cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29152808.v1
title: Finnsheep reference genome (oar_finn): assembly statistics

description: Summary statistics of Finnsheep genome (oar_finn).
DOI: 10.15131/shef.data.26977279.v1
title: Simulated 16 & 32 stage Normal, Feed-Forward and XOR Arbiter PUF CRPs

description: Included are in both .txt and .csv format the data generated from the simulated 16 and 32 stage Arbiter PUFs (Normal APUF, Feed-Forward APUF and XOR APUF) used to to perform the experimental work in Chapter 4 of the PhD Thesis 'Leveraging DRAM-based Physically Unclonable Functions for Enhancing Authentication in Resource-Constrained Applications' by Owen Millwood (also in publication [1]). C_Origin provides the initial set of challenges input to the scheme, Output gives the two (for 16 stage) and four (for 32 stage) bit outputs.This dataset is compatible with the code found using the following DOI: 10.15131/shef.data.27095215[1] O. Millwood, M. K. Pehlivanoğlu, A. Mohammadi Pasikhani, J. Miskelly, P. Gope and E. B. Kavun, "A Generic Obfuscation Framework for Preventing ML-Attacks on Strong-PUFs through Exploitation of DRAM-PUFs," 2023 IEEE 8th European Symposium on Security and Privacy (EuroS&P), Delft, Netherlands, 2023, pp. 92-106, doi: 10.1109/EuroSP57164.2023.00015.
DOI: 10.17632/frb7ss9n92
title: Deciphering the role of aleplasinin as a viable small molecule inhibitor of Siglec-15 in colorectal cancer progression

description: Aleplasinin is a small molecule inhibitor currently used in the treatment of Alzheimer’s disease. However, based on our docking analysis, we believe that it may be repurposed as a small molecule inhibitor targeting Siglec-15, a recent immune checkpoint protein and prominent oncogene implicated in cancer. We exhibited in vitro data demonstrating aleplasinin cytotoxicity on colorectal cancer cells and elucidated possible mechanisms of action, possibly hinting inhibition via lipid metabolism. Following total RNA extraction of SW480 colorectal cancer cells, RNA Illumina sequencing was conducted to compare the differential expression of gene targets between aleplasinin-treated and untreated conditions. Kyoto Encyclopaedia of Genes and Genomes (KEGG) and Gene Ontology (GO) analysis determined the enrichment of signalling pathways, biological processes, molecular functions and cellular components between the two conditions. From the analysis, the most downregulated gene identified was ACSL6, a prominent oncogene in CRC progression. Furthermore, data analysis revealed enriched Wnt signalling following treatment. This may highlight potential new approaches for repurposing currently available small molecule inhibitors for cancer treatment. The utilisation of aleplasinin in colorectal cancer treatment will provide insights into the molecular workings of Siglec-15-mediated tumour progression.
DOI: 10.6084/m9.figshare.12666338.v1
title: Deep time diversity and the early radiations of birds figshare data

description: Supplementary material 1 including character matrix and MrBayes command for tip dating. Supplementary material 2 including Nexus files for supertrees and figures for source trees' topology. Supplementary material 3 including MrBayes commands for diversification rate analyses. Supplementary material 4 including Code and result of lineage specific model (MTBD). Supplementary material 5 including MrBayes codes for morphological rates analyses. Supplementary material 6 including MORD and GED matrixes for principle coordinate analysis and comparative distance test. Supplementary material 7 including R scripts
DOI: 10.6084/m9.figshare.14380715.v2
title: A global annual vegetation phenology dataset derived from AVHRR for 1982–2019 by implementing multiple phenology retrieving methods

description: This global phenology product (AVH12) provides science data sets (SDSs) that map global land surface phenology metrics at 0.05 degrees spatial resolution and annual time step. The phenology metrics are derived from time series of the 2-band Enhanced Vegetation Index calculated from AVHRR Version 5 LTDR land surface reflectance data (AVH09C1).
DOI: 10.6084/m9.figshare.29092319.v3
title: Supporting data for the manuscript “Seasonal variation of phyllosphere microbial communities under warming

description: Supporting data for the manuscript “Seasonal variation of phyllosphere microbial communities under warming
DOI: 10.17632/hntn6m2pgk
title: Low et al. (2021) Dynamic and reversible remapping of network representations in an unchanging environment. Neuron

