cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6y9bdgg8yr
title: Dataset on microplastic presence, bioconcentration factor and health indices of four commercial fish species in the Lagos Lagoon, Nigeria

description: Our research hypothesized microplastic accumulation in fish tissues, probable microplastics bioconcentration factor greater than 1 and subsequent impact on condition factor of the fish species across the dry and wet seasons in the Lagos Lagoon, Nigeria. The data set describes microplastic concentrations in commercially available fish species in the Lagos Lagoon, Nigeria. The bioconcentration factor of microplastics and the health index/condition factor of the fish species were computed using the Microsoft office Excel 2016. This dataset also presents this information across the two major seasons experienced in Nigeria: the dry and the wet seasons.
128 fish samples were collected from four different sampling points during the dry and wet seasons. Microplastics were isolated from fish tissues and were analysed for the identification of different polymer types. Condition factor of the fish species were analysed using the formula: 100 ×weight/(Length^3 ). Bioconcentration factor of microplastics in each species was calculated as: (Concentration of microplastics in fish tissue)/(Concentration of microplastics in water). 
Microplastics were isolated from the fish tissues by tissue digestion in potassium hydroxide (1:4, w/v) with incubation in 40 ℃ for 3 days and extracted by ultrafiltration. Extracted microplastics were identified using the Fourier Transform Infrared spectrometer. The health index/condition factor of the fish species and bioconcentration factor of microplastics were computed using the Microsoft Office Excel 2016.
The importance of this data set is that provides an insight into the presence of microplastics in the visceral tissues and subsequent health indices of four commercial fish species in the Lagos Lagoon. Furthermore, ecotoxicologists and environmental protection agencies will find the data useful for toxicological studies on edible fish species exposed to environmentally relevant concentrations of microplastics. This data set is useful for further safety investigations into the risks posed to the physiological functions of aquatic organisms due to microplastic ingestion.
DOI: 10.17632/zsvpykjs32
title: Stochastic Optimization of Hybrid Wind-Solar-Hydro System Configuration Under Spatiotemporal Heterogeneity and Climate Uncertainty：Datasets and Supplementary Materials

description: This dataset comprises comprehensive data to support research in WSH-OPT modeling. It primarily includes the following components:
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1、ERA5 Hourly Meteorological Data (1940-2022):
Format: NetCDF (.nc)
Content: This file contains ERA5 hourly reanalysis meteorological data spanning from 1940 to 2022. The data is associated with the specific locations of planned wind and photovoltaic (PV) power plants, providing crucial meteorological variable inputs for wind and solar resource assessment and power generation modeling.

2、Clustering Analysis of Power Plants within the River Basin: Script: clustering_fuzzyCmeans.py
Description: This Python script implements the Fuzzy C-means clustering algorithm. It is used to perform spatial clustering of all planned wind and PV power plants within the river basin.
Method: The optimal number of clusters is determined by calculating the Xie-Beni index, ensuring an optimal balance between cluster compactness and separation.

3、Clustering Results :pv_clustering_details.txt &wind_clustering_details.txt
Description: This text file details the results of the Fuzzy C-means clustering performed on the wind and PV power plants.
Content: It includes the central coordinates (longitude and latitude) of each cluster and the number of power stations within that cluster. Based on the file content, the PV power plants were grouped into 6 clusters and the wind power plants were grouped into 7 clusters. 

4、Wind and Solar Power Generation Scenario Generation Model:Script: CVAE.py
Description: This Python script implements a Conditional Variational Autoencoder (CVAE) model.
Purpose: The model is designed to learn the time-series characteristics of wind and solar power generation. It can generate diverse and statistically representative power output scenarios conditioned on specific factors (e.g., month). This is crucial for studies such as power system planning and reliability assessment.

5、Hydropower Runoff Data:
Please note that hydropower runoff data is not included in this dataset due to confidentiality restrictions.
DOI: 10.6084/m9.figshare.11672244.v1
title: Aladin Kurtanovic Basics of C# programming Certificate "Autumn Coding School 2019"

description: Aladin Kurtanovic Basics of C# programming Certificate "Autumn Coding School 2019"
DOI: 10.6084/m9.figshare.19775992.v1
title: Human embryo normalized gene expression data

description: Normalized (Data S2) and non-normalised (Data S3) gene expression matrix from RNA-seq data for genes and transposable elements in human embryonic development from zygote through to E5.5. Includes single embryo RNA-seq data from arrested embryos. Data is from a reanalysis of GSE66507, PRJEB11202 and GSE36552 embryo RNA-seq data
DOI: 10.6084/m9.figshare.7286219.v2
title: Gzipped MAKER gene annotations (GFF3) for Sinella curviseta

