cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dpj5zws6by
title: Analysis and evaluation of the usefulness of open data for research projects - the case of the BrineRIS project

description: Data used to prepare a research paper for the Geoscience Data Journal. 
Data description:
ADJA02 Administrative Division Unit Voivodship; Topographic Objects Database (BDOT10k); Shapefile: Polygon; Distributor: Head Office of Geodesy and Cartography; Current: May 2022; https://mapy.geoportal.gov.pl/imap/Imgp_2.html?gpmap=gp0
Corine Land Cover 2018 European seamless vector database: Status 2018 layer (CLC2018); Shapefile: Polygon; The Copernicus Land Monitoring Service; Distributor: European Environment Agency; Current: May 2020; https://doi.org/10.2909/71c95a07-e296-44fc-b22b-415f42acfdf0
Mineral resources - Mineral raw materials deposits, mining areas, mining countries; Central Geological Database (CBDG); Distributor: Polish Geological Institute-National Research Institute; Shapefile: Polygon; Current: June 2020; https://baza.pgi.gov.pl/en/cbdg/geoportal/uslugi/gis
Mineral resources - Therapeutic and thermal waters, brines; Central Geological Database (CBDG); Distributor: Polish Geological Institute-National Research Institute; WMS; Current: June 2022; https://cbdgmapa.pgi.gov.pl/arcgis/services/hydrogeologia/mineralne/MapServer/WMSServer
WDPA_Jan2023_Public_shp-polygons; Shapefile Polygon; Distributor: The World Database on Protected Areas (WDPA); The UN Environment Programme World Conservation Monitoring Centre (UNEP-WCMC); Current: June 2023; https://www.protectedplanet.net/en/thematic-areas/wdpa?tab=WDPA
World Countries – Generalized; Shapefile: Polygon; Sources: Esri; Garmin International, Inc.; U.S. Central Intelligence Agency (The World Factbook); National Geographic Society; Current: 5th May 2022; Licensed under the Esri Master License Agreement; https://hub.arcgis.com/datasets/esri::world-countries-generalized/explore?location=-0.000000%2C0.000000%2C0.00
2c58e32f-01b7-4db1-92e8-466f4b7245d1;Li; Spain FOREGS Water; Geochemistry database; Shapefile Point; Distributor: Spanish Geological Survey Current: 2009; https://info.igme.es/Geoquimica/
World Topographic Map; Reference basemap; Sources: Esri, HERE, Garmin, Intermap, increment P Corp., GEBCO, USGS, FAO, NPS, NRCAN, GeoBase, IGN, Kadaster NL, Ordnance Survey, Esri Japan, METI, Esri China (Hong Kong), (c) OpenStreetMap contributors, and the GIS User Community; Current: 26th October 2017; Licensed under the Esri Master License Agreement; https://www.arcgis.com/home/item.html?id=7dc6cea0b1764a1f9af2e679f642f0f5
DOI: 10.17632/svg4vyf2ry
title: Xiao et al.- Original western blot images

description: Detailed description of this data can be accessed in Xiao et al. (unpublished).
DOI: 10.6084/m9.figshare.13217666.v1
title: Structural Annotation of Passion Fruit (Passiflora edulis Sims) Genome Assembly, Protein-coding genes

description: The primary goal of these analyses were to determine exon–intron boundaries on the genome assembly of Passiflora edulis Sims for a number of transcripts based on extrinsic evidence from RNA-Seq data, to project these structures onto the genome sequence assembly and to estimate their expression levels in the samples. These analyses will be invaluable in developing further genotyping systems of SNPs based on target-sequencing methods for Passifloraceae family representative species.
DOI: 10.6084/m9.figshare.14327805.v1
title: Labor market for tourism graduates: comparisons between 2012 and 2018 data

description: Abstract There has been much debate about tourism education, including work groups in several events. However, there is little information about the employability of graduates of these programs. Over time there has been an increasing gap between the interests of training providers and employers, the former being more focused on the academic and humanistic formation of undergraduates and the latter focusing on the need for professionals with proper skills acquired during their undergraduate education. Analyzing the data from research on the Professional activity of tourism graduates in 2012 and 2018, this article discusses the labor market of higher education graduates in Brazil, in terms of the main activities, sectors of activity, and remuneration. This study is based on primary and secondary data, with a descriptive character and a qualitative approach in the interpretation of the data. Among the main results it is possible to highlight that tourism jobs are not as diverse as suggested by higher education institutions, since we found most jobs are concentrated in one or few positions. Also, the perception of a small improvement in remuneration, the rise of the participation of teachers in the market, and the growth of respondents linked to the public sector are among the main findings.
DOI: 10.6084/m9.figshare.18133622.v2
title: Ohno and Bao, 2022, Small RNAs couple embryonic developmental programs to gut microbes

