cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.22336594.v1
title: FLIM testdata

description: An exmaplry .lif file with lifetime data acquired with Leica Stellaris 8 and tif files exported with LAS X software v3.5.6.
DOI: 10.6084/m9.figshare.27695316.v1
title: 4.Comparison_one-to-one_orthologs

description: These datasets are the result of the identification of orthologous genes between <i>Tribolium</i> and <i>Drosophila</i>.
DOI: 10.17632/7k8rbvksvk
title: A Historical Dataset of Federal Government Spending Changes for Canada

description: This dataset presents a narrative record of all announced federal government spending changes in Canada between 1949q1 and 2012q1. We use the federal government’s budget documents, mostly the budget speech, to document announced spending measures. Other budget documents that we use include the Economic Statements, Financial Statements, Mini Budgets, Interim Budgets, and Economic and Budget Updates. We document the motivation behind each announced measure. Based on these motivations, we classify spending changes as exogenous or endogenous. Exogenous changes are those that are not motivated by contemporaneous economic conditions of the country. Endogenous changes are those that are taken in response to current economic conditions. We also document the size of a change, whether it was intended to be temporary or permanent, the duration of the measure, and the size of the measure that was to be implemented in the same year as it is announced.  This is the first dataset for any country that comprehensively presents all spending changes undertaken by a government.
DOI: 10.17632/jvjm5h8md3
title: Building Sustainability Assessment Method (BSAM) - for Countries in sub-Saharan region

description: This repository contains the full documentation for the BSAM scheme (green rating system) for countries in the sub-Saharan region of Africa. The BSAM scheme forms part of a research project funded by the Sustainable City Lab and the Department of Building and Real Estate, The Hong Kong Polytechnic University. Note: Links to Journal articles and ongoing projects related to the BSAM scheme, when published will be updated on this page. Kindly bookmark this page if interested.
DOI: 10.17632/4h2gwr26p9
title: Supplementary Material for "X-ray computerised microtomography and confocal Raman microscopy as complementary techniques for the microstructural characterisation of Cheddar cheese"

description: Supplementary Material for "X-ray computerised microtomography and confocal Raman microscopy as complementary techniques for the microstructural characterisation of Cheddar cheese" published on Journal of Dairy science (https://doi.org/10.3168/jds.2022-22048)
DOI: 10.6084/m9.figshare.16586039.v4
title: The rs10830963 SNP of the MTNR1B gene in the Czech cohort

description: Disruptions in biorhythms contribute to the development of type 2 diabetes mellitus. The <i>MTNR1B</i> gene encodes a receptor for melatonin, a hormone regulating biorhythms, and genetic studies suggest that variability in the <i>MTNR1B</i> gene is related to the development of T2DM, with the single nucleotide polymorphism rs10830963 showing the strongest association. Our aim was to compare the distribution of the genetic variant rs10830963 between persons differing in glucose tolerance (N=1206).
DOI: 10.17632/6bfhb3vr5d
title: The role of central bank forecasts in uncertain times. J.Kotlowski. Economic Modelling.

description: This folder contains the data and EViews codes necessary to replicate all estimations from the paper “The role of central bank forecasts in uncertain times" by Jacek Kotłowski, accepted for publication in Economic Modelling.
Calculations have been performed in EViews 13.
DOI: 10.17632/hfywgwjw7n
title: Datasets on the freight transportation indices in Bushehr province, Iran