description: Gzipped MAKER gene annotations (GFF3)
DOI: 10.17632/2njt99r7jd
title: Immersive technology adoption in cultural organizations

description: Data set regarding immersive technology adoption in spanish cultural heritage institutions
DOI: 10.6084/m9.figshare.7044368.v1
title: Allele frequency dynamics in a pedigreed natural population

description: Data and code for "Allele frequency dynamics in a pedigreed natural population"by N Chen, I Juric, EJ Cosgrove, R Bowman, JW Fitzpatrick, SJ Schoech, AG Clark, G Coop.<br>Details in README.txt. Please contact the authors if you plan on using these data.
DOI: 10.6084/m9.figshare.5554525.v1
title: Experiment CLA-SubjectE-151225-3States

description: Experiment in which subject performed 3 imageries of left and right hand motion and a passive state.
DOI: 10.17632/bwhzzgkxwv
title: Psychosocial Predictors of Problematic Social Media Use and Internet Gaming Disorder in University Students (Dataset)

description: This dataset includes responses from 935 university students (M = 21.23; SD = 4.23; 66.09% female) who completed a battery of self-report measures assessing personality traits, emotional dysregulation, decision-making styles, and executive control, as well as indicators of Problematic Social Media Use (PSMU) and Internet Gaming Disorder (IGD). The data were collected as part of a cross-sectional study conducted within the framework of the I-PACE model (Brand et al., 2019), aiming to identify shared and distinct psychosocial predictors of PSMU and IGD in young adults.
Variables include raw scores for all scales, demographic information (age, gender), and group classifications based on vulnerability to PSMU, IGD, or co-occurrence of both. The dataset can be used to explore behavioral addiction profiles in youth, the interaction between cognitive-emotional variables, and the development of tailored prevention strategies.
DOI: 10.17632/cd9cf2fb76
title: FORECAST

description: Measuring tumour evolvability metrics to predict recurrence in advanced localised prostate cancer using multi-biopsy targeted sequencing of prostate cancer specific genes, low coverage whole genome sequencing and matching image analysis.

Version 4 note: cell_classes.zip corrected to easier formatting, sequenced_subregions.zip added to identify regions sequenced within slide images and Forecast ID reference added to allow for conversion from slide IDs to sequencing IDs.
DOI: 10.17632/ph7zswf84d
title: Risk factors and temporal associations of progression of the atopic march in children with early-onset atopic dermatitis: Supplemental material

description: Supplemental tables to Risk factors and temporal associations of progression of the atopic march in children with early-onset atopic dermatitis in the Journal of the American Academy of Dermatology
DOI: 10.6084/m9.figshare.19874176.v1
title: Data and code from "Risks to biodiversity from temperature overshoot pathways"

description: Post-processed climate data and code from <em>Risks to biodiversity from temperature overshoot pathways </em>(2022) Meyer ALS, Bentley J, Odoulami RC, Pigot AL, Trisos CH. Philosophical Transactions of the Royal Society B, 20210394. https://doi.org/10.1098/rstb.2021.0394 <br> The raw climate data used in the analyses were not uploaded because the file size exceeds the storage quota from Figshare. The files can be obtained at <sub>https://esgf-node.llnl.gov/search/cmip6/</sub>
DOI: 10.6084/m9.figshare.21874950.v1
title: BD - Educational Environment and SM Disorders (coding).xlsx

description: BD - Educational Environment and SM Disorders (coding)
DOI: 10.6084/m9.figshare.28861655.v5
title: Benchtop experimental results of the electrogoniometry system and sample data collected during human trials.

description: Datasets were used to generate Figs 2e, 2f, and 3a-c in the main text of the paper titled "<i>Soft, Skin-Interfaced Wireless Electrogoniometry Systems for Continuous Monitoring of Finger and Wrist Joints.</i>"Sample data from the human trials are also available in this repository.
DOI: 10.6084/m9.figshare.5960917.v2
title: Data_Automatic Classification of Children with Autism Spectrum Disorder by Using a Computerized Visual Orienting Task

description: Data for paper Automatic Classification of Children with Autism Spectrum Disorder by Using a Computerized Visual Orienting Task<br> <br>
DOI: 10.6084/m9.figshare.7300496.v2
title: Data for "High-Frequency Fluctuations in Post-Stenotic Patient Specific Carotid Stenosis Fluid Dynamics: A Computational Fluid Dynamics Strategy Study"

description: To ease reproducibility and comparison to other solvers we provide the results of our spatial and temporal refinement study of a patient-specific stenosed carotid artery. In this repository we present:- All 6 meshes- Problem file for the fluid solver used, Oasis (https://github.com/mikaem/Oasis)- The mean velocity, mean fluctuating velocity, and TKE for the reference solution- Slices of TKE for all simulations
DOI: 10.17632/3k74rfd5bf
title: Ma et al., 2021.

