cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/83bvxzx3bj
title: u-Blox F9P and Google Pixel 5 (repeated 20 minutes static measurements under variable conditions)

description: Raw GNSS data recorded using u-Blox ZED F9P receiver and Google Pixel 5 smartphone simultaneously. 20 minutes of measurement on open area point (first point according to time in a particular day), point with partial trees' canopy (second) and point under full canopy (third). 10 repetitions (particular days) under leaf-on conditions and 10 under leaf-off conditions.
The dataset is related to the paper "Static Positioning under Tree Canopy Using Low-Cost GNSS Receivers and Adapted RTKLIB Software " in the Sensors jornal (https://doi.org/10.3390/s23063136). Please, refer to this source when using the dataset.
DOI: 10.17632/cvmb5xgy7h
title: openFuelCell2: A new computational tool for fuel cells, electrolyzers, and other electrochemical devices and processes

description: Fuel cells/electrolyzers are efficient and clean electrochemical devices that convert chemical energy directly into electricity and vice versa. They have attracted sustainable attention over the past decade from multiple experimental and numerical studies. However, detailed experimental investigations are typically expensive and challenging for providing a number of operating conditions and designs. Computational analysis offers an alternative approach for these studies. With the steadily increasing high-performance computing resources available, the limitations of numerical simulations have substantially decreased. This contribution details the design choice and code structure of modern electrochemical devices, which have been implemented as a versatile C++ library named openFuelCell2 within the open-source platform OpenFOAM, allowing for large-scale parallel calculations to be performed. The solver considers the major transport phenomena in a typical electrochemical device, including fluid flow, heat and mass transfer, species and charge transfer, and electrochemical reaction. This enables numerical simulations on popular electrochemical devices, such as fuel cells and electrolyzers, to be conducted. The paper also describes the domain decomposition, and parallel performance issues, as well as future applications.
DOI: 10.17632/dbs3jdrpdd
title: Web Accessibility Evaluation Dataset

description: The dataset contains accessbility errors for each Australian university and relevant screeshot of the issues.
DOI: 10.6084/m9.figshare.25370944.v4
title: <b>Structural determinants of co-translational protein complex assembly</b>

description: <b>Data S1</b>. Details of structural datasets and co-translational assembly predictions, for Homo sapiens, <i>Escherichia coli</i>, and <i>Saccharomyces cerevisiae</i><b>Data S2</b>. OMICs data matrices matrix for human (includes the matrices for: Delta-Melting-Temperature, Melting-Curve-Dissimilarity, Protein-Abundance-correlation, Delta-Protein-Degradation-Rate, Delta-Transcription-Rate, Gene-Expression-correlation, Delta-Translation-Initiation-Efficiency, Delta-Translation-Elongation-Speed)
DOI: 10.6084/m9.figshare.29026130.v2
title: Genome annotation of the Indo-Pacific humpback dolphin.

description: This container includes five annotation files as follows: (1) Gene structure annotation; (2) Repeat sequence annotation generated by the RepeatMasker software; (3) Repeat sequence annotation generated by the RepeatModeler software; (4) Repeat sequence annotation generated by the RepeatProteinMask software; (5) Tandem repeat sequence annotation generated by the TRF software.
DOI: 10.6084/m9.figshare.29087948.v1
title: <b>Human mobility amplifies compound flood risks in coastal urban areas under climate change</b>

