cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.9925070.v1
title: breastfeeding and EPDS

description: <b>Relationship between postpartum depression and lactation status at a Japanese perinatal center: A cross-sectional study</b>[
DOI: 10.17632/ff794hxpnh
title: Data for: Influence of Design Parameters on the Effectiveness of Friction Isolators in Mitigating Pre-motion Friction in Mechanical Bearings

description: Matlab Figures.
DOI: 10.17632/m4sbt8hbvk
title: Thermal image of equipment (Induction Motor) + 40 Ground Truths added

description: --Contact email: m.najafi@nit.ac.ir
--Babol Noshirvani University of Technology
-- 40 Ground Truths are added to the dataset in order to conduct the evaluation.  The annotations have been made by trained personnel and are considered to be accurate and reliable.
This is a thermal image dataset specifically focused on condition monitoring of electrical equipment, specifically induction motors. The dataset includes artificially generated internal faults, such as short circuit failures in the stator windings, stuck rotor faults, and cooling fan failures. The thermal images were acquired using a Dali-tech T4/T8 infrared thermal image camera in an Electrical Machines Laboratory, with an ambient temperature of 23°. This dataset has been made publicly available for use by researchers in the field of AI system development and testing. To respect the rights of BNUT and authors, referencing the page's DOI and related paper DOI is necessary. 


paper title: Fault Diagnosis of Electrical Equipment through Thermal Imaging and Interpretable Machine Learning Applied on a Newly-introduced Dataset
DOI: 10.1109/ICSPIS51611.2020.9349599


The specifications of the camera and equipment used to create this dataset are detailed in Tables 1, 2, and 3 in the Readme_InductionMotor.pdf file.
In this work, a dataset of thermographic images representing 11 conditions for 3-Phase induction motors was introduced. Specifications of Camera and equipment used for
this very dataset is shown in tables 1, 2, and 3 in the Readme_InductionMotor.pdf.
DOI: 10.6084/m9.figshare.1243292.v3
title: Newborn Skull Networks JASs 2015

description: Published in Esteve-Altava B, Rasskin-Gutman D. 2015. Evo-Devo Insights from Pathological Networks: Exploring Craniosynostosis as a Developmental Mechanism for Modularity and Complexity in the Human Skull. Journal of Anthropological Sciences 93: 1-15 DOI 10.4436/JASS.9300.
DOI: 10.6084/m9.figshare.28075043.v2
title: Uso da Inteligência artificial (IA) para o aprendizado de programação

description: Use of the Data fictitious for form in Universidade Federal da Bahia in discipline – Ferramentas Acadêmicas para a Pesquisa Acadêmica
DOI: 10.6084/m9.figshare.28519856.v1
title: Datasets.zip

description: Dataset
DOI: 10.6084/m9.figshare.6580223.v1
title: Trajectory Change Blindness data (online and lab)

description: These data are obtained using a JavaScript implementation of a 'flicker' change blindness paradigm. Each trial shows some rectangles moving across the screen, and after 700ms a change occurs whereby one of the rectangles alters either its orientation or trajectory. On some of these trials the change occurs visibly, in others the change occurs while the screen is blank. On some trials there are 2 rectangles, and on the others there are 6. The participant stops the motion of the display when they are ready, and then identifies the changed rectangle.<br>Trial types: <br>0: 2 rectangles, orientation change, masked<br>1: 6 rectangles, orientation change, masked2: 2 rectangles, trajectory change, masked3: 6 rectangles, trajectory change, masked4: 2 rectangles, orientation change, unmasked5: 6 rectangles, orientation change, unmasked6: 2 rectangles, trajectory change, unmasked7: 6 rectangles, trajectory change, unmasked<br>The analysis_paper.Rmd file contains R code for generating the analysis_paper.html file, which displays the output of analyses reported in the paper.<br>
DOI: 10.17632/t6j2h22jpx
title: PlantaeK: A leaf database of native plants of Jammu and Kashmir

