701907.v1
title: Daily Births number

description: The dateset is a daily birth count for a tertiary hospital from Nepal. The data contains information about number of births by day and relented maternal and child health characteristicts.
DOI: 10.6084/m9.figshare.28772201.v1
title: TechnicalReport.pdf

description: SYSTEMATIC MAPPING STUDY ON SERIOUS AND EDUCATIONAL DIGITAL GAMES IN PREVENTION, AWARENESS AND COMBATING SEXUAL VIOLENCE
DOI: 10.17632/3bghbntnw6
title: Data for: Defining Industry 4.0: a critical review - Full coding tables

description: The dataset presents the full coding tables for the article. Appendix A contains a description of the examined contributions (Authors, affiliation, geographies, methodology). Appendix B includes the breakdown of each paper into the six coding categories and relevant sub-categories.
DOI: 10.25378/janelia.14157902.v1
title: anm466769 Cell 2 of "Simultaneous Voltron (1.0) imaging and whole-cell patch-clamp recordings of somatosensory cortex layer 1 interneurons in vivo."

description: This cell is a part of the collection: https://doi.org/10.25378/janelia.c.5325254 Please see collection for description, related datasets, and citation for dataset collection.
DOI: 10.17632/jh6979fg2t
title: Dataset of Spoilt Banknotes of India (Rupees)

description: Accurate Currency recognition and classification is one of the challenging tasks for visually impaired people. As the damaged banknotes are not accepted by vendors while doing financial transactions, thus it is necessary to classify between spoilt and unspoilt banknotes. With this objective we have created the Spoilt Indian (Rupees) bank-notes dataset. This dataset consists of total 5125 (2584 old banknotes and 2541 new banknotes) high quality images. 
Mobile phones rear camera was used to take the images of spoilt Indian banknotes. The bank-note dataset consists of 8 classes namely Spoilt New 10 Rupees, Spoilt Old 10 Rupees, Spoilt New 20 Rupees, Spoilt Old 20 Rupees, Spoilt New 50 Rupees, Spoilt Old 50 Rupees, Spoilt New 100 Rupees, and Spoilt Old 100 Rupees. The banknote images which were soiled, mutated, holed, torn were considered for dataset creation. The images were taken in dark and illuminated backgrounds as well in the cluttered background.
DOI: 10.17632/yy5ntwt6z5
title: CONSUMER RESEARCH PROCESS AND UNDERSTANDING BUYING BEHAVIOR POST COVID -19

description: In Pre-COVID times consumerism was meant for mere buying products for meeting daily satiable needs not thinking much of taste and preferences which was more of a conjectured buying habits except for few better consumers understanding buying needs and value authenticated products. The sole concept of the manufacturing units was idealized on various easy and nonpremeasure production techniques and methods for easy consumption based on sense gratification and fast filling profits varying from different class of people of different economy. Low priced, low quality products were also accepted in early retail days hundred years ago but later the consumers became aware of the fact that the consumption of goods should be of higher quality and services. (William T Robinson, 1985).This quality approach was supported by the selling approach where aggressive selling took over and consumers were just used as means to sell for the profitability. (Leone, 1991) By the middle of the twentieth century, more and more organizations began to feel the need of understanding customers and the consumers began to resist mass production. People came in contact with the outside world with open ended discussions ,media provocative advertorials, developing buying taste and habits, induced cognitive and behavioral process, and constant evaluation of the products in the basis of quality and quantity and of course post -buying behavior to retain with the products in the mere future or switching to a different products with same satisfying variables. This change of behavior leading to a concrete Consumer preference which led to the rise of consumerism, innovation product, rise of direct and indirect competition, changing lifestyles, increased international trade and marketing –oriented approach along with united decision- making groups like family or organization (Michael Storper, 2009).But sudden change after widespread pandemic outbreak the procedure of consumer demands is now to be understood and new choices are being made or will be made to understand each product on the basis of safety, and this will lead to a era of “new normal development” in the field of consumer behavior. In this paper we will be discussing on changing consumer behaviour and attitudes post COVID 19, why do we need to understand consumer buying habits, consumer as a decision maker Post COVID times, consumer retailing thoughts in and after 2020, post COVID Consumer motives of buying.
DOI: 10.6084/m9.figshare.5680150.v1
title: patient_01_raw

