cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/73n5hrn8hh
title: VegNet: Vegetable Dataset with quality (Good & Bad quality)

description: Neat and clean dataset is the elementary requirement to build accurate and robust machine learning models for the real-time environment. With this objective we have created an image dataset of Indian four vegetable with quality parameter which are highly consumed or exported. Accordingly, we have considered four vegetables namely Bell Pepper, Tomato, Chili Pepper, and New Mexico Chile to create a dataset. The dataset is categorized into 4 subfolders of vegetables namely bell pepper, tomato, Chili Pepper, and New Mexico Chile. Further each vegetable folder contains four subfolders namely 1) Multiple Mature, 2) Single Mature, 3) Multiple Over Mature, and 4) Single Over Mature vegetable classes. Total 6793 images are available in the dataset. We strongly believe that the proposed dataset is very helpful for training, testing and validation of vegetable classification or reorganization machine leaning model.
DOI: 10.17632/mz38h7bpjg
title: Bibliometric Data on Top 50 African Ophthalmologists

description: This dataset supports a bibliometric study aimed at identifying and analyzing the most prolific ophthalmology researchers affiliated with African medical schools. To develop this dataset, we first compiled a comprehensive list of over 100 African medical schools known to have ophthalmology departments or faculties. Using Scopus, we executed a structured search strategy that combined general ophthalmic terms (e.g., “cataract,” “glaucoma,” “myopia,” “diabetic retinopathy”) with each institution's name. We manually reviewed and verified the resulting author affiliations and publication relevance in two screening phases to ensure the inclusion of only active ophthalmology researchers with current or past institutional ties to African medical schools. The dataset comprises 50 top-ranked researchers and includes key bibliometric metrics such as Scopus Author ID, affiliated institution, country, sex, h-index, total citations, publication count, and active publishing span. We also collected additional non-ranking attributes for deeper academic profiling—namely SciVal Topic prominence, highest academic qualifications, and academic rank. The dataset was last updated on March 31, 2025, and stored in a structured Excel format to enable consistent referencing and analysis. The dataset offers valuable insights into geographic distribution, research productivity, and subject area concentration of ophthalmic research in Africa.
DOI: 10.6084/m9.figshare.12068379.v2
title: Trust in the smart home-dataset

description: Dataset from a nationally representative sample of 2,101 participants in the United Kingdom.<br> Participants were recruited through the online market research sample aggregator Qualtrics . The quotas for the sample were based on 2016 European statistical datasets for population by age and gender, and educational attainment level. Age values: &lt;17, 18-24, 25-34, 35-49, 50-64, 65+ Gender values: Male, Female Education values: ISCED 0-2 includes Pre-primary education, Primary Education and GCSE/Vocational GCSE or equivalent (incl. O-levels). ISCED 3-4 includes A-level/Vocational A-level or equivalent (incl. AS-level), Higher Diplomas below degree level/as gateways to degree. ISCED 5-6 includes Undergraduate degree and Postgraduate degree (Master and PhD). Our questionnaire contained a total of 18 items relating to acceptability of Internet of Things, including eight questions which related to trust. Questions E5, E6, E7, S16 apply to IoT experienced users only, n=1422 The rest of the questions apply to the whole sample, include both experienced and inexperienced IoT users, n=2101 <b></b><i></i><sub></sub><sup></sup><br>
DOI: 10.17632/4v72pgswc6
title: Ambient noise data processed by NRL, co-located with ocean wave data

description: Here we provide data used to study correlations between oceanic ambient noise and other environmental parameters: wind, precipitation, and ocean wave parameters. The data are described in a manuscript which will be submitted to a journal. A pdf of the manuscript (prior to submission) is here: https://doi.org/10.48550/arXiv.2403.18728
DOI: 10.17632/yd24mwpj6t
title: LINF_170017100

description: Amidase domain-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.6084/m9.figshare.1545510.v1
title: Coordinate data - human femur and knee

description: Sample coordinates for use with the CTReconSim macro. Femoral coordinates were obtained from the freely available KESKONRIX Osirix data set (left femur), and derotated (neutrally aligned) according to the criteria described by Olesen (2013). Knee coordinates were obtained from an anonymised knee CT donated by a local orthopaedic centre. The scan was obtained for diagnostic purposes unrelated to this project.
DOI: 10.6084/m9.figshare.21706580.v2
title: Effects of anthropogenic noise on cognition, bill color, and growth in the zebra finch (Taeniopygia guttata)