description: Raw data in Ohno and Bao, 2022
DOI: 10.6084/m9.figshare.21335010.v1
title: p-distances Proctoporus titans

description: Genetic distances (uncorrected p-distances) estimated from 462 bp of the non-coding 16S rRNA mitochondrial fragment between <em>Proctopours titans</em>, related taxa of the genus <em>Proctoporus</em>, and related genera of the family Gymnophthalmidae.
DOI: 10.6084/m9.figshare.23513757.v4
title: Child health Outcome codes and dataset

description: The dataset and code that supports our analysis on " <strong>The cumulative effect of PM2.5 components is larger than the effect of PM2.5 mass on child health in India" </strong>are attached herewith
DOI: 10.6084/m9.figshare.28003661.v2
title: Table S2

description: Properties of Acinetobacter plasmids including their Rep-type
DOI: 10.6084/m9.figshare.5046955.v1
title: Oxygen Deprivation Influences the Survival of Listeria monocytogenes in Gerbils

description: Raw sequencing data and mapping files
DOI: 10.6084/m9.figshare.14912484.v2
title: Data and code for Bayesian model selection manuscript

description: Data and code used for the Bayesian model selection manuscript. Data includes liver tissue protein abundance and genotypes from ~200 Diversity Outbred mice and gene expression and chromatin accessibility from human cell lines. Code for processing data, running analysis, and producing figures are included. A fixed version of the R package for Bayesian model selection, bmediatR, is also included.<br>
DOI: 10.6084/m9.figshare.24454912.v1
title: Checkpoints for Parallel-Spiking-Neuron

description: https://github.com/fangwei123456/Parallel-Spiking-Neuron
DOI: 10.6084/m9.figshare.28924778.v1
title: Tabela S1_Blastn.xlsx

description: <b>Tabela S1</b>. Melhores correspondências (hits) obtidas para cada contig com base na comparação das sequências de nucleotídeos contra bancos de dados genômicos, utilizando o algoritmo BLASTn+.
DOI: 10.17632/8cg33hb6zn
title: Attributes and criteria for subdivision of carinated items

description: This dataset contains a description of carinated items typology, as was formed based on the lithic analysis of the assemblage from Nahal Rahaf 2 rock shelter (southern Judean Desert, Israel). The set includes a table summarizing the attributes of each type, as well as a scheme presenting associated spalls, maintenance items, and other by-products.
DOI: 10.6084/m9.figshare.21441255.v1
title: Peacock bass impacts reference list

description: Dataset listing the main references that report impacts and consequences of the introduction of peacock basses (genus Cichla). A group of Amazonian fish that has been introduced worldwide.
DOI: 10.6084/m9.figshare.22114340.v1
title: Dataset used to Evaluation of psychometric properties of perceived value applied to universities.

description: The dataset contains the information collected and anonymized from university students. These data were collected in order to generate a psychometric validation process of the perceived value scale.
DOI: 10.6084/m9.figshare.23826630.v1
title: Gram-scale synthesis of MIL-125 nanoparticles and their solution processability

description: Associated data for Chem. Sci. (10.1039/d3sc02257a)
DOI: 10.6084/m9.figshare.25151876.v1
title: Future Scenarios of Urban Nighttime Lights

description: Estimated nighttime light intensity in grids for 555 cities worldwide from 2017 to 2053. The data is in raster format stored in a multi-layer TIFF file.Methods for creating the dataset can be found at the following link.<br>https://doi.org/10.3390/rs16061018
DOI: 10.6084/m9.figshare.4037022.v2
title: Plant species information .xlsx