description: Data included in Low et al. (2021) Neuron. Data are numpy arrays labeled by mouse and session ID. Final piece of file name indicates the data identity:
behavior : behavioral variables by observation - position, speed, trial, time;  shape (n_observations, 4)
MEC_cellIDs : cell ID for each MEC neuron; order matches MEC_FRtensor and MEC_spikes
MEC_spikes : spike count per observation for each cell; shape (n_obs, n_cells)
MEC_FRtensor : normalized firing rate by 5cm position bins by trial for each cell; shape (n_trials, n_pos_bins, n_cells)
MEC_idx : bool; if included, indicates that the recording probe re-exited MEC on that session; use to filter MEC_cellIDs, MEC_spikes, and MEC_FRtensor; shape (n_cells,)
DOI: 10.17632/w4sw3s9f59
title: Brain Tumor Data

description: These are the MRI images of Brain of four different categorizes i.e Glioma , meningioma and pituitary and no tumor. Data is divided into two sets, Testing and traning sets for further classification
DOI: 10.17632/zp5x83k6ts
title: NLP - Tweets About Climate Change and Joe Biden

description: This dataset contains tweets about climate change that were collected using the Tweepy library. The dataset is available for natural language processing (NLP) to determine the sentiment of the tweets, either positive, negative, or neutral. The dataset also includes information about the location of the tweets and the topics that are discussed

This dataset is a valuable resource for researchers, data scientists and policymakers who are interested in public opinion about climate change and the Biden administration's climate change policies. The dataset can be used to track public sentiment, identify key topics, and measure the impact of the Biden administration's policies.
DOI: 10.6084/m9.figshare.28816445.v1
title: Supporting data for 'Stunning challenges: Operational indicators of insensibility flag failures in seabass and seabream, but success is not guaranteed'

description: Supporting data for 'Stunning challenges: Operational indicators of insensibility flag failures in seabass and seabream, but success is not guaranteed'
DOI: 10.6084/m9.figshare.5129065.v1
title: Supplementary Material for: A Common Genetic Variant in the Insulin Receptor Gene Is Associated with Eating Difficulties at 2 Years of Age in a Cohort of Preterm Infants

description: <b><i>Background/Aims:</i></b> Children born preterm are more likely than full-term infants to develop eating difficulties that can affect their growth. Although this behavior is certainly influenced by their fetal and postnatal history, a large individual variability exists that results from a complex interaction between genetic and environmental factors. We performed an original pilot study to identify common genetic variants associated with eating difficulties at 2 years of age in the POLYNUCA cohort of preterm infants. <b><i>Methods:</i></b> Eating behavior was assessed using a parental questionnaire in a cohort of 234 very preterm infants (including 38 pairs of twins). Eighty-two common single nucleotide polymorphisms (SNPs) were selected in a total of 40 candidate genes involved in the regulation of energy homeostasis and food intake. <b><i>Results:</i></b> Eating behavior was strongly correlated in monozygotic (r = 0.92, p = 0.001) but not dizygotic twins (r = 0.27, p = 0.14), suggesting a strong heritability of this trait. One SNP (rs11671975) in the insulin receptor <i>(INSR)</i> gene was significantly associated with eating behavior. This effect was maintained after adjustment for birth weight Z score and maternal education level, two factors that are associated with eating difficulties at 2 years of age. <b><i>Conclusion:</i></b> The <i>INSR</i> gene is potentially associated with eating difficulties in preterm infants.
DOI: 10.17632/jd6y25tvxf
title: CHNM vs. CMOS Supplemental Tables and Figures

description: This dataset contains Supplemental Tables and Figures from our article:
Comparison of clinicopathological features and treatment outcomes for cutaneous melanomas of the head and neck and melanomas arising at other sites: implications for systemic therapy
DOI: 10.6084/m9.figshare.16840435.v1
title: Multiparametric QPI dataset

description: This dataset is the output from the tracking code that can be found on our lab's github repository 'Multiparametric QPI'. The code in the 'Post Tracking Analysis' folder in the same github repository can be used to further analyze and plot/replicate the results of our study.
DOI: 10.6084/m9.figshare.20341398.v1
title: REDC

description: The objective of this research is to analyse and evaluate the general health of the Archives System of the State Administration in the 21st century. Starting from the bibliography and legislation immediately prior to that date, key points are selected to measure the current state of the system. The methodology used consists of the revision of the legislation, bibliography, and the technical data of archives in different censuses of the last 20 years, as well as the carrying out of an interview of our own design with the archivists. The results are shown in 10 sections or key points detected in the analysis. Finally, the conclusions analyse the aspects that have improved, which remain stagnant and which have worsened
DOI: 10.6084/m9.figshare.27369252.v1
title: TTN.zip