description: This archive contains Magnetic Resonance (MR) images of Multiple Sclerosis (MS) patients with corresponding consensus based ground truth segmentations of white matter lesions. The images are grouped into folders for each of the patients.<br>The database is released under the Creative-Commons Attribution (CC-BY) license. Please cite the references below in any published work that uses this database. <br>References <br>Lesjak, Žiga, Franjo Pernuš, Boštjan Likar, and Žiga Špiclin. "A Novel Public MR Image Dataset of Multiple Sclerosis Patients With Lesion Segmentations Based on Multi-rater Consensus", Neuroinformatics (2017), DOI: 10.1007/s12021-017-9348-7
DOI: 10.6084/m9.figshare.5719786.v1
title: Legislative vulnerability of minority groups

description: Abstract Minorities are in an inferior position in society and therefore vulnerable in many aspects. This study analyzes legislative vulnerability and aims to categorize as “weak” or “strong” the protection conferred by law to the following minorities: elderly, disabled, LGBT, Indians, women, children/ adolescents and black people. In order to do so, it was developed a documental research in 30 federal laws in which legal provisions were searched to protect minorities. Next, the articles were organized in the following categories: civil, criminal, administrative, labor and procedural, to be analyzed afterwards. Legal protection was considered “strong” when there were legal provisions that observed the five categories and “weak” when it did not meet this criterion. It was noted that six groups have “strong” legislative protection, which elides the assertion that minorities are outside the law. The exception is the LGBT group, whose legislative protection is weak. In addition, consecrating rights through laws strengthens the institutional channels for minorities to demand their rights. Finally, it was observed that the legislative protection granted tominorities is not homogeneous but rather discriminatory, and there is an interference by the majority group in the rights regulation of vulnerable groups.
DOI: 10.6084/m9.figshare.6682709.v1
title: OCR results

description: Words detected with OCR systems (Google Cloud Vision OCR and Tesseract OCR).<br>
DOI: 10.6084/m9.figshare.c.3666502_d35.v1
title: Example of Egyptian fruit bat vocalization - Isolation call (2)

description: An example of an Egyptian fruit bat pup isolation call
DOI: 10.17608/k6.auckland.4557328.v1
title: SCoA-V Data Files

description: The SPSS data file containing the data information collected from the SCoA-V questionnaire administered in 2007. <br><br>The AMOS data file is the confirmatory factor analysis input for the SCoA-V data set. <br><br>Results were published in:<br>Brown, G. T., Irving, S. E., Peterson, E. R., & Hirschfeld, G. H. (2009). Use of interactive–informal assessment practices: New Zealand secondary students' conceptions of assessment. <i>Learning and Instruction</i>, <i>19</i>(2), 97-111. doi:10.1016/j.learninstruc.2008.02.003<br>Weekers, A. M., Brown, G. T. L., & Veldkamp, B. P. (2009). Analyzing the dimensionality of the Students' Conceptions of Assessment (SCoA) inventory. In D. M. McInerney, G. T. L. Brown & G. A. D. Liem (Eds.), <i>Student perspectives on assessment: What students can tell us about assessment for learning.</i> (pp. 133-157). Charlotte, NC US: Information Age Publishing.
DOI: 10.17632/rkbpp6d5xv
title: ThermoNAS

description: ThermoNAS (Thermal Numerical Analysis Software) is tool designed to model and visualize temperature distributions in both fluid and solid phases within a porous channel for incompressible fluid flow using a two-temperature model. The program uses finite difference methods to solve heat conduction and fluid dynamics equations, allowing for real-time analysis of temperature changes over time.

Key Features:
- Fluid and Solid Temperature Contours: Visualizes the temperature evolution in both fluid and solid domains;
- Interactive Slider for Time Steps: Adjust the simulation time step interactively to observe temperature changes at different stages;
- Real-Time Calculations: The program solves the heat transfer and fluid flow equations using input parameters such as fluid properties, heat conductivities, and external conditions;
- Customizable Input: Allows users to specify various parameters like channel dimensions, fluid velocities, initial and boundary conditions, and more;
- Matplotlib Integration: The temperature fields are plotted using Matplotlib, offering clear and high-quality visualizations of the simulation results.

