cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28915820.v1
title: GABA oolong tea

description: This study investigated the optimization of microbial co-fermentation to enhance GABA content in White Baicha Qilan oolong tea using Lactobacillus brevis and Lactobacillus plantarum subsp. Plantarum. The optimal conditions were determined to be a 3:7 ratio of L. brevis to L. plantarum, with 2 mL bacterial suspension added to 1 g tea at 37°C for 36 hours. Under these conditions, GABA content increased by 98% to 1.98 mg/g in spring tea leaves.
DOI: 10.6084/m9.figshare.3556701.v1
title: Appendix A. Timing of chick growth and fledging.

description: Timing of chick growth and fledging.
DOI: 10.17632/575z54tgb6
title: Code for: Energy modeling of solar water heating systems with on-off control and thermally stratified storage using a fast computation algorithm

description: Julia code for solar thermal simulations included in "Energy Modeling of Solar Water Heating Systems with On-Off Control and Thermally Stratified Storage Using a Fast Computation Algorithm"
DOI: 10.17632/zw8mtbm5b9
title: gym recommendation

description: Overview
This dataset is designed to support a gym recommendation program that provides personalized fitness plans based on individual health profiles and fitness goals. The data includes various attributes that describe users' demographic information, health conditions, fitness goals, and the recommended fitness regimen.

Columns Description
ID: Unique identifier for each user.
Sex: Gender of the user (Male/Female).
Age: Age of the user in years.
Height: Height of the user in meters.
Weight: Weight of the user in kilograms.
Hypertension: Indicates whether the user has hypertension (Yes/No).
Diabetes: Indicates whether the user has diabetes (Yes/No).
BMI: Body Mass Index calculated as weight in kilograms divided by the square of height in meters.
Level: BMI category indicating the user's weight status (e.g., Underweight, Normal weight, Overweight, Obese).
Fitness Goal: The primary fitness objective of the user (e.g., Weight Gain, Weight Loss, Muscle Gain).
Fitness Type: Type of fitness activities recommended for the user (e.g., Cardio, Muscular Fitness).
Exercises: List of recommended exercises tailored to the user's fitness goal and health conditions.
Equipment: List of necessary equipment for the recommended exercises.
Diet: Dietary suggestions to complement the fitness plan.
Recommendation: General advice and guidelines to help the user achieve their fitness goals effectively.
DOI: 10.6084/m9.figshare.3531932.v1
title: Appendix D. Estimates of annual emergence of aquatic insects from streams summarized from the literature.

description: Estimates of annual emergence of aquatic insects from streams summarized from the literature.
DOI: 10.15468/dl.frkhmq
title: Occurrence Download

description: A dataset containing 13640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mollusca",
 "Year 2014-2024"
 ]
}

 The dataset includes 13640 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013356-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.19785877.v1
title: Focal accuracy estimates and landscape metrics for built-up areas from the GHS-BUILT R2018A in Massachusetts, USA.

description: These files are supplementary data for this publication: <strong>Uhl JH & Leyk S (2022). "</strong>Assessing the relationship between morphology and mapping accuracy of built-up areas derived from global human settlement data (https://doi.org/10.1080/15481603.2022.2131192)<strong>.</strong> Each geopackage (GPKG) file contains a set of point locations (in EPSG:3857) attributed with focal accuracy metrics of the GHS-BUILT-R2018A epochs 1975 and 2014, calculated within different levels of spatial support (i.e., focal window size) and for different analytical units (i.e., 30m grid cells, and 3x3 grid cell blocks). Moreover, each location is attributed with focal landscape metrics of built-up areas calculated in the same focal windows using the software Fragstats. These landscape metrics are calculated based on both, GHS built-up areas and reference built-up areas. Reference built-up areas were derived from the Multi-temporal building footprint database for 33 U.S. counties (MTBF-33). These datasets can be used for spatially explicit predictive modeling of the GHS-BUILT R2018A data accuracy using landscape metrics as predictor variables. <strong>File nomenclature:</strong> <strong>lsm_ref_accuracy_sample_2014_1000.gpkg :</strong> landscape metrics calculated from the reference built-up areas, for the epoch 2014, using a quadratic focal window of 1,000m x 1,000m. <strong>lsm_ghs_accuracy_sample_1975_10000.gpkg :</strong> landscape metrics calculated from the ghs built-up areas, for the epoch 1975, using a quadratic focal window of 10,000m x 10,000m. <br> Data processing: Johannes H. Uhl, University of Colorado Boulder (USA), 2020-2022. <br>
DOI: 10.6084/m9.figshare.20752093.v1
title: Data & code for - The effect of experimental hybridization on cognition and brain anatomy: limited phenotypic variation and transgression in Poeciliidae