description: Teat number is an important trait that directly affects the reproductive efficiency and profitability of pigs. In this study, a genome-wide association study (GWAS) based on genome resequencing identified 7 significant SNPs on SSC2 and SSC7 for total teat number (TTN) trait in 888 Large White x Tongcheng crossed pigs. Three reported candidate genes VRTN, ABCD4and RSG6related to 4 significant SNPs on SSC7 were verified in this study. TTC17 linked to rs340400902 on SSC2 is novel candidate gene associatedwith TTN in pigs. The teat number of pigs with TT genotype of rs340400902 have approximately one fewer teat compared to pigs of CC genotype. In addition, T allele of rs340400902in Large White x Tongcheng crossed pigs originated in Tongcheng pigs. Overall, our study will provide SNPs and candidate genes for genetic improvement of teat numbers trait in pigs.
DOI: 10.17632/wfkprcnnky
title: ANÁLISIS Y INFOGRAFÍA SOBRE LA EPISTEMOLOGÍA CONTABLE. “CONFORMACIÓN DEL ESTADO”

description: Este escrito e infografía se basa en los conceptos de los textos “Sociedad, Poder y legitimación “de Duverger, M., Introducción a la política. Ariel, Barcelona, 1970, “Curso de derecho constitucional general” Ramon Elejalde Arbeláez y “Formas de Gobierno” Editorial Etecé donde a partir del análisis de las lecturas vemos como la organización de un estado trae consigo una historia de poder sobre un pueblo o nación, donde se encuentran diferentes finalidades y objetivos dados en los diferentes escenarios en el que la historia de la conformación del estado y su estructura se forja a partir de diferentes formas de gobierno principalmente en beneficio de la sociedad donde se da el principio de una organización institucionalizada, personalizada y conforme a la sociedad y la protección de sus derechos con una constante evolución.
DOI: 10.6084/m9.figshare.12498296.v1
title: Data of hypertensive patients who have actively attended the Integrated Health Service Post for the Elderly (IHSP-Elderly)

description: this is data of hypertensive patients who have actively attended the Integrated Health Service Post for the Elderly (IHSP-Elderly) in malang Indonesia
DOI: 10.17632/4bndtmf6z2
title: Financial and Interview Data regarding Model of Yogic Leadership

description: This data file is related to annual sales and profit of Patanjali Ayurved Limited, Patanjali Foods and Patanjali Food and Herbal Park along with content analysed data collected from interviews with Swami Ramdev, Acharya Balkrishna and their 100 middle to top team members working with five major service areas-spiritual, health, education, entrepreneurship, and social, of Patanjali Group of Organizations (PGOs). This data is used to see annual financial growth patterns of PGOs and explore the most crucial factor behind success of PGOs. This data supported to build novel theoretical model of Yogic Leadership based on Srimadbhagvad Gita, cases, and personalities of founder and co-founder of PGOs.
DOI: 10.25916/sut.26294587.v1
title: OSM Readiness Tool

description: The OSM Readiness Tool (V1.0) was developed in response to a request by industry partners, SBEnrc Project 2.2 Offsite Fabrication. The problem identified was: 'What will enable us to determine if Off-Ssite Manufacture (OSM) is suitable for a building project?' International studies indicate that benefits are accrued if OSM is considered at early stages and incorporated into the design. Successful OSM adoption can be increased though planning and engagement with all OSM stakeholders throughout the entire building process. Having OSM capability and capacity information available will assist the project team with decision-making concering adopting an OSM procurement model. Timing of the decision to adopt an OSM procurement model effects project outcomes: Early adoption of the OSM procurement model, with input from a wide variety of OSM stakeholders, is considered the low risk option. A high level of stakeholder engagement provides information concerning the availability of essential OSM capability and capacity. Expertise, from a wide range of stakeholders, supports integration of OSM into the total project at the Arrange Team stage. Adopting OSM at the Tendering stage could mean additional delays for delivery and possible problems with integrating OSM specifications into the Shop Drawings. Adopting an OSM procurement strategy after the Detail Design is completed can benefit a building project, but the benefits afforded by early AEC knowledge sharing relationships will be limited, thus constraining the effectiveness of an OSM procurement model indicating a medium level of risk. Adopting OSM at the Construction stage of a project is always an option. But, the lack of early project team planning and engagement will certainly mean delays and difficulty with on-site installation. Thus, late adoption of an OSM procurement model is considered a high risk delivery strategy.
DOI: 10.6084/m9.figshare.25897681.v1
title: BAM files and outputs from NAGATA, Figure 8, NAGATA