description: Figure 1. Exposure index of (a) weekday nighttime, (b) weekday daytime, (c) weekend nighttime and (d) weekend daytime. <br>Figure 2. (a-h) is the proportion of different populations, where: (a) Age below 15, (b) Low education, (c) female, (d) High mortgage, household with mortgage greater than HK $10,000, (e) Age above 65, (f) ethnic minorities, (g) Low-income family (income less than HK $10,000), (h) Low-income population (income below HK $10,000). (i) Vulnerability index. <br>Figure 3. Flood hazard maps based on the historical flood event of September 7-8, 2023 in Hong Kong: (a) Simulated maximum flood depth, (b) Enlarged view of maximum flood depth in red box area from (a), (c) Maximum flood depth around building, (d) Enlarged view of maximum flood depth around building in red box area from (c), and (e) Hazard index map with scale from 0 to 1. <br>Figure 4. Flood risk distribution and differences across time periods (200-year return period for rainfall and storm surge, very high SSP5-8.5 scenario, 2100). (a) Weekend daytime risk index. (b) Weekend nighttime risk index. (c) Weekend risk index difference. (d) Weekday daytime risk index. (e) Weekday nighttime risk index. (f) Weekday risk index difference. <br>Figure 5. A chord diagram illustrating the spatiotemporal distribution of risk indices across different land use categories (200-year return period for rainfall and storm surge, very high SSP5-8.5 scenario, 2100). The visualization demonstrates the temporal variations in risk contribution rates among distinct land use classifications. <br>Figure 6. (a) Relationship between risk index and distance from the coastline for weekdays and weekends, with inset showing the average risk index difference. (b) Risk indices for rainfall only, storm surge only, and compound flooding scenarios versus distance from coastline. (c) Violin plot showing the distribution of distances from the coastline for different land use types. (d) Land use in the study area. <br>Figure 7. (a) Temporal dynamics of flood risk during a 24-hour period for weekdays (gray) and weekends (purple) under the 200-year return period for rainfall and storm surge (Very high SSP5-8.5 scenario, 2100), showing Night-Day Risk Ratio (NDRR) calculations. (b) NDRR comparison across different scenarios combining various return periods for rainfall (T50, T100, T200) and storm surge (T50, T100, T200) under current and future climate projections. <br>Figure 8. (a) Map of reclaimed land and coastal areas (&lt;680 m from coastline). (b) Comparison of land use distribution between coastal and inland areas (top) and between reclaimed and non-reclaimed areas (bottom), showing percentage allocation across different usage categories.<br>
DOI: 10.17632/4ftmwt86vr
title: Bangla Audio Dataset: Original and DeepFake Voices for AI-Based Voice Analysis and Detection

description: Total number of audios : 4500 (Original: 2250; Fake: 2250)
Total number of individuals: 75
Total number of distinct sets: 15
Total number of distinct sentences per set : 30
Each set spoken by the number of individuals: 5
Each sentence voice time: 2 to 6 seconds
Male-Female ratio: Nearly Balanced

It has a parent folder named ‘DATASET’ under which there are 75 folders with unique names to identify the characteristics, and under this there are two folders named ‘Real’ and 'Fake', which include 30 voices each named numerically.

**Dataset Usage Agreement (DUA)**

1. Grant of Use
1.1 The Author grants the user a non-exclusive, non-transferable license to use the dataset solely for academic and research purposes.
1.2 The User agrees to use the dataset only for purposes consistent with this Agreement and will not use the dataset for any commercial purposes without the prior written consent of the Provider.

2. Data Security and Privacy
2.1 The User shall ensure that the dataset is stored securely and is not accessible to unauthorized
individuals.
2.2 The User agrees to comply with all applicable data protection and privacy laws in relation to the use of the dataset.

3. Attribution
3.1 The User agrees to provide appropriate acknowledgment to the Provider in any publications,
presentations, or other outputs that utilize the dataset. The acknowledgment should include citation.

4. Restrictions on Use
4.1 The User shall not distribute, share, sell, or sublicense the dataset to any third party without the prior written consent of the Provider.
4.2 The User shall not attempt to re-identify any individuals from the dataset.

4.3 The User shall not use the dataset to develop any technologies or applications that are intended to be used for malicious purposes, including but not limited to, creating or distributing deepfakes.

5. Intellectual Property
5.1 The Author retains all rights, title, and interest in and to the dataset, including any intellectual
property rights.
5.2 The User agrees not to claim ownership of the dataset or any derivative works based on the dataset.

6. Liability
6.1 The user acknowledges that the dataset is a research tool provided for academic purposes and
assumes full responsibility for the use of the dataset.
6.2 The Provider shall not be liable for any damages arising from the use of the dataset.

7. Termination
7.1 The Author reserves the right to terminate this Agreement at any time if the User breaches any terms of this Agreement.
7.2 Upon termination, the User agrees to destroy all copies of the dataset in their possession.

By using the dataset, the User acknowledges that they have read, understood, and agreed to be bound by the terms of this Agreement.