description: Dataset is the repository for the data and R script used in our recently published paper "Effects of anthropogenic noise on cognition, bill color, and growth in the zebra finch (Taeniopygia guttata)" in acta ethologica; DOI: 10.1007/s10211-022-00406-0. <br> See README.md for full dataset description and file explanation.
DOI: 10.6084/m9.figshare.27627504.v1
title: Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization - Artifacts

description: Trajectories of Hyperparameter Optimization (HPO) runs as presented in the paper Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization.Code for the analysis of the four datasets (.csv files) can be found in the accompanying GitHub repository: https://github.com/slds-lmu/paper_2024_reshufflingData contains the following columns where the validation and test performance of the incumbent are tracked over time in the form of trajectoriesiteration (iteration of an HPO run)orig_iteration (original iteration id of the incumbent at the current iteration)valid (validation performance)test (test performance)overtuningseed (replication id)classifier (learning algorithm)data_id (data set id)train_valid_size (size of the set used for training and validation)resampling (resampling method)metric (performance metric)method (post selection method and resampling method)optimizer (HPO algorithm)
DOI: 10.17632/43v2w5g4mh
title: Consumption Taxation to Finance Pension Payments Economic Modelling

description: Replication files for the paper "Consumption Taxation to Finance Pension Payments" by Kilian Rupper, Matthias Schön and Nikolai Stähler published in Economic Modelling
DOI: 10.17632/db3b9wx8yw
title: Mrnka_et al_IJPM_2020_Marigold_article

description: This is a primary dataset comprising data from which all figures in our IJPM paper were derived
DOI: 10.17632/pbhpvzysxb
title: Testing Geometric Imagination of Children from 12 to 14 in the Czech Republic

description: Dataset contains data from participants solving pictorial geometry problems.
DOI: 10.17632/bp7btm7tgm
title: Dataset on laser-welded stainless steel I-section beam-columns

description: The dataset contains test and numerical data for sixteen laser-welded stainless steel I-section beam-columns. This is the world's first dataset on laser-welded stainless steel beam-columns. The test data were obtained from a laboratory testing programme on laser-welded stainless steel I-section beam-columns while the numerical data were obtained from a finite element modelling programme using ABAQUS. The geometric dimensions of the sixteen laser-welded stainless steel I-section beam-columns were also measured and are presented herein.
DOI: 10.6084/m9.figshare.25266367.v1
title: Klebsiella pneumoniae outbreak scenario

description: Fastq reads used for a simulated Klebsiella pneumoniae outbreak scenario in a hospital NICU.
DOI: 10.6084/m9.figshare.22578130.v1
title: RSE sharing

description: Codes and data of RSE article (https://www.sciencedirect.com/science/article/pii/S0034425721005381)
DOI: 10.6084/m9.figshare.23732883.v1
title: <strong>Massively Parallel Single-Nucleus RNA-Sequencing</strong> <strong>allows</strong> <strong>an Unbiased Assessment</strong> <strong>of Cellular Constituents of the Adult Human Heart and Transcriptional Regulators Involved in Myocardial Remodelling</strong>

description: Each folder contains the count matrix and cell/gene annotation from a sparse matrix of UMI counts, in the format produced by the CellRanger software suite (matrix.mtx.gz,barcodes.tsv.gz, genes.tsv.gz), and 1 metadata file (meta_data.tsv.gz) for each cell, for example, cell type, sample id, or TNSE/UMAP coordinates. <br> Human1_3_sn_3PV2: single nuclei RNA-seq for Human1_2 with 3'V2 assay Human1_5_sn_5PV2: single nuclei RNA-seq for Human1_5 with 3'V2 assay Human2_sc_3PV2: single-cell RNA-seq for Human2 with 3'V2 assay Human2and3_sn_3PV3: single nuclei RNA-seq for Human2 and Human3 with 3'V3 assay NormalHeart_EC: single nuclei RNA-seq for Human2 and Human3 with 3'V3 assay only for Endothelial NormalHeart_FB: single nuclei RNA-seq for Human2 and Human3 with 3'V3 assay only for Fibroblast NormalHeart_Pericyte: single nuclei RNA-seq for Human2 and Human3 with 3'V3 assay only for Pericyte NormalHeart_SMC: single nuclei RNA-seq for Human2 and Human3 with 3'V3 assay only for Smooth Muscle Cells DCMHeart_FB: single nuclei RNA-seq for DCM heart (3DCM heart and 3 control (normal) Heart) only for Fibroblast <br> <br>
DOI: 10.6084/m9.figshare.28943747.v1
title: esnet_model_checkpoint