description: These are species data used to calculate flowering potential (FP) metric for Biederman et al. (under review). These data include provenance (native or exotic), life-form (Forb, Legume, Graminoid, Cacti, Shrub, Tree), graminoid photosynthetic pathway (C3 vs C4), family, ecoregion(s) (short-, mixed- tall-grass prairie), flowering months, niche breadth (number of months the species flowers) and data source:<br>Baldwin et al. (Eds) (2012) The Jepson Manual: Vascular Plants of California (2nd edition).<br>Correll, Johnson (1996) Manual of the Vascular Plants of Texas. <br>Great Plains Flora Association (1986) Flora of the Great Plains. <br>Gleason, Cronquist (1991) Manual of Vascular Plants of Northeastern US and CA (2nd edition).<br>Flora of North America Editorial Committee, (1993+). Flora of North America North of Mexico<br>Britton, Brown (1970) An Illustrated Flora of the Northern US and CA.<br>www.minnesotawildflowers.info/flower/racemed-milkwort
DOI: 10.6084/m9.figshare.4811035.v1
title: MOUtbhR RNA-seq quantitative analysis

description: RNA-seq pipeline analysis of mouse single end libraries.
DOI: 10.17632/3mtfszhkjc
title: data.dta

description: All the original data come from the Statistical Yearbook of China City, the Statistical Yearbook of China City Construction and the statistical yearbooks of provinces and cities. Considering the availability of some data, the time period is 2006-2020, which can be used to analyze the relationship between urbanization, economic agglomeration and economic growth.
DOI: 10.25377/sussex.12481163.v1
title: Dataset for research paper: Exploring the robustness of insect-inspired visual navigation for flying robots

description: Data for paper published in ALIFE 2020: The 2020 Conference on Artificial Life on July 14, 2020.<br><br>This dataset comprises the image data used for the ALife 2020 paper, both recorded from the robot gantry system and UAV.<br>Firstly, there is the 3D database of panoramic images recorded with the University of Sussex's robot gantry system. Plastic foliage and flowers were present in the gantry arena to provide naturalistic visual stimuli. Both the original raw images and the processed (i.e. unwrapped) images are included. The coordinates at which each image was recorded are listed in the included CSV files and metadata for the databases are included in YAML and .mat (MATLAB) formats.<br>The second dataset comprises the image data used in the UAV section of the paper, both in raw form and after processing. Further detail on this dataset is included in the ZIP file.<br><b>Abstract:</b><br>Having previously developed and tested insect-inspired visual navigation algorithms for ground-based agents, we here investigate their robustness when applied to agents moving in three dimensions, to assess if they are applicable to both flying insects and robots, focusing on the impact and potential utility of changes in height. We first demonstrate that a robot implementing a route navigation algorithm can successfully navigate a route through an indoor environment at a variety of heights, even using images saved at different heights. We show that that in our environments, the efficacy of route navigation is increased with increasing height and also, for those environments, that there is better transfer of information when using images learnt at a high height to navigate when flying lower, than the other way around. This suggests that there is perhaps an adaptive value to the storing and use of views from increased height. To assess the limits to this result, we show that it is possible for a ground-based robot to recover the correct heading when using goal images stored from the perspective of a quadcopter. Through the robustness of this bio-inspired algorithm, we thus demonstrate the benefits of the ALife approach.<br>
DOI: 10.6084/m9.figshare.12630380.v1
title: All species data.csv

description: This dataset provides coordinates, dates and the platform where the data originated from for Bryde's whale, Humpback whale, Sperm whale and Southern right whale in the Southern African region for summer and winter seasons.
DOI: 10.6084/m9.figshare.22210996.v1
title: White Stork FID

description: <pre><code>Human activities often negatively affect the time birds spend on parental care, foraging and resting. However, some species can adapt to human disturbances by increasing their fitness in that they exploit human‐induced resources, but this involves forms of antipredator behaviour such as vigilance. We studied the flight initiation distance (FID) of White Storks <em>Ciconia ciconia</em> foraging on hay meadows during their breeding season. The GLM model showed that farm work taking place, the type of meadows and starting distance (the distance from the bird at the start of the walk) all had an influence on FID. Conversely, the numbers of storks in a particular foraging flock had no effect on an individual bird’s FID. The reduction in FID could be due to the presence of machinery operating in the meadows, because the storks then have opportunities to catch energy-rich prey that has been scared off by the machines. Unlike meadows cleared of hay, mown meadows with cut grass are more attractive to storks, and the FID is shorter. The observer starting distance negatively affected stork escape responses. These findings suggest that the FID of White Storks, treated as a measure of the risk of predation, depends largely on the degree of attractiveness of the feeding ground.</code></pre>
DOI: 10.6084/m9.figshare.25097543.v1
title: Seismic Tomographic Model of the Hawaiian Ridge Line 02, Kaena