description: These datasets provide information on the freight transportation indices in Bushehr province, Iran, from 2013 to 2019. The primary datasets are collected monthly, so seasonal statistics were derived from them; upon initial review of the time series data for the considered indices, it was revealed that they exhibit a seasonal pattern. Consequently, the seasons for each year were utilized as a time code, resulting in the definition of 28 time codes in total. 
File 1 shows the primary dataset on the mass of freight in Bushehr province from 2013-2019, organised by month (Table 1). This file also includes seasonal statistics on this index during those years (Table 2). Furthermore, Figure 1 in this file illustrates the trend of the mass of freight in Bushehr province throughout the 2013-2019 seasons.
File 2 shows the primary dataset on the number of truck journeys in Bushehr province from 2013 to 2019, segmented by month (Table 3). Similarly, this file presents seasonal statistics for this index during those years (Table 4). Additionally, Figure 2 in this file indicates the trend of the number of truck journeys in Bushehr province across the 2013-2019 seasons.
Files 3 and 4 show the forecasting results of freight transportation indices using the HW model. These files display the predicted values for test dataset seasons and future seasons for two indices of mass of freight and number of truck journeys, respectively. The calculations have been performed using the XLSTAT 2021 add-in in Excel software. Furthermore, these files also contain the optimised parameters obtained using a standard optimisation algorithm in the XLSTAT add-in. 
Files 5 and 6 show the transition probability matrices of states for the indices of mass of freight and number of truck journeys, respectively.
Additionally, File 7 compares the accuracy of four models (HW, HWMC, ARIMA, and ARIMA-MC) in forecasting the considered indices. This comparison has been conducted based on four evaluation measures, as shown in Table 5 and Figures 3 and 4.
DOI: 10.17632/x23pk3pb7f
title: Survey data of Gen Z customer behaviour using food delivery applications in Vietnam

description: This study presents the results of data collection from surveys in Vietnam market on Gen Z customer behaviour using food delivery application. Data were collected through questionnaire completed by Gen Z customers using food delivery application services. In total, we received 361 valid responses from two biggest cities in Vietnam, namely, Hanoi and Hochiminh city. All data was analysed by SPSS 22 and Amos 23 softwares, the results of descriptive analysis, Cronbach’s Apha test, and confirmatory factor analysis (CFA) demonstrate that the data ensures reliability, convergent, and discriminant validity, which can serve as a good reference for future studies.
DOI: 10.17632/y5h6v8w6ms
title: Multispectral images of apples for ripeness, sweetness and variety grading [Data set]

description: This dataset originates from an extensive research effort focused on the development and application of a cost-effective, custom-built multi-spectral imaging chamber designed for evaluating the quality of apples. The imaging setup is capable of capturing spectral reflectance across a range of wavelength bands, enabling detailed, non-invasive analysis of fruit characteristics such as ripeness, sweetness, and varietal differences. In this study, a total of 8 wavelengths were considered. All images were collected under uniform and controlled lighting to minimize environmental variability and enhance data consistency.

For Grading by Ripeness, three classes were considered: Under-Ripe, Ripe and Over-Ripe. For Grading by Ripeness, the following five types of apples were considered, each of four in quantity.
1. Red Delicious (USA)
2. Royal Gala
3. Red Delicious (New Zealand)
4. Washington
5. Kinnaur

For Grading by Variety, three classes- Red Delicious USA, Alpita and Royal Gala were considered. For Grading by Variety for all 3 types, each of the seven in quantity was taken. 

For Grading by Sweetness, four classes were considered according to sugar content in % Brix in apples: 10, 12, 13, and 15 classes. For Grading by Sweetness, five varieties were considered, each of four in quantity. The following types of apples were considered for Grading by Sweetness.
1. Red Delicious (USA) 
2. Royal Gala 
3. Red Delicious (New Zealand) 
4. Washington 
5. Kinnaur 
The images are concatenated with the help of MATLAB code and the concatenated dataset is created for grading by sweetness, ripeness and variety. For this study, APPLENET, a CNN-based architecture, was used to process the concatenated images, and the accuracy achieved was 87 %,65 % and 92 % for grading by ripeness, sweetness and variety, respectively. 
The dataset is labelled and structured to support a wide range of applications, particularly in the domains of agricultural technology and food quality monitoring. It offers possible use cases for developing classification and regression models for fruit grading, maturity evaluation, and early detection of surface-level defects. Researchers working on agricultural automation, deep learning in food quality inspection, or horticulture may find this dataset particularly valuable.

Beyond apples, the methodology used for image acquisition and data annotation can be adapted for other fruits, offering scalability for broader agricultural research. The detailed documentation and consistent imaging protocol enhance reproducibility, making this dataset a useful benchmark for relative studies.