description: esnet formation energy model checkpoint
DOI: 10.6084/m9.figshare.29026259.v1
title: Supplementary Material for: The Association Between Obesity and Wet Overactive Bladder: Results from 2005–2020 National Health and Nutrition Examination Survey

description: Introduction: The association between obesity and wet overactive bladder (wet OAB) was few, and was also inconsistent and controversial in sex differences. This study aimed to ascertain the specific association between obesity and wet OAB for females and males using five obesity measures.
Methods: This cross-sectional study included 29,041 participants from the 2005–2020 National Health and Nutrition Examination Survey database. The outcome was the risk of wet OAB. Five obesity measures were exposure using quintile, including body mass index (BMI), waist-to-stature ratio (WSR), body fat percentage (BFP), fat mass, and lean mass. The associations were elucidated using weighted logistic regression models and restricted cubic spline analysis.
Results: The elevated BMI, WSR, BFP, and fat mass were positively associated with the risk of wet OAB in both sexes, which was evident in females. Interestingly, lean mass was adversely associated with the risk of wet OAB in both sexes. In restricted cubic spline (RCS) analysis about BMI, WSR, BFP, and fat mass, monotonically increasing nonlinear associations were found in males, while positive linear associations were found in females. Besides, negative linear and nonlinear relationships were shown between lean mass and the risk of wet OAB in females and males, respectively.
Conclusions: Obesity was positively associated with the risk of wet OAB in both sexes. Controlling BMI, WSR, BFP, fat mass, and strengthening lean mass may help prevent the development of wet OAB.
DOI: 10.17632/vpnvppky5f
title: Facial Expression Recognition

description: dataset
DOI: 10.17632/zdjymzjz6n
title: Anomaly Data of Lithium-ion Batteries

description: Train.zip
The file type is '.pkl' file, and the content of each file is tuple (data, metadata).
data: The shape is (256, 8), and each column of data corresponds to features ['volt', 'current', 'soc', 'max_single_volt', 'min_single_volt', 'max_temp', 'min_temp', 'timestamp'].
metadata: It contains label and mile information.The label '00' indicates normal segments and '10' indicates abnormal segments.

Test.zip
The file type is '.pkl' file, and the content of each file is tuple (data, metadata).
data: The shape is (256, 8), and each column of data corresponds to features ['volt', 'current', 'soc', 'max_single_volt', 'min_single_volt', 'max_temp', 'min_temp', 'timestamp'].
metadata: It contains only mile information.
DOI: 10.6084/m9.figshare.5938714.v1
title: Error Related Potentials from Gaze-Based Typesetting

description: The recording protocol relied on a standard gaze-based keyboard paradigm that was implemented by an eye-tracker attached to a PC monitor. The gazing information, in the form of a densely sampled sequence of x-y coordinates corresponding to the eye trace on the screen, was registered simultaneously with the participant’s brainwaves. The purpose of this experiment was to provide data where patterns in the physiological activity, of either brain or eyes, could be associated with the case of a typo (due to either the inaccuracy of the eye-tracker or a human mistake).
DOI: 10.17632/87djnsc8n5
title: Speech Production Dataset for Canavesano Piedmontese

description: This study presents the first comprehensive acoustic analysis of the vowel system in Canavesano Piedmontese, an endangered variety of Piedmontese spoken in the Canavese subregion of northwest Italy. Nineteen native speakers aged 57-83 participated in sociolinguistic interviews, generating a dataset of 2426 tokens analyzed for formant frequencies (F1 and F2). Results confirm the presence of nine vowels /a,ɛ,e,ø,ə,y,o,u,i/, including the mid-central vowel /ə/, which exhibits distinct acoustic properties compared to surrounding vowels. Despite individual variability among speakers, the community-level analysis reveals a stable vowel system similar to nearby Turinese Piedmontese. These findings contribute to the documentation and preservation of Canavesano Piedmontese, highlighting the importance of acoustic phonetic studies in understanding and conserving endangered languages.
DOI: 10.17632/93st6ddp9r
title: Cyber-attack detection, validation and response strategies for Electrical Power & Energy Systems

description: This dataset provides an overview of the Tactics, Techniques and Procedures (TTPs) that are employed by adversaries to perform cyber-attack towards the critical Electrical Power and Energy System (EPES) infrastructures and allows to have an overview of the detection, validation and response strategies as well as the false positive indicators that can be part of Security Information and Event Management (SIEM) solutions.
DOI: 10.17632/sxcjxcm28z
title: Immunoproteomic Identification of Immunogenic Cytoskeleton Proteins of Toxoplasma gondii

