cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.9943451.v2
title: Test and kinematic data for performing the nine hole peg test in healthy adults

description: <b>Instrumented Nine Hole Peg Test data</b><br>These directories contain subject data from 9 subjects who performed 4 tests:- conventional nine hole peg test without motion capture sensors- conventional nine hole peg test with motion capture sensors- instrumented nine hole peg test without motion capture sensors- instrumented nine hole peg test with motion capture sensors<br>The conventional nine hole peg test (NHPT) was the Smith & Nephew Roylan versionThe instrumented version was prepared in the our lab, full details are here:https://github.com/JasonFriedman/InstrumentedNineHolePegTest<br>and in an upcoming paper<br>The data was recorded in Matlab using the RepeatedMeasures software:https://github.com/JasonFriedman/RepeatedMeasures<br>Each condition was performed 3 times.<br>Data is only provided when available (e.g. when the motion capture was not used, no motion capturedata is presented). When the conventional test was used, no data on the holes is provided. <br>**For the instrumented nine hole peg test (file that start with so_), there are 22 numbers on each line<br>The first 18 numbers are for the 9 holes (top then bottom sensors), the holesgo from left to right, up to down:1 2 34 5 67 8 9<br>The number will become high when the peg is placed in the hole<br>The next 3 numbers are for the container, the number will change when the fingers arein the container<br>The values are the voltage read from the analog inputs using Arduino (1023 = 5V).<br>The last number is a time stamp (in seconds)<br>**For the motion capture data (file that start with ts_), recorded using a Ascension trakStar system, sensors were placed on:1. Thumb finger nail2. Index finger nail3. Middle finger nail4. Ring finger nail5. Back of the palm6. Forearm, in line with the radius7. Upper arm8. Near the shoulder, or anterior scapula<br>The files with shoulder, elbow and wrist involve the appropriate movement (designed to allow findingthe joint centers).<br>Each file has 65 columns, 8 for each sensor, and the last one is to mark events (not relevant forthis study).<br>For each sensor, the 8 columns are:1. x (positive x is backward)2. y (positive y is left)3. z (positive z is down)4. azimuth (rotation about z)5. elevation (rotation about y)6. roll (rotation about x)Positions are in mm, angles are in degrees, with ZYX Euler angles<br>Column 7 is quality, 8 is the time stamp (in seconds)<br>-----Jason FriedmanOctober 2019jason@tau.ac.ilwww.movementscienceslab.comwww.curiousjason.com<br>
DOI: 10.15482/usda.adc/1409031
title: USDA Table of Cooking Yields for Meat and Poultry
DOI: 10.6084/m9.figshare.22704910.v1
title: Network of Doppler Weather Radars of India Meteorological Department

description: The Network of Doppler Weather Radars (DWR) dataset of the India Meteorological Department (IMD) is a comprehensive dataset that provides information about the DWR network in India. The dataset includes information on the location of DWR stations, frequency bands used, radar ranges, and other important details. This data was gathered from various sources, including the IMD website (mausam.imd.gov.in), research papers, and other relevant sources. The dataset is accompanied by Python notebooks that provide a detailed description of how the data was collected, prepared, analyzed, and plotted. There are interactive notebooks as well which can be viewed via GitHub Pages. The notebooks can be used as a reference to understand the methods used to collect and process the data. The dataset and notebooks are valuable resources for researchers and professionals in meteorology and climate science. The dataset is available on Figshare and GitHub to ensure its accessibility to a broader audience. By sharing this dataset, we hope to promote research and innovation in the field of meteorology and climate science.
DOI: 10.6084/m9.figshare.26485852.v1
title: Ignatz_qPCR_RQ

description: Defense-relevant gene expression differences in hatchlings among wild Newfoundland and farmed European and North American Atlantic salmon and their hybrids. Eric H. Ignatz, Xi Xue, Jennifer R. Hall, Shahinur S. Islam, Matthew L. Rise, Ian A. FlemingqPCR results.<br><br>
DOI: 10.6084/m9.figshare.27948936.v1
title: Genome Annotation and Sequence Files for <i>Ostrinia furnacalis</i>