description: The role of hybridization as a driver of variation and novelty in traits linked to fitness is well recognized, yet it remains largely unknown whether hybridization can fuel behavioural novelty by promoting phenotypic variation in brain morphology and/or cognitive traits. In this study, we investigated the effect of hybridization on brain anatomy, learning ability, and cognitive flexibility in first- and second-generation hybrids of two closely related fish species (<em>Poecilia reticulata</em> and <em>P. wingei</em>). <br> This depository contains a README file detailing information contained in each data file, the datasheets that identify the crossing group of each fish, the raw data from the brain morphology measurements, the raw data from the associative learning and reversal learning tasks, and a processed data table containing information on the performance of the fish in both tasks (learning criterion). We also provide the R code used for all analyses and to generate the graphs presented in the manuscript.
DOI: 10.6084/m9.figshare.21749651.v1
title: Data and R code corresponding to publication: "The impact of alcohol taxation increase on all-cause mortality inequalities in Lithuania: an interrupted time series analysis" [after revision - published]

description: Presented are the data and the R codes required to obtain the findings published in the study "The impact of alcohol taxation increase on all-cause mortality inequalities in Lithuania: an interrupted time series analysis" <br> Authors: Jakob Manthey, Domantas Jasilionis, Huan Jiang, Olga Meščeriakova, Janina Petkevičienė, Ričardas Radišauskas, Mindaugas Štelemėkas, Jürgen Rehm
DOI: 10.6084/m9.figshare.27850596.v1
title: Global tropospheric OH variations caused by the main OH precursors

description: Data-driven-OH-variation.rarChanges in global tropospheric column-averaged, air-mass-weighted OH concentrations relative to 2005, driven by major OH precursors, as estimated through an integrated observation- and model-based approach.
DOI: 10.17632/ddrzk7t5nt
title: The MID spectra of e liquids were acquired using a Bruker Alpha II (Universiti Putra Malaysia) instrument equipped with an attenuated total internal reflection (ATR)

description: 25 e-liquid samples purchased from various vape shops in Ampang Jaya, Malaysia, along with an e-liquid booster
DOI: 10.6084/m9.figshare.13662230.v2
title: Neighbourhood-level wMel and dengue data

description: Neighbourhood-level data on monthly wMel prevalence in Aedes aegypti and dengue notified cases, underlying the analyses and figures in the submitted manuscript 'Effectiveness of <i>Wolbachia</i>-infected mosquito deployments in reducing the incidence of dengue and chikungunya in Niteroi, Brazil: a quasi-experimental study'. The neighbourhood-level analysis (and dataset) now excludes Jurujuba neighbourhood in Zone 1 where pilot releases were conducted in 2015-16, because the wMel monitoring in 2015-16 in Jurujuba was only representative of the small release areas whereas the case data is for the whole neighbourhood.
DOI: 10.6084/m9.figshare.14399393.v1
title: Questionnaire.docx

description: This is a questionnaire
DOI: 10.17632/jv4wj2w23x
title: MADWAVE3: A quantum time dependent wave packet code for nonadiabatic state-to-state reaction dynamics of triatomic systems

description: We present MADWAVE3, a FORTRAN90 code designed for quantum time-dependent wave packet propagation in triatomic systems. This program allows the calculation of state-to-state probabilities for inelastic and reactive collisions, as well as photodissociation processes, over one or multiple coupled diabatic electronic states. The code is highly parallelized using MPI and OpenMP. The execution requires the potential energy surfaces of the different electronic states involved, as well as the transition dipole moments for photodissociation processes. The formalism underlying the code is presented in section 2, together with the modular structure of the code. This is followed by the installation procedures and a comprehensive list and explanation of the parameters that control the code, organized within their respective namelists.
Finally, a case study is presented, focusing on the prototypical reactive collision H+DH(v, j)→ H2(v', j') + D. Both the potential energy surface and the input files required to reproduce the calculation are provided and are available on the repository's main page. This example is used to study the parallelization speedup of the code.
DOI: 10.17632/syt3yrr7f5
title: Analyzing Optimal Battery Sizing in Microgrids

