cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/wy6kyb7dp9
title: Data for: Statistical analysis of the dust storms in the United Arab Emirates

description: Dust storm events in the United Arab Emirates during the period 1st of January 2010 -31st of December 2017 and the pivot table for retrieving the data.
DOI: 10.6084/m9.figshare.20743158.v1
title: A review on heavy metal and metalloid contamination of vegetables: addressing the global safe food security concern

description: An uncontrolled industrialisation and urbanisation have caused environmental contamination with toxic inorganic and organic substances. The enormous release of industrial wastewater, industrial sludge, electronic waste, domestic waste and excess use of synthetic and pesticides fertilisers are the major causes of environmental pollution. Contamination of agricultural goods is directly related with the health of human beings as well as entire ecosystem. Among the agricultural crops, vegetables are generally cultivated near the river basins owing to the irrigation water availability and good fertility of the soil. The presence of heavy metal and metalloids (HMMs) like cadmium (Cd), lead (Pb), copper (Cu), arsenic (As), cobalt (Co), nickel (Ni), mercury (Hg), zinc (Zn) in the vegetable cultivated and marketed across the world is a challenging concern. Periodical identification and quantification of the contaminants especially HMMs in the vegetables is an important aspect for the good health of human beings and global safe food security. In the present review, the level of HMMs in the commonly grown vegetables in from thirty countries has been discussed.
DOI: 10.6084/m9.figshare.24647394.v1
title: ENVI-D-23-07857-Data.rar

description: This data is for a review paper entitled: "<b>How did VRP grow? Towards Sustainable Models by Developing a Novel Classification</b>".
DOI: 10.6084/m9.figshare.16685902.v1
title: Genotype File for TP19 and ADV19

description: Genotypic Hapmap file containing genetic information for the 2019 training population and Advanced 2019 nursery.
DOI: 10.6084/m9.figshare.25974280.v1
title: <b>Predicted biosynthetic gene cluster resources from microbiome data</b>

description: Biosynthetic gene clusters (BGCs) are vital for synthesizing diverse natural products with pharmaceutical potential. Traditional methods for BGC discovery suffer from limitations like rediscovery and low throughput. In this study, we utilized BGC-Prophet, an advanced bioinformatics tool, to systematically mine BGCs across diverse microbial genomes and metagenomes. Our comprehensive analysis generated a rich and extensive dataset, unveiling numerous novel BGCs among various microbes and shedding light on their enrichment patterns. Specifically, we identified 167,375 BGCs from 982 <i>Aspergillus</i> genomes, 119,305 BGCs from 85,203 microbial genomes, and 248,229 BGCs from 9,428 metagenomes. This research offers the most comprehensive and novel BGC data resources, revealing the enrichment pattern of BGCs within microbial genomics, and providing a solid foundation for future drug development and biotechnological innovation.
DOI: 10.6084/m9.figshare.28513676.v1
title: Above-below

description: Above- and belowground bacterial operational taxonomic units (OTUs)
DOI: 10.6084/m9.figshare.29045321.v1
title: Dataset three

description: For co-word analysis dataset three was prepared with top 1000 research outputs sorted using the ‘relevance’ feature of the WoS platform from the original dataset of 5755 records of AI Ethics literature within the period spanning from 1960 to 2024 (last search date: 9 June 2024). This option sorts the records in an order based on a ranking system that considers how many of the search terms are found in each record. Relevance ordering for source records takes into account the titles, abstracts and keywords of the research outputs which provides consistent results in co-word analysis, since such analysis also uses similar metadata features of the dataset.
DOI: 10.17632/mrp5bj3szw
title: Earth Authors Program

description: This is data collected during the Earth Authors Program, an online book authoring program for children which was conducted online during the pandemic in 2020. Data consists of journal entries, responses to written assignments, semi-structured interviews, group discussion and initial storyboards/plots.
DOI: 10.17632/vgk7tnd894
title: R Code for the paper: Biological traits can mediate species-specific quasi-extinction risks of macroinvertebrates in streams experiencing frequent extreme floods

description: We studied three caddisfly species in the upstream drainage basin of a central Taiwan river. Our methodological approach comprised four steps (Fig. 2): we analyzed (1) long-term daily, mean discharge data to quantify the magnitude of high flow events; (2) abundance of the three caddisfly species to represent their long-term population dynamics; (3) spatiotemporal population dynamics to examine the effects of the flood magnitude (i.e., the abiotic factor) and density dependence (i.e., biotic factor), in scenarios with synchronous and asynchronous population dynamics (i.e., the spatial factor: spatial variability among sites); and (4) quasi-extinction risks, based on simulated synchronous and asynchronous population dynamics at different time periods across a flood magnitude gradient.
DOI: 10.17632/wskmmkg6rk
title: Combustion speed in ICE: thermodynamic model for combustion speed, expansion speed, data base.