This data collection contributes meaningfully to ongoing efforts in computer vision and AI-powered agriculture by providing a reliable, annotated source of multi-spectral fruit images for non-destructive quality evaluation.
DOI: 10.17632/3r7kmfmpyj
title: 31P MRS MT Participants 1-10

description: 31P Magnetisation Transfer MRS on subjects 1-10 (aged 60+) before and after photobiomodulation treatment  (670nm)

Mitochondrial function declines with age and many pathological processes of neurodegenerative diseases stem from this dysfunction when mitochondria fail to produce the necessary energy required. Photobiomodulation (PBM), long-wavelength light therapy, has been shown to rescue mitochondrial function in animal models and improve human health, but clinical uptake is limited due to uncertainty around efficacy and the mechanisms responsible. Through combined theoretical Monte Carlo light modelling and practical 31P Magnetisation Transfer Magnetic Resonance Spectroscopy (MT-MRS) we quantify, for the first time, the effects of 670 nm PBM treatment on healthy aging human brains. 31P MT-MRS revealed a significant increase in the rate of ATP flux after PBM in a sample of older adults. Light modelling shows 1% absorption in grey matter and confirms absorption peaks at 670 and 820 nm.   Our study provides evidence of PBM therapeutic efficacy and strengthens confidence in PBM as an acceptable healthcare technology to improve mitochondrial function and human health.

Patients 1-10 Pre Photobiomodulation MRS assessment and Post Photobiomodulation MRS assessment

31P FID
31P Magnetisation Transfer Magnetic Resonance Spectroscopy (different saturation times)
T2 Localizer 
1H Mega Press
DOI: 10.17632/b2gyszjxbx
title: Dataset for: Insulation Hydrophobicity Classification Based on Fourier Transform and Shallow Neural Networks

description: This dataset was produced by applying the spray method (IEC Standard 62073) in a hydrophobic surface. A total of 1200 photos were taken from all hydrophobicity classes using a solution of distilled water and ethyl alcohol as spraying solution. Sections of the captured images were cropped to a size of 1024 x 1024 pixels and downscaled to 256 x 256 to reduce computational effort. The dataset is comprised by 200 images for each of the six hydrophobicity classes, from HC1 to HC6.
DOI: 10.17632/nhk3gs7gmm
title: Tomato Greenhouse Measurement of RSSI in Almeria Spain

description: This data is related to the research paper: "Path loss determination using linear and cubic regression inside a classic tomato greenhouse" For example, the file "90-1880.csv" is the record of the measurements with the antennas of the nodes at 90 cm and a distance of 1880 cm between them. In each file, there are 4 segments corresponding to the change of 4 positions between the nodes Tx and Rx keeping the distance aforementioned inside a tomato greenhouse. When using the data, you must quote the following article: Cama-Pinto, D., Damas, M., Holgado-Terriza, J.A., Gómez-Mula, F., Cama-Pinto, A. Path loss determination using linear and cubic regression inside a classic tomato greenhouse (2019) International Journal of Environmental Research and Public Health, 16 (10), art. no. 1744. DOI: 10.3390/ijerph161017449
DOI: 10.17632/gpm9kyyhx4
title: Western blot of system XcT and actin

description: Figure S1B of the paper
DOI: 10.17632/pxhkmn36dz
title: Data for: Variability in sociodemographic factors and obesity in Korean children: A cross-sectional analysis of Korea National Health and Nutrition Examination Survey data (2007–2015)
DOI: 10.17632/s87267tpp3
title: Dataset for Android intrusion detection using process control block information

description: This dataset consists of Process Control Block (PCB) data mined during the execution time of tested apps. The PCB data from 2620 malware-infested applications and 1610 benign applications were collected. The PCB data sequence was collected for 25 seconds, with an average of 18500 PCB records stored for each application. The mining method was implemented at the kernel level and synced with the process (job) context switching. The data for each program is stored in a separate CSV file and includes the PCB information for all threads running the application. The application automation testing and PCB gathering for benign and malicious applications were conducted in a closed dynamic malware analysis framework. The dataset can be used to evaluate and contrast benign and malicious Android programs' low-level (kernel) behavior. The mining approach effectively captured 99% of the context switches for the vast majority of tested applications.
DOI: 10.17632/z6mwdmk549
title: Impact of Various Pillow Types on Sleep Quality and Disability in Individuals with Cervical Spondylosis