description: Please refer to "Ma Q, Wang P, Fan J and Klar A. Underground solar energy storage via energy piles: an experimental study. 2021." for details.
DOI: 10.17632/588cc4ydv2
title: Anexo IV. Escala de sensibilidad intercultural

description: Instrumento que evalúa la sensibilidad intercultural, validado en alumnado en etapa de 10 a 13 años de edad, en contexto de escuelas rurales en el sur de Chile.
DOI: 10.6084/m9.figshare.13488624.v1
title: Data S1-6

description: EEG Data
DOI: 10.6084/m9.figshare.25164194.v1
title: 118_node PS and 25_node GS data and GCN-based feasible operating region dataset

description: The raw data used for the study of the feasible operating region of PtH facilities, so that readers can conduct further research through this dataset
DOI: 10.6084/m9.figshare.26338975.v1
title: VCF filtered files from <i>P. guarapuavensis,</i> <i>P. scheideana,</i> <i>P. saxicola,</i> <i>P. reitzii,</i> <i>P. interior and P. axillaris </i>as outgroup.

description: The great diversity of species in nature arises through various processes, with rapid and recent diversification, or evolutionary radiations, playing a critical role in biodiversity evolution. In montane systems, plant radiations can result from various speciation modes, including ecological adaptation, progenitor-derivative speciation, pollinator isolation, and geographical isolation followed by local adaptation. This study uses Petunia species to investigate the main drivers of their rapid divergence and the colonization of highlands. Employing low coverage genome sequencing and a genomic population approach, we focused on detecting structuration, ecological inference, hybridization/introgression, and phylogenetic patterns. Our findings reveal an intricate and complex array of drivers of diversity. Evidence of ecological adaptation was observed without strong genetic diversification. We identified rapid differentiation in two lineages that did not undergo significant morphological changes. Crucially, ancestral polymorphism played a significant role in maintaining genetic diversity, facilitating the fast divergence of these species. During the Pleistocene, these Petunia species expanded into new areas, followed by fragmentation as forests expanded and contracted in response to climatic fluctuations. This period of environmental change was pivotal in promoting rapid speciation through geographic isolation and subsequent adaptation to varied habitats. This study highlights the multifaceted nature of species diversification, influenced by a confluence of geographic distribution, demographic history, hybridization, and climatic changes. The interplay of these factors emphasizes the diverse and dynamic pathways to speciation, contributing to a deeper understanding of plant diversification and the importance of both genetic and environmental factors in shaping biodiversity.
DOI: 10.6084/m9.figshare.27871752.v1
title: <b>CBF_2023_2024_1512</b>: Efectos en los patrones de intercambio de agua entre océano y estuario producidos por zonas de máxima salinidad, oleaje y surgencias en regiones semiáridas

description: Repositorio de datos obtenidos a traves de los fondos otorgados por el CONAHCyT para el proyecto CBF-2023-2024-1512 titulado Efectos en los patrones de intercambio de agua entre océano y estuario producidos por zonas de máxima salinidad, oleaje y surgencias en regiones semiáridas. Estos datos tienen licencia CC BY que obliga a dar crédito al autor por cualquier uso que se le de a los datos.Se comparten los datos crudos como se obtienen de los instrumentos utilizados sin un procesamiento previo. El autor no es responsable de las interpretaciones que se les den a los datos compartidos.Cualquier duda comunicarse por correo electronico: braulio.juarez@uabc.edu.mx
DOI: 10.6084/m9.figshare.8091290.v1
title: Legge-Smith-et-al-2019-Impacts-of-fire-livestock-on-mammals.xlsx

description: Animal trapping data from a 13 year study in Australia's tropical savannas, with a sampling design that aimed to tease apart the interacting effects of fire and livestock on small mammals. Data analysis and interpretation is published in Conservation Science and Practice (Legge, Smith et al 2019).
DOI: 10.17632/y3756v8237
title: Mapping dataset between Japanese Pharmaceuticals and RxNorm

