cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25452/figshare.plus.18108341.v1
title: Side color images supporting "Functional movement screen dataset collected with two Azure Kinect depth sensors"

description: This is color images of Azure Kinect sensor in side position. <br><br> This dataset supports the following publication: Xing, QJ., Shen, YY., Cao, R. et al. Functional movement screen dataset collected with two Azure Kinect depth sensors. Sci Data 9, 104 (2022). https://doi.org/10.1038/s41597-022-01188-7 <br>See related materials in collection at: https://doi.org/10.25452/figshare.plus.c.5774969 <br>Collection Description: This presents a dataset for vision-based autonomous functional movement screen (FMS) collected from 45 human subjects of different ages (18-59 years old) executing the following movements: deep squat, hurdle step, in-line lunge, shoulder mobility, active straight raise, trunk stability push-up, and rotary stability. Specifically, shoulder mobility was performed only once by different subjects, while the other movements were repeated for three episodes each. Each episode was saved as one record and was annotated from 0 to 3 by three FMS experts. The main strength of our database is twofold. One is the multimodal data provided, including color images, depth images, and 3D human skeleton joints. The other is the multiview data collected from the two synchronized Azure Kinect sensors in front of and on the side of the subjects. Finally, three-dimensional trajectories, quaternions, and 2D pixel trajectories of 32 joints were recorded. Our dataset contains a total of 1812 recordings, with 3624 episodes. The size of the dataset is 158 GB. As a supplement, we also provide color image data from the other two cameras (back and side low positions). This dataset provides the opportunity for automatic action quality evaluation of FMS.
DOI: 10.6084/m9.figshare.20481489.v1
title: List of Opinion Pieces on Joacine Katar Moreira - 2nd half of 2019

description: A list of the files and names of opinion pieces in the written portuguese press in the second half of 2019 that mention Joacine Katar Moreira by name, along with metadata about the authorship of those opinion pieces. <br> For more details please see: https://jkm-project.ulusofona.pt/
DOI: 10.17632/9zkfwdm8xf
title: Outcome based education attainment calculation (OBE dataset)

description: The main purpose of this study was to find Outcome based education attainment for an Engineering College and to suggest improvements in the students’ academic achievement. The study involves the streamlining of curriculum, assessment and reporting practices in education to reflect the achievement of high order learning and mastery rather than the accumulation of course credits. The data consists of 20 programs, 1872 courses, 4800 course outcomes and data populated by 3850 students along with 9800 Assessments items and 34,650,000 quantified and mapped entry. Key words: Program, Program Outcome, Program Educational Objective, Competencies to be attained, Performance Indicators, Course, Course-outcome
DOI: 10.6084/m9.figshare.25013858.v1
title: List of sites (‘on-site’ and ‘off-site’ categories) with contexts, cultures and notes, in extra-Italy countries

description: List of sites ('on-site' and 'off-site' categories) located outside Italy that have been included in the database.
DOI: 10.6084/m9.figshare.9199610.v1
title: CTBE_SP803280_genome_annotation.AbInitioAugustus19022016

description: Sugarcane SP80-3280 Ab initio (augustus) gene prediction
DOI: 10.6084/m9.figshare.28089479.v1
title: Original EEG, EDA, HRV, HR datasets analyzed using TOPSIS

description: This study evaluates the impact of 2D and 3D navigation interfaces of AR-HUD navigation interfaces on drivers’ spatial learning using continuous and objective physiological measures, including electroencephalography (EEG), electrodermal activity (EDA), heart rate (HR), and heart rate variability (HRV).
DOI: 10.6084/m9.figshare.28515740.v2
title: Distributions of Solar Wind Discontinuity Normals for Different Solar Activity and Solar Wind Types

description: We present a statistical analysis of the interplanetary magnetic field (IMF) discontinuity normals across solar cycle 23 and 24 for different solar wind types. Using ACE observations, We determine phase front normals by employing both the Minimum variance analysis (MVA) and Cross-product methods. The discontinuity normals in GSE coordinates are estimated from ACE data collected during solar cycle 24 (2008–2018). We categorize the data into four solar wind types: Coronal Mass Ejections-Magnetic Ejecta (CME-ME), CME Sheath (CME-SH), Stream Interaction Regions (SIR), and Non-CME/Non-SIR, covering both solar maximum (2001–2002) and solar minimum (2008–2009). The discontinuity normals for each solar wind type are listed.
DOI: 10.6084/m9.figshare.28887764.v2
title: GNSS TEC and IVM data