description: Computer vision can predominantly be focused to design the strategies for the conservation of the plants. Previous decade’s trends and the current prevailing incidents with respect to global warming, forest fires, and famines act as potential indicators of how much nature is destroyed by human activities. Plants are vitally used in foodstuff, medicine, industry and as well for environmental protection. However, due to lack of resources and knowledge, it is difficult to recognize different plant species, plant diseases, etc. Nowadays modern equipment’s are being designed to address these issues. So considering the challenges, demands, we have constructed a database of different plants. The plants taken for study are the native plants of the Kashmir region of India. The climate of Kashmir remains chilling for a few months and pleasant for the rest of the year. Eight different plants namely Apple, Apricot, Cherry, Cranberry, Grapes, Peach, Pear, and Walnut are selected for the study based on their commercial and medicinal usage. The leaf is the primary object of reference taken for making the database, as they grow much earlier than fruits as well as the other plant parts. For each plant two types of leaves are selected, one healthy and the other diseased. Considering the natural conditions under which the farmers or the agriculturists have to work, the images are captured in broad daylight under the auto mode with the Nikon D-SLR digital camera with an ISO Speed = 100, Aperture = F/5.6, Flash = Not Fired, Shutter Speed = 1/640. All the images are captured by an 18-55 mm lens and are in .JPG format. The leaves are divided into two major classes A and B respectively. The two major classes were then divided into 16 sub classes i.e., eight healthy and eight diseased. The symbol “h” e.g., plant-name_h001 in the images represent healthy images and “d” i.e., plant-name_d001 represents the diseased images. The images are labeled, resized and classified into different classes. The class of healthy images comprises of a total of 1201 images and the diseased images constitute of a total of 935 images. Thus a total of 2136 images were selected from the captured images to sew up this database. Every little step towards a positive perspective marks the beginning of the era of growth with kindness.
DOI: 10.6084/m9.figshare.20369313.v1
title: Bootstrapped gene trees

description: All bootstrapped phylogenetic trees for each gene included in this study.
DOI: 10.6084/m9.figshare.28184723.v1
title: <b>Early-life environment shapes claw bilateral asymmetry in the European lobster (</b><b><i>Homarus gammarus</i></b><b>)</b>

description: I provide here the general dataset (Dataset-CA), subdatasets (Dataset-CA.IV/V/VI/VII) in txt and xlsx format and the R codes used for the statistical analysis presented in the article.
DOI: 10.6084/m9.figshare.28771088.v2
title: Seasonal Transcriptome Profile Across Three Different Tissues of the Andean Killifish Orestias ascotanensis

description: These data support the unpublished manuscript <i>"Seasonal Transcriptome Profile Across Three Different Tissues of the Andean Killifish Orestias ascotanensis"</i> (Maldonado et al., Manuscript ID: SDATA-24-04380).<b>1. Genome Assembly and Annotation</b><b>Genome Assembly of Orestias ascotanensis.fa</b>: Reference genome in FASTA format (originally published in Di Genova et al. 2022).<b>annotation_Orestias (1).gtf</b>: Structural annotation (GTF format) of gene models, used for RNA-seq alignment and transcript quantification.<b>03_Gene_Annotation_Orestias_ascotanensis.csv</b>: Detailed functional annotation of protein-coding genes (PCGs), including:Genomic coordinates (scaffold, start, end, strand).Gene/transcript IDs, assigned names, and protein products.Functional terms: InterPro domains, Gene Ontology (GO), KEGG Orthology (KO), and EC numbers.<b>2. Transcriptomic Data</b><b>01_sample_info.csv</b>: Metadata for RNA-seq samples (tissue, season, replicates, etc.).<b>02_PCG_counts.csv</b>: Raw read counts for all protein-coding genes across samples.<b>04_DEGs.xlsx</b>: Differentially expressed genes (DEGs) across conditions, with fold-change, p-values, and adjusted p-values.<b>Table1_MappingStatistics.xlsx</b>: Sequencing and mapping statistics, including read quality metrics, alignment rates, and sample-specific processing details.<b>3. Long Non-Coding RNA (lncRNA) Predictions</b><b>Predicted_lncRNAs_Genomic_Locations_Orestias_ascotanensis.zip</b>: BED files with genomic coordinates of lncRNAs predicted by four tools (CPAT, TransDecoder, FEELnc, RNAmining), including scaffold, coordinates, strand, and transcript IDs (where available).
DOI: 10.6084/m9.figshare.6170345.v1
title: BTS direkt irradiance measurements Izana intercomparison 2016

description: Direct irradiance measurements performed at the Izaña Atmospheric Observatory on 20.-22. September 2016 during the ATMOZ intercomparison campaign.<br><br>The Data given in wavelength [nm] and spectral irradiance [W/(m²nm)] were directly used to calculate spectral analysis data and total ozone column values (TOC) presented in the AMT Paper by Ralf Zuber et. al.,"Adaption of an array spectroradiometer for total ozone column retrieval using direct solar irradiance measurements in the UV spectral range", https://doi.org/10.5194/amt-2017-240
DOI: 10.17632/z8tw3c9rb7
title: Saratoga Springs dataset