description: BAM files and outputs from NAGATA, Figure 8, NAGATA
DOI: 10.6084/m9.figshare.26537650.v1
title: 91samples.vcf

description: 来自8个不同品种的91头牦牛的全基因组重测序数据。
DOI: 10.17632/nx7mjpm82j
title: AN EMPIRICAL STUDY ON WOMEN’S PURCHASE INTENTIONS TOWARDS GREEN COSMETICS IN KOLKATA

description: One of the consumer markets with the quickest growth is the cosmetics industry, where customers may purchase ever-new body care items. Due to increasing environmental problems the demand for green cosmetics have also increased in all over the world. The purpose of this study is to examine how female consumers view environment and health. The goal of the current study is to better understand how various factors affect female consumers’ intentions to purchase green cosmetics. The study assessed the impact of environmental concern, health consciousness, convenience and branding & labelling on the intention to purchase green cosmetics among the women of Kolkata. Primary data of 100 female participants from Kolkata were acquired for this study using convenience sampling technique. Closed ended questions with single or multiple-choice options were included in the survey questionnaire. Data analysis has been done using SPSS software. To test the hypotheses, correlation and regression analysis was done and the outcomes were interpreted. The study revealed that health consciousness, convenience and branding & labelling depicted a significant impact on the intention among women to purchase green cosmetics. The results aided marketers in coming up with innovative ways to sell beauty products by emphasising sustainability and product safety to appeal to women's attitudes about green cosmetics.
DOI: 10.6084/m9.figshare.16785766.v1
title: Supplemental Data AJP-Cell January 2022

description: Supplemental Figures I, II & IIISupplemental Tables I & II
DOI: 10.6084/m9.figshare.28599605.v2
title: excel data Montelukast==13-3-2025.xlsx

description: This work aims to reveal the possible protective impact of Montelukast on sepsis-induced acute kidney injury within the mice sepsis model.
DOI: 10.17632/6yzxtvyy5w
title: Malaysian Agriculture and Plantation Greenhouse Gas Equilibrium Model (Third Edition)

description: The Malaysian Agriculture and Plantation Greenhouse Gas Equilibrium Model (MAPGEM) predicts the economic impact of renewable energy on the Malaysian agriculture and plantation sectors. MAPGEM forecasts land use, resources, prices, production, domestic consumption, imports, exports, and greenhouse gases between 2019 and 2064. It includes banana, cocoa, coconut, durian, forest, kenaf, mango, oil palm, papaya, pepper, pineapple, rambutan, rice, rubber, and agricultural wastes. MAPGEM allows the study of biodiesel, bioelectricity, butanol, and ethanol and their penetration into the fossil-fuel markets. A user can also study government policies such as a carbon tax, subsidies, and minimum biofuel mandates.

This MAPGEM version contains biodiesel and ethanol production from algae and biodiesel from hemp, jatropha, and kenaf along with their co-products.
DOI: 10.17632/8589ysv6kn
title: Texas Mussel Threat Impact Analysis

description: A data driven approach to Texas freshwater mussel NatureServe conservation rankings. These data provide summary and calculations of the Threat Impact analysis which is comprised of two components, scope and severity. Because population level data largely are non-existent for most mussel species, we attempted to quantify these metrics with life history data as a proxy for evaluating species resiliency to environmental threats.
DOI: 10.6084/m9.figshare.11948910.v2
title: Chemical similarity scores among all drug-pairs

description: Pair-wise chemical similarity scores among all small-molecule drugs in Drugbank database
DOI: 10.6084/m9.figshare.21820416.v1
title: Genotypic and phenotypic data

description: "Geno.hmp.zip" contains the genotype data in Hapmap format "Trait.zip" contains the phenotype data
DOI: 10.6084/m9.figshare.22154822.v1
title: Mechanical properties

description: Mechanical properties
DOI: 10.6084/m9.figshare.24995825.v1
title: Genome annotations of <i>Acrossocheilus fasciatus</i>

description: The genome annotation files of female and male <i>Acrossocheilus fasciatus</i> including genome structure files and genes function files.
DOI: 10.17632/rnyr7fmrx6
title: Supplementary Data - Genetic aspects of immunoglobulins and cyclophilin A in milk as potential indicators of mastitis resistance in Holstein cows