description: An analysis of the turbulent premixed combustion speed in an internal combustion engine using natural gas, hydrogen and intermediate mixtures as fuels is carried out, with different air-fuel ratio and engine speeds. The turbulent combustion speed has been calculated by means of a two-zone diagnosis thermodynamic model combined with a geometric model using a spherical flame front hypothesis. 48 operating conditions have been analysed. At each test point, the pressure record of 200 cycles has been processed to calculate the mean turbulent combustion speed for each flame front radius. An expression of turbulent combustion speed has been established as a function of the turbulence intensity and laminar combustion speed ratio; integral spatial scale and laminar combustion thickness ratio taking into account the instabilities on the flame front. The conclusion of this initial study is that the position of the flame front has a great influence in the expression for calculate the combustion speed. A unified valid correlation for all positions of the flame front has been obtained by adding one correction term based on the expansion speed as a turbulence source. This unified correlation is then valid for all experimental conditions of fuel types, air-fuel ratios, engine speeds, and flame front position. The correlation can be used in quasi-dimensional predictive models to determine the heat released in an ICE
DOI: 10.6084/m9.figshare.24007485.v1
title: Supplementary Material for: Survival and Swallowing Function after Primary Radiotherapy versus Transoral Robotic Surgery for Human Papillomavirus-associated Oropharyngeal Squamous Cell Carcinoma

description: Introduction: To investigate the impact of primary transoral robotic surgery (TORS) versus radiotherapy (RT) on progression-free survival (PFS), overall survival (OS), and 1-year swallowing function for patients with early-stage HPV-associated orophagyneal squamous cell carcinoma (OPSCC). Methods: Patients with stage I-II (AJCC 8th Edition) HPV-associated OPSCC treated with TORS followed by risk-adapated adjuvant therapy or (chemo)radiotherapy between 2014-2019 were identified. PFS, OS, and swallowing outcomes including gastrostomy tube (GT) use/dependence, and Functional Oral Intake Scale (FOIS) change over 1 year were compared. Results: 167 patients were analyzed: 116 treated with TORS with or without adjuvant RT, 51 treated with RT (50 chemoRT). The RT group had more advanced tumor/nodal stage, higher comorbidity, and higher rates of concurrent chemotherapy. There were no differences in 3-year PFS (88% TORS v. 75% RT) or OS (90% v. 81%) between groups, which persisted after adjusting for stage, age and comorbidity. GT use/dependence rates were higher in the RT group. Mean (SD) FOIS scores in the TORS group were 6.9 (0.4) at baseline and 6.4 (1.0) at 1-year, compared with 6.7 (0.6) and 5.6 (1.7) for the RT group. Only clinical nodal stage was found to be significantly associated with FOIS change from baseline to 1-year. Discussion/Conclusion: There were no differences in PFS or OS between patients treated with primary TORS or RT for early-stage HPV-associated OPSCC. Clinical N2 status is associated with FOIS change at 1-year and may be the major factor affecting long-term swallowing function, irrespective of primary treatment modality.
DOI: 10.17632/f4z2bfv7vk
title: A Dataset on the Mental Health of Undergraduate Students in Bangladesh

description: The dataset, which focuses on mental health, was acquired via a survey given to Daffodil International University undergraduate students. A Google Forms survey was used to gather information from 500 respondents, ages 18 to 28, between May 18 and June 15, 2024. There were 143 female and 357 male responders. Four psychometric measures with international validation were used to assess mental health. A standardized questionnaire was used to gather general demographic data. The 20-item Beck Depression Inventory (BDI-II) and the 9-item Patient Health Questionnaire (PHQ-9) were used to assess depressive symptoms. The 8-item UCLA Loneliness Scale (Version 3) was used to measure loneliness in addition to the 21-item Centre for Epidemiological Studies-Depression Scale (CES-D). For future research in psychometric evaluation utilizing the previously indicated scales, the dataset, which contains descriptive statistics on the psychometric variables for the respondents, will be an invaluable resource. Furthermore, governments and non-governmental organizations wishing to carry out mental health programs or services for a larger audience may find this dataset very helpful.
DOI: 10.6084/m9.figshare.14482965.v1
title: Paramacrobiotus_TPS-TPP.pep.fa

