cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3r6hynp5xs
title: EMG Data Set for Machine Learning and  Deep Learning Problems

description: The Data consists of 3 parts. The dataset includes raw EMG data for 2 users. The users performed 5 hand gestures. i.e. Point, Middle Finger Extension, Closed Fist, Pinch, and Rest.  The data is acquired using a Thalmic Labs Myo Armband, which has a sampling frequency of 200Hz. The participants were made to hold a gesture for 5s and relax for 3s. 6 gesture samples were acquired in one session. 12 such sessions were conducted for each gesture for each user. This gives us 72 samples for each gesture. Another data set is prepared that represents the Time Domain features extracted for each processing window The gesture windows were identified and Time domain features were extracted for each window. The feature vector for each window is arranged row-wise. Each row represents a processing window and each column in that row represents an extracted Time Domain feature. The Time Domain Features extracted are Integrated EMG (IEMG), Mean Absolute Value (MAV, MAV1 and MAV2), Simple Squared Integral (SSI), Variance (VAR), Root Mean Square (RMS), Waveform Length (WL), Average Amplitude Change (AAC), Absolute Standard Deviation Value Difference (DASDV), Myo Pulse Percentage (MYOP), Log Detector (LOG), Willison Amplitude (WAmp), Slope Sign Change (SSC) and Number of Zero Crossings (ZC) and Amplitude of First Burst (AFB). The last column represents the Gesture Class point(0), middle finger extension (1), closed-grip (2), pinch (3), rest (4).

This data set can be used for gesture recognition problems.
DOI: 10.6084/m9.figshare.25360129.v1
title: <b>scRNA-seq target ID - processed data and results</b>

description: <br>Supplementary data to retrospective analysis of support for known drug targets from single-cell RNA-seq data on human tissues.Contents<b>suppl_table_cxg_sample_metadata.post_qc.csv</b> - sample-level metadata for data from CellXGene collections used in study <b>suppl_table_diseases.csv</b> - table of diseases available in CellXGene considered in study, with disease-relevant tissue annotations and reasons to exclude<b>suppl_table_disease_target_evidence.csv</b> - table of target-disease pairs with indication of clinical success and omic support <b>suppl_table_odds_ratios.all.csv</b> - Results of association analysis between omic support (`evidence`) and clinical success (`clinical status`) across diseases<b>suppl_table_odds_ratios.disease.csv</b> - Results of association analysis between omic support (`evidence`) and clinical success (`clinical status`) by disease<b>DEA_results </b>- Results of differential expression analysis for each disease<b>DE_celltype_{disease_id}.hvgs.csv </b>- results of DE analysis for cell type specificity (each cell type vs rest)<b>DE_diseasecelltype_{disease_id}.hvgs.csv </b>- results of DE analysis for disease cell specificity (disease vs control by cell type)<b>cxg_aggregated_scRNA </b>- Aggregated scRNA-seq data used for DE analysis for each disease. Gene expression counts are aggregated by sample and cell type annotation.
DOI: 10.6084/m9.figshare.27329787.v2
title: Data for study on perception and adoption of AI in learning

description: This folder contains:Data set (the excel version has a description of variables in tab 2. The .csv version is the one recommended for the analyses)Data set (survey from experts to validate items)<br>
DOI: 10.17632/jy8bdmf7yz
title: Data for: Survivability and pathways of amino acids in oceanic hydrothermal systems

description: Raw data for figures in the manuscript by Aspin et al. "Survivability and pathways of amino acids in oceanic hydrothermal systems"
DOI: 10.17632/m6893sbt4b
title:  Gorlin syndrome: Evaluating the burden of disease in 50 patients seen in a private dermatology group Mendeley Supplements 1 and 2

description: Supplement 1 is an explanation of burden score calculation. Supplement 2 is the number of patients and private group dermatology practice office locations by region.
DOI: 10.6084/m9.figshare.17074724.v1
title: 36 (shallow breathing) channel-wise invivo B1+ maps of the human body at 7T