Contact info:
Sumaiya Akhtar Mitu
mitu.ict12@gmail.com
DOI: 10.17632/8sdjdj7s5c
title: Social media paradox

description: Social media paradox -Pros and cons of usinfg social media
DOI: 10.17632/8tkr56t384
title: Migrant remittances and real exchange rate dynamics in developing countries: Evidence of a U-shaped relationship

description: Replication of the paper “Migrant remittances and real exchange rate dynamics in developing countries: Evidence of a U-shaped relationship”
DOI: 10.17632/vp3chxmfcc
title: Supplementary materials for study "Exploring the evolution of long-term electricity demand and load curves in emerging economies: A case study of Indonesia's energy transition"

description: The supplementary materials include datasets that support the reproducibility of this study. These datasets cover the following:
- Annual energy demand projections
- Calibration and validation results of the MAED-EL model
- Load modulating coefficients used in MAED-EL
DOI: 10.17632/w832gbr8xx
title: Data Available - Ecolodges Article

description: Data set of the article: Comparative analysis of online photos published by managers and customers about Ecolodges in Tambopata-Peru: A Computer Vision and Text Mining Approach.
DOI: 10.6084/m9.figshare.27969873.v1
title: Using E-learning data to identify online learning strategies

description: As e-learning data, the authors used the digital footprints of students in two courses: <i>Designing digital educational products</i> and <i>Modern digital technologies for the service sector</i> (total 2206 persons) hosted on the Stepik educational platform.
DOI: 10.6084/m9.figshare.9918056.v1
title: All 9439 gene sequences of Chlorella vulgaris UTEX259

description: A fasta-formatted file of all 9439 nuclear gene sequences in <i>Chlorella vulgaris</i> UTEX259.<br>
DOI: 10.6084/m9.figshare.104616.v4
title: 3D plots of the Solar Neighborhood

description: Two are cross-eye stereograms, two are animations. The plot of all stars within 25 parsecs was created from the RECONS 25 pc sample as it existed in January, 2012. Stars are colored by V-K color, and sized by how far from a rough main sequence they are (the giants are, in fact, giant). These plots were made with a custom IDL 3D plotter. The young stars plots are stars in known nearby young associations (less than 100 Myr old) from Zuckerman & Song (2004,2011), Torres et al. (2006,2008), Lopez-Santiago et al. (2006), Malo et al. (2013), Shkolnik et al. (2009, 2012), Rodriguez et al. (2011,2013), Riedel et al. (2011,2014), and many other sources. Items are colored as follows: eps Cha & eta Cha: Magenta beta Pic: Blue TW Hya: Yellow Octans: Light blue Tuc-Hor: Red Columba: Orange-red Carina: Purple-red Argus: Green IC 2391 Supercluster: Light Green AB Dor: Orange Pleiades: Orange Ursa Major: Pink Hercules-Lyra: Light Magenta The flickering gray points are all stars with known parallaxes, to better demonstrate the relative density of field stars on the same scale. Because only measured trigonometric parallaxes have been used, there are many more objects in both sets than are displayed here. The flickering seems to be an artifact of Matplotlib 1.3's plotting routines.
DOI: 10.6084/m9.figshare.16691335.v1
title: Scenario 1. PD

description: HV industrial environment
DOI: 10.6084/m9.figshare.20237736.v1
title: SPY_stocktwits_messages.csv

description: SPY Messages Data from Stocktwits
DOI: 10.6084/m9.figshare.24132765.v1
title: Outpatient pediatric visits for respiratory infections before, during and after the COVID-19 pandemic in the city of Buenos Aires IRAB.xls

description: This was an observational study that included all visits at health facilities of the public health system of the City of Buenos Aires (Gobierno de la Ciudad de Buenos Aires - GCABA) for children under 2 years of age, registered in the GCABA electronic health records, between January 1, 2018, and December 31, 2022. The visits occurred at one of the hospitals or primary care centers of the system
DOI: 10.6084/m9.figshare.26897494.v2
title: USA State Level OSM Data

description: Contains OpenStreetMap data for individual states in the United States. Subset by state boundary with osmium toolkit.
DOI: 10.6084/m9.figshare.28590782.v1
title: Alignment of Cortinarius subsection Furvolaesi

description: Alignment of 32 ITS sequences of Cortinarius
DOI: 10.6084/m9.figshare.29063432.v1
title: QC_Genotypic_data

description: Quality controlled genotypic data belonging to Bos indicus sub-species.
DOI: 10.6084/m9.figshare.3635709.v1
title: EMAmplitude.java

description: 1234
DOI: 10.17632/4g9hjhdvkp
title: The implication of usage AI for Learning

description: This is meta data of usage AI for learning that implication to Individual development and individual need
DOI: 10.17632/kcgwhnghvx
title: The virus-induced cyclic dinucleotide 2′3′-c-di-GMP mediates STING-dependent antiviral immunity in Drosophila. Cai et al.

