cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/x62kt53nnr
title: Synthetic 2D Gel Electrophoresis protein spot images

description: Dataset (test set) of synthetic 2D Gel Electrophoresis protein spot images. The intended use of the dataset is the development of protein spot models.

Dataset contains:
im_Input_v1_1 – Input image, without secondary spots, with intensity scaling and added constant background
im_Input_v1_2 – Input image, without secondary spots, with intensity scaling and added constant background, and added Gaussian noise
im_Input_v1_3 – Input image, without secondary spots, with intensity scaling and added constant background, and added varying background distortions, but without Gaussian noise
im_Input_v2_1 – Input image, with secondary spots, with intensity scaling and added constant background
im_Input_v2_2 – Input image, with secondary spots, with intensity scaling and added constant background, and added Gaussian noise
im_Input_v2_3 – Input image, with secondary spots, with intensity scaling and added constant background, and added varying background distortions, but without Gaussian noise

im_Target_1 – Ground truth image (with intensity scaling and without background)
im_Target_2 – Ground truth image (with intensity scaling and with constant background)

im_Mask_1 – mask for the im_Input_v1_x input images (input images are without secondary spots so the mask covers entire image patch)
im_Mask_2 – mask for the im_Input_v2_x input images (mask shows region of the primary spot)
DOI: 10.17632/4tb45k7hnc
title: Data for: Maize system impacts of cover crop management decisions in Iowa: A Simulation Analysis of rye biomass response to planting populations.

description: This data includes rye biomass, maize yields and soil variables (runoff, Nitrate leaching, erosion) predicted with the Agricultural Production Simulation System (APSIM) in a 25-year evaluation of cover crop impacts in Iowa
DOI: 10.6084/m9.figshare.12858062.v1
title: RData File - Data sets

description: RData File - Data sets
DOI: 10.17632/924kr89tfg
title: FlexPDE scripts for Mohammed et al. (2021)

description: This supporting information provides information for scripts provided for the groundwater simulations presented in the main paper of Mohammed et al. (Modeling reactive solute transport in permafrost-affected groundwater systems). There are 4 folders, and each folder (S1 to S4) is named with the simulation scenario and contains the script and input files needed to run the model. The scripts can be run with a FlexPDE license, version 7 or newer.
DOI: 10.17632/r6vvm5jkh6
title: Lightweight Dataset for Maize Classification on Resource-Constrained Devices

description: The dataset comprises images of three types of maize seeds: Wang Dataa, Sanzal Sima, and Bihilifa, sourced from Heritage Seeds Ghana. These maize varieties are commonly cultivated in the northern region of Ghana. At the collection point, Heritage Seeds Ghana manually sorted and labeled the images as either 'good' or 'bad' for each of the three varieties. The 'good' category represented high-quality maize seeds suitable for productive yields, while the 'bad' category included damaged, infected, or low-quality seeds not suitable for production. The images were captured using a 12-megapixel phone camera, resulting in original JPEG images of varying dimensions. Additionally, the augmented images were standardized to a size of 128 by 128. During capture, a blue background was used to ensure consistency and clarity during daylight, with no specific attention to lighting conditions. The images were then organized into their respective classes of 'good' and 'bad.' Overall, the dataset for this study comprises both raw (4,846 images) and augmented (28,910 images) color images.
DOI: 10.17632/xfwnw9gwpg
title: Thermal preference of mosquitoes (Culicidae) and biting midges (Ceratopogonidae) at different altitudes in Switzerland

description: Data belongs to the following manuscript: Thermal preference of mosquitoes (Culicidae) and biting midges (Ceratopogonidae) at different altitudes in Switzerland
DOI: 10.6084/m9.figshare.1418253.v1
title: Data from: Penk et al 2015 Journal of Animal Ecology

description: Biomass and density of biota from experimental ponds
DOI: 10.17632/49bzbzy68j
title: Occurrence of orbital cylinder motion for flow around freely vibrating circular cylinder in uniform stream