description: This zip-file contains 36 channel-wise invivo B1+ maps of the human body at 7T. These B1+ maps are used by https://github.com/chaigner/FRobUP_body to compute and evaluate tailored and universal (22 B1+ datasets) kT-point pulses in the human heart as described in:<br>Christoph S. Aigner, Sebastian Dietrich, Felix Krüger, Max Lutz and Sebastian Schmitter, Towards frequency robust tailored and universal pulses in the human heart at 7T, submitted to ISMRM 2022<br><br>The B1+ maps were computed as described in:Dietrich, S, Aigner, CS, Kolbitsch, C, et al. 3D Free-breathing multichannel absolute B1+ Mapping in the human body at 7T. Magn Reson Med. 2021; 85: 2552– 2567. https://doi.org/10.1002/mrm.28602
DOI: 10.6084/m9.figshare.20400975.v1
title: <b>Saxidomus purpuratus genome data</b>

description: <pre># Final result of SPU genome assembly<br><br>## File description<br><br>SPU_genome_v1.build_20211105.genome.fna : genome assembly<br>SPU_genome_v1.build_20211105.gene.faa : Predicted genes, protein sequence<br>SPU_genome_v1.build_20211105.gene.gff3 : Predicted genes, GFF3 formatted<br>SPU_genome_v1.build_20211105.gene.fna : Predicted genes, nucleotide sequence<br><br><br></pre>
DOI: 10.17632/67kghfky38
title: Data for: Pre- and post-treatment of cellulose fiber for functionalized nanofibrillar cellulose preparation: A review

description: Cv of corresponding author
DOI: 10.17632/pz6nt4cpxs
title: Blood Pressures In Spaceflight

description: This dataset includes summary-level blood pressure data (systolic, diastolic, mean arterial pressure) collected from peer-reviewed studies and the NASA Longitudinal Study of Astronaut Health (LSDA) on real and simulated spaceflight missions. Variables include mission type, sex, BMI, age, and countermeasure usage. The dataset supports the abstract submitted to the American Heart Association Hypertension 2025 Conference.
DOI: 10.6084/m9.figshare.19742404.v2
title: Source Data

description: This item hosts the source code and all source data for reproducing the figures in the main text and supplementary text of the paper entitled: The 3D mutational constraint on amino acid sites in the human proteome.
DOI: 10.6084/m9.figshare.28303508.v1
title: <b>Gut microbiota diversity and composition in children with autism spectrum disorder: associations with symptom severity</b>

description: The sequence raw data of ASD patients from Putian City, China.
DOI: 10.6084/m9.figshare.21714842.v1
title: Inference of cell-cell interaction forces from cell tracking data

description: 1. Cell tracking data from mouse pre-implantation embryos as text files 2. Temporal evolution of inferred cell-cell forces as text files 3. Inferred distance-force or distance-potential curves of cell-cell interactions as text files 4. Movies of cell tracking and temporal evolution of inferred cell-cell forces
DOI: 10.6084/m9.figshare.25426159.v2
title: The hybrid database of VITAP

description: The hybrid database of VITAP, which has integrated NCBI RefSeq209 and IMG/VR (v.4)-derived vOTUs. (https://github.com/DrKaiyangZheng/VITAP)
DOI: 10.6084/m9.figshare.8227304.v1
title: Association between basic psychological needs of the self-determination theory and perception of group cohesion among high-performance futsal athletes

description: Abstract This study aims to investigate the association between satisfaction of basic psychological needs of the self-determination theory, and perception of group cohesion among male futsal athletes. In total, 301 athletes from 20 teams, participants of the Brazilian Futsal League participated in this study. The instruments used were the Basic Needs Satisfaction in Sport Scale (BNSSS) and the Group Environment Questionnaire (GEQ). Data analysis was conducted through the Structural Equation Modeling. Results revealed that the satisfaction of basic psychological needs presented significant association with group cohesion, explaining 28% of Task Cohesion and 63% of Social Cohesion variances. The satisfaction of the three basic psychological needs is associated with Task Cohesion, while only the satisfaction of basic psychological needs of Relatedness and Competence was associated with Social Cohesion. It was concluded that, in the context of high-performance futsal, the satisfaction of athletes with their basic psychological needs is associated with involvement with team goals and the likelihood of making friends within the group.
DOI: 10.17632/3j5w87djyh
title: Multi-site Airborne Hyperspectral Datasets for Precision Crop Mapping Applications