description: The dataset is generated using the mixed integer linear programming (MILP). The MILP is a linear optimization problem extensively used while solving optimal sizing and selection problems of Distributed Energy Resources (DERs) and energy storage in microgrids. The problem is solved by the power balance of different DERs and energy storage as compared to the total load. Random sizes are entered into respective matrices to form a generation mix and each generation mix is then compared to fully satisfy the load demand. 

The data set for a residential microgrid with 24255 samples and 40 parameters is extracted using a MILP- based microgrid model. The extracted parameters and their description is enclosed as “Dataset generation techniques factors and external factors.pdf”. The dataset is enclosed as "Analyzing_optimal_battery_sizing_in_microgrids_Dataset.xlsx".

to use this dataset please cite this article: 
Hajra Khan, Imran Fareed Nizami, Saeed Mian Qaisar, Asad Waqar, Moez Krichen and Abdulaziz Turki Almaktoom,
Analyzing optimal battery sizing in microgrids based on the feature selection and machine learning approaches,
Energies, MDPI, 2022,

* This paper is accepted for publication on the 13th of October 2022. It will appear soon online.
DOI: 10.6084/m9.figshare.11926272.v1
title: Stata Analysis dta file for peri-urban paper on women's preferences for place of delivery in a peri-urban setting, Kenya

description: The dataset is the STATA dta file containing the analysis of the data for the study on eliciting preferences for place of delivery for peri-urban setting women in Kenya.
DOI: 10.17632/svp3xmmt23
title: Dataset: Estonia

description: This dataset presents the DTW digital map for an area of interest in Estonia, bounded by points. Area: 150 km^2. Reference coordinate system: WGS EPSG 4326. Coordinates: Point 1 X 26.892116; Y 59.168692; Point 2 X 26.891690; Y 59.303397; Point 3 X 26.716087; Y 59.303132; Point 4 X 26.717204; Y 59.168429. Changelog: 1. Added Fire Ponds Allocation. Results will be presented at The 2nd International Electronic Conference on Forests — Sustainable Forests: Ecology, Management, Products and Trade (IECF2021), 01.09.2021, online.
DOI: 10.6084/m9.figshare.13415198.v1
title: XRD data

description: XRD data acquired on powdered samples
DOI: 10.6084/m9.figshare.19448219.v5
title: The China Plant Trait Database Version 2.0

description: Here we present version 2.0 of the China Plant Trait Database, which contains information on morphometric, physical, chemical, photosynthetic and hydraulic traits from 1529 unique species in 140 sites spanning a diversity of vegetation types. Version 2 has five improvements compared to the previous version: (1) new data from a 4-km elevation transect on the edge of Tibetan Plateau, including alpine vegetation types not sampled previously; (2) inclusion of traits related to hydraulic processes, including specific sapwood conductance, the area ratio of sapwood to leaf, wood density and leaf turgor loss point; (3) inclusion of information on soil properties to complement the existing data on climate and vegetation (4) assessments of the reliability of individual trait measurements; and (5) inclusion of standardized checklists and templates for systematical field sampling and measurements. <br>
DOI: 10.6084/m9.figshare.28113944.v1
title: Database Mental Health of Nurses Three Years Post Corona Virus Outbreak In Lebanon

description: Amid the COVID-19 pandemic mental health of nurses has been directly impacted. Through measuring levels of anxiety, depression, and PTSD, the study aims to assess the mental health of nurses three years after the COVID-19 outbreak. Nurses reported a substantial impact on their mental health due to the pandemic, emphasizing the urgent need for evidence-based leadership interventions.
DOI: 10.6084/m9.figshare.16993729.v2
title: Hope as the mediator in the relation between resilience and life satisfaction among Tibetan orphans

description: The raw data was provided in csv format. In dataset, the variable name beginning with R represents the score of resilience scale, H represents the score of hope scale, and L represents the score of hope scale.
DOI: 10.6084/m9.figshare.22670626.v1
title: Genomic diversity of wild and cultured Yesso scallop <em>Mizuhopecten yessoensis</em> from Japan and Canada