description: Supporting data for Lollar et al.
DOI: 10.6084/m9.figshare.14785089.v1
title: 2021_EM_Reconstructed_SPECT_Subset_10

description: COLLECTION TITLE:2021_MezzengaEmilio_Collection1<br>CATEGORY:Medical Physics<br>KEYWORDS:SPECT/CT; 3D-OSEM reconstruction; radiomics; lutetium; calibration phantom.<br>ARTICLE (when using these files, please, cite the following article):"E. Mezzenga et al. Reconstructed SPECT images of 177Lu homogeneous cylindrical phantom used for calibration and texture analysis. 2021"<br>FILE NAMES:All the files in this collection follow this nomenclature: 1. "Starting_data_not_reconstructed"”: the folder contains two subfolders were the SPECT and CT phantom acquisitions are separated.In particular, the CT folder is named “CT_data”, and the SPECT one is named “SPECT_data”. In the former folder, the CT sequence of the phantom is named as: “CTxxx.dcm”, with xxx=001, 002,…, 108.In the latter there are three DICOM files related to the SPECT acquisition.In particular, the triple window (TW) file (“TW.dcm”), the lower scatter window (LScW) file (“LScW.dcm”), and the higher scatter window (HScW) file (“HScW.dcm”).The TW file contains all three acquisition windows (i.e. photopeak, high and low scatter), while LScW and HScW contain the lower and higher scatter acquisition window, respectively.2. "Reconstructed_data":it contains two subfolders related to the reconstructed CT datasets (named: “Isotropic_CT”) and reconstructed SPECT acquisition (named: “Isotropic_NM”).Both reconstructions have the same voxel dimension. In the former folder, the CT reconstructed file are named as: “IsotropicCT001_CTyyy.dcm”, with yyy=001, 002,…, 182.The latter folder contains five subfolders, each one referring to the number of subsets used in the SPECT image reconstruction process, and named “zz_SUBSETS”, with zz=05, 10, 15, 20 and 30. Each subfolder contains the SPECT reconstructed images with the same number of subsets, but different number of iterations and are named as “IsotropicNMxxSyyI_DS.dcm”, with xx=05, 10, 15, 20 and 30, and yy=01, 02, 03, 04, 05, 06, 07, 10, 15, 20, 25, 30, 35, 40, 45, 50. <br>MAIN CONTACT:- Emilio Mezzenga, Medical Physics Unit, IRCCS Istituto Romagnolo per lo Studio dei Tumori “Dino Amadori”, Meldola, Italy.Email: emilio.mezzenga@irst.emr.it<br>COPYRIGHT:* Copyright (c) 2021,* IRCCS IRST Meldola, Italy,* All rights reserved.** This material is free; you can redistribute it and/or modify it under the terms of the CC BY 4.0.* This material is distributed WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
DOI: 10.6084/m9.figshare.27322416.v1
title: Data Set.zip

description: The data can be used as cases for related research on lot-streaming scheduling problem in cloud manufacturing environment with available time windows.
DOI: 10.6084/m9.figshare.25854445.v4
title: Characteristics of adolescents aged 11-17 years in Lohagara, Narail, 2024

description: A cross-sectional study was performed in Lohagara, a rural subdistrict in Narail in southern Bangladesh, where 350 subjects were recruited. The sampling technique was stratified sampling. Students from different classes in school were grouped into sections. There were five classes, and each class consisted of three different sections. Every section comprised fifty students in total. Through simple random sampling, one section from each class was selected primarily, and another two sections were chosen from the rest following the same. The Bengali-translated versions of the Suicidal Behavior-Revised Questionnaire (SBQ-R) and the Depression, Anxiety, and Stress Scale - 21 Items (DASS-21), as well as another structured questionnaire, were used to collect data from participants.Version 4 includes 159 new data points and corrections to some entries from previous Versions.
DOI: 10.6084/m9.figshare.5328622.v2
title: File S2 from Bird and bat species' global vulnerability to collision mortality at wind farms revealed through a trait-based assessment.