description: Amino acid sequences of <i>Paramacrobiotus</i> sp. TYO TPS-TPP genes.
DOI: 10.6084/m9.figshare.3988863.v1
title: ORCID Tutorial for Indonesian Researcher

description: This is ORCID tutorial in Indonesian Languange for lecturer and researcher.<br>
DOI: 10.17632/55bkprcr4t
title: Alternate-Day Modified Fasting Shifts Metabolically Unhealthy Obesity to Metabolically Healthy Obesity in Obese Rats

description: Alternate-day fasting is an emerging strategy for caloric restriction and treatment of obesity. We aimed to assess the effects of alternate-day modified fasting (ADMF) on adipose tissue dysfunction and hepatic insulin signaling pathway, inflammation, and oxidative stress in diet-induced obesity rats. Wistar male rats (n=18) were divided equally into three groups: control (regular chow), high-fat diet (HFD), and HFD+ADMF groups. Animals underwent assessments of weekly body weight, glucose tolerance tests, serum biochemical markers, and adiponectin, insulin, and leptin were assessed. Hepatic tissue was assessed for 1) insulin receptors and insulin signaling pathway, 2) inflammatory and oxidative profiles, and 3) histopathological changes, and pancreatic tissue was assessed for histopathological changes. In HFD-fed animals, ADMF decreased body weight and improved glucose tolerance. ADMF restored hepatic and adipose tissue insulin sensitivity and ameliorated inflammatory and oxidative stress profiles and histopathological changes in hepatic tissue. ADMF also restored the normal function of adipose tissue. In conclusion, ADMF changes metabolically unhealthy obesity to metabolically healthy obesity despite maintaining a high-fat diet feeding in rats through improving adipose tissue dysfunction and modulation of the hepatic insulin signaling pathway, inflammation, and oxidative stress.
DOI: 10.17632/nb8b25h9nj
title: A Curated Crowdsourced Dataset of Luganda and Swahili Speech for Text-to-Speech Synthesis

description: This dataset contains curated and preprocessed speech recordings in Luganda and Kiswahili for use in text-to-speech (TTS) research (Katumba et al., 2025). The audio and transcripts were sourced from Mozilla Common Voice (Luganda v12.0 and Kiswahili v15.0) and curated for voice consistency and quality. This dataset is designed for training and evaluating end-to-end TTS systems in low-resource African languages. The data is organized into two folders, Luganda and Kiswahili, each containing:

wavs.zip: A ZIP archive of .wav audio files from six selected female speakers per language. All audio files have been silence-trimmed, denoised using a causal DEMUCS model, and filtered using WV-MOS to retain only clips with a predicted MOS ≥ 3.5.

metadata.csv: A CSV file with two columns: filename and transcript. Each row corresponds to an audio file in the wavs.zip archive and provides the spoken sentence for that clip.

This dataset was used in:
Katumba, A., Kagumire, S., Nakatumba-Nabende, J., Quinn, J., & Murindanyi, S. (2025). Building Text-to-Speech Models for Low-Resourced Languages From Crowdsourced Data. Applied AI Letters, 6:e117. https://doi.org/10.1002/ail2.117
DOI: 10.6084/m9.figshare.13238045.v7
title: Parkinson’s disease patients’ short chain fatty acids production capacity after in vitro fecal fiber fermentation.

description: Datasets SCFA production in fecal samples of Parkinson's patients after<i> in vitro</i> fermentation with different fiber supplements 'databank commerciële substraten' and vegetable/quinoa fiber substrates 'databank reststromen'.Dataset relative abundances of Clostridium coccoides and Clostridium leptum after fermentation with selected fiber supplements 'databank qpcr'.
DOI: 10.6084/m9.figshare.19576477.v1
title: Data for the phycosphere pH of unicellular nano- and micro- phytoplankton cells and consequences for iron speciation