description: Data and metadata to support the associated manuscript. Includes: - sample information file for stacks_workflow: sample_information.csv <br> - single SNP per locus VCF, ped and map (plink), and genepop formats: -- populations.snps_2023-01-06.vcf -- populations.plink_2023-01-06.ped -- populations.plink_2023-01-06.map -- pyes_p3_r0.7_maf0.01_single_snp_2023-04-03.gen <br> - microhaplotype VCF, RADpainter, and genepop formats: -- populations.haps_2023-01-06.vcf -- populations.haps_2023-01-06.radpainter -- pyes_p3_r0.7_mhaps_2023-04-03.gen
DOI: 10.6084/m9.figshare.6083549.v1
title: Validation of an experimental prototype of thick-layer fixed bed dryer and determination of the quality of the dried soybean grains

description: ABSTRACT. The aim of this study was to validate an experimental prototype dryer with a thick-layer fixed bed and determine the quality of the dried soybean grains. The drying system was designed as a chamber with four independent drying cells, with a capacity of 164 kilograms, an air ventilation system and heating with electric heaters. This prototype was used for soybeans with an initial water content of 17% (w.b.). The samples were collected from the top, middle and bottom of the four cells to evaluate the quality of the grains. The experimental design was completely randomized factorial (3 x 4 x 3), with three temperatures settings for the drying air (30, 40, and 50°C), four drying cells and three evaluation positions (upper, middle and lower). The grains did not undergo quality changes as a function of the drying cells. In the upper part of the drying cells, there was a reduction in the specific grain mass (851 kg m-³), an increase in electrical conductivity (140.02 μS cm-1 g-1), reduction in germination (63%) and oil content (7%) compared with the middle and lower dryer positions. The experimental prototype of the fixed bed dryer allowed a uniform distribution of the heated air in the drying cells, which was effective in the drying operation and in maintaining the quality of the soybean grains.
DOI: 10.6084/m9.figshare.25856860.v1
title: dataset_ecol and evol

description: While invasive success of alien plant species is often attributed to their superior competitive abilities, it is also suggested that competitive ability depends on the target species of competition and resource availability. In addition, it remains unclear whether invaders and natives exhibit distinctive intraspecific competitive intensities. This study aimed to evaluate the competitive ability of a successful invader, <i>Lactuca serriola</i>, through a combination of field surveys and a growth chamber experiment. First, we assessed biodiversity and the biomass of native plants in both <i>L. serriola</i>-invaded and uninvaded plots across nine sites. Subsequently, a pairwise competition experiment was conducted between <i>L. serriola </i>and three native weedy plant species commonly found in the<i> </i>invaded plots, under differential nutrient levels. Diversity indices of plant communities and the biomass of most natives showed no significant difference between invaded and uninvaded plots. <i>L. serriola</i> reduced the biomass of the tested natives, but natives also decreased <i>L. serriola</i> biomass when grown together. The intensity of interspecific competition was comparable between <i>L. serriola</i> and natives across nutrient treatments. Notably, intraspecific competition of <i>L. serriola</i> was weaker than that of natives, particularly manifest in the high-nutrient treatment. The results of both field and growth-chamber studies demonstrated that <i>L. serriola</i> was not a particularly strong competitor compared to its neighboring native weedy plants. Its successful invasion can be partially attributed to its weak intraspecific competition intensity, which potentially facilitate successful establishment with high density.
DOI: 10.6084/m9.figshare.28954385.v1
title: Source Data.xlsx

description: <b>Green roofs showed high interception efficiency of over 97% for trapping microplastics from atmospheric deposition highlighting the potential of green roofs in urban microplastic management, according to experiments with modular green roofs and simulated rainfall, conducted in Shanghai, China.</b>
DOI: 10.6084/m9.figshare.23635656.v1
title: <b>Appendix A.2 Single cell seeking behaviour at spheroid leading edge</b>