description: Supplementary R code and supporting files and datasets providing an example of the trait-based analysis and model predictions for birds, based on one phylogenetic reconstruction method.
DOI: 10.17632/8y2h89z46s
title: Connection to Nature Data

description: This data file contains demographic information along with established scale scores of 515 both allotment and non-allotment owners to explore their time in nature and the impacts of this on mental health. Also, questions were asked around time and activities in nature. The age range was between 18-85 years old. The data had approval from the psychology research ethics committee. Before data collection began, full informed consent was obtained from participants as well as information sheets provided to them and all participants were fully debriefed afterwards. Identifying information was removed to ensure confidentiality and anonymity. The scores for the scales on mental health (Clarke et al, 2011; NHS health scotland,2008), self-esteem (Robins, Hendin & Trzesniewski, 2001), physical health (DeSalvo et al, 2006), connection to nature (Nisbet, & Zelenski,2013), social identity (Sani, Madhok, Norbury, Dugard & Wakefield, 2014), loneliness (De Jong Gierveld & Van Tilburg, 2006), social support (Van Dick & Haslam, 2012) and self- efficacy (Tambs, & Røysamb, 2014) are included.
DOI: 10.6084/m9.figshare.1044170.v1
title: GOLD AS AN INVESTMENT VEHICLE

description: Gold has been used extensively for savings, investments and consumption since ages;<br>however the importance of the gold as an investment instruments has been much talked in the recent<br>times. This research paper intends to find various applications of gold portfolios as an alternate asset<br>class: the benefits of including gold to an investment portfolio have been analyzed. The results indicate<br>that gold has performed significantly better than other assets like debt and equity in both emerging and<br>US markets. It was noted that addition of gold to portfolios helped reduce the volatility and increase<br>overall returns during the period 2009-12. For example, in 2008, when the U.S. equity market plunged to<br>36.99%, gold in fact showed returns of 5.8%. It is also observed that the inverse correlation exists<br>between the dollar index and the gold prices helped reduce the portfolio risk as a result of diversification.
DOI: 10.6084/m9.figshare.17704502.v7
title: Rare Skin Disease Database

description: We collected data from public databases containing curated, inferred, literature-based information to create a database for connecting biomedical information. With curated disease genes, phenotypes, and phenotype genes as the direct molecular signatures of rare skin diseases, this work tries to link potential drugs to candidate rare skin disease targets with matched genes through disease-gene or disease-phenotype-gene relationships.RSDB contains 891 rare skin diseases, 28,077 genes, 9,732 phenotypes and 16,671 compounds with 16,411 disease-gene relationships, 15,793 disease-phenotype relationships, 12,184 disease-reference relationships, 638,151 gene-phenotype relationships, 17,636 gene-reference relationships and 61,282 references.Users can visit the RSDB homepage (https://rsdb.cmdm.tw) to explore the data for rare skin disease information.The RSDB is under the Attribution-NonCommercial-ShareAlike 4.0 international License(https://creativecommons.org/licenses/by-nc-sa/4.0/).
DOI: 10.6084/m9.figshare.28473722.v3
title: LiDAR and odom data (ROS bag) for RealRecon.

description: We collected five ROS bags containing LiDAR and odometry data from real-world experiments, along with two additional ROS bags from Unreal Engine simulation environments.
DOI: 10.17632/r4y2vcpfmx
title: Data from: The rapid increase of urban contaminated sites along China’s urbanization during the last 30 years

description: The dataset used in this study comprises 2,005 surveyed site samples, 83,498 enterprise information used for model simulation, and the implementation codes for binary logistic regression, random forest,  BP neural network, and support vector machine models.
DOI: 10.17632/rj64btb98m
title: Data for: Testing oceanic crust-mantle decoupling by Sr-Nd-Hf-Os isotopes of Neo-Tethyan ophiolites

description: Whole-rock and mineral chemical and isotopic compositions of the Kizildag and Xigaze ophiolites.
DOI: 10.6084/m9.figshare.24425533.v2
title: Data - 02-06-2023

description: EEG Data Collected on 02-06-2023
DOI: 10.17632/mrwvk584m6
title: A general relativity solution proving the cosmological constant results from the universe granularity

description: xmaxima file of the Einstein tensor computation
DOI: 10.6084/m9.figshare.4792621.v1
title: ANVIO-FMT-D-R01-R02-MERGED-PROFILE

description: The anvi'o merged profile database for the 92 donor MAGs from Lee and Khan et al study.
DOI: 10.6084/m9.figshare.14046374.v1
title: Data set: Pupil Dilation and the Slow Wave ERP Reflect Surprise about Choice Outcome Resulting from Intrinsic Variability in Decision Confidence

description: For analysis script and readme, see: https://github.com/jwdegee/2021_cereb_cortex_prediction_error
DOI: 10.6084/m9.figshare.7181969.v1
title: Reconstructing complete mitochondrial genomes from transcriptomes: assessing the robustness of mitoRNA pipeline using termite phylogeny as a case study.