description: Technology infusion in agriculture has been progressing steadily, touching up on various spheres of agriculture such as crop identification, soil classification, yield prediction, disease detection, and weed-crop discrimination. On-demand detection of crop type, often realized as crop mapping, is a primary requirement in agriculture. Hyperspectral remote sensing has emerged as the most versatile technique for the mapping and prediction of various parameters of interest in agriculture. Thanks to the readily availability of a host of machine leaning models and frameworks, the prospect of automatic identification of crop is perceived a realistic goal achievable in the near-future. The ongoing developments in the methods and algorithms of remote sensing data analyses for crop mapping requires the availability of curated, multi-site hyperspectral datasets, under various cases of variations by type and number of crops, geographic site and verifiable ground truth data. The availability of high-resolution airborne hyperspectral datasets across multiple sites with compositions of different types of crops is scare in remote sensing literature. Aimed at enabling the development of knowledge-transfer and potentially automatic approaches for multi-crop mapping using hyperspectral remote sensing, we present a comprehensive high-resolution airborne hyperspectral datasets acquired using AVIRIS-NG for five different sites encompassing different types of crops and agro-climatic regions with associated growth truth data. Though the acquired over sites in India, the diversity in terms of types and number of crops and geographic and agro-climatic diversity maintained by the hyperspectral imaging settings enable the study, implementation and validation of a host of methods and algorithms for agriculture studies using hyperspectral imaging datasets. This is the first of its kind datasets acquisition in which the sensor-imaging and acquisition geometry are maintained consistently similar across different sites and the composting and diversity of crop types maintained for undertaking multi-pronged studies on precision crop mapping suing remote sensing.
DOI: 10.17632/9jd78ch9pc
title: Data for: Accurate spherical harmonics solutions for neutron transport problems in multi-region spherical geometry

description: These files contain numerical results for the scalar flux and current obtained from several orders of approximation in the post-processed P_N method described in the manuscript. They intend to show how the method converged for the three test cases studied in the manuscript.
DOI: 10.17632/kpr66fm3f3
title: Tiny Trades, Big Questions Dataset

description: This repository provides data and code to replicate the tables and figures used in Bartlett, McCrary, and O'Hara, Tiny Trades, Big Questions: Fractional Shares. Additional information and instructions are provided in the Readme file.
DOI: 10.17632/pnxjy5jfrn
title: Hydroalcoholic extract of Benincasa hispida reinstates renal functional dynamics compromised under diabetic nephropathy.

description: Diabetic nephropathy is a common complication of type 2 diabetes. Over time, poorly controlled diabetes can lead to permanent kidney failure. Hyperglycemic condition develops with consistent consumption of high fat diet (HFD). The present study focuses on impact of hyperglycemia on overall kidney development and functioning through whole renal tissue transcriptomics and proteomics profiling. We used C57BL/6 mice for developing HFD-fed hyperglycemic mice to develop type 2 diabetes with renal complications. In the initial observation of blood serum from HFD-fed mice, elevated levels of plasma glucose, triglyceride, urea, cholesterol, and decreased level of creatinine, confirmed the diabetic condition. Benincasa hispida (BH) hydroalcoholic extract was used as treatment option in this study. Our phytochemical analysis showed the presence of wide range of bioactive phytochemical belonging to classes of flavonoid, alkaloid, phenolic, triterpenoid, xanthones, Cucurbitacin E, etc. makes it the perfect herb for various pharmacological uses against kidney diseases. In proteomics and transcriptomics studies, renal structural damage under hyperglycemia was identified through significant downregulation of cytoskeletal organization, microtubules, vesicle transport system, extracellular matrix, and cell-cell adhesion. Downregulation of lipid metabolism and mitochondrial transport system compromised the energy production potential of the renal cellular system, and subsequently the compromised system under hyperglycemia triggered the oxidative stress and various other complications. The present study showcasing the potential of Benincasa hispida as a promising treatment strategy against diabetic nephropathy by reversing the negative impact of hyperglycemia.
DOI: 10.6084/m9.figshare.8118926.v1
title: HPO build 135

description: HPO obo made by the: Human Phenotype Ontology<br>
DOI: 10.17632/6tbctv9vhp
title: Data for: Potassium Isotope Fractionation During Magmatic Differentiation