Requirements:
- Python 3.x
- PySide6
- Matplotlib
- NumPy

Usage:
1. Input parameters such as dimensions, initial conditions, and material properties.
2. Run the simulation by pressing the "Compute" button.
3. Use the slider to update the plot and view temperature distributions at different time steps.

Installation:
To install and run the program:
1. Copy this repository or use .exe file.
DOI: 10.17632/tftbm7ktfp
title: Base de datos de adicción a teléfonos inteligentes, ansiedad, depresión y estrés en estudiantes universitarios mexicanos

description: los datos recolectados corresponden a un estudio transversal cuyo objetivo consiste en evaluar la asociación entre depresión, ansiedad y estres con la adicción a los telefonos inteligentes en estudiantes universitarios mexicanos.
DOI: 10.6084/m9.figshare.12476603.v1
title: Additional file 2 of Dynamic precise orbit determination of Hayabusa2 using laser altimeter (LIDAR) and image tracking data sets

description: Additional file 2: Table S2. The AIT data used in this study.
DOI: 10.6084/m9.figshare.20402178.v1
title: Regulatory elements of six species

description: Within each species, the consensus peaks of H3K27ac and H3K4me3 overlapped to define regulatory regions enriched for H3K27ac only or both using intersectBed from bedtools v2.30.0. We defined two categories of regulatory regions: 1) promoter, which simultaneously marked by H3K4me3 and H3K27ac with at least 50% overlap of their length, and 2) enhancer, which contained H3K27ac peaks and did not overlap with H3K4me3 enriched regions.
DOI: 10.6084/m9.figshare.28069142.v3
title: GSTARNN

description: Ship temperature and salinity data from 2014 to 2018 with GSTARNN source code
DOI: 10.6084/m9.figshare.19918813.v1
title: Omnitrophota MAGs

description: Metagenome-assembled genome contigs for Omnitrophota and Rattebacteriota genomes.
DOI: 10.6084/m9.figshare.27638469.v1
title: PPAR_cosine_data.csv

description: PPAR matrix that contains the weights between genes and phenotypes
DOI: 10.6084/m9.figshare.6338333.v1
title: Additional file 2: of Embryonic transcriptome and proteome analyses on hepatic lipid metabolism in chickens divergently selected for abdominal fat content

description: Table S1. DEGs identified in liver of E7 embryos between the fat and lean lines. RawIntensity, raw copy number of tag; TPM, normalized expression of tag; log2 Ratio, log2 (fold changes of differentially expressed genes); FDR, false-discovery rate. (XLSX 72Â kb)
DOI: 10.6084/m9.figshare.7609220.v2
title: Dataset.xlsx

description: Dataset of the systematic review.
DOI: 10.6084/m9.figshare.20236844.v1
title: Raw data from Transformation to ischemia tolerance of frog brain function corresponds with dynamic changes in mRNA co-expression across metabolic pathways

description: File contains the dataset generated in the study that led to the production of the figures presented.
DOI: 10.6084/m9.figshare.26770198.v1
title: Fault current data of four-terminal HVDC grid using hybrid HVDC breaker and FCL

description: The data belongs to the line to line faults in a foru terminal hvdc system. The faults are interuptted using a hybrid type hvdc circuit breaker and a novel fault limiter topology. The corresponding electrical, thermal and energy parameters are studied for the breaker components.
DOI: 10.17632/gj6m6bys73
title: Data for: Disentangling Natural and Anthropogenic Sources of Dust Deposition to a Montane Ecosystem at San Jacinto Peak, Southern California

description: Analyses of mineral dust collected at six locations on San Jacinto Peak in Southern California between August 2019 and March 2022. Dust was collected at approximately four month intervals. Our purpose was to constrain the geochemical properties and flux of dust deposited at various elevations in an alpine ecosystem.
DOI: 10.6084/m9.figshare.26362609.v3
title: The annotation of <i>Diptychus maculatus</i>

description: The scaly osman (<i>Diptychus maculatus</i>) is a cold-water fish endemic to China and considered rare. Due to its reproductive characteristics and environmental threats, it was designated a Class II protected species in 2021.
DOI: 10.6084/m9.figshare.26704656.v1
title: Additional file 3 of Near telomere-to-telomere genome assemblies of two Chlorella species unveil the composition and evolution of centromeres in green algae