description: The uploaded data include GPS and GLONASS vertical total electron content (VTEC), along with latitude, longitude, and elevation angle measurements for 21 June 2022 and 25 May 2023. The TEC data are sampled at 30-second intervals, comprising 2,880 epochs per day. The dataset is structured in three dimensions: epochs, satellites, and ground stations. Separate MATLAB .mat files are provided for each GNSS constellation.<br>The TEC data for 25 May 2023, which were used in the main manuscript figures, are provided in the following files mapped to 300 km and 450 km altitude over the Korea, Taiwan, and Japan regions:<br>GPSTEC_ipp300_20230525_Korea.mat, GPSTEC_ipp300_20230525_Taiwan.mat, GPSTEC_ipp300_20230525_Japan.mat,<br>GPSTEC_ipp450_20230525_Korea.mat, GPSTEC_ipp450_20230525_Taiwan.mat, GPSTEC_ipp450_20230525_Japan.mat<br>The TEC data for 21 June 2022, which were used in Figures S1-S3, are also provided in the same format with filenames indicating the corresponding region and altitude.<br>The FORMOSAT-7/COSMIC-2 IVM data have been uploaded as two netCDF files, <i>ivm_rocket_20220115.nc</i> and <i>ivm_rocket_20230525.nc</i>. Each file contains the following variables: IVMut, IVMlon, IVMlat, IVMalt, IVMdensity, IVMtemperature, IVMzonal, IVMparallel, IVMperpendicular, and IVMlocaltime. Specifically, IVMut denotes Universal Time (UT) in hours; IVMlon, IVMlat, and IVMalt represent longitude, latitude, and altitude (km), respectively; IVMdensity and IVMtemperature represent ion density (cm⁻³) and ion temperature (K), respectively. IVMzonal, IVMparallel, and IVMperpendicular correspond to the three components of ion drift velocity relative to the magnetic field lines. IVMlocaltime represents the local time (hours).
DOI: 10.6084/m9.figshare.3521081.v1
title: Appendix A. Species used for the development of generic allometric models and a description of the study sites in the Japanese biomass data set.

description: Species used for the development of generic allometric models and a description of the study sites in the Japanese biomass data set.
DOI: 10.6084/m9.figshare.5788938.v1
title: DVS tracking dataset and resulted video

description: 1. The DVS recordings for event-stream pattern tracking:"DAVIS recordings and groundtruth.zip" and "DVS recordings and groundtruth.zip"<br>2. results displayed by videos
DOI: 10.17632/vbvj6j6pm9
title: A kiswahili Dataset for Development of Text-To-Speech System

description: The dataset contains Kiswahili text and audio files. The dataset contains 7,108 text files and audio files. The Kiswahili dataset was created from an open-source non-copyrighted material: Kiswahili audio Bible. The authors permit use for non-profit, educational, and public benefit purposes. The downloaded audio files length was more than 12.5s. Therefore, the audio files were programmatically split into short audio clips based on silence. They were then combined based on a random length such that each eventual audio file lies between 1 to 12.5s. This was done using python 3. The audio files were saved as a single channel,16 PCM WAVE file with a sampling rate of 22.05 kHz
The dataset contains approximately 106,000 Kiswahili words. The words were then transcribed into mean words of 14.96 per text file and saved in CSV format. Each text file was divided into three parts: unique ID, transcribed words, and normalized words. A unique ID is a number assigned to each text file. The transcribed words are the text spoken by a reader. Normalized texts are the expansion of abbreviations and numbers into full words. An audio file split was assigned a unique ID, the same as the text file.
DOI: 10.6084/m9.figshare.3454049.v1
title: No Exploits back-arc basin in the Iapetus suture zone of Ireland

description: A controversial aspect of the closure history of the Iapetus Ocean concerns the existence of the Exploits basin in Ireland and Britain. The Exploits–Tetagouche back-arc basin of the Canadian Appalachians opened during the Middle Ordovician as the Popelogan–Victoria volcanic arc migrated northwards from the Ganderian margin. The Bellewstown Terrane, within the Iapetus suture zone of Ireland, lies between the Ganderian–Avalonian Leinster Terrane and the Laurentian Grangegeeth Terrane. An early Ordovician ‘Celtic’ shelly fauna is hosted in volcanogenic breccia that we demonstrate is stratigraphically overlain by shales with no volcanic horizons. The lower 24 m of shale are unfossiliferous, but shale above this stratigraphic level has yielded a new graptolite fauna consistent with the upper part of the <em>artus</em> Biozone (Darriwilian, <em>c</em>. 464 Ma). U–Pb zircon dating of the volcanic horizon yields an age of <em>c</em>. 474 Ma. The shale, therefore, appears to represent <em>c</em>. 10 myr of deposition and a significant gap in volcanism. This, together with a Sandbian Anglo-Welsh fauna, suggests that the Bellewstown Terrane remained in a peri-Gondwanan position throughout the Ordovician. Hence, Exploits back-arc basin opening and Ganderian arc migration did not occur in the Irish sector of Iapetus.
DOI: 10.6084/m9.figshare.4556206.v1
title: SDF and Excel files of all known polychlorinated biphenyl compounds