description: Data for Potassium isotope fractionation during magmatic differentiation
DOI: 10.17632/j26n3rjbv6
title: NMR data of isolated compounds (1-12)

description: NMR spectra of quercetin (1), kaempferol (2), rhamnetin (3), quercitrin (4), hyperoside (5), reynoutrin (6), guaijaverin (7), afzelin (8), astragalin (9), rutin (10), kaempferol-3-O-rutinoside (11), and rhamnetin-3-O-rutinoside (12)
DOI: 10.17632/wdffmm96kw
title: MANUAL PARA LA CREACIÓN DE UN PODCAST COMO HERRAMIENTA DIDÁCTICA EN DERECHO DE LAS OBLIGACIONES

description: El manual para la Creación de un Podcast como Herramienta Didáctica en Derecho de las Obligaciones presenta una guía detallada para desarrollar podcasts educativos en el ámbito jurídico, facilitando la enseñanza del Derecho de las Obligaciones a través de un formato accesible y dinámico. Basado en el Modelo Educativo Crítico con Enfoque de Competencias , promueve el aprendizaje activo, reflexivo y basado en la construcción del conocimiento.La guía está estructurada en varias fases, iniciando con la selección del tema y planificación, donde se analizan fuentes académicas y jurisprudenciales para justificar la relevancia del contenido. Luego, define los objetivos del podcast, la distribución de roles y estrategias didácticas.
DOI: 10.6084/m9.figshare.19924823.v3
title: C1LinearOscillator02.zip

description: Sample data from undamped oscillator (fast oscillations)
DOI: 10.6084/m9.figshare.25303591.v1
title: Twitter Datasets.zip

description: The third-party datasets from "Adapting BERT for Target-Oriented Multimodal Sentiment Classification" (DOI: https://doi.org/10.24963/ijcai.2019/751) are available at Github: https://github.com/jefferyYu/TomBERT.
DOI: 10.6084/m9.figshare.4585216.v1
title: Supplementary Material for: Environmental and Occupational Exposures and Amyotrophic Lateral Sclerosis in New England

description: <b><i>Background:</i></b> Recent data provide support for the concept that potentially modifiable exposures are responsible for sporadic amyotrophic lateral sclerosis (ALS). <b><i>Objective:</i></b> To evaluate environmental and occupational exposures as risk factors for sporadic ALS. <b><i>Methods:</i></b> We performed a case-control study of ALS among residents of New England, USA. The analysis compared questionnaire responses from 295 patients with a confirmed ALS diagnosis to those of 225 controls without neurodegenerative illness. <b><i>Results:</i></b> Self-reported job- or hobby-related exposure to one or more chemicals, such as pesticides, solvents, or heavy metals, increased the risk of ALS (adjusted OR 2.51; 95% CI 1.64-3.89). Industries with a higher toxicant exposure potential (construction, manufacturing, mechanical, military, or painting) were associated with an elevated occupational risk (adjusted OR 3.95; 95% CI 2.04-8.30). We also identified increases in the risk of ALS associated with frequent participation in water sports, particularly waterskiing (adjusted OR 3.89; 95% CI 1.97-8.44). Occupation and waterskiing both retained independent statistical significance in a composite model containing age, gender, and smoking status. <b><i>Conclusions:</i></b> Our study contributes to a growing body of literature implicating occupational- and hobby-related toxicant exposures in ALS etiology. These epidemiologic study results also provide motivation for future evaluation of water-body-related risk factors.
DOI: 10.6084/m9.figshare.24265540.v1
title: Research Dataset: Studies on Sexuality & Pornography, Innovation of Erotic Techniques & Technologies, and the Future of Sexual Health

description: The Research Dataset: Studies on Sexuality & Pornography, Innovation of Erotic Techniques & Technologies, and the Future of Sexual Health represents a comprehensive and groundbreaking collection of data, research, and studies at the intersection of sexuality, pornography, erotic techniques, technological advancements, and sexual health. This dataset is a valuable resource that lays the foundation for the forthcoming research paper, "Past, Present, and Future of Porn Games, Fucking Movies, and Sex Dating Media Companies: Hardcore Studies on Sexuality & Pornography, Innovation of Erotic Techniques & Technologies, and the Future of Sexual Health." <br><i>Google Drive Address</i><i>: 1YLHkV8uBFVHsSShwc94AQUhaOBXgz4MT </i><i>​</i><i>Digital Object Identifier</i><i>: 10.6084/m9.figshare.24265540 </i><br>Note: This study is seeking for grants from an appropriate financier in order to complete the research studies and publications.
DOI: 10.6084/m9.figshare.27725313.v1
title: Codes for panvariome construction.docx