description: GeophysicsTwo-dimensional seismic Vp profile from Dunn et al. (2023), including positions of the seafloor, the upper reflector, and the lower reflector along the profile. The Vp model is in netCDF-4 format and the others are in ascii format and contain the position along the line and depth below sea level. The origin of the profile is 21.48865˚N, 158.49115˚W, and the azimuth of the profile is 15,1˚ from north.Reference: R. A. Dunn, A. B. Watts, C. Xu, and D. J. Shillington (2023) A seismic tomography, gravity, and flexure study of the crust and upper mantle structure across the Hawaiian Ridge, Part 2 Ka‘ena, Journal of Geophysical Research - Solid Earth.
DOI: 10.6084/m9.figshare.4793350.v1
title: coexpression network for Frontal Cortex in GTEX

description: Data used in <br><br>http://biorxiv.org/content/early/2017/04/18/125450
DOI: 10.6084/m9.figshare.29162894.v1
title: Intergenerational Homelessness

description: This report provides a comprehensive review of the existing literature on the causes and consequences of intergenerational homelessness. It underscores the critical importance of prevention efforts and examines a range of initiatives aimed at interrupting the cycle of homelessness across generations. These initiatives include programmes designed to sustain tenancies and assist survivors of domestic violence to remain safely housed, and Indigenous approaches to prevention. The report concludes by emphasising the need for holistic, integrated, and prevention-oriented service models to address the complex and multifaceted pathways that lead to homelessness.
DOI: 10.17632/gd8hj92rc6
title: TMAH density/concentration/temperature correlation

description: Tetramethylammonium hydroxide: Correlation between density and temperature for various concentrations has been determined by applying Archimedes’ principle
DOI: 10.6084/m9.figshare.1597478.v1
title: Geoquímica de Sinter Silíceo en el campo geotérmico de Puchuldiza

description: Resumen Charla XIV Congreso geológico chileno. Los depósitos de sínter silíceo son rocas sedimentarias químicas ricas en sílice formadas por precipitación a partir de fluidos hidrotermales. Se asocian comúnmente a actividad geotermal y a mineralización epitermal de oro. A pesar de su importancia como marcadores en superficies de sistemas de alta entalpía y como vectores de mineralización aurífera, el contenido y especiación de metales (ej. Au, Hg) y metaloides (ej. As, Sb) en estos depósitos no se ha constreñido adecuadamente. En particular, se desconoce la relación entre el grado de cristalinidad o “madurez” de la sílice y la presencia/concentración de determinadas especies de metales y metaloides. En este estudio, se reportan observaciones mineralógicas por difracción de rayos X y análisis de elementos traza (LA-ICP-MS) en depósitos de sínter silíceo del campo geotérmico de Puchuldiza, en el Altiplano (4200 m s.n.m.), Región de Tarapacá. Se identifica mayoritariamente ópalo A, al igual que en El Tatio. Además, se reconoce que el Au y el Hg se ligan a fases maduras, mientras que el As tiende a asociarse a las fases inmaduras. Se sugiere preliminarmente un importante impacto de la morfología y grado de cristalinidad de la sílice en la captura de metales y metaloides en sistemas geotermales.
DOI: 10.6084/m9.figshare.20764990.v1
title: Statistical grainsize distribution data

description: An excel table with grainsize distribution data and statistics, in micrometres and phi. 13 samples. Data measured with laser diffraction.
DOI: 10.17632/58hc2ttj39
title: Data of natural regeneration in a forest chronosequence after mining lands in Southeast Peruvian Amazon

description: Vegetation data were collected in field using 20 m × 60 m plots, divided into three 20 m × 20 m sub-plots, where all individuals with a stem diameter at breast height (DBH) greater than 1 cm were inventoried. Total height and DBH of all individuals were measured using a clinometer (Suunto PM 5/360 PC) and a diameter tape (Forestry Suppliers – 283D/10M), respectively. Four sites were selected for the sampling, three successional forests after gold mining and an old-growth forest (reference forest, without mining impacts). In each site three plots were stablished, a total of 12 plots (36 sub-plots).
DOI: 10.17632/ghhxnkk8bt
title: Bitcoin-Color 4200: Candlestick Color Prediction Dataset Using Ichimoku Signals and Additional Features