description: A polychlorinated biphenyl (PCB) is an organic chlorine compound with the formula C12H10−xClx. There are 210 chemicals in the total set (including biphenyl). This set is housed on the CompTox dashboard (https://comptox.epa.gov/dashboard/DTXSID5024267) but is made available here in both Excel and SDF format
DOI: 10.17632/2nc8ytfw5x
title: Annotated Flickr dataset for identification of professional photographers

description: The dataset consists of two collections, namely, users' features and photos' features. Specifically, we have collected 2,647,928 photos uploaded by 27,516 unique users to Flickr, with an average of 96 photos per user and 100 photos for more than 90% of users. Apart from the data directly collected from Flickr, the dataset has been enriched with new features that allow the analysis performed in the associated research article. One of the most valuable features of this data collection is that each photo has three Image Quality Assessment scores representing aesthetic and technical aspects. For this, we used Convolutional Neural Networks trained with human-labeled data. Furthermore, we added labels to indicate whether the user is a professional photographer, so the data are specially prepared for supervised training.
DOI: 10.17632/c28wbstg29
title: Twitter Data for Hurricane Harvey_4 Fridays in August 2017

description: Raw tweets of 4 Fridays in August 2017. This data has been gathered through Twitter API which covers a sample of all tweets available on Fridays 4, 11, 18 and 25 August 2017.
DOI: 10.6084/m9.figshare.1428561.v2
title: Dataset of methane and gas pressure for Experimental and Perturbation Study of Methane Production and Fatty Acid Metabolism-Distribution in Ruminal Microbiome

description: This is the full dataset of Methane and gas pressure for calculating fatty acid metobolism PT-LFER model
DOI: 10.6084/m9.figshare.17708480.v1
title: A High-resolution Multi-model Multi-scenario Precipitation Dataset across India from CMIP6

description: This dataset presents a multi-model multi-scenario gridded (0.25°×0.25°) bias-corrected future projected daily precipitation series across India. Fourteen state-of-the-art CMIP6 GCMs have been used to develop this dataset, after correcting the bias using a recently developed copula-based bias-correction technique by Maity et al. (2019), referred as RMPH method. For each of the models, three scenarios have been used -- Historical, SSP245 and SSP585. Additionally, the conventiinal Quantile Mapping (QM) method is also for comparison, but only over the historical period (1961-2014).
The new bias-corrected precipitation dataset from CMIP6 is particularly useful for the future risk assessment studies, hydrological simulations, formulating extreme events under climate change adaptation and mitigation strategies.
For further details, readers can refer to the following publication:
Sarkar S., S. S Maity, and R. Maity (2023), Precipitation-based Climate Change Hotspots across India through a Multi-model Assessment from CMIP6, Journal of Hydrology, Elsevier, https://doi.org/10.1016/j.jhydrol.2023.129805 <br>
DOI: 10.6084/m9.figshare.27222555.v1
title: TGPD_COF.cif

description: CIF FILE FOR THE Tg-PD COF
DOI: 10.6084/m9.figshare.28689302.v1
title: Riloff Data

description: Riloff data set is a classical data set for subjective recognition and sentiment analysis, which is often used to train or evaluate the recognition system of subjective sentences in text, especially for unsupervised or weakly supervised information extraction tasks.
DOI: 10.17632/62r6yjxtwc
title: Contribución de las lagartijas y lagartos (Squamata: Lacertidae) al mapa de distribución de garrapatas en España