description: In the present study, we analyzed the profile of immunerecognized proteins of the cytoskeleton of T. gondii by 2D PAGE-SDS and sera from patients with acute and chronic toxoplasmosis. The immune-recognized spots were analyzed by mass spectrometry and characterized by bioinformatic approaches. A total of 324 proteins were identified by mass spectrometry, of which sixty-five antigenic proteins were recognized in spots by IgM antibodies and 259 antigenic proteins were recognized by IgG antibodies. About 19 proteins specifically reported as cytoskeletal proteins were identified, as well as numerous hypothetical, secretory proteins with various subcellular functions and distributions. Bioinformatics analyses of the identified antigenic proteins of T. gondii were carried out to determine the most immunogenic as well as the number of epitopes that could be recognized by receptors of B lymphocytes, cytotoxic T lymphocytes (CD8+), and helper T lymphocytes (CD4+), and activate immunoprotection against this pathogen in the quest for a future vaccine against Toxoplasma. This type of experimental approaches will allow us to identify candidate molecules in the design of future vaccines against toxoplasmosis.
DOI: 10.17632/d73ghdzrjs
title: Supplementary Material - Treatment of alopecia areata of the beard with baricitinib

description: 28-year-old man with alopecia areata of the beard before and after 6 months of treatment with baricitinib.
DOI: 10.17632/d9zsvcbvnt
title: Enhancing Sustainability in Concrete Construction: Utilizing LDPE and HDPE Plastics as Fine Aggregate Replacements

description: Abstract
In this study, a potential replacement for conventional aggregates in the creation of concrete is being investigated. The building industry, which is in increasing demand, is faced with sustainability and waste disposal problems that might be resolved by using plastic waste in concrete. The study looks at a number of factors that determine concrete's properties, such as physical, mechanical, and the environmental impact of using plastic waste as a substitute material. This study takes a look at prior studies on the topic, highlighting the benefits and downsides of using HDPE and LDPE in concrete and providing an overall overview of where the field stands at the moment. The findings suggest that using plastic waste concrete as a building material can reduce the environmental effect of construction materials while being both affordable and sustainable,
DOI: 10.17632/stm32v3m9p
title: Data for The Impact of Trade Openness on Domestic Income Inequality

description: The panel data includes 65 countries, spanning the period from 1991 to 2020. Since the trade openness indicators of individual countries are missing in the World Bank database, I supplemented them by calculating and filling in the ratios of the corresponding GDP values of WITS to the total amount of import and export trade. At the same time, I linearly interpolate the missing values of GDP per capita and the missing values of education indicators for some countries to ensure the completeness of the data and the balance of the panel data. 
The data for the variables in the study were sourced from several databases. Domestic income inequality data were obtained from SWIID, trade openness and unemployment rates were sourced from the World Bank, and political and social globalization data were gathered from ETHz. The control variables, such as GDP per capita, foreign direct investment, and inflation, also came from the World Bank, while the instrumental variables, like land area and distance from the equator, were sourced from CEPII (Geo_dist). The data on economic development levels were derived from the World Economic Outlook (WEO) database of the International Monetary Fund (IMF)​.
DOI: 10.17632/tsfmrnx6ch
title: 実データに基づくドメイン変更のSEO影響分析：.comから.jpへの移行事例

description: 近年、ウェブサイトのドメイン移転（サイトのURL変更）によるSEOへの影響に注目が集まっている。特に国別コードトップレベルドメイン（ccTLD）への変更は、検索エンジンによる地域的な評価やトラフィック動向に変化をもたらす可能性が指摘されている【Solis 2013】。一般にGoogleは適切なサイト移転処理（301リダイレクト設定やSearch Consoleでの住所変更届け出など）が行われれば、ランキングへの長期的な悪影響はないと公式に述べている【Google 2022】。しかし、移転直後の一時的なオーガニックトラフィックの低下やキーワード順位変動は多くの事例で報告されており【Burton 2021】、サイト管理者にとって懸念材料となる。
本稿では、個人運営サイト「www.tsuyoshikashiwazaki.com」を「www.tsuyoshikashiwazaki.jp」へドメイン変更した事例（2024年4月28日実施）について、実データを用いてSEOへの影響を多角的に分析する。具体的には、オーガニック検索トラフィックの推移を中心に、被リンクの移行、インデックス状況、検索クエリのキーワード移行と検索意図（ブランド／非ブランド）の変化について詳細に評価する。本研究により、適切なドメイン移行がSEOに与える短期・長期の影響を実証し、今後のサイト移転時のベストプラクティスを提言する。
DOI: 10.17632/2kfz5yc7pt
title: Dataset of Indian (Rupees) and Thai (Baht) Banknotes with Annotations