description: Protein-coding genes in the O. furnacalis genome were predicted by integrating homology-based gene, transcript-based, and ab initio approaches. Homology-based predictions were performed by aligning protein sequences from nine reference species (Anopheles gambiae, Chilo suppressalis, Danaus plexippus, Drosophila melanogaster, Helicoverpa armigera, O. furnacalis, Plutella xylostella, Bombyx mori, and Spodoptera frugiperda) to the assembled genome using Exonerate (v2.4.7). Transcript-based predictions utilized RNA-seq data, which were assembled into transcripts using Trinity (v2.11.0) 29, and genes models were predicted from these transcripts using PASA (v2.3.1) 30. Additionally, the RNA-seq data were aligned to the genome assembly using Hisat2 (v2.2.1) 31, and the alignment results were further processed using StringTIE (v2.1.4) 32 to assemble the transcript. These transcripts were then analyzed by TransDecoder (v5.5.0) (https://github.com/TransDecoder/TransDecoder/wiki) to identify protein-coding genes. For ab initio predictions, Augustus (v3.3.3) 33 and GeneMark (v4.61) 34 were employed, incorporating transcript-based predictions as hints. Gene predictions from all three approaches were integrated using EvidenceModeler (v1.1.1) 30, resulting in 16,272 predicted genes with an average of 6.44 exons per gene and an average exon length of 220.96 bp. BUSCO (v4) (BUSCO, RRID: SCR_015008) 35 analysis revealed 1,334 (97.6%) were identified as complete or partial BUSCO profiles, reflecting a high level of gene prediction accuracy. Among these, 1,296 were classified as single-copy genes, while 30 were identified as duplicated copies (Table S5). Functional annotation of the predicted protein-coding genes was performed using InterProScan (v5.55) 36 and DIAMOND (v2.0.14.152) 37, with protein sequences aligned to the UniProt-TrEMBL database using a threshold parameter of ‘-e 1e-10’. A total of 14,116 genes (86.8%) were successfully annotated, identifying major functional domains across multiple databases. Key annotations included Pfam (11,224 genes, 69.0%), PANTHER (11,527 genes, 70.8%), Gene3D (9,683 genes, 59.5%), CDD (4,578 genes, 28.1%), SMART (5,167 genes, 31.8%), and SUPERFAMILY (9,099 genes, 55.9%). Additional contributions came from MobiDBLite (6,513 genes, 40.0%), PROSITE Patterns (3,280 genes, 20.2%), and PROSITE Profiles (5,902 genes, 36.3%) (Table S6). These results highlight the comprehensive functional insights provided by integrating multiple annotation resources.
DOI: 10.6084/m9.figshare.28008827.v1
title: land data

description: land data,environment
DOI: 10.17632/7bs9kg8hyp
title: Thermal programmed desorption of hydrogen from a QP1180 AHSS

description: Thermal Programmed Desorption tests carried out on an sample of a QP 1180 advanced high strength steel, where hydrogen was previously introduced via cathodic charging. 

Test were carried out by using a Temperature Programmed Desorption Workstation (Hiden Analytical).

Financed by the European Union - NextGenerationEU (National Sustainable Mobility Center CN00000023, Italian Ministry of University and Research Decree n. 1033 - 17/06/2022, Spoke 11 - Innovative Materials & Lightweighting). The opinions expressed are those of the authors only and should not be considered as representative of the European Union or the European Commission’s official position. Neither the European Union nor the European Commission can be held responsible for them. 

The activity was carried out within the framework of the Closed “Call for Scalability” (3rd ed.) project "Multiphase high strength steel forming and testing for robust Automotive lightweight DEsign" (MADE).

Keywords: Spoke11 - CNMS MOST, Ferrous alloys, MADE
DOI: 10.17632/gpfdstkzyd
title: The impact of emergencies on corruption risks: Italian natural disasters and public procurement

description: This dataset is the replication dataset for the publication: Fazekas, Mihály; Nishchal, Shrey & Soreide, Tina (2025) The impact of emergencies on corruption risks: Italian natural disasters and public procurement. Regulation & Governance.
DOI: 10.25405/data.ncl.16456014.v1
title: Real-World Distribution Network and Loading Data

description: Network and loading data for a real-world distribution network in the North-East of England.<br>
DOI: 10.6084/m9.figshare.24784434.v3
title: S3_Table:ModelBuilding

description: This was used to construct the models coded in the nutrient management system. Nutrient was added in 10 mL doses until 200 mL had been added to each tank. Each dose was composed of 5 mL of nutrient A and 5 mL of nutrient B, administered separately
DOI: 10.6084/m9.figshare.25459573.v1
title: USPTO-50K (raw)