description: Supplementary Material 3.
DOI: 10.17632/2vktdxfxv7
title: Nigerian Food Dataset

description: This data represents 10 different foods from Nigeria divided into test and train folders. Data was collected from Bing Images via a python script.
DOI: 10.17632/mmmxjvb7r7
title: Research

description: My research
DOI: 10.6084/m9.figshare.25706982.v1
title: Integrative Proteomic Analysis Reveals Metabolic Vulnerabilities and Diagnostic Biomarkers in High-risk Prostate Cancer

description: Raw dataset. 1: The genomic characterization of the 125 PCa patients. 
Raw dataset. 1a: Somatic mutations identified in the 125 PCa patients called by WES. 
Raw dataset. 1b: Somatic copy number alterations (CNAs) identified in the 125 PCa patients called by WES (Gene level copy number alterations estimated by GISTIC2). 
Raw dataset. 1c: Somatic copy number alterations (CNAs) identified in the 125 PCa patients called by WES (Arm level copy number alterations estimated by GISTIC2). 
Raw dataset. 1d: Somatic copy number alterations (CNAs) identified in the 125 PCa patients called by WES (Focal copy number alterations estimated by GISTIC2). 
Raw dataset. 1e: The gene fusion events identified in the 125 PCa patients called by RNA-seq data. 
Raw dataset. 1f: Qualitative and quantitative results of both annotated and novel splice junctions changed in tumor and NAT of the 125 PCa patients (rMATS uses a likelihood-ratio test to calculate the P value and uses Benjamini-Hochberg multiple comparisons for FDR). 

Raw dataset. 2: The transcriptomic characterization of the 125 PCa patients. 
Raw dataset. 2a: A list of the genes identified in PCa samples by RNA-Seq (shown as the normalized count). 
Raw dataset. 2b: A list of the genes identified in PCa samples by RNA-Seq (shown as the FPKM). 

Raw dataset. 3: The proteomic characterization of the 125 PCa patients. 
Raw dataset. 3a: A list of protein groups identified in the 125 PCa patients. 
Raw dataset. 3b: A list of proteins (grouped into unique gene names) and their relative intensities in tumor and nearby tissues of the 125 PCa patients. 

Raw dataset. 4: The phosphoproteomic characterization of the 125 PCa patients. 
Raw dataset. 4a: A list of phosphosites identified in the 125 PCa patients. 
Raw dataset. 4b: A list of phosphosites (grouped into unique gene names) and their relative intensities in tumor and nearby tissues of the 125 PCa patients.
DOI: 10.6084/m9.figshare.28921538.v3
title: <b>Do AI dream of holding a painting brush?</b>How do AI image generators affect visual creators.

description: <b>INM317 Design Justice Module (2024-2025)</b>
DOI: 10.17632/7x3grtx6db
title: The Chandrasekhar function revisited

description: Abstract The need for an accurate (better than 10 significant digits) and fast algorithm for calculating the Chandrasekhar function, H ( μ , ω ) , has stimulated the present analysis of different solutions of the relevant integral equation. It has been found that a very accurate analytical solution can be derived that is conveniently used in the range of small arguments, μ and ω . In a limited range of arguments, the H function can be expressed in terms of a rapidly converging series of Bernoulli cons... Title of program: CHANDRAS_MIX Catalogue Id: AEWW_v1_0 Nature of problem Algorithms derived from an integral representation of the H function generally exhibit a slow convergence which may considerably delay calculations involving integration of functions containing the H function. Furthermore, a set of reference values of the H function of a very high accuracy is useful in analysis of performance of different algorithms, and thus a relevant computational procedure is needed for that purpose. Versions of this program held in the CPC repository in Mendeley Data AEWW_v1_0; CHANDRAS_MIX; 10.1016/j.cpc.2015.05.012 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.6084/m9.figshare.1504065.v1
title: Gaussian Job Archive for C17H23NO4

description: Archive of work produced using the resources of the Imperial College High Performance Computing Service.
DOI: 10.6084/m9.figshare.14043923.v1
title: NTPH_NETosis.zip

