cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/33pkc4f63t
title: Force-chain finder: A software tool for the recursive detection of force-chains in granular materials via minor principal stress

description: Force transmission in granular media occurs through an inhomogeneous network of inter-particle contacts referred to as force-chains. A thorough understanding of the structure of these chains is indispensable for a better comprehension of the macroscopic signatures they generate. This paper introduces Force-Chain Finder (FCF), an open-source software tool designed for detecting force-chains in granular materials. Leveraging the stress tensor computed for each particle based on its interactions with neighbouring particles, the tool effectively identifies the magnitude and direction of the most compressive principal stress. Through a recursive traversal of particles and their neighbours, force-chains are robustly detected based on the alignment of the principal stress directions, which is decided by a parameter α (an angle in radians). The software provides a comprehensive suite of post-processing features, including the exportation of results in different formats, enabling detailed analysis of specific regions and dynamic phenomena. Additionally, the software facilitates the computation of statistical measures pertaining to chain size and population. By streamlining the identification and characterization of force-chains within discrete element method (DEM) simulations, this tool significantly enhances the efficiency and accuracy of force-chain analysis. Thus, the software promotes deeper insights into the behaviour of granular materials by enabling researchers to effortlessly detect and analyse force-chains.
DOI: 10.17632/hcpy7m3kg7
title: Data for: Reducing Fossil Fuel-based Generation: Impact on Wholesale Electricity Market Prices in the North-Italy Bidding Zone

description: The database is a collection of all the operators (power plants) active in the North Italy bidding zone. Our effort has been that of matching the names/acronyms used in the market with the unit reference numbers, to estimate the maximum capacity of each operator and to establish which is the generation technology used by each operator in the list.
DOI: 10.6084/m9.figshare.12691814.v1
title: SLA_5Feb2015

description: Gridded SLA data from cds.climate.copernicus.eu for 5 Feb 2015.
DOI: 10.6084/m9.figshare.25351909.v1
title: Detecting Generative Artificial Intelligence Essays using Large Language Models: Machine and Deep Learning Approaches

description: This is a metadata.
DOI: 10.6084/m9.figshare.25999843.v2
title: Sustainable diet: c<b>arbon footprint, price, and nutrition intake inventory of 1,182 Asian dishes</b>

description: The transition in global diets is vital due to the detrimental impacts of the booming food system on the environment. The choices individuals make about their diets affect their health through nutrition intake and have profound implications for planetary environmental sustainability. Asian cuisine, which caters to a large portion of the global population and stands as a popular gastronomic choice worldwide, plays a pivotal role in this dietary shift and the formation of sustainable eating habits. This dataset aims to comprehensively analyze the carbon footprint, nutritional content, and price of various Asian dishes, thereby offering valuable insights for promoting sustainable dietary practices.
DOI: 10.6084/m9.figshare.8256188.v1
title: An on-line fault location approach based on robust state estimation for scientific cabled seafloor observatories.xlsx

description: The data is the experimental data of fault location of Y-type cabled seafloor observatorie prototype.
DOI: 10.17632/fmgdwvjgd5
title: Implemented scripts for the operation and data analysis of a real-size SHM based on long-gauge FBG sensors

description: This data set contains the original MATLAB scrips developed for the SHM project in Neckarsul, Germany. The scripts are divided accordingly to their stage in the monitoring process, namely data management, anaysis, result generation and result representation. Some scripts contain MySQL queries to create a connection between MATLAB and the project's MySQL database. All SQL related task (e.g., table creation, data write, and data read) were performed through the scripts using the MATLAB's built-in Database Explorer with a JDBC connection. The SQL related scripts can be adapted for any monitoring project. Additionaly, I/O routines such as reading external data file were extensively used.
DOI: 10.6084/m9.figshare.14579241.v6
title: Bilateral international migration flow estimates by sex and type of move