description: Raw USPTO-50K data obtained from github.com/Hanjun-Dai/GLN.
DOI: 10.6084/m9.figshare.27637725.v1
title: Appendix 6: Fixed effect and random effect estimates for the final stepwise models

description: The Fixed effect and random effect estimates for the final stepwise models of the study.
DOI: 10.6084/m9.figshare.28037837.v4
title: Mexico Foreign Trade by Country (1993-2025)

description: This project features a Python script designed to visualize Mexico's trade relationships from 1993 to 2025. Using official trade data sourced from the DataMexico VizBuilder, the script generates:<b>Bar Charts:</b> Highlighting the top 30 export or import trade partners of Mexico for any given year.<b>Choropleth Maps:</b> Showing the trade values (exports or imports) for all countries, customizable by a specific year.The dataset included provides comprehensive trade figures for over three decades, broken down by country and trade flow type (exports or imports).Additionally, the project includes a <code>requirements.txt</code> file for easy dependency installation and sample visualizations to demonstrate the script's functionality.This tool aims to provide researchers, policymakers, and educators with a clear, customizable way to explore and analyze Mexico's trade dynamics over time.
DOI: 10.6084/m9.figshare.c.3769628_d3.v1
title: Additional file 3: Table S2. of Zipper plot: visualizing transcriptional activity of genomic regions

description: Junction reads between protein coding genes and mono/multi-exonic lncRNAs based on RNA-seq data from TCGA and UHRR; nucleotides of junction read overlapping with lncRNA and protein coding gene exons. (XLS 65Â kb)
DOI: 10.17632/hxd7gmrvth
title: Spearman Correlation Heatmaps After Feature Selection

description: Description:
This is a Spearman Correlation Heatmap of the 32 features used for machine learning and deep learning models in cybersecurity. The diagonal cells are perfect self-correlation (value = 1) and the off-diagonal cells are pairwise correlations between features. Since there are no strong correlations (close to 1 or -1) we removed the redundant or irrelevant features, so each selected feature brings unique and independent information to the model. Feature selection is key in building cyber intrusion detection systems as it reduces computational overhead, simplifies the model and improves accuracy and robustness. This is part of the systematic feature engineering process to optimize datasets for anomaly detection, network traffic analysis and intrusion detection. Researchers in AI for cybersecurity can use this to build more interpretable and efficient models to detect in large scale networks. This figure shows the importance of correlation analysis for high dimensional datasets and contributes to cyber, data science and machine learning.

Why It Matters:
Reduces overfitting in machine learning models.
Improves computational efficiency for large-scale datasets.
Enhances feature interpretability for robust cybersecurity solutions.

Keywords:
Spearman Correlation Heatmap, Feature Selection, Intrusion Detection System, Cybersecurity, Machine Learning, Deep Learning, Anomaly Detection, Network Traffic Analysis, Artificial Intelligence in Cybersecurity, Dataset Optimization, Feature Engineering for Cyber Threats

References:
This file pertains to our research study, which has been accepted for publication in the Scientific and Technical Journal of Information Technologies, Mechanics and Optics. The study is titled:
"Enhancing and Extending CatBoost for Accurate Detection and Classification of DoS and DDoS Attack Subtypes in Network Traffic."

https://doi.org/10.1109/ICSIP61881.2024.10671552
https://doi.org/10.24143/2072-9502-2024-3-65-74
DOI: 10.6084/m9.figshare.1041615.v1
title: Multiplexing spheroid volume, resazurin and acid phosphatase viability assays for high-throughput screening of tumour spheroids and stem cell neurospheres

description: Three-dimensional cell culture has many advantages over monolayer cultures, and spheroids have been hailed as the best current representation of small avascular tumours in vitro. However their adoption in regular screening programs has been hindered by uneven culture growth, poor reproducibility and lack of high-throughput analysis methods for 3D. The objective of this study was to develop a method for a quick and reliable anticancer drug screen in 3D for tumour and human foetal brain tissue in order to investigate drug effectiveness and selective cytotoxic effects. Commercially available ultra-low attachment 96-well round-bottom plates were employed to culture spheroids in a rapid, reproducible manner amenable to automation. A set of three mechanistically different methods for spheroid health assessment (Spheroid volume, metabolic activity and acid phosphatase enzyme activity) were validated against cell numbers in healthy and drug-treated spheroids. An automated open-source ImageJ macro was developed to enable high-throughput volume measurements. Although spheroid volume determination was superior to the other assays, multiplexing it with resazurin reduction and phosphatase activity produced a richer picture of spheroid condition. The ability to distinguish between effects on malignant and the proliferating component of normal brain was tested using etoposide on UW228-3 medulloblastoma cell line and human neural stem cells. At levels below 10µM etoposide exhibited higher toxicity towards proliferating stem cells, whereas at concentrations above 10µM the tumour spheroids were affected to a greater extent. The high-throughput assay procedures use ready-made plates, open-source software and are compatible with standard plate readers, therefore offering high predictive power with substantial savings in time and money.
DOI: 10.6084/m9.figshare.12249569.v1
title: CONSORT 2010 Checklist for "Analgesic efficacy of nefopam for cancer pain: A randomized controlled study"