description: README<br>*** NETosis by Flow Cytometry (Neutrophils) ***<br>To observe whether NETosis is different between our different groups of neutrophils, we used SYTOX green to stain extracellular DNA. We performed NETosis assay on both basal condition and after priming of neutrophils with TNFA. DMSO is used as a vehicle control, and PMA is used to induce NETosis. Due to the high variation between sample, technical quadruplets wereran for each biological sample. Neutrophil samples were analyzed using the MacsQuant10, and gating were performed using FlowLogic version 7. A sample sheet is included in the folder to be able to distinguish the different groups.<br>Note: AgingCohort31 is separated into two folders (AgingCohort21_NTPH_Netosis, AgingCohort31_NTPH_NetosisP2). This batch of samples was processed and ran on together on the same day. However, a MacsQuant10 error caused the instrument to restart, separating the run into two different folders. <br>
DOI: 10.6084/m9.figshare.3486521.v1
title: DNA methylome changes by estradiol benzoate and bisphenol A links early-life environmental exposures to prostate cancer risk

description: Developmental exposure to endocrine-disrupting chemicals (EDCs), 17β-estradiol-3-benzoate (EB) and bisphenol A (BPA), increases susceptibility to prostate cancer (PCa) in rodent models. Here, we used the methylated-CpG island recovery assay (MIRA)-assisted genomic tiling and CpG island arrays to identify treatment-associated methylome changes in the postnatal day (PND)90 dorsal prostate tissues of Sprague-Dawley rats neonatally (PND1, 3, and 5) treated with 25 µg/pup or 2,500 µg EB/kg body weight (BW) or 0.1 µg BPA/pup or 10 µg BPA/kg BW. We identified 111 EB-associated and 86 BPA-associated genes, with 20 in common, that have significant differentially methylated regions. Pathway analysis revealed cancer as the top common disease pathway. Bisulfite sequencing validated the differential methylation patterns observed by array analysis in 15 identified candidate genes. The methylation status of 7 (<i>Pitx3, Wnt10b, Paqr4, Sox2, Chst14, Tpd52, Creb3l4</i>) of these 15 genes exhibited an inverse correlation with gene expression in tissue samples. Cell-based assays, using 5-aza-cytidine-treated normal (NbE-1) and cancerous (AIT) rat prostate cells, added evidence of DNA methylation-mediated gene expression of 6 genes (exception: <i>Paqr4</i>). Functional connectivity of these genes was linked to embryonic stem cell pluripotency. Furthermore, clustering analyses using the dataset from The Cancer Genome Atlas revealed that expression of this set of 7 genes was associated with recurrence-free survival of PCa patients. In conclusion, our study reveals that gene-specific promoter methylation changes, resulting from early-life EDC exposure in the rat, may serve as predictive epigenetic biomarkers of PCa recurrence, and raises the possibility that such exposure may impact human disease.
DOI: 10.17632/53zs79xytt
title: The complete mitochondrial genome dataset of the Green Metalwing damselfly, Neurobasis chinensis (Hagen, 1887) (Odonata: Zygoptera: Calopterygidae) from Malaysia

description: This dataset described the complete mitochondrial genome of the Green Metalwing damselfly, Neurobasis chinensis (Odonata: Zygoptera: Calopterygidae) from Malaysia, sequenced using the next-generation sequencing technologies. It has a total length of 15,245bp in length, consisting of 13 protein-coding genes, 22 transfer RNAs, 2 ribosomal rRNAs and a control region. The genomic DNA was extracted from fresh tissue sample of Ischyja marapok using the Qiagen Blood and Tissue Kit (Qiagen, Valencia, CA) and fragmented using a Bioruptor® system. The library was prepared using NEBNext® Ultra™ II DNA Library Prep Kit for Illumina®. The sample was then sent for sequencing using the Illumina NovaSeq 6000 platform with 150 paired-end mode (PE150). The assembly was done using NOVOPlasty v.4.2 and run through a PALEOMIX BAM pipeline to assess the mitogenome mapping. Annotation was done using the MITOS v2 web server and the predicted protein-coding genes were further verified using the Open Reading Frame (ORF) Finder. The annotated mitogenome sequence file was converted into an accepted Genbank format using the GB2sequin web application. The circular mitogenome map was generated using OGDRAW.  The mitogenome is available in Genbank under the accession number ON165246.