description: Codes for the construction of panvariome of 1020 peach accessions.
DOI: 10.17632/4ysymgxs7g
title: Time and energy consumption for Arcam A2X, powder bed fusion with electron beam

description: The data published in this dataset includes:
- acquistion of the energy consumption of an Arcam A2X during the printing phase at each layer. The measurements have ben acquired for processing the build reportedi 10.1016/j.addma.2020.101115. These data are used as output for the neural network. The file also contain the geomtrical input to train a neural network in the study "Modeling time and energy consumption in electron beam powder bed fusion: the role of build design and layer-wise analysis - Paolo Antonioni Vincenzo Lunetto, Manuela Galati"
- the STL file used for the analysis of the effect of the build design on specific energy consumption of the Arcam A2X in the study reported in "A novel methodology for predicting energy and time consumption in additive manufacturing powder bed fusion with electron beam system using neural network - Paolo Antonioni Vincenzo Lunetto, Manuela Galati"
DOI: 10.17632/ms9xg8cb9g
title: Supplementary Material - ECZTEND Interim Analysis Manuscript (2 years tralokinumab treatment)

description: Supplementary Information to accompany and support the manuscript: Long-term 2-Year Safety and Efficacy of Tralokinumab in Adults with Moderate-to-severe Atopic Dermatitis: Interim Analysis of the ECZTEND Open-label Extension Trial.
DOI: 10.6084/m9.figshare.12287456.v1
title: Cedrus libani chorology

description: Distribution map of Lebanon cedar (<i>Cedrus libani</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn").<br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com).<br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007<br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01
DOI: 10.6084/m9.figshare.19234041.v1
title: DataFile7_EQ99_calibration.csv

description: Calibration data (wavelength and spectral irradiance) provided by EQ-99 manufacturer.
DOI: 10.6084/m9.figshare.24412729.v2
title: <b>Time Series of Annual </b><b>Maps of Tree Cover, Forest Carbon, Forest Extent and NDVI for 1000 Islands Worldwide</b><b> (1984-2020)</b>

description: The data were produced to support the findings of the following study:Honzák et al. (2024). Toward the quantification of the climate co-benefits of invasive mammal eradication on islands: A scalable framework for restoration monitoring. <i>Environ. Res. Lett.</i>The data are openly available and can be shared and redistributed for non-commercial purposes.
DOI: 10.6084/m9.figshare.26196431.v1
title: The role of nutritional stress in the relationship between standard metabolic rate and locomotor activity in juvenile white sturgeon (<i>Acipenser </i><i>transmontanus</i>), with implications for anthropogenically-altered food webs

description: Dataset and R code for "The role of nutritional stress in the relationship between standard metabolic rate and locomotor activity in juvenile white sturgeon (Acipenser transmontanus), with implications for anthropogenically-altered food webs"
DOI: 10.6084/m9.figshare.27861009.v1
title: Demographic and Hematological Data for Children (6-59 Months) and Pregnant Women: Sebbi Hospital, Uganda

description: <b>Data Description</b><b><i>Sheet 1: "Chdn 6 - 59 Months" contains data for children</i></b>.Columns: Study Number, Gender, Date of Birth (DOB), Date of Visit (DOV), Residence area, Age at Visit, RBC, HB, MCV, MCH, MCHC, RDW.The difference between the DOV and BOB in gives the age of the child in months<b><i>Sheet 2: "Pregnant Women" contains data for pregnant women.</i></b>Columns: Study Number, Date of Hospital Visit, Age, Weeks of Amenorrhea, Residence area, RBC, HB, MCV, MCH, MCHC, RDW.<b>Format</b>File type: Excel (.xlsx)Number of sheets: 2Software compatibility: Microsoft Excel or similar spreadsheet software