description: Surface ocean pH is declining due to anthropogenic atmospheric CO2 uptake with a global decline of ~0.3 possible by 2100. Extracellular pH influences a range of biological processes, including nutrient uptake, calcification and silicification. However, there are poor constraints on how pH levels in the extracellular microenvironment surrounding phytoplankton cells (the phycosphere) differ from bulk seawater. This adds uncertainty to biological impacts of environmental change. Furthermore, previous modelling work suggests that phycosphere pH of small cells is close to bulk seawater, and this has not been experimentally verified. Here we observe under 140 μmol photons·m-2·s-1 the phycosphere pH of <em>Chlamydomonas concordia</em> (5 µm), <em>Emiliania huxleyi </em>(5 µm), <em>Coscinodiscus radiatus </em>(50 µm) and <em>C. wailesii </em>(100 µm) are 0.11, 0.20, 0.41 and 0.15 higher than bulk seawater (pH 8.00), respectively. Thickness of the pH boundary layer of <em>C. wailesii </em>increases from 18 to 122 µm when bulk seawater pH decreases from 8.00 to 7.78. Phycosphere pH is regulated by photosynthesis and extracellular enzymatic transformation of bicarbonate, as well as being influenced by light intensity and seawater pH and buffering capacity. The pH change alters Fe speciation in the phycosphere, and hence Fe availability to phytoplankton is likely better predicted by the phycosphere, rather than bulk seawater. Overall, the precise quantification of chemical conditions in the phycosphere is crucial for assessing the sensitivity of marine phytoplankton to the ongoing ocean acidification and Fe limitation in surface oceans.
DOI: 10.6084/m9.figshare.20407596.v1
title: MCE-Octocoral-microalgae

description: setting up Github project "<strong>MCE-Octocoral-microalgae"</strong>
DOI: 10.17632/hbr5pwk5w5
title: Optical Coherence Tomography (OCT) Images of Proliferative Vitreoretinopathy, Uveitis, and Normal Eyes

description: OCT Images of Proliferative Vitreoretinopathy, Uveitis, and Normal Eyes
DOI: 10.6084/m9.figshare.14268305.v1
title: Morphological parameters of image processing to characterize primary root emergence in evaluation of tomato seed vigor

description: Abstract: The use of computational tools has become notable in seed quality control to assist in confirming seed lots of higher potential. Thus, the aim of this study was to use a computational approach to investigate analysis of morphological parameters that characterize primary root emergence in evaluation of tomato seed vigor. For that purpose, five seed lots were analyzed for germination and vigor (seedling emergence and analysis of seedling images). A parallel analysis of primary root emergence was made using computer-assisted imaging; the images recorded as germination proceeded were processed with the ImageJ® software to obtain aspect ratio and seed area parameters. Vigor differences among tomato seed lots can be identified based on primary root emergence, and computer image processing based on aspect ratio proves to be an efficient procedure to characterize emergence of the primary root in evaluation of tomato seed vigor.
DOI: 10.6084/m9.figshare.27131976.v1
title: Raw Data Spot Urin - multielemental metal analysis pre and post-CEMET

description: The Excel file contains the raw data of 33 spot urinary metals, both pre- and post-CEMET. This dataset forms the basis for the graphs used in this project, illustrating the enhancement of metal excretion by CEMET compared to unprovoked morning spot urine.
DOI: 10.6084/m9.figshare.6115172.v1
title: Thematical Analysis

description: Thematical Analysis
DOI: 10.6084/m9.figshare.7403825.v1
title: masumoto RP data normal optos

description: RP img data
DOI: 10.6084/m9.figshare.7657931.v1
title: Raw Fluidigm Data

description: ChIP-qPCR of siELK1 and siSRF knockdown in hESC and Mesoderm. Data relating to Fig 4 and 5.<br>
DOI: 10.17632/wyjbdnr6ng
title: Financial Fraud Detection Using a Hybrid Deep Belief Network and Quantum Optimization Approach

description: This is the financial fraud data set and experimental data used in this paper
DOI: 10.6084/m9.figshare.28171337.v2
title: Forecasting for second-hand house prices in China using the GA-PSO-BP neural-network model. (Excel Dataset and Python Code)

description: The study highlights the model's effectiveness in forecasting prices for second-hand houses, particularly in rapidly growing urban areas like Guangzhou. This research provides accurate and reliable insights for real estate investors considering second-hand housing markets in China.The above attachments contain the data set and the final Python code for the research work
DOI: 10.6084/m9.figshare.7865480.v1
title: Fatigue degradation strategies to simulate crack propagation using peridynamic based computational methods