description: In this study flow around a freely vibrating circular cylinder in two-degrees-of-freedom is investigated using two-dimensional numerical approach. The equations of motion, the continuity and the pressure Poisson equations are solved for incompressible constant property Newtonian fluid using the finite difference method. Systematic computations are carried out to investigate the effect of the natural frequency fN of the cylinder on the oscillation amplitudes and aerodynamic force coefficients. The mass ratio and the structural damping coefficient values are fixed at m*=10 and ζ=0, respectively.
In addition to the typical distorted figure-eight motion, a raindrop-shaped path is also found whose range widens with increasing fN. Within this range the streamwise oscillation amplitude reaches higher values compared to figure-eight motions and the curves shift upwards with increasing fN. Different vortex structures belong to each cylinder path: 2S or C(2S) modes are observed for distorted figure-eight and P+S mode is found for raindrop-shaped trajectories. The time-mean values of lift jump abruptly between two solutions. Pre- and post-jump analysis reveals that these solutions are mirror images of each other. The root-mean-square (rms) values of lift plotted against U*St shift upwards in the raindrop-shaped motion range and downwards in the figure-eight motion range, while the rms of drag shifts to higher values in both regimes with increasing fN. Chaotic cylinder paths are observed when increasing the natural frequency over a critical value.
DOI: 10.6084/m9.figshare.9170966.v1
title: Supplementary Material for the Jaculus manuscript

description: This file contains all supplementary material and raw data to reproduce the analysis concerning the manuscript "Evolutionary history of two cryptic species of Northern African jerboas".
DOI: 10.17632/6yy34xkfmb
title: Stress-induced vagal activity influences anxiety-relevant prefrontal and amygdala neuronal oscillations 

description: Electrophysiological datasets for "Stress-induced vagal activity influences anxiety-relevant prefrontal and amygdala neuronal oscillations ".
DOI: 10.17632/tc72bhk96t
title: Data Prisma checklist

description: Data Prisma checklist
DOI: 10.6084/m9.figshare.12129090.v1
title: File 2 - I18 - 323KB

description: Raw Sequencing data for File 2
DOI: 10.6084/m9.figshare.27427887.v1
title: <i>Vibrio alginolyticus</i> AbY-1904 genome

description: a novel <i>Vibrio alginolyticus</i> strain AbY-1904 isolated from a mass mortality event occurred at an abalone farm in Rongcheng, China.
DOI: 10.6084/m9.figshare.29146424.v1
title: Supplementary Data file - A One Health View of Antimicrobial Resistance in North Africa Meta-analysis of ESBL-PE.docx

description: This supplementary file contains the data extracted from the studies included in our systematic review, This supplementary file supports the findings of the main manuscript and offers a detailed, transparent view of the data underlying our meta-analysis.
DOI: 10.6084/m9.figshare.5501605.v2
title: Cerebral perfusion and hemodyamics in Alzheimer mouse models

description: ArcAb mouse model of AD and wild-type littermates at 6-months and 24-months of age.<br>1) ASL-MRI for perfusion imaging<br>2) MSOT imaging for brain oxygenation <br><br>Ten Wild-type C57/B6 mice at 12 weeks for oxygen-challenged MSOT measurement under normoxia and hyperoxia conditions.<br>3) MSOT imaging for brain oxygenation<br>4) Calcuated Oxygen saturation (SO2) color map in mouse brain under different oxygen supply.<br><br>
DOI: 10.17632/j5zjb46tr7
title: Validity and Reliability of the Executive Function Scale (UEF-1) in Cuban University Students

description: Introduction: Executive functions are higher cognitive skills involved in planning, organization, decision-making, impulse control, and working memory. It is essential to have tools that allow for the accurate and reliable assessment of this construct in university students. This study aims to evaluate the validity and reliability of the Executive Functions Scale for University Students (UEF-1) in the Cuban population. Methods: A cross-sectional study was conducted in which an online survey was administered to 1092 Cuban university students representing 14 of the country's 16 provinces. Descriptive analyses, confirmatory factor analyses, and Pearson correlation analyses were used to assess the psychometric properties of the scale. Results: Significant correlations were obtained between the scale factors, and the original seven-factor structure was confirmed. The scale demonstrated good internal consistency and overall reliability (α = .91, ω = .91). Conclusions: The study provided evidence that the UEF-1 is a reliable and valid tool for assessing executive functions in Cuban university students. This measure provides a comprehensive understanding of the cognitive abilities and functioning of Cuban university students, allowing for the identification of specific areas of executive functioning that may benefit from additional support or intervention.
DOI: 10.17632/z45txpdp7f
title: Graph-Based Social Media Data on Mental Health Topics

description: This dataset is structured as a graph, where nodes represent users and edges capture their interactions, including tweets, retweets, replies, and mentions. Each node provides detailed user attributes, such as unique ID, follower and following counts, and verification status, offering insights into each user's identity, role, and influence in the mental health discourse. The edges illustrate user interactions, highlighting engagement patterns and types of content that drive responses, such as tweet impressions. This interconnected structure enables sentiment analysis and public reaction studies, allowing researchers to explore engagement trends and identify the mental health topics that resonate most with users.