description: Currency recognition and classification is a very challenging task for visually impaired people. In the daily routine, correct and fast currency recognition can help them to do the financial transactions without any help. With this objective we have created the Indian (Rupees) and Thai (Baht) banknotes dataset with annotations. This dataset consists of total 3000 (2000 images of Indian banknotes and 1000 images of Thai banknotes) high quality images. Mobile phone's rear camera was used to take the images of Indian and Thai banknotes. The Indian banknote dataset consists of 10 classes namely 10 New, 10 Old, 20, 50 New, 50 Old, 100 New, 100 Old, 200, 500, 2000 and Thai banknote consists of 5 classes namely 20, 50, 100, 500, and 2000. The images were taken at the different backgrounds and in different lighting conditions, in the cluttered background, and also the images of folded banknotes are taken. The images are annotated in the YOLO (You Only Look Ones) format. The dataset consists of "Training" and "Validation" images in 80:20 ratio.
DOI: 10.17632/h95v35sych
title: Data for: Historical and projected Chinese HFC-410A emission from room air conditioning sector at a city level

description: The research data provided the detailed information about the emission of HFC-410A under BAU scenario and mitigation scenario from 2006 to 2050 in China where HFC-410A emission concluded five steps occurred in five stages of RAC products during its lifetime. The result could be of interest for other scientists in the research fields of ozone depletion, climate change, environmental policy, etc.
DOI: 10.6084/m9.figshare.27079666.v1
title: A study of the mediating role of bedtime music in employment anxiety and sleep quality among college students DATA.xl

description: Abstract: Objective: This study aims to investigate the prevalence of employment-related stress and sleep disturbances among contemporary college students. Furthermore, it seeks to examine the mediating influence of bedtime music on the employment and sleep quality of college students.Methods: A total of 1265 subjects were randomly selected for this research. The primary research instruments included the independent variable "Zhang Yuzhu Career Anxiety Questionnaire for College Graduates," the dependent variable "Pittsburgh Sleep Quality Index Questionnaire," and the self-administered "Bedtime Music Self-Assessment Scale" as mediator variables. Data analysis was conducted using SPSS 26.0 software to examine the relationships between variables. Structural equation modeling was performed using SPSS 26.0 AMOS, along with multilevel linear regression analysis to validate the mediating effect.Results: The Amos analysis revealed that employment anxiety exerted a direct effect of 21.333 an indirect effect of 8, and a total effect of 24 on sleep quality, all of which were statistically significant, substantiating a noteworthy partial mediating effect. Linear regression analysis demonstrated a significant influence of employment anxiety on sleep quality (β = 0.583; T = 25.717; P &lt; 0.001). Notably, when accounting for the presence of bedtime music in the regression analysis, the significant effect of employment anxiety on sleep quality diminished. Specifically, β decreased from 0.583 to 0.53, and T decreased from 25.717 to 22.91 Nevertheless, employment anxiety still exhibited a substantial impact on sleep quality (β = 0.53; T = 22.91; P &lt; 0.001).Conclusion: This study concludes that employment-related anxiety has a positive and significant effect on sleep quality. Additionally, bedtime music exerts a negative and substantial influence on both employment anxiety and sleep quality. It also plays a partially mediating role in the relationship between employment anxiety and sleep quality among college students. This suggests that incorporating pre-sleep music can be an effective strategy for ameliorating sleep disturbances in college students experiencing employment-related anxiety.
DOI: 10.6084/m9.figshare.7234199.v1
title: pmid to protein name and location

description: A "mapping file" linking the pmid of a protein with some additional information about it, including location the protein is expressed. Only proteins detected in at least one sample are included in this file.
DOI: 10.17632/cn7shfv6n9
title: Single-cell analysis of the postnatal dorsal V-SVZ reveals a role for Bmpr1a signaling in silencing pallial germinal activity

description: Single cell profiles of microdissected dorsal subventricular zone of postnatal day 2, 12 and 22 wild type mice. Samples were collected independently using the 10x Chromium Single Cell Controller and libraries were prepared according to 10x Genomics protocol.