description: This research comprehensively evaluates whether immune-related traits consisting of 5 immunoglobulin classes (IgG, IgG1, IgG2, IgA, and IgM) and cyclophilin A (CyPA) in the test-day milk of Holstein cows can be used as genetic indicators of mastitis resistance by evaluating the genetic and non-genetic relationships with somatic cell score (SCS) in milk. This is the supplementary data associated with the research paper "Genetic aspects of immunoglobulins and cyclophilin A in milk as potential indicators of mastitis resistance in Holstein cows".
DOI: 10.6084/m9.figshare.22138001.v1
title: Figure 2d supplemental data

description: cell annotation and expression matrix for figure 2d: CCR3 expression
DOI: 10.6084/m9.figshare.28931450.v1
title: MIT Analysis Data

description: Application of ML Technique to analyse Middle-Income Trap
DOI: 10.6084/m9.figshare.21213563.v1
title: In vitro RAW DATA.xlsx

description: Raw data for encyst, excyst, and adhesion assay.
DOI: 10.6084/m9.figshare.21747419.v1
title: leaf traits database

description: This is a database on the effcts of elevated CO<sub>2</sub>, drought, N deposition and warming on ‘leaf economics spectrum traits’ ,including leaf mass per area (<em>LMA</em>), leaf photosynthetic rate (<em>A)</em>, leaf dark respiration (<em>Rd</em>), leaf transpiration rate (<em>E</em>), stomatal conductance (<em>Gs</em>), leaf N (<em>LN</em>), leaf P (<em>LP</em>), leaf area (<em>LA</em>), leaf thickness (<em>LT</em>), instantaneous water-use-efficiency (<em>WUE</em>), and photosynthetic nitrogen-use-efficiency (<em>PNUE</em>)
DOI: 10.6084/m9.figshare.28827713.v1
title: Microbiome dysbiosis, neutrophil recruitment and mesenchymal transition of mesothelial cells promotes peritoneal metastasis of colorectal cancer

description: peritoneal metastasis of colorectal cancer
DOI: 10.6084/m9.figshare.28938359.v1
title: student question data

description: student self-generated question data
DOI: 10.17632/d22kghy9xb
title: ColoredFlowersBD: A Comphrehensive Image Dataset of Colored Flowers in Bangladesh for Identification and Classification Using Machine Learning and Computer Vision

description: Type of data: 720 x 720 px images of colored flowers.
Data format: JEPG

Dataset contents: Original images of different varieties of colored flowers in Bangladesh from single flower and bulk-flower perspectives.

Number of classes: Thirteen colored flower varieties - (1) Chandramallika, (2) Cosmos Phul, (3) Gada, (4) Golap, 
(5) Jaba, (6) Kagoj Phul, (7) Noyontara, (8) Radhachura, (9) Rangan, (10) Salvia, (11) Sandhyamani, (12) Surjomukhi, and (13) Zinnia.

Total number of images in the dataset: 7,993.

Distribution of instances: 
(1) Chandramallika = 620 images in total. Single = 306, Bulk = 314.
(2) Cosmos Phul = 620 images in total. Single = 307, Bulk = 313.
(3) Gada = 617 images in total. Single = 304, Bulk = 313.
(4) Golap = 605 images in total. Single = 302, Bulk = 303.
(5) Jaba = 604 images in total. Single = 300, Bulk = 304.
(6) Kagoj Phul = 612 images in total. Single = 301, Bulk = 311.
(7) Noyontara = 609 images in total. Single = 303, Bulk = 306.
(8) Radhachura = 617 images in total. Single = 309, Bulk = 308.
(9) Rangan = 606 images in total. Single = 305, Bulk = 301.
(10) Salvia = 634 images in total. Single = 313, Bulk = 321.
(11) Sandhyamani = 615 images in total. Single = 305, Bulk = 310.
(12) Surjomukhi = 621 images in total. Single = 310, Bulk = 311.
(13) Zinnia = 613 images in total. Single = 307, Bulk = 306.

Dataset size: The total size of the dataset is 2.79 GB and the compressed ZIP file size is 2.71 GB.

Data acquisition process: Images of colored flowers are captured using a high-definition smartphone camera from different angles and two perspectives: single-flower and bulk-flower.

Data source location: Plant nurseries, local gardens, and flower shops located in different areas of Dhaka and Gazipur districts of Bangladesh.

Where applicable: Training and evaluating machine learning and deep learning models to distinguish colored flower varieties in Bangladesh to support automated identification and classification systems of various colored flowers which can be utilized in areas of computer vision, botanical research, floral biodiversity monitoring, agriculture and horticulture, environmental conservation, AI-based flower recognition, educational resources, food industry, pollination and ecology research, aesthetic and design applications.