The dataset consists of three files:
1. Edges Data: Contains graph data essential for social network analysis, including fields for UserID (Source), UserID (Destination), Post/Tweet ID, and Date of Relationship. This file enables analysis of user connections without including tweet content, maintaining compliance with Twitter/X’s data-sharing policies.
2. Nodes Data: Offers user-specific details relevant to network analysis, including UserID, Account Creation Date, Follower and Following counts, Verified Status, and Date Joined Twitter. This file allows researchers to examine user behavior (e.g., identifying influential users or spam-like accounts) without direct reference to tweet content.
3. Twitter/X Content Data: This file contains only the raw tweet text as a single-column dataset, without associated user identifiers or metadata. By isolating the text, we ensure alignment with anonymization standards observed in similar published datasets, safeguarding user privacy in compliance with Twitter/X's data guidelines. This content is crucial for addressing the research focus on mental health discourse in social media. (References to prior Data in Brief publications involving Twitter/X data informed the dataset's structure.)
DOI: 10.17632/5w9bdd2h4z
title: Data for: Interleukin-21 enhances the antibody avidity elicited by DNA prime and MVA boost vaccine

description: Enhancement of the magnitude or affinity of protective antibodies (Abs) induced by vaccine adjuvant is highly desirable to prevent challenging pathogens such as HIV-1. IL-21 plays a crucial role in germinal center reactions during humoral immune responses. However, the effect of IL-21 as a vaccine adjuvant on the quantity and quality of antigen-specific Abs elicited by DNA prime and MVA boost vaccine, a commonly used vaccine strategy, remains unknown. To close this knowledge gap, female adult B6N mice were primed with DNA vaccine twice (days 0, 14, 100 µg, I.M.) and boosted with MVA vaccine (day 28, 2 ×107 pfu, I.M.) with or without IL-21 DNA adjuvant (days 3, 17, 31, 40 µg, I.M.), in which HIV-1 gag was expressed as a model antigen. With the addition of IL-21 adjuvant, we found significantly increased avidity of antigen-specific Abs at multiple time points in longitudinal follow up. Collectively, our results suggest that IL-21 immune adjuvant can significantly increase Ab quality induced by heterologous DNA-MVA prime-boost vaccine strategy.
DOI: 10.17632/z2gwj96bjk
title: Data for: Leaf photosynthesis and stomatal conductance acclimate to elevated [CO2] and temperature thus increasing dry matter productivity in a double rice cropping system

description: Detailed data of Anet, Gs, Ls, SPAD, LAI and AGR at different growth stages in early rice and late rice from 2013 to 2016
DOI: 10.6084/m9.figshare.27117981.v1
title: Data for analysis, 2000-2020, semi-annual.xlsx

description: This data has been submitted with respect to article entitled " <b>SUSTAINABILITY OF DEVELOPMENTAL POLICIES: EMPIRICAL EVIDENCE FROM DEVELOPING AND LOWER-MIDDLE INCOME COUNTRIES"</b>
DOI: 10.17632/zh5b88vn78
title: Data for: Time-series clustering approaches for subsurface zonation and hydrofacies detection using a real time-lapse electrical resistivity dataset

description: Supplementary materials for: Delforge, D.; Watlet, A.; Kaufmann, O.; Van Camp, M.; Vanclooster, M. Time-series clustering approaches for subsurface zonation and hydrofacies detection using a real time-lapse electrical resistivity dataset. Journal of Applied Geophysics 2020, 104203, doi:10.1016/j.jappgeo.2020.104203. The shared supplementary materials contain pre-processed ERT data based on the original ERT Data available from Watlet et al. (2018). Code recipes for clustering the ERT dataset using the Scikit-learn library are available in the form of a self-explanatory Jupyter notebook. Please, to cite the data, refer first to the original data repository: Watlet, A., Kaufmann, O., Triantafyllou, A., Poulain, A., Chambers, J. E., Meldrum, P. I., Wilkinson, P. B., Hallet, V., Quinif, Y., Van Ruymbeke, M. and Van Camp, M.: Data And Results For Manuscript “Imaging Groundwater Infiltration Dynamics In Karst Vadose Zone With Long-Term Ert Monitoring,” , doi:10.5281/zenodo.1158631, 2018.
DOI: 10.17632/kf5mbvft5t
title: Comprehensive Quantum Gate Performance Analysis: A Comparative Study of Noise and No-Noise Effects