description: Estimates of bilateral international migration flows by sex and move type between 1990-1995 and 2015-2020 based on methods presented in Abel & Cohen (2022).<br>Part of a collection of files related to bilateral international migration flow estimates by sex. See the Figshare collection for additional files, including additional bilateral migration flow estimates by sex from six different methods.<br>You might also be interested in files for total bilateral international migration flow estimates, provided in another Figshare collection<br>DownloadUse the download button above for the CSV file or run the code below to directly bring into R:<code>library(readr)<br>f &lt;- read_csv("https://figshare.com/ndownloader/files/53236079")</code><br>Version DetailsEstimates of international migration flows by sex from Abel & Cohen (2022) based on the most recent published UN DESA International Migrant Stock (IMS2024) and World Population Prospects (WPP2024) data inputs. <br>Migration types are categorized into outward migration, return migration, or transit migration, as described in Azose and Raftery (2019). Outward migrants move away from their country of birth. Return migrants move to their country of birth. Transit migrants move from and to countries, neither of which is their country of birth. <br>Estimates are only available for demographic accounting methods, which utilize the framing of bilateral migrant stock data as marginal sums of birthplace x origin x destination migration flow tables introduced by Abel (2013)See Version 1 (link above) for estimates presented in the paper, based on WPP2019 and IMS2020.<br>A description of the changes between each version of the estimates (of total flows, not by sex or type) can be found here.<br>Data DetailsRow for each migration corridor - period - sex - move type combination (228 origins x 228 destinations x 3 periods x 2 sexes x 3 move types + 230 origins x 230 destinations x 2 periods x 2 sexes x 3 move types = 1,882,416).Five columns for each of the data dimensions: <code>year0</code> First year of five-year period <code>sex</code> Sex of persons <code>orig</code> Origin ISO three letter country code <code>dest</code>                         Destination ISO three letter country <code>type</code> Move type (one of outward, return or transit) See the county list file for country names corresponding to the ISO three-letter country codes.Three columns for flow estimates from each methods: <code>da_min_open</code> Demographic accounting, minimize migrant transitions (maximize stayers) - open accounting system <code>da_min_closed</code>                             Demographic accounting, minimize migrant transitions (maximize stayers) - closed accounting system <code>da_pb_closed</code> Demographic accounting, pseudo-Bayesian average of migrant transitions and stayers - closed accounting system Refer to the published paper for detailed information on each method and usage notes.<br>
DOI: 10.6084/m9.figshare.19242915.v1
title: Romantic Perfectionism and Posttraumatic Stress Disorder Symptoms after Romantic Relationship Breakup: A Serial Mediation Model of Event Centrality and Meaning-made

description: Data were collected via an online survey and analyzed using partial least squares structural equation modeling (PLS-SEM).
DOI: 10.6084/m9.figshare.26378965.v1
title: Hypothermia FINAL DATA Excel.xlsx

description: The data sheet of our study, based on hypothermia in neonates
DOI: 10.17632/58chtf922v
title: GCLM lactylation mediated by ACAT2 promotes ferroptosis resistance in KRASG12D-mutant cancer

description: This data consists of raw immunoblotting images from the article titled "KGCLM lactylation mediated by ACAT2 promotes ferroptosis resistance in KRASG12D-mutant cancer". KRAS mutations drive tumorigenesis, but their role in ferroptosis regulation remains unclear. Here, we construct KRASWT and KRASG12D-mutant cancer cells and demonstrate that G12D-mutant cells exhibit increased viability and reduced ferroptosis upon RSL3 or erastin treatment. These cells show diminished lipid peroxidation and mitochondrial damage, indicating ferroptosis resistance. KRASG12D activates MEK-ERK signaling to phosphorylate LDHA, enhancing glycolysis and lactate production. Exogenous lactate supplementation similarly protects wild-type cells from ferroptosis. Mechanistically, G12D mutation-derived lactate induces Glutamate-cysteine ligase modifier (GCLM) lactylation, a process catalysed by Acetyl-CoA Acetyltransferase 2 (ACAT2). Inhibition of GCLM lactylation either through the mutation of the lactylation site or by knockdown of ACAT2 diminished the enzymatic activity of Glutamate-cysteine ligase (GCL) and suppressed Glutathione synthesis. Importantly, ACAT2 depletion overcomes ferroptosis resistance in KRASG12D-mutant tumors in vivo. Our findings reveal a KRASG12D-driven metabolic adaptation linking GCLM lactylation to ferroptosis resistance, proposing ACAT2 inhibition as a therapeutic strategy for KRAS-mutant cancers.
DOI: 10.17632/8yc84tdfz3
title: Financial Decision-Making AI-Framework to Predict Stock Price