description: Las garrapatas en reptiles aparecen de manera puntual en localizaciones geográfica que presentan microclimáticas de humedad, vegetación y presencia de ungulados determinadas. En este trabajo se han analizado 401 garrapatas recolectadas entre 2013 y 2021 sobre 83 lagartos y lagartijas pertenecientes a 9 especies de la familia Lacertidae. Fueron capturados en diversas regiones de la Sierra de Guadarrama, Pirineos, submeseta sur, Sierra Nevada, y Tenerife. El 95.50% fueron identificados como estadíos inmaduros de garrapatas del género Ixodes, aunque también se observaron parasitaciones ocasionales por adultos de los géneros de garrapata Hyalomma y ninfas de Haemaphysalis. Morfológicamente, algunos ejemplares fueron compatibles con Ixodes inopinatus, una especie sobre la que se debate su presencia en la península ibérica; sin embargo, el análisis de los marcadores mitocondriales 16S y cox1 no pudo discriminarlas de Ixodes ricinus, la especie más abundante encontrada en lacértidos. Encontramos efectos significativos del mes de colecta de los datos, el sexo y especie del hospedador, así como de variables microclimáticas de humedad y temperatura Así, las lagartijas y lagartos macho tuvieron significativamente más garrapatas que las hembras y, teniendo en cuenta que las localidades donde encontramos garrapatas sobre estos reptiles fueron más húmedas y frías, hubo más garrapatas sobre los reptiles en aquellos lugares menos húmedos y más cálidos. Los resultados también indicaron una diferencial susceptibilidad a la infestación por Ixodes para las distintas especies de lacértido analizadas.
DOI: 10.17632/cdc5wfmhs2
title: Simulation Dataset on Fire in the Cavity of Naturally Ventilated Double Skin Façade with Venetian Blinds

description: This dataset contains thermocouple temperature data in °C obtained from Fire Dynamic Simulation (FDS) of a 5MW HRR polyurethane GM27 fire in a multi-storey Double Skin Façade (DSF) building with Venetian blinds. The Excel spreadsheet has temperature data obtained from thermocouples installed on the glazing surfaces in the DSF cavity for floors 2, 3 and 4 (see Physical Model and Thermocouple Map). The data is presented for the scenarios where there is no Venetian blind installed in the DSF cavity to when the Venetian blind is 0.5m away from the inner glazing, Middle and 0.5m away from the outer glazing in the DSF cavity. In these scenarios the dataset also shows the glazing surface temperatures for various Venetian blind slat angle openings of 135°, 90°, 45° and 0° in the three Venetian blind positions in the DSF cavity. The simulation was carried out at 100s per scenario. The dataset also contains the input and output data files obtained from the National Institute of Standards and Technology’s (NIST) Fire Dynamic Simulator (FDS) software used for the investigations. A PDF of the Physical Model and Thermocouple Position Map is also provided in this dataset to provide clarity for users of this dataset. The input and output source codes are provided in folders labelled Fire in DSF with Venetian Blind - Input Data and Fire in DSF with Venetian Blind - Output Data respectively.

The dataset also includes the model validation data. The model validation data includes the surface temperatures in °C obtained from two thermocouples labelled TC 59 installed at a height of 1.6m representing the thermocouple on the upper floor and TC 63 installed at a height of 4.8m representing the thermocouple on the lower floor. The input source code for the simulation for the model validation is also included and labelled ‘Validation-Input’. A thermocouple map labelled Thermocouple Map-Validation Model is also included to provide users with clarity. 

Further information and details related to this dataset can be found in: Huang Y, Yeboah S, Shao J. Numerical investigation of fire in the cavity of naturally ventilated double skin façade with venetian blinds. Building Services Engineering Research and Technology. 2022;0(0). doi:10.1177/01436244221129763. https://journals.sagepub.com/doi/10.1177/01436244221129763
DOI: 10.17632/vm9g3yb2gm
title: Data for: Magnetic resonance guided laser interstitial thermal therapy versus stereo-electroencephalography guided radiofrequency thermocoagulation for drug resistant epilepsy: A systemic review and meta-analysis

description: raw data
DOI: 10.6084/m9.figshare.11294936.v3
title: Trajectories of stress biomarkers and anxious-depressive symptoms from pregnancy to postpartum period in women with a trauma history

description: <b>Background</b>: Cross-sectional studies have found that a trauma history can be associated with anxious-depressive symptomatology and physiological stress dysregulation in pregnant women. <b>Methods</b>: This prospective study examines the trajectories of both anxiety and depressive symptoms and salivary cortisol and α-amylase biomarkers from women with (<i>n</i> = 42) and without (<i>n</i> = 59) a trauma history at (i) 38th week of gestation (T1), (ii) 48 hours after birth (T2), and (iii) three months after birth (T3). <b>Results</b>: The quantile regression model showed that trauma history was associated with higher cortisol levels at T1 and this difference was sustained along T2 and T3. Conversely, there were no significant differences in α-amylase levels between groups across the three time points and both groups showed an increase in α-amylase levels from T2 to T3. The ordinal mixed model showed that trauma history was associated with higher anxiety symptoms at T1 and this remained constant from T1 to T2 but was reversed from T2 to T3. In contrast, both groups showed similar depressive symptoms across the three time points. <b>Conclusions</b>: Whereas physiological stress dysregulation (in terms of higher cortisol levels) was maintained from pregnancy to postpartum period, pregnancy and childbirth were the most vulnerable stages for developing anxious symptoms in mothers with trauma history. • Follow-up study on pregnant women with a trauma history. •Data analysed by quantile and ordinal regression models.•Trauma history and high cortisol levels from pregnancy to postpartum. • High α-amylase levels during postpartum period, regardless of a trauma history. • Trauma history and high anxious symptoms from late pregnancy to childbirth.
DOI: 10.6084/m9.figshare.21972917.v3
title: Table_Nephropathies_Lifetime risk_Raw data included variants.xlsx