description: This dataset contains performance metrics for various quantum gates, both with and without noise, based on 1000 runs per condition for each gate. The dataset includes data from quantum circuits that utilize gates such as H, X, Y, Z, S, T, CNOT, Toffoli, Fredkin, SWAP, RX, RY, and RZ. Each row includes the following information: the gate type, run number, number of qubits, depth, circuit size, execution time, error rate, fidelity, energy consumption, quantum volume, depolarization rate, and noise model used. The data is split into two categories: one with noise and one without noise. 

Key Features:
1. Quantum gate performance metrics for a variety of gates.
2. Both noisy and noise-free scenarios.
3. Provides insights into error rates, energy consumption, quantum volume, and more.

This dataset is useful for researchers and developers aiming to understand and compare the performance of quantum gates under different noise conditions.
DOI: 10.17632/r9r9k96f5x
title: Socio-demographic Characteristics and Quality of Life of Head and Neck Cancer Patients of Bangladesh

description: This is the first kind of study to assess the quality of life (QoL) of head and neck cancer (HNC) patients of Bangladesh. The current study was used a short-term prospective design and a repeated-measure method to evaluate the QoL of HNC patients before and 2 months after initiating treatment. A semi-structured questionnaire along with the European Organization for Research and Treatment of Cancer Quality of Life (EORTC-QLQ-C30) module was used in this study. The data was gathered from 102 newly diagnosed HNC patients who had attended the outdoor departments of three tertiary cancer care hospitals, namely the National Institute of Cancer Research and Hospital (NICRH), the National Institute of ENT (NIENT), and Dhaka Dental College and Hospital (DDCH) of Bangladesh. The raw data was linearly converted into 0-100 score ranges according to the EORTC-QLQ-C30 guidelines. The results demonstrated that the overall quality of life of HNC remained almost severely problematic at follow-up. Financial difficulty was one of the factors found to have a significant effect on the QoL of HNC patients. The highest level of dropout among HNC patients was observed during follow-up. The highest level of death rate was also observed among HNC patients in Bangladesh, considering a short-term follow-up (i.e., within 3 months of diagnosis) study in this region.
DOI: 10.15468/dl.twnubh
title: Occurrence Download

description: A dataset containing 10640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Oxalis stricta L.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 10640 records from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012969-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8d6mtz5hgg
title: Immigration&Health

description: Replication Package for Immigration and Health Outcomes: A Study on Native Health Perception and Limitations in Europe. 2023. Bazzoli, M., J.E., Madia, C., Nicodemo, and F., Podesta'.
DOI: 10.17632/pnryfc6fhd
title: Dataset of comparative analysis of emergency medical services' dispatcher pre-arrival instructions and national/international guidelines on first aid in foreign body airway obstruction

description: English
The dataset contains results of comparative analysis of emergency medical services' dispatcher pre-arrival instructions on first aid in foreign body airway obstruction with provisions of relevant national/international guidelines for the first aid. The analysis was carried out in June 2022. The dataset is presented in two languages, English (Dataset_FBAO_English.xlsx) and Russian (Dataset_FBAO_Russian.xlsx).

Русский
Представленный массив данных включает результаты сравнительного анализа инструкций по оказанию первой помощи, предназначенных для дистанционного (по телефону) консультирования очевидцев обструкции дыхательных путей инородным телом диспетчерами скорой медицинской помощи, с положениями соответствующих международных/национальных рекомендаций по первой помощи. Анализ был выполнен в июне 2022 года. Массив данных представлен на двух языках - английском (Dataset_FBAO_English.xlsx) и русском (Dataset_FBAO_Russian.xlsx).
DOI: 10.17632/zrdw4y4t77
title: Dataset for Analyzing Achievement Emotions of Elementary and Middle School Students in Online Learning Settings