description: The efficacy of nefopam, a non-opioid, non-steroidal, central acting drug, for cancer pain remains unclear. We evaluated the analgesic efficacy of nefopam for cancer pain. Patients with moderate to severe cancer pain (n=40) were randomly divided into two groups. The nefopam group (n=20) received three 20 mg doses of nefopam every 8 hours. The placebo group (n=20) received normal saline. Intravenous patient-controlled analgesia with morphine was given for breakthrough pain for 48 hours. The primary outcome was significant pain reduction. Secondary outcomes were morphine consumption over 48 hours and incidence of side effects.
DOI: 10.6084/m9.figshare.17134577.v1
title: Supplementary Material for: Decreasing Trend in Incidence of Late Onset Culture Positive Bloodstream Infections but Not Late Onset Meningitis in Preterm Infants &lt;33 Weeks Gestation in Canadian Neonatal Intensive Care Unit

description: <b><i>Introduction:</i></b> Recent studies reported decreased incidence of late onset sepsis in the neonatal intensive care unit (NICU), but it is unclear whether this is also true for late onset meningitis. Recent reports that both meningitis and intraventricular hemorrhage (IVH) are associated with systemic inflammation also raise questions about an association between the 2. <b><i>Methods:</i></b> All preterm infants &lt;33 weeks gestational age admitted to CNN NICUs from 2010 to 2018 were included. We compared incidence trends of late onset culture positive bloodstream infection (CPBSI) and late onset meningitis, and examined the association of meningitis and IVH (exposure), after adjustment for potential confounders. <b><i>Results:</i></b> Of 36,573 infants included, 32,198 had no infection, 3,977 had only late onset CPBSI and 398 had late onset meningitis. There was significant decrease in incidence of late onset CPBSI (14%–10%; adjusted odds ratio (AOR) = 0.93; 95% confidence interval [CI] 0.92, 0.95) but not late onset meningitis (1.6%–1.2%; AOR = 0.98; 95% CI 0.94, 1.01). Compared to infants with no IVH grade 3 or above, infants with IVH grade 3, or above had higher odds of late onset meningitis versus no infection (AOR 4.16; 95% CI 3.17, 5.44), and higher odds of late onset meningitis versus late onset CPBSI (AOR 4.11; 95% CI 3.08, 5.50). <b><i>Conclusions:</i></b> There was a decreasing trend of late onset CPBSI but not late onset meningitis. An association between late onset meningitis and IVH grade 3 or above was observed. Late onset CPBSI and meningitis may have different risk factors and require different prevention strategies.
DOI: 10.6084/m9.figshare.6223541.v1
title: Teaching & Learning Team Data Cleaning and Visualization Workshop

description: Materials from workshop conducted for Monroe Library faculty as part of TLT/Faculty Development/Digital Scholarship on 2018-04-05. Objectives:<br><br><br>Clean dataAnalyze data using pivot tablesVisualize dataDesign accessible instruction for working with data<br>Associated Research Guide at http://researchguides.loyno.edu/data_workshop<br><br>Data sets are from the following: <br> BaroqueArt Dataset by CulturePlex Lab is licensed under CC0 What's on the Menu? Menus by New York Public Library is licensed under CC0 Dog movie stars and dog breed popularity by Ghirlanda S, Acerbi A, Herzog H is licensed under CC BY 4.0 NOPD Misconduct Complaints, 2016-2018 by City of New Orleans Open Data is licensed under CC0 U.S. Consumer Product Safety Commission Recall Violations by CU.S. Consumer Product Safety Commission, Violations is licensed under CC0 NCHS - Leading Causes of Death: United States by Data.gov is licensed under CC0 Bob Ross Elements by Episode by Walt Hickey, FiveThirtyEight, is licensed under CC BY 4.0 Pacific Walrus Coastal Haulout 1852-2016 by U.S. Geological Survey, Alaska Science Center is licensed under CC0 Australia Registered Animals by Sunshine Coast Council is licensed under CC0
DOI: 10.6084/m9.figshare.1269249.v2
title: BL Labs Flickr Data: Book data and tag history (Dec 2013 - Dec 2014)