description: Abstract The aim of this paper is to develop new computational tools to study fatigue crack propagation in structural materials. In particular we compare the performance of different degradation strategies to study fatigue crack propagation phenomena adopting peridynamic based computational methods. Three fatigue degradation laws are proposed. Two of them are original. Initially a cylinder model is used to compare the computational performance of the three fatigue laws and to study their robustness with respect to variations of discretization parameters. Then the fatigue degradation strategies are implemented in a peridynamic framework for fatigue crack propagation analyses. Both cylinder model and peridynamic simulations show that the third proposed degradation law is unique in its combination of high accuracy, high stability and low computational cost.
DOI: 10.6084/m9.figshare.9920507.v6
title: MUSGONET Eukaryotes

description: raw 18s dataset first published in the manuscript https://www.science.org/doi/10.1126/sciadv.abg5809, Also dataset associated with https://www.nature.com/articles/s41561-023-01170-x, https://onlinelibrary.wiley.com/doi/full/10.1111/gcb.17295, among other studies.
DOI: 10.17632/wwccx5cx4z
title: Application of the Rasch Measurment Framework to Self Determination Validity Data

description: Manual Book Instrument of Self Determination and Data Set Self Determination
DOI: 10.6084/m9.figshare.14974887.v10
title: Raw MEG data

description: The raw MEG data for all 39 participants (Neuromag 306 system).Each participant has three .fif files, it total there are 117 fif files.<br>For participant 20190518_b3f8 as an example: 20190518_b3f8.fif and 20190518_b3f8-1.fif are the files for the first sentence set (please note the sequence to concatenate them, first is *.fif, then is *-1.fif); 20190518_b3f8_JEP.fif is the file for the second sentence set (adapted from Degno et al. 2019, Journal of Experimental Psychology).<br>The triggers in each .fif files are as followings:1: onset of the baseline fixation2: onset of the start_rectangle before a sentence4: onset of a sentence8: offset of a sentence16: onset of the inter-trial-interval32: onset of a pure tagging task (not used in analysis)64: onset of a resting stage with eye-opened (not used in analysis)128: onset of a resting stage with eye-closed (not used in analysis)<br>The channel of photo-diode that represents the tagging signal is 'MISC004'.
DOI: 10.6084/m9.figshare.20764777.v1
title: LifeForm Trait Database

description: This dataset contains 1 data file that describes the life cycle (annual or perennial) and biomass composition (woody or herbaceous) of a given species. <br> Information on data acquisition, cleaning, and preparation is available in the supplement of "Revising the global biogeography of plant life cycles".
DOI: 10.6084/m9.figshare.22623331.v1
title: Code Snippets Dataset

description: Part of https://github.com/Kamel773/SourceCodeClassification dataset, extended with gists and cleaned.
DOI: 10.6084/m9.figshare.7533104.v2
title: Week-Mobility-Network

description: The mobility network
DOI: 10.6084/m9.figshare.c.3640640_d1.v1
title: Additional file 2: of Protein Sequence Annotation Tool (PSAT): a centralized web-based meta-server for high-throughput sequence annotations

description: The EC2KEGG output for the RV1423 analysis sorted in ascending order by the FDR value. (XLSX 58Â kb)
DOI: 10.17632/n7nfds5842
title: Gaze behavior and gender in pistol shooting

description: Gaze behavior (quiet eye and pupillometry) and performance (scores) longitudinal data from male and female cadets in the execution of pistol shooting under low and high pressure. The study was carried out over four sessions, with intervals of 4.5 months between them. During each session, 16 men and 12 women, first-year cadets (mean age 21.5 ± 1.6 years) of The Brazilian Army Academy, performed a series of ten pistol shots under low pressure and ten shots under high pressure (time constraint, backpack, and instructor disturbance). The order of pressure conditions was counterbalanced among participants and sessions. The cadets shot in the upright position and wore an eye-tracker. The shots were fired from a 40cm-platform using a regulation pistol and ammunition at a target distance of 15 meters from the shooter and whose center was at 140cm from the floor.
DOI: 10.6084/m9.figshare.23144474.v1
title: Example database

description: Example database used for training and predicting.
DOI: 10.6084/m9.figshare.29095904.v1
title: <b>Data for "a large intraplate hydrogen-rich hydrothermal system driven by serpentinization in the western Pacific: Kunlun"</b>

description: Measured data of authigenic carbonates from the Kunlun hydrothermal pipe swarm