description: Time-lapse animation of bright-field images show invasion of WK1 spheroids into undiluted Matrigel™ matrix over 72 hours. Single cells at the leading edge of the invading spheroid exhibit cyclical "seeking" behaviour, detaching from collective front, then reattaching to "pull" remaining cell forward. 
<br>
Animated gif is 20 frames per second, time interval between frames is 20 minutes. Scale bar indicates 200µm.
DOI: 10.6084/m9.figshare.26038342.v1
title: Dataset for the Virtual Shoe Salon Project

description: This is the dataset for a research project called the Virtual Shoe Salon. The Virtual Shoe Salon is a project that focuses on young people, aged 18-24 years, and their sense of self as it is communicated and experienced through their footwear choices. The participants were asked to take photographs of their shoes and write a short narrative response to what the shoes mean to them and how the shoes make them feel as an individual. This dataset includes photographs, along with each individual's written narratives and demographic information.
DOI: 10.6084/m9.figshare.27916977.v1
title: Combined data sheet.xlsx

description: Combined data sheet<br>
DOI: 10.17632/hcst3fnryx
title: Personality Prediction

description: The data logged files of each participant in the "personality log files.rar". In addition personality data of each participant and the active window analysis data. The participants' data for correlations for the first study.
DOI: 10.6084/m9.figshare.16786102.v1
title: Reef fish abundance raw data

description: In 2013, reef fish community was accessed by visual census using lineal transects of 50 m. For the shallow depths (0-8 m, 9-15 m, 16-22 m, 24-30 m), the transects were extended in four directions (north, south, east and west) from the center of the sample area, for an area of 200 m<sup>2</sup>. The data was registered at two meters of distance from each side of the transect, where all fish individuals were recorded. The deepest transects (34-40 m, 44-50 m, 54-60 m, 64-70 m) were extended in one direction with an area of 50 m<sup>2</sup>, due to the geomorphology of the diapiric domes and restrictions of dive time. The shallow ranges of depth were made in 14 sites and the deep ranges in 3 of the 14 sites sampled. To avoid oversampling by the two observers, when an individual was crossing at the same time in the range of vision, only one of the observers counted the individual. Data was analyzed calculating the abundance per m<sup>2</sup> due to the differences in the total areas sampled between shallow and deepest zones (See main manuscript).
DOI: 10.17632/6gvy3dfxyh
title: Customer Classification with Multi-method Multivariate Techniques: An Application on Beauty Service Industry

description: SPSS file and output file for the Exploratory Factor Analysis, Cluster Analysis and Discriminant Analysis
DOI: 10.6084/m9.figshare.25611138.v1
title: Annotation of 100 Green Algae transcriptomes from the 1KP project

description: Transcriptome annotations for 100 species covering the main lineages of green algae produced by the 1KP project. Annotation have been performed using Transdercoder v5.5.0 and hints from Swissprot (downloaded in January 2019) and Pfam v32.
DOI: 10.17632/w24scm4w6r
title: Data on three modes of plasma electrolytic polishing of high-alloy austenitic steel

description: The data shared in this data set supports the article "Three modes of plasma electrolytic polishing of high-alloy austenitic steel". By analysing the provided photographs of the specimens before and after applying different surface treatment technologies, as well as the microscope data taken in order to evaluate the surface roughness evolution, one can conclude which described surface treatment method is the most efficient one. The full description of the used surface treatment technologies and conditions to which each specimen was subjected are presented in the above mentioned article.
The authors concluded that the particle blasting (PB) technology is a necessary intermittent step to reduce the initial surface roughness of additively manufactured specimens. All specimens analysed in this study were produced using the powder bed fusion electron beam (PBF-EB/M) technology. All specimens were particle blasted at the same conditions. After the PB step, the specimens were grouped and plasma electrolytic polished using three different modes of the process for 30 min, as it is explained in the main article "Three modes of plasma electrolytic polishing of high-alloy austenitic steel".
The obtained data supports the hypothesis that the standing wave mode of the plasma electrolytic polishing (PEP) is the most efficient method as it allows fastest material removal compared to the bath-PEP technologies. It also enables a local surface treatment avoiding polishing of the whole surface. Nevertheless, the standing-wave-PEP method is the most demanding on precision and accuracy in controlling the process as well as positioning of a specimen.
Finally, the data also supports the hypothesis that the optimisation of the PBF-EB/M parameters is a must so that the surface integrity of as-built parts would be increased and no excessive efforts on the surface post-processing would be needed.