description: Financial Decision-Making AI-Framework data used to Predict Stock Price by applying LSTM Algorithm and NLP-Driven Sentiment Analysis.
DOI: 10.17632/kbfmpzf749
title: Confusion Matrix

description: Confusion matrices of the five algorithms: CNN, KNN, SVM, LSTM, and Random Forest on the sound classification using the NIGENS dataset.
DOI: 10.6084/m9.figshare.27321012.v2
title: MaxTex: A Large Scale Benchmark Dataset for Mathematical Formula Recognition

description: Mathematical formula recognition is an important component of document understanding and has broad application value in academic literature processing and intelligent education However, existing research mainly focuses on improving the model architecture to enhance the recognition performance of relatively simple formulas, ignoring the limitations of existing benchmark datasets in terms of scale, quality, and diversity, which limits the development of complex formula recognition technology This article has made two key contributions. Firstly, high-quality printed MaxTex (P) and handwritten scanned MaxTex (H) datasets have been constructed MaxTex (P) contains 223000 samples and avoids symbol redundancy by adopting a unified and efficient morpheme design; Although MaxTex (H) has a moderate scale, it optimizes the morpheme space and covers complex mathematical expressions At the same time, these two datasets have been strictly controlled in terms of sample size, data quality, and annotation accuracy, providing a more reliable benchmark for model training and evaluation Secondly, an innovative character sequence encoding and decoding scheme was designed to solve the problems of missing spaces in existing LaTeX label sequences and dictionary inflation caused by BPE encoding and decoding, while preserving the semantic information of the original character sequence<br><br><b>To obtain MaxTex (H), please contact us gxqyrq@gmail.com</b>
DOI: 10.6084/m9.figshare.27911886.v1
title: Supplementary

description: Supplementary data for paper "Characterization of the Genomic Landscape in HPV-Positive Cervical and Head and Neck squamous cell carcinomas by Whole Genome Next Generation Sequencing"
DOI: 10.6084/m9.figshare.5121658.v1
title: Supplementary Material for: Clinical and Radiological Outcomes after Intracranial Atherosclerotic Stroke: A Comprehensive Approach Comparing Stroke Subtypes

description: <i>Background:</i> We previously reported that intracranial large-artery atherosclerotic stroke (ICAS) had a relatively large salvageable area of less severe hypoperfusion. However, information regarding the outcome after ICAS is lacking. We hypothesized ICAS would show more favorable clinical and radiological outcomes than other stroke mechanisms. <i>Methods:</i> Consecutive patients underwent admission (n = 149) and follow-up (n = 80) multiparametric magnetic resonance imaging (MRI) for acute middle cerebral artery infarcts within 6 h of symptom onset. T<sub>max</sub> perfusion lesion maps were generated. We assessed the difference in the degree of infarct growth ([follow-up diffusion-weighted imaging (DWI) volume – initial DWI volume]/initial penumbra volume) and the presence of excellent long-term outcome [defined as a modified Rankin scale (mRS) score ≤2 and a modified Barthel index (mBI) ≧90 at 3 months]. <i>Results:</i> Of 149 patients, 24 (16.1%) had ICAS, 75 (50.3%) had cardioembolic stroke, 21 (14.1%) had extracranial large-artery atherosclerotic stroke, and 29 (19.5%) had cryptogenic embolic stroke. Despite a higher recurrence rate in patients with ICAS compared to other subtypes (p = 0.026), the long-term outcome was better in ICAS (p = 0.003 for an mRS score ≤2 and p = 0.004 for an mBI ≧90). Among 80 patients who underwent follow-up MRI, patients who had minimal infarct growth (less than 10%) were more prevalent among the patients with ICAS (p = 0.004). Multivariate testing revealed that ICAS was independently associated with both excellent long-term outcome (OR = 3.45; 95% CI = 1.11–10.78) and minimal infarct growth (OR = 10.40; 95% CI = 1.20–90.11). <i>Conclusion:</i> Our data show that patients with ICAS have favorable clinical and radiological outcomes compared with other subtypes.
DOI: 10.6084/m9.figshare.105920.v1
title: BioMedCentral APC fees - a comparison between 2012 & 2013