description: The Bitcoin-Color 4200 dataset comprises 4,281 daily samples from the Bitcoin 24h chart between January, 2012 to July, 2023, created for a binary classification problem to predict the color of the next day’s candlestick—Red (price decrease) or Green (price increase). Each sample includes 28 input features, primarily derived from Ichimoku Clouds, such as the Conversion Line, Base Line, Leading Span A & B, and Lagging Span (Tenkan-sen, Kijun-sen, Senkou Span A, Senkou Span B, Chikou Span), alongside other suggested features. The output is a binary label indicating the predicted candlestick color, enabling machine learning models to forecast daily price movements. Candlestick color prediction is essential in trading and technical analysis, as it helps traders anticipate price direction, optimize strategies, and manage risk. The Ichimoku system, with its ability to capture trends, momentum, and key support/resistance zones, is central to this dataset, offering powerful insights into market behavior. By combining these signals with additional technical indicators, the dataset provides enhanced predictive capabilities, making it an excellent resource for research in financial forecasting, algorithmic trading, and cryptocurrency market analysis.
DOI: 10.6084/m9.figshare.28955798.v1
title: <b>Behavioral Factors Affecting Data Quality and Information Utilization in Health Facilities in Ethiopia, 2023</b>: <b>Exploratory Qualitative Study</b>(Qualitative data set)

description: This study explored the behavioral factors that influence data quality and information use within Ethiopia's health system, particularly in health centers supported by the Capacity Building and Mentorship Program (CBMP). Although Ethiopia has made significant efforts to improve its Health Information System (HIS) through initiatives like the Information Revolution, the behavioral aspects affecting data practices remain underexamined. Using a descriptive qualitative approach, researchers conducted 43 key informant interviews and 15 focus group discussions with health workers, HMIS staff, and facility leaders across five regions. Thematic analysis identified seven key behavioral domains shaping data practices: perceived value of data, self-efficacy, motivation and commitment, competing clinical demands, social support and teamwork, adherence to protocols, and leadership and governance.Findings revealed that while some health workers recognize the importance of data for clinical and programmatic decision-making, others deprioritize it due to high workloads and limited support. Self-efficacy was boosted by basic training but hindered by gaps in advanced data skills. Motivation suffered from a lack of recognition and encouragement, and collaboration was weakened by minimal peer learning opportunities. Adherence to data protocols was inconsistent, and poor leadership, unclear roles, and weak accountability structures further impaired data use. The study recommends integrated strategies such as Telegram-based digital learning tools, PMT optimizers, and leadership strengthening initiatives to build a culture of effective data use. These behavioral interventions are critical to enhancing the performance of HIS and fostering evidence-informed decision-making at the primary healthcare level.
DOI: 10.17632/djv7x5hgkh
title: Interview Transcript Report - A Qualitative Study of Developing a School-Based Adolescent Smoking Cessation Program in Indonesia

description: This dataset (Interview Transcript Report) is a part of data collection from a qualitative study of school-based adolescent smoking cessation programs. Thematic analysis was applied to categorize and analyze the interview data. Data collection process was conducted in September 2022. We use semi-structured individual interviews to collect data and explore adolescents' perspectives on their smoking peers. Eligible participants in this study were school-age teenagers aged 15-17 years. This study involved 57 participants from grade XI students, and the selection of class XI students with specific reasons was appropriate to the research context. Participants were recruited from one of the state high schools in Yogyakarta Indonesia. Informed consent was obtained from all individual participants included in the study. Informed consent was given to participants a day before the interview was conducted, and they were sent back before the study was started. All procedures involving human participants were approved by the Universitas Gadjah Mada Institutional Review Board. Ethical approval was obtained from the Universitas Gadjah Mada Ethics Committee (Ethical clearance ref. KE/UGM/037/EC/2022). For ethical reasons, we kept participants' personal identities confidential. We identified six themes from this study. Overall, all of the identified themes reflect a strong consensus among participants about how they give positive influence and react prosocially to help their smoking peers quit smoking. In addition, we recommend the school develop a specific program related to practicing and maintaining students’ prosocial behavior.
DOI: 10.6084/m9.figshare.18874223.v1
title: athletic performance data

description: <b>Sensorimotor Integration and Athletic Performance data of Collegiate Athletes with and without Forward Head Posture</b><b></b>