description: This dataset is a questionnaire measure. It primarily measures achievement emotions of elementary and middle school students and possible influences (including but not limited to value appraisal, control appraisal, etc.)
DOI: 10.6084/m9.figshare.16755340.v2
title: Supplementary Data 2: RT-qPCR results

description: Expression value of <i>Olfr433</i>, <i>Olfr161</i>, <i>Olfr129</i>, <i>Olfr622</i>, and <i>Olfr1393</i> in mouse model of UUO over 21 days of treatment.<br>
DOI: 10.6084/m9.figshare.27695256.v1
title: 3.manually_checked_genes

description: These datasets are the result of the identification of orthologous genes between <i>Tribolium</i> and <i>Drosophila</i>.
DOI: 10.17632/72ggfgw9f7
title: Top-down_Dali_Data_SchynsLab_YY

description: Raw data, analyzed data and processing code for Neural Representation Strength of Predicted Category Features Biases Decision Behavior
DOI: 10.6084/m9.figshare.25316440.v2
title: Thesis Database

description: Thesis Database
DOI: 10.17632/y55cynff38
title: The Gannon Storm’s Impact on Electric and Magnetic1 Fields in Italy: A Regional Perspective

description: The dataset contains electromagnetic time-series data acquired by the permanent magnetotelluric (MT) monitoring station located on the Gargano Promontory, Italy (GARG), during the Gannon geomagnetic storm. The data provide insight into regional-scale geomagnetic and geoelectric field variations at mid-latitudes and support improved space weather monitoring and hazard mitigation strategies.

The dataset is provided in two formats:

1. ASCII (.txt) Format
Four files contain time-series data of deconvolved magnetic field components (in nanoteslas, nT) and scaled electric field components (in millivolts per kilometer, mV/km), with a temporal resolution of 1 second. The files correspond to four distinct intervals during the geomagnetic storm, as discussed in the associated publication. Each file includes four columns:

Bx: North–South magnetic field

By: East–West magnetic field

Ex: North–South electric field

Ey: East–West electric field 

2. HDF5 (.h5) file in MTH5 format
The file MAY.h5 contains the same time-series data structured according to the MTH5 specification v0.2.0 [Peacock et al., 2022]. MTH5 is an HDF5-based container designed for the archival and exchange of magnetotelluric time-series data. The MTH5 structure is organized into hierarchical groups, with the top-level SurveyID group containing station-specific subgroups (StationID), calibration filters (Filters), and run-specific subgroups (RunID) that include metadata such as geographic location, sampling rate, channel units, and sensor calibration. Data originally acquired with Metronix data loggers were converted to Metronix JSON and ATSS formats, then imported into the MTH5 structure, using the directory structure with full data description.

Further technical information are provided in the accompanying "read me" executable file.


Reference:

Peacock, J. R., Kappler, K., Ronan, T., Heagy, L., Kelbert, A., & Frassetto, A. (2022). MTH5: An archive and exchangeable data format for magnetotelluric time-series data. Computers & Geosciences, 162, 105102. https://doi.org/10.1016/j.cageo.2022.105102
DOI: 10.6084/m9.figshare.28660139.v1
title: TATE v10989 digital model and image set

description: TATE v10989 pterosaur tracks<i>Pteraichnus </i>isp.Sundance Formation, Strohecker Ranchlate Oxfordian-early Kimmeridgian, Upper Jurassic<br>
DOI: 10.17632/7fptd3rfzy
title: Ambient conditions in poultry house

description: These data describe the climatic conditions in a poultry house in a semi-arid tropical zone. The process consisted of measuring temperatures, relative humidity, and the quantity of CO2 during the chickens' third to the fifth week of growth. The experiment started on April 03, 2022 corresponding to the third week of bird's age. The Log Tag sensor was placed outside the henhouse in the shade during the whole period of the measurements. The outdoor temperature and relative humidity were measured and analyzed using the software Analyser Log Tag 3.1.16. For the measurement of the ambient parameters of the poultry house, all the probes were placed inside the poultry house and then connected to the testo 480 recorder. The probes were placed at a height of 1.5 m from the ground, to capture the ambient conditions in the poultry house. The room temperature, dry bulb temperature, wet bulb temperature, relative humidity, wind speed and the amount of CO2 inside the poultry house were recorded and then submitted for analysis using testo's EasyClimate software. All parameters are measured at 10 minute intervals during the period 03/04/2022 to 21/04/2022