description: I noticed APC's have risen at many BMC journals.<br><br>Luckily I had data from last year saved on my computer to compare the new prices with.<br><br>Of the 97 journals I've compared here (not all of them), the mean price increase is <strong>just over 5%</strong>.<br><br>To be fair to BMC, some of the biggest price hikes appear to be from society journals e.g. <em>Journal of Physiological Anthropology </em>(An official journal of the Japan Society of Physiological Anthropology) and thus the price hike is probably the society decision rather than BMC's doing. Still... prices have risen :S<br><br>Kudos though to <em>Malaria Journal </em>for actually decreasing its APC by over 6% . Perhaps this is because there is strong competition in this subject area from other OA journals like <em>The MalariaWorld Journal </em>(http://www.malariaworld.org/mwj)<br><br><br>In my haste to upload this data, I also included data on SpringerOpen APC prices from 2012 in Sheet 2 and Hindawi APC prices from 2012 in Sheet 3. Thanks to Richard Poynder for spotting this!<br><br>At some point I may update this spreadsheet to compare 2012 & 2013 prices of these publishers too (or you're welcome to do this yourself if you wish - that's the joy of Open Data) :)
DOI: 10.6084/m9.figshare.12869633.v2
title: SDGs Module Audit Spreadsheet

description: This is a simple spreadsheet for auditing modules/courses based on the 17 SDGs. It is fully editable, and it can be used by any discipline.
DOI: 10.6084/m9.figshare.14339138.v1
title: liverwort-transcriptome-assembly

description: liverwort transcriptome assembly
DOI: 10.6084/m9.figshare.3829998.v2
title: scikit-learn covtype dataset covtype.data.gz

description: Part of the covtype dataset used in scikit-learn
DOI: 10.17632/z9g4b9s299
title: A cell-free transcription-translation pipeline for recreating methylation patterns boosts DNA transformation in bacteria

description: The bacterial world offers diverse strains for understanding medical and environmental processes and for engineering synthetic-biology chasses. However, genetically manipulating these strains has faced a long-standing bottleneck: how to efficiently transform DNA. Here we report IMPRINT, a generalized, rapid and scalable approach based on cell-free transcription-translation (TXTL) to overcome DNA restriction, a prominent barrier to transformation. IMPRINT utilizes TXTL to express DNA methyltransferases from a bacterium’s restriction-modification systems. The expressed methyltransferases then methylate DNA in vitro to match the bacterium’s DNA methylation pattern, circumventing restriction and enhancing transformation. With IMPRINT, we efficiently multiplex methylation by diverse DNA methyltransferases and enhance plasmid transformation in gram-negative and gram-positive bacteria. We also developed a high-throughput pipeline that identifies the most consequential methyltransferases, and we apply IMPRINT to screen a ribosome-binding site library in a hard-to-transform Bifidobacterium. Overall, IMPRINT can enhance DNA transformation, enabling use of sophisticated genetic manipulation tools across the bacterial world.
DOI: 10.6084/m9.figshare.12504944.v1
title: Raw Data for "On the Effect of Noise on Software Engineers’ Performance: Results from Two Replicated Experiments"

description: It contains the raw data for the paper entitled "On the Effect of Noise on Software Engineers’ Performance: Results from Two Replicated Experiments" by S. Romano, G. Scanniello, M.T. Baldassarre, and D. Fucci, in proc. of the 46th Euromicro Conference on Software Engineering and Advanced Applications (SEAA) 2020.
DOI: 10.6084/m9.figshare.23197952.v1
title: Test data files

description: These test data files were used to debug the code used in the following study: "Is the Gini Coefficient Enough? A Microeconomic Data Decomposition Study." <br> List of test data: 1. it14ih.dta - household-level dataset for Italy. 2. it14ip.dta - person-level dataset for Italy. 3. mx16ih.dta - household-level dataset for Mexico. 4. mx16ip.dta - person-level dataset for Mexico. 5. us18ih.dta - household-level dataset for the USA. 6. us18ip.dta - person-level dataset for the USA. <br> All files can be used for testing/debugging of the following scripts: lis_theil.R, lis_scv.R, lis_theil_functions.R, lis_scv_functions.R. <br> These datasets were donloaded from the following website. https://www.lisdatacenter.org/resources/self-teaching/.
DOI: 10.17632/8bfrv2h3fd
title: 数值实验及案例分析相关数据