description: Mitochondrial genomes obtained from trasncriptome data using the mitoRNA pipeline <br>
DOI: 10.17632/rcyskfvdv7
title: RecipeRef Corpus for Modeling Anaphora Resolution from the Procedural Text of Recipes

description: Current research on anaphora resolution mostly focuses on declarative text, e.g. journals, newswires, and dialogues. Procedural text, however, as one important type of text, contains rich anaphora phenomena but has only received limited attention. For procedural text comprehension, it is critical to resolving anaphora phenomena - resolution of anaphora in these texts is required to determine what action applies to which entity. To enrich the anaphora research in the procedural text, we investigate the anaphora phenomena in the procedural text of recipes. More specifically, we detailedly investigate the similarities and differences between recipes and chemical patents.  We propose a generalized annotation guideline for the procedural text of recipes, adopting from chemical patents with domain adaptation. Based on the proposed guideline, we further create the RecipeRef corpus, in the hope that it will facilitate the research on anaphora resolution in procedural text.
DOI: 10.6084/m9.figshare.1305817.v3
title: Mental health data of 776 Mexican medical students (PHQ-9, GAD-7 and Epworth Sleepiness Scale Scores)

description: <strong>Data </strong><strong>description</strong> In 2014, we randomly selected 1200 of 4520 medical students enrolled in a private Mexican university. 776 Medical students agreed to participate (64.6% response).<br> <strong>Variables</strong>- unique anonymous identifier: "id"- school year in course (1,2,3,4): "school_year"- semester in course (1,2,3,4,5,6,7,8): "semester"- age in years: "age" - binary gender: "gender"- Height in meters: "height"- Weight in kg: "weight"- PHQ-9: "phq1", "phq2", ... "phq9"<br>- Whether if the student has seriously thought dropping out of school: "thoughts_of_dropping_out"- Previous depression diagnosis: "previous_depression_diagnosis"- Previous medical treatment for depression: "previous_depression_treatment" - GAD-7: "gad1", "gad2", ... "gad7"- Previous anxiety diagnosis: "previous_anxiety_diagnosis"- Previous medical treatment for anxiety: "previous_anxiety_treatment" - Epworth Sleepiness Scale: "epworth1", "epworth2", ..."epworth9".- Self reported usual bed time (going to sleep): "bed_time"- Self reported usual wake up time: "wake_up_time"- Self reported night sleep hours: "reported_sleep_hours"- Self reported number of times for taking naps in a week: "times_week_nap"- Self reported usual duration of such naps: "nap_duration"- Self reported number of extra-school weekly hours dedicated to studying: "weekly_study_hours"- Self reported grade point average (1.0-10.0) to date: "grades"<br><b>References:</b> <strong>PHQ-9:</strong> Adewuya AO, Ola BA, Afolabi OO. Validity of the patient health questionnaire (PHQ-9) as a screening tool for depression amongst Nigerian university students. J Affect Disord. 2006;96:89- 93. <strong>GAD-7:</strong> Garcia-Campayo J, Zamorano E, Ruiz MA et al. Cultural adaptation into Spanish of the generalized anxiety disorder-7 (GAD-7) scale as a screening tool. Health and Quality of Life Outcomes. 2010;8. The GAD-7 scale was accurate for diagnosing generalised anxiety disorder. Spitzer RL, Kroenke K, Williams JB, et al. A brief measure for assessing generalised anxiety disorder: the GAD-7. Arch Intern Med 2006;166:1092–7. <strong>Epworth Sleepiness Scale: </strong>Johns, Murray W. "A new method for measuring daytime sleepiness: the Epworth sleepiness scale." sleep 14.6 (1991): 540-545. Campos-Morales, Rosa M., et al. "Sleepiness, performance and mood state in a group of Mexican undergraduate students." Biological rhythm research 36.1-2 (2005): 9-13.
DOI: 10.6084/m9.figshare.25980427.v1
title: The genome of <i>Larimichthys crocea</i> (NH stock)

description: The chromosome-level genome assembly and gene annotation for Nanhai (NH) stock of <i>Larimichthys crocea.</i>
DOI: 10.6084/m9.figshare.4977998.v3
title: Ecological responses to variation in seasonal snow cover

description: Database of 365 papers supporting a systematic quantative review on the effects of changing snow conditions on aboveground organisms.