description: Contains the tag information for the 1 million+ images uploaded to the British Library Flickr Commons account. <em>taghistory.zip</em> - contains a single .tsv file that lists the tags that were added (or removed) from images on the Flickr Common account for the first year. NB There was an issue getting information from Flickr for the first few months, so early information is not available. <em>book_data.zip</em> - contains a .json file, that holds a list of records, one for each digitised work. The record holds information on the work's title, authors and so on, as well as information on what images on Flickr correspond to it, as well as the identifier required to download PDF version(s) of the entire work.
DOI: 10.6084/m9.figshare.26403595.v1
title: Raw MRI data

description: All raw MRI data was in NII format and detailed folder structure was depicted in related publication.
DOI: 10.6084/m9.figshare.7885787.v4
title: The Effect of Higher Education on Entrepreneurial Activities and Starting Up Successful Businesses

description: The paper deals with the potential relationship between higher education and entrepreneurial activities. Universities and other higher education institutions could be seen as boosting entrepreneurship in the region. University graduates could be more often involved in starting up a new business and the university itself could commercialize their innovations by creating academic spin-off companies. The paper aims to examine the potential effect of higher education on the probability of starting a business as well as its further success. Based on the data for 40 EU and non-EU countries, retrieved from a Eurobarometer survey, we conducted probit and IV probit regressions. These have tested the assumed relationship between higher education and entrepreneurial activities. Our results strongly suggest that higher education can often be very beneficial for starting up a new business and this seems to be one of the factors determining the success of new businesses. Furthermore, those respondents who attended courses related to entrepreneurship appear to be more active in starting-up a business and this seems to be also positively correlated with the company's future success. Interestingly, university graduates from Brazil, Portugal and India in particular, tend to appreciate the role that their universities have played in acquiring the skills to enable them to run a business.
DOI: 10.6084/m9.figshare.19323506.v1
title: Rainbow trout genotypes and phenotypes

description: This dataset is composed of 4 files. Three files (final_genos.bed, final_genos.bim, final_genos.fam) are the genetic data in PLINK 1.9 format -- the data comes from the Affymetrics 57K SNP chip. The file finals_phenos.txt is a table of phenotypes<br>
DOI: 10.6084/m9.figshare.26369965.v1
title: Anonymised Data.xlsx

description: Comparing the technical and possession based statistics between age groups and English, academy football.
DOI: 10.6084/m9.figshare.28088018.v1
title: Development and Validation of a 20K Genome-Wide Liquid SNP array for Chinese mitten crab (<i>Eriocheir sinensis</i>) Breeding and Germplasm Identification

description: High-density SNP arrays have proven to be effective tools for assessing thousands of SNPs simultaneously, facilitating genome-scale studies and GS in aquaculture species. The Chinese mitten crab (<i>Eriocheir sinensis</i>) is an economically significant aquaculture species in China. However, the lack of efficient high-throughput genotyping tools has hindered GS and GWAS, thereby slowing genetic improvement efforts. In this study, we developed and evaluated a novel SNP array, HeXieXin-I based on GBTS technology. The array includes 21,285 SNPs distributed across 70 chromosomes, with 98.66 % of SNPs having a MAF greater than 0.1. Genotyping accuracy and consistency were validated, achieving a genotype concordance of 95.57 % with resequencing data and a 100 % consistency rate across different batches. GWAS analysis of four growth traits - BW, BH, CL, and CW revealed 46 significant SNPs associated with CL, including a peak region on chromosome 46 harboring three candidate genes: <i>ptpn11</i>, <i>profilin-1</i>, and <i>lei</i>. Additionally, population genetic analysis based on 240 individuals demonstrated the array’s capability to distinguish geographical populations, highlighting its potential for genetic resource management and breeding applications. The HeXieXin-I SNP array provides a robust and cost-effective genotyping tool to accelerate genetic improvement and sustainable aquaculture development for Chinese mitten crab.