description: 具体包括：数值实验中的参数范围、案例分析中的输入数据、案例分析中的输出结果
DOI: 10.6084/m9.figshare.24208092.v2
title: EPN dataset

description: The dataset contains mortality of adult termite insect pest under laboratory condition and effectiveness of promised EPN isolates under field condition.
DOI: 10.6084/m9.figshare.25943308.v2
title: Supplementary table 1,2.docx

description: Urinary extracellular vesicles (uEVs) present a new method to study ADTKD-HNF1β pathophysiology in the kidney, as alternative for kidney biospsies. Enrichment of pathways involved in cytoskeletal organization and cilia in the uEV proteome of patients with ADTDK-HNF1β compared to CKD, which may indicate the presence of renal cysts. In this, we show that ADTKD-HNF1β more closely resembles ADPKD. Altogether, the uEV proteome captures the biological changes that are caused by pathogenic variants in HNF1β.
DOI: 10.17632/htffcjfz27
title: China Reanalysis Dataset

description: Reanalysis dataset of sea surface height, sea surface velocity, sea surface temperature, and sea surface salinity in the South China Sea. The spatial resolution was 0.5 *0.5 degree, and the temporal resolution is 1 day.The duration is from January 1, 1958 to December 31, 2007
DOI: 10.17632/pdwr8smyhz
title: Grain legume-cereal intercropping enhances the use of soil-derived and bio-logically fixed nitrogen in temperate agroecosystems. A meta-analysis.

description: In Rodriguez et al. we quantified the effect of grain legume-cereal intercropping on the use of nitrogen resources in temperate agroecosystems, focusing on symbiotic nitrogen fixation and soil-derived nitrogen acquisition using a meta-analysis.
DOI: 10.17632/y3649cmgg6
title: Mango and Banana Dataset (Ripe Unripe) : Indian RGB image datasets for YOLO object detection

description: 'Mango and Banana Dataset (Ripe Unripe)' is the RGB image dataset. This dataset of 5000 photos of bananas and mangoes focuses on identifying ripe and unripe fruits. Each photograph has metadata that identifies whether or not the banana in the image is considered ripe.
The data set was gathered in indoor as well as outdoor lighting conditions, to identify ripe and unripe Bananas and Mangoes. Each image in this dataset has a YOLO.txt label attached to it. This data can be used to train all YOLO Object Detection models. The dataset has been divided into two sections: Train and Test each of which contains 80% and 20% of the total data.
Train folder contains 4000 images with labels and Test folder contains 1000 images with labels.
The purpose of collecting this dataset was to create 'Ripe Unripe Fruit Detection System' using YOLOv8 Object detection model. 
Dimensions of image : 640 x 480
DOI: 10.6084/m9.figshare.24079509.v3
title: Chromosome-level genome assembly of the Echiura <i>Urechis unicinctus</i>

description: Tandem repeat sequences were de novo predicted using TRF28. In total, 518.47 Mb repetitive sequences were annotated, accounting for 45.22% of the assembled U. unicinctus genome. Moreover, 5,880 ncRNAs, genome, including 1,654 miRNAs, 3,732 tRNAs, 129 rRNAs, and 365 snRNAs, and 22,507 protein-coding genes were predicted were annotated in the U. unicinctus genome.
DOI: 10.6084/m9.figshare.7406606.v1
title: 3d scan of Arthropterygius chrisorum CCMGE 3-16/13328

description: Skeletal elements of juvenile Arthropterygius chrisorum CCMGE 3-16/13328
DOI: 10.6084/m9.figshare.7931402.v1
title: gVCF_HG02558

description: 1000 Genomes gVCF mapped to hs37d5 for HG02558. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.17632/jw26xs2dwb
title: Data for: Effect of Vitamin C and vitamin E on Lung Contusion:A Randomized Clinical Trial study.

description: chest trauma
DOI: 10.6084/m9.figshare.25266508.v2
title: Dose response models for all screens

description: Complete output of dose reponse models fitted using non-linear mixed effects.