description: Raw data for "The virus-induced cyclic dinucleotide 2′3′-c-di-GMP mediates STING-dependent antiviral immunity in Drosophila." Cai et al. 2023
DOI: 10.6084/m9.figshare.11448711.v1
title: In plane (2D) RDF LAMMPS Trajectory

description: This is the trajectory file meant to work with the <b>rdf2d-example </b>example folder of d-SEAMS. Check Github to navigate the source code in the browser. The filename needs to be preserved to run without any changes.
DOI: 10.6084/m9.figshare.12127356.v1
title: WRITTEN HERITAGE: NON-SCHOOL NOTEBOOKS AND THEIR RELEVANCE FOR WRITTEN CULTURE

description: Abstract The purpose of this paper is to analyze 55 non-school notebooks. The contents of those artifacts were classified into 10 different categories. Seeking to contribute to the field of History of Education, we conclude that the use of notebooks with no schooling purpose includes multiple records, such as registering what happened during a day, registering accounts, keeping memories, describing recipes, and other. They become, therefore, written heritage.
DOI: 10.17632/7mc8f6295s
title: The Middle Pleistocene Great Lakes Period in Otindag Dune field Revealed by Optical Luminescence Dating

description: This dataset includes luminescence dating data, grain size, and scanning electron microscope (SEM) images of quartz obtained from [sampling site/region], collected for the purpose of chronological reconstruction and paleoenvironmental interpretation.
1. Luminescence Data:
The dataset contains raw and processed optically stimulated luminescence (OSL) data obtained using the Single-Aliquot Regenerative-dose (SAR) protocol and the thermally-transferred OSL (TT-OSL) protocol. Measurements were conducted on purified quartz extracts using a Risø TL/OSL DA-20 reader equipped with blue LEDs (for SAR-OSL) and infrared stimulation capabilities (for TT-OSL).
Equivalent dose (De) values
OSL decay and growth curves
The preheat plateau and the dose recovery and recycle ratio test 
Equivalent dose distribution
The data are provided in .xlsx format and include sample IDs, geographic coordinates, burial depths, and dose rate parameters.
2. Grain Size Data:
Laser diffraction grain size analysis was performed on bulk sediment samples to characterize the depositional environment and infer paleoclimatic conditions. The dataset includes:
Grain size distribution
Statistical parameters
Data are provided in .xlsx format.
3. SEM Images:
High-resolution SEM images of quartz grain surfaces were obtained to assess surface microtextures indicative of sediment transport history and exposure. These images are provided as .jpg files.
DOI: 10.6084/m9.figshare.25183763.v1
title: 391 Metagenome Assembled Genomes (MAGs), taxonomic analysis and functional annotations from LDPE-contaminated paddy soils.

description: 391 Metagenome Assembled Genomes (MAGs) retrieved from 36 samples taken from LDPE-contaminated paddy soils. 353 bacterial MAGs and 38 archaeal MAGs. For MAGs taxonomic analysis and functional annotations are also included. If you do use our datasets in your research, please acknowledge the authors of the original study, and cite the work in which the datasets were first used.
DOI: 10.6084/m9.figshare.25309000.v2
title: ASSISTments2009

description: This data set is a classic data set in the field of knowledge tracking, and the original video source is：https://sites.google.com/site/assistmentsdata/home/2009-2010-assistment-data/skill-builder-data-2009-2010
DOI: 10.6084/m9.figshare.3504347.v1
title: Norfolk, Virginia - Aerial imagery object identification dataset for building and road detection, and building height estimation

description: This dataset is part of the larger data collection, “Aerial imagery object identification dataset for building and road detection, and building height estimation”, linked to in the references below and can be accessed here: https://dx.doi.org/10.6084/m9.figshare.c.3290519. For a full description of the data, please see the metadata: https://dx.doi.org/10.6084/m9.figshare.3504413. Imagery data from the United States Geological Survey (USGS); building and road shapefiles are from OpenStreetMaps (OSM) (these OSM data are made available under the Open Database License: http://opendatacommons.org/licenses/odbl/1.0/); and the Lidar data are from U.S. National Oceanic and Atmospheric Administration (NOAA), the Texas Natural Resources Information System (TNRIS).
DOI: 10.17632/8h9cfjkdpg
title: Clay minerals in the Cadiz contourite system over the last 25 kyrs 

description: 1- Clay mineral assemblages of samples from IODP sites U1386, U1389 and U1390. 