description: This open dataset is the result of an effort to map Japanese pharmaceutical codes to RxNorm for the OHDSI project. Initially, a semi-automated mapping process using a large language model (LLM) was performed, followed by validation by two licensed pharmacists. The verified and curated data were made publicly available in TSV file format.
DOI: 10.6084/m9.figshare.27950631.v1
title: Data for "<b>A Tri-level </b><b>Planning strategy for Integrated Power and Transport Systems Incorporating EV Elastic Charging Behaviors</b>"

description: The data is used only for the work “<b>A Tri-level </b><b>Planning strategy for Integrated Power and Transport Systems Incorporating EV Elastic Charging Behaviors</b>”
DOI: 10.6084/m9.figshare.c.3605030_d7.v1
title: Additional file 3: Table S1B. of Comparative transcriptome analysis revealing dormant conidia and germination associated genes in Aspergillus species: an essential role for AtfA in conidial dormancy

description: GO terms that were enriched in GeAGs. (XLSX 56Â kb)
DOI: 10.17632/sbh8pnpnmn
title: Data for: Repurposed Electric Vehicle Battery Performance in Second-life Electricity Grid Frequency Regulation Service

description: These files contain experimental results collected in 2018 during testing of six second-life electric vehicle batteries under a 24-hour frequency regulation (FR) duty-cycle prescribed by Sandia National Laboratories (SNL). The maximum FR power in the duty-cycle is four times the 4-hour constant-power discharge rate of the battery in question. 'MeasureLogger' files contain 1-second measurement logs collected during each test. 'SummaryLogger' files contain summaries of the measurements collected during each programmed step in the test protocol. The 'Legend' file elaborates on the column headers used in the MeasureLogger and SummaryLogger files, as well as the programmed steps in the test protocol.
DOI: 10.17870/bathspa.13242053.v1
title: Appendix Q - Extract Researcher Diary - Using Creative Writing to Explore Identity Formation: A Participatory Study with Adolescents in Post-Conflict Colombia (PhD Thesis)

description: This document has been uploaded as an appendix for the thesis, <i>Using Creative Writing to Explore Identity Formation: A Participatory Study with Adolescents in Post-Conflict Colombia</i>.<br>This item contains an extract from the researcher's diary written while undertaking the study. The open access version deposited here is redacted where necessary to protect personal details.
DOI: 10.6084/m9.figshare.28703030.v1
title: <b>Predicting soil reactive nitrogen losses under straw return based on straw biochemical characteristics: A meta-analysis</b>

description: Qingwen Jiang, Xuezhi Liu, Yue Li, Junsheng Lu, Qiliang Yang, Hao Feng, Na Li, Jiaping Liang, Ling Yang, Kadambot H.M. Siddique.Predicting soil reactive nitrogen losses under straw return based on straw biochemical characteristics: A meta-analysis.<i>CATENA.</i>
DOI: 10.17632/76r8jmwg62
title: A real-time optimization module for employees transportation in an energy industry

description: Artificial dataset and instances description for VRPTE (Vehicle Routing Problem for Transportation of Employees)
DOI: 10.6084/m9.figshare.21215114.v1
title: Puncak Jaya Herbarium specimen datasets

description: Specimen data for multiple collecting trips along the Mount Jaya elevation gradient.
DOI: 10.6084/m9.figshare.22099592.v2
title: Waterlily genomes reveal the molecular basis for organ gigantism and stamen function innovation

description: Four Nymphaeales genome annotation
DOI: 10.6084/m9.figshare.28562855.v2
title: Raw data gross Pi fluxes and soil analyses