description: A three-arm parallel randomized clinical trial was conducted to evaluate the effects of different pillows on sleep quality, disability and pain in patients with cervical spondylosis. Participants were divided into three intervention groups. Group 1 received a contoured cervical pillow along with conventional physiotherapy, Group 2 was provided with a novel cervical pillow and conventional physiotherapy, while Group 3 underwent conventional physiotherapy alone. The physiotherapy protocol included a moist heat pack, sub-occipital release, transcutaneous electrical nerve stimulation (TENS) and postural re-education exercises, with each session lasting 40 minutes, administered three time a week for four weeks. 
Baseline and post-intervention assessments were conducted using the Pittsburgh Sleep Quality Index (PSQI), Neck Disability Index (NDI), Numerical Pain Rating Scale (NPRS) and a Universal Goniometer to measure sleep quality, neck disability, pain, and cervical range of motion. The study findings revealed that participants in Group 2, who used novel cervical pillow alongside conventional physiotherapy, experienced significantly greater improvements in sleep quality, neck disability, and pain compared to those in Group 1 using the contoured cervical pillow and those in Group 3 who received physiotherapy alone. Although all groups showed positive outcomes across the assessed measures, the results suggest that the novel cervical pillow is the most effective choice for enhancing sleep quality, reducing disability, and alleviating pain.
DOI: 10.17632/77dcsp2vcw
title: Data on work-related consequences of COVID-19 pandemic for employees across Europe

description: This dataset include data that may be used to describe how the COVID-19 pandemic affected the work of employees in four European countries and how it influenced their job attitudes, feelings and work performance. In total, 726 respondents from Germany, the Czech Republic, Slovakia and Italy filled out an online survey in May and first days of June 2020. They provided information about their actual work performance, change in work performance, organizational commitment, change in organizational commitment, job satisfaction, intention to leave, irritation, servant leadership (of their supervisor), perceived organizational support, social support provided by colleagues, occupational self-efficacy, resilience, job crafting and readiness for change.
DOI: 10.17632/z7dj3yyzt8
title: A DATASET for GPS Spoofing Detection on Unmanned Aerial System

description: A dataset of Global Positioning System (GPS) spoofing attacks is presented in this article. This dataset includes data extracted from authentic GPS signals collected using an eight-channel GPS receiver installed on top of a vehicle with a speed ranging from 0 mph to 60 mph emulating the UAS flight, as well as three static positions on top of different buildings (different altitudes) to emulate the UAS hovering operation. During the data collection, 13 features are extracted from eight-parallel channels. In addition to the collected authentic GPS signals, three GPS spoofing attack types were simulated, simplistic, intermediate, and sophisticated attacks.
DOI: 10.17632/rry7bhc2f2
title: Hornet 15: Network Dataset of Geographically Placed Honeypots

description: Hornet 15 is a dataset of fifteen days of network traffic attacks captured in cloud servers used as honeypots to help understand how geography may impact the inflow of network attacks. The honeypots are located in eight different cities: Amsterdam, London, Frankfurt, San Francisco, New York, Singapore, Toronto, Bangalore. The data was captured in April and May 2021. The eight cloud servers were created and configured simultaneously, following identical instructions. The network capture was performed using the Argus network monitoring tool in each cloud server. The cloud servers had only one service running (SSH on a non-standard port) and were fully dedicated as a honeypot. No honeypot software was used in this dataset. The dataset consists of eight scenarios, one for each geographically located cloud server. Each scenario contains bidirectional NetFlow files in the following format: - hornet15-biargus.tar.gz: all scenarios with bidirectional NetFlow files in Argus binary format; - hornet15-netflow-v5.tar.gz: all scenarios with bidirectional NetFlow v5 files in CSV format; - hornet15-netflow-extended.tar.gz: all scenarios with bidirectional NetFlows files in CSV format containing all features provided by Argus. - hornet15-full.tar.gz: download all the data (biargus, NetFlow v5, and extended NetFlows)
DOI: 10.5061/dryad.jh3kk
title: Data from: Homogenization of populations in the wildflower Texas bluebonnet (Lupinus texensis)
DOI: 10.6084/m9.figshare.13571231.v1
title: Drought by CO2 interactions in trees: a test of the water savings mechanism