description: Raw data to the paper " Lifetime risk of autosomal recessive kidney diseases calculated from genetic databases". All (likely) pathogenic included variants, their allele frequencies as listed in our in-house and gnomAD database.
DOI: 10.6084/m9.figshare.22779818.v1
title: Table S1

description: Chemostratigraphic data from the Nanbiancun section.
DOI: 10.6084/m9.figshare.28360046.v1
title: Cardiovascular Model & Dataset

description: This study presents an electrical model of the cardiovascular system for estimating breath-by-breath intra-trunk blood shifting (VbsIT). Validated in healthy participants during various breathing patterns and exercise, the model quantifies VbsIT fluctuations, which increase with abdominal and rib cage breathing and expiratory flow limitation. This tool may enhance the understanding of cardiorespiratory function in health and disease, including COPD and heart failure.
DOI: 10.6084/m9.figshare.3518552.v1
title: Appendix H. Results of change-point analyses identifying sediment thresholds.

description: Results of change-point analyses identifying sediment thresholds.
DOI: 10.6084/m9.figshare.12628658.v1
title: Neurocranial Morphologika file

description: Morphologika file (neurocranial patch subset) for REA 2020 analyses.
DOI: 10.6084/m9.figshare.16444086.v1
title: Supplementary Material for: Circ_RASGEF1B Promotes LPS-Induced Apoptosis and Inflammatory Response by Targeting MicroRNA-146a-5p/Pdk1 Axis in Septic Acute Kidney Injury Cell Model

description: <b><i>Background:</i></b> We intended to investigate the function of circular RNA RasGEF domain family member 1B (circ_RASGEF1B) in lipopolysaccharide (LPS)-induced septic acute kidney injury (AKI) cell model and its associated mechanism. <b><i>Methods:</i></b> TCMK-1 cells were exposed to 10 μg/mL LPS for 24 h to establish a septic AKI cell model. Mice were intraperitoneally injected with 10 mg/kg LPS to establish a septic AKI mice model. Reverse transcription quantitative polymerase chain reaction (RT-qPCR) and Western blot assay were used to measure RNA and protein expression, respectively. Cell viability and apoptosis were assessed by 3-(4,5-dimethyl-thiazol-2-yl)-2,5-diphenyltetrazolium bromide assay and flow cytometry. Cell inflammatory response was analyzed using enzyme-linked immunosorbent assay. Dual-luciferase reporter assay was conducted to confirm the predicted target relationship between microRNA-146a-5p (miR-146a-5p) and circ_RASGEF1B or pyruvate dehydrogenase kinase 1 (Pdk1). <b><i>Results:</i></b> The circ_RASGEF1B level was upregulated in LPS-induced TCMK-1 cells and septic AKI mice models. LPS exposure reduced cell viability and promoted cell apoptosis and inflammatory response partly by upregulating circ_RASGEF1B. Circ_RASGEF1B bound to miR-146a-5p and miR-146a-5p interference partly overturned circ_RASGEF1B silencing-mediated effects in LPS-induced TCMK-1 cells. Pdk1 was a target of miR-146a-5p, and Pdk1 accumulation partly counteracted miR-146a-5p-induced influences in TCMK-1 cells upon LPS stimulation. <b><i>Conclusion:</i></b> Circ_RASGEF1B promoted LPS-induced apoptosis and inflammatory response in renal tubular epithelial cells partly by upregulating Pdk1 via acting as miR-146a-5p sponge.
DOI: 10.6084/m9.figshare.28842959.v1
title: Watched While you Work : Exam Surveillance Zine.

description: This zine explores the algorithmic injustices embedded in online exam proctoring systems, particularly their disproportionate impacts on marginalized students. Combining personal narratives, critical theory, and design justice principles, it calls for a reimagining of assessment practices grounded in equity, care, and trust.<br><i>This publication was created as part of the INM317 Design Justice module at City, University of London.</i>