description: Phosphorus (P) is crucial for ecosystem functioning, yet primary productivity in many tropical regrowth forests on highly weathered soils is assumed to be limited by P availability. Here, we used an isotope pool dilution (IPD) technique to quantify gross inorganic P (Pi) transformation rates along secondary forest succession trajectories in the central Congo Basin to assess land-use change effects on soil P cycling.We considered gross Pi desorption and gross organic P (P<sub>O</sub>) mineralization together as a joint influx of Pi into the bicarbonate-extractable Pi pool (BIC-extractable Pi; P<sub>BIC</sub>), termed “gross mobilization”, while gross Pi sorption and gross microbial Pi uptake were treated as a joint efflux of Pi from the P<sub>BIC</sub> pool, referred to as “gross immobilization”. Average gross fluxes ranged between 0.11 and 0.26 µg P g<sup>-1</sup> d<sup>-1</sup>, which is at the lower end of globally observed soil gross P cycling rates. No significant trends in soil BIC-extractable Pi or Pi fluxes were found along secondary forest succession trajectories, and P<sub>BIC</sub> showed a rapid turnover time (ca. 2 days). Environmental controls on gross Pi transformation rates varied between sites with the highest gross rates noted for sandy soils, while heavier, clayey soils resulted in lower rates, as well as lower P<sub>BIC</sub>. Significant predictors for gross Pi fluxes included variables related to microbial activity (tracer recovery in microbial biomass and microbial biomass carbon), as well as the P<sub>BIC</sub> pool size and dissolved organic carbon, reflecting both biotic and abiotic controls.These findings highlight the importance of microbial and physicochemical characteristics for P cycling in tropical forests soils, especially in landscapes impacted by slash-and-burn agriculture. Furthermore, enhancing representation of soil P cycling in global dynamic vegetation models can improve predictions of resilience of tropical forest.
DOI: 10.6084/m9.figshare.1245061.v1
title: The Precision-Recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets

description: T1 and T2 data for the re-analysis of the MiRFinder study. <strong>testdata.tar.bz2</strong>: it contains the test datasets for T1 and T2. Both T1 and T2 consist of positive and negative datasets separately. <strong>predictiondata.tar.bz2</strong>: It contains the prediction data of five different miRNA gene prediction algorithms.
DOI: 10.6084/m9.figshare.20022491.v1
title: Influence of different types of noise on sentence recognition in normally hearing adults

description: ABSTRACT Objective: to analyze speech perception in normally hearing adults when listening in silence and with different types of noise. Methods: 40 individuals of both sexes, aged 18 to 45 years, participated in the study. Speech perception was assessed with the Lists of Sentences in Portuguese test, without a competing noise and with speech-spectrum, babble, and cocktail party noise. A mixed-effects linear regression model and the 95% confidence interval were used. Results: the subjects’ performance was worse in the three types of noise than in silence. When comparing the types of noise, differences were found in all combinations (speech-spectrum X babble, speech-spectrum X cocktail party, and babble X cocktail party), with a worse performance in babble, noise, followed by cocktail party. Conclusion: all noises negatively influenced speech perception, with a worse performance in babble, followed by cocktail party and speech-spectrum.
DOI: 10.6084/m9.figshare.24347356.v2
title: Molecular dynamics investigations of human DNA-topoisomerase I interacting with novel Dewar Valence photo-adducts: insights into inhibitory activity (best poses)

description: Chronic exposure to ultraviolet (UV) radiation is known to induce the formation of both cyclobutane pyrimidine dimers (CPDs) and Dewar valence photo-adducts (DVs) in DNA. While CPDs occur at a frequency three or four times greater than DVs, recent studies have unveiled that the latter display superior selectivity and significant stability in interaction with the human DNA/Topoisomerase 1 complex, highlighting notable anti-melanoma properties. To better comprehend the behaviour of these thymine-based photoadduct ligands (DV) in a biological context, we conducted four all-atom molecular dynamic simulations spanning 1 microsecond. These simulations examined the stability and conformational changes of two DNA/TOP1-DV complexes in solution, and their molecular counterparts, DNA/TOP1-biomimetic thymine dimers. Results from root-mean-square deviation (RMSD) and root-mean-square fluctuation (RMSF) analyses unequivocally confirmed increased stability of the DNA/TOP1-DV complexes throughout the simulation duration. Furthermore, we performed detailed interaction analyses, uncovering the presence of salt bridges, hydrogen bonds, water-mediated interactions, hydrophobic interactions, and π stacking interactions. Ultimately, pinpointing the non-covalent interactions within the complexes enabled the evaluation of receptor residues involved in these interactions and proposed a potential TOP1 inhibition mechanism. These findings emphasise the prospective use of DV photo-adducts as antitumor agents. Our study may pave new avenues in cancer therapy.
DOI: 10.6084/m9.figshare.5350714.v1
title: Raw data set for the study “What women prefer and what they think they prefer in short- and long-term partners. The effects of the phase of the menstrual cycle, hormonal contraception, pregnancy, and the marital and the parenthood status on partner preferences”

description: csv file with raw data. Some of them have not been analysed yet. If you want to do a new study on this data set, please contact Jaroslav Flegr flegr@cesnet.cz