description: This is the dataset for the manuscript:<br><b>M. Jiang#,</b> J.W.G. Kelly, B.A. Atwell, D.T. Tissue, B.E. Medlyn. Drought by CO<sub>2</sub> interactions in trees: a test of the water savings mechanism. <b><i>New Phytologist. </i></b>Accepted<br><br>The code repository to process the data is accessible via:<br>https://github.com/mingkaijiang/CO2_x_Drought_Glasshouse_Experiment.git<br>
DOI: 10.17632/25yjwbphn4
title: Clinical Dataset of the CYP-GUIDES Trial

description: CYP-GUIDES (Cytochrome Psychotropic Genotyping Under Investigation for Decision Support) is a randomized controlled trial (RCT) comparing 2 outcomes in hospitalized patients with severe depressive disorders treated according to the patient's CYP2D6 genotype and functional status versus standard psychotropic therapy. The primary outcome was hospital Length of Stay (LOS) and the secondary outcome was the Re-Admission Rate (RAR) 30 days after discharge. The trial setting was the Institute of Living at Hartford Hospital. CYP2D6 genotyping was implemented to characterize the functional status of the CYP2D6 enzyme with sub-normal, normal or supra-normal function. The electronic medical record (EMR) was utilized to transmit clinically actionable drug prescribing guidance based on the patient's CYP2D6 function to the physician. The RCT recruited 1500 patients, genotyped CYP2D6 in 1459, and randomized 477 to standard therapy (Group S), for whom treatment-as-usual guidance was delivered without consideration of patient CYP2D6 genotype, and 982 to genetically-guided therapy (Group G) where CYP2D6-based treatment recommendations were provided via EMR to physicians. For inpatients in Group G whose CYP2D6 function was sub- or supra-normal, medications primarily metabolized by the CYP2D6 enzyme were proscribed. The RCT developed a database of potential benefit to the field. The pharmacologic, clinical course and pharmacogenetic therapeutic guidance is being published in a related article. These data should enable various investigators to assess effects of clinical decision support on resource utilization and psychotropic therapy during psychiatric hospitalizations.
DOI: 10.17632/7w3fwx7y2y
title: IMAGINE trial data 

description: Data from IMAGINE feasibility randomised controlled trial. 56 adolescents who were randomised to imagery-based cognitive therapy or nondirective supportive therapy. Main outcomes are feasibility, acceptability and and safety data. Secondary outcomes are clinical data including measures of depression, anxiety  and   memory specificity. Please see protocol paper for full methodology and list of measures.
DOI: 10.17632/chpmt7dfsj
title: Beware of hitchhiking ticks? Clarifying the variable roles of bird species in tick movement along migratory routes

description: Ticks are blood-feeding parasites which act as major vectors for various pathogenic microorganisms affecting both animal and human health. Hard ticks are known to move passively (i.e. ‘hitchhike’) on migratory birds as they transit between breeding and non-breeding grounds. This potentially leads to exchange and establishment of non-endemic tick species in novel environments. However, it is not yet clear if all migratory bird taxa play an equal role in movement of specific tick species, especially outside of medically important tick taxa. To clarify these interactions, we performed a systematic literature review regarding primary data of ticks moving on migratory birds within the African–Western Palearctic flyways. In total, 35 studies were found which showed 123 bird species from 37 families and 12 orders connected to potential movement of 30 tick species representing six genera (Amblyomma, Dermacentor, Haemaphysalis, Hyalomma, Ixodes, Rhipicephalus). Most tick species did not show high abundance for any bird species, or, if they did, only on very few. Only Ixodes ricinus and Hyalomma marginatum were estimated to be carried at above average burdens by multiple bird species. This could indicate an increased likelihood of these species to be moved during migration. Specific tick species or whole genera were only found in certain migratory seasons as expected based on their geographic distributions. Even so, species found in both migratory seasons did not differ in their estimated abundances on birds between seasons. This result could suggest that tick abundance on migrating birds is not always a direct result of geographic distribution and may suggest an understudied importance of stopover sites towards potential tick introduction or turnover. Taken together, the results presented here provide guiding information for future analyses integrating individual level variation into the current understanding of tick movement with migratory birds.

Data included here are the studies and the raw collected data in relation to the above mentioned project.