2- Clay mineral assemblages of samples from CADISAR cruise. 

3- Percentages of fine cohesive particles (<10 µm).

4- Sortable silt (µm)
DOI: 10.6084/m9.figshare.14945554.v1
title: Supplementary Table 1 from Characterizing the supercomplex association of photosynthetic complexes in cyanobacteria

description: The light reactions of photosynthesis occur in thylakoid membranes that are densely packed with a series of photosynthetic complexes. The lateral organization and close association of photosynthetic complexes in native thylakoid membranes are vital for efficient light harvesting and energy transduction. Recently, analysis of the interconnections between photosynthetic complexes to form supercomplexes has garnered great interest. In this work, we report a method integrating immunoprecipitation, mass spectrometry and atomic force microscopy to identify the inter-complex associations of photosynthetic complexes in thylakoid membranes from the cyanobacterium <i>Synechococcus elongatus</i> PCC 7942. We characterize the preferable associations between individual photosynthetic complexes and binding proteins involved in the complex–complex interfaces, permitting us to propose the structural models of photosynthetic complex associations that promote the formation of photosynthetic supercomplexes. We also identified other potential binding proteins with the photosynthetic complexes, suggesting the highly connecting networks associated with thylakoid membranes. This study provides mechanistic insight into the physical interconnections of photosynthetic complexes and potential partners, which are crucial for efficient energy transfer and physiological acclimatization of the photosynthetic apparatus. Advanced knowledge of the protein organization and interplay of the photosynthetic machinery will inform rational design and engineering of artificial photosynthetic systems to supercharge energy production.
DOI: 10.6084/m9.figshare.20021721.v1
title: Working conditions and professional voice use by party band singers

description: OBJETIVO: caracterizar as condições de trabalho e de uso profissional da voz de cantores de banda de baile. MÉTODOS: são sujeitos 24 cantores de banda de baile (13 homens e 11 mulheres) das seis bandas de baile da cidade de Piracicaba (SP). O levantamento de dados foi feito por meio de observação in loco, questionário e entrevista. Os dados do questionário receberam tratamento estatístico: Teste de Qui-quadrado e Teste Exato de Fisher. As respostas das entrevistas foram transcritas para Análise de Conteúdo. RESULTADOS: cantores de bandas de baile vivenciam dificuldades e precariedades nas condições de infraestrutura, suporte, apoio, acomodação e alimentação nos locais dos eventos, que conferem risco à saúde vocal. A maioria percebe mudanças na voz durante ou após o baile. Os hábitos, comportamentos e cuidados com a voz, bem como o aquecimento vocal, são realizados de madeira inadequada e insuficiente. Apesar disto, evidenciam-se vários aspectos positivos no trabalho, como o apoio social e ambiente descontraído, tranquilo, cooperativo e motivador, além da percepção positiva do trabalho como fonte de aprendizado, experiência, prazer, satisfação e realização. As condições de trabalho se mostram desfavoráveis ao uso profissional da voz e à promoção da saúde. A análise estatística dos dados do questionário não mostrou associação significante ao nível de significância de 0,05. CONCLUSÃO: a pesquisa contribuiu para o conhecimento da realidade de trabalho dos cantores de bandas de baile nas relações com o uso profissional da voz e saúde vocal e pode subsidiar futuras ações de intervenção e de assessoria fonoaudiológica junto à categoria, na perspectiva da promoção da saúde do trabalhador.
DOI: 10.6084/m9.figshare.4524599.v2
title: Judges' scores for all synchronised diving events at the 2012 and 2016 Olympic Games from Sequential effects in Olympic synchronized diving scores

description: When judging performances in a sequence, the current score is often influenced by the preceding score. Where athletes are perceived to be similar, a judgement is assimilated towards the previous one. However, if judges focus on the differences between the two athletes, this will result in a contrasting influence on their scores. Here, I investigate sequential effects during synchronized diving events at the 2012 and 2016 Olympic Games. Although previous research found assimilation in scores of gymnasts, the current data showed contrast effects—current scores benefited from following a poor performance but were at a disadvantage if they followed a high-scoring performance. One explanation may be that the processes involved in judging synchronized pairs results in a focus on the differences between athletes, producing a contrast effect across dives. That the specific direction of this sequential bias may depend on the particular sport has implications for how judges might approach their roles in a context-dependent manner, as well as how such biases should be addressed.