cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cg5z25rj8y
title: Data on the techno-economic and financial analyses of hybrid renewable energy systems in 634 Philippine off-grid islands

description: This data article contains the location, energy consumption, renewable energy potential, techno-economics, and profitability of hybrid renewable energy systems (HRES) in 634 Philippine off-grid islands. The HRES under consideration consists of solar photovoltaics, wind turbines, lithium-ion batteries, and diesel generators. The islands were identified from Google Maps™, Bing Maps™, and the study of Meschede and Ocon et al. (2019). The peak loads of these islands were acquired from National Power Corporation – Small Power Utilities Group (NPC-SPUG), if available, or estimated from the island population otherwise. Hourly-resolution load profiles were synthesized using the normalized profiles reported by Bertheau and Blechinger (2018). Existing diesel generators in the islands were compiled from reports by NPC-SPUG, while monthly average global horizontal irradiance and wind speeds were taken from the Phil-LIDAR 2 database. Islands that are electrically interconnected were lumped into one microgrid, so the 634 islands were grouped into 616 microgrids. The HRES were optimized using Island System LCOEmin Algorithm (ISLA), our in-house energy systems modeling tool, which sized the energy components to minimize the net present cost. The component sizes and corresponding techno-economic metrics of the optimized HRES in each microgrid are included in the dataset. In addition, the net present value, internal rate of return, payback period, and subsidy requirements of the microgrid are reported at five different electricity rates. This data is valuable for researchers, policymakers, and stakeholders who are working to provide sustainable energy access to off-grid communities. A comprehensive analysis of the data can be found in our article “Techno-economic and Financial Analyses of Hybrid Renewable Energy System Microgrids in 634 Philippine Off-grid Islands: Policy Implications on Public Subsidies and Private Investments” by Castro et al. (2022).
DOI: 10.17632/x49p5k4r3b
title: Use of benzodiazepine medications in the Brazilian Unified Health System

description: This database contains information on the dispensing of benzodiazepine medications in thirteen healthcare units of the Unified Health System in a region of the city of São Paulo, Brazil (a region with a population of over 250,000 inhabitants). It contains quantitative data on users, medications and healthcare units, collected over a period of three months. The data comes from thirteen health units.
The objective of the study was to characterize the use and users of benzodiazepine medications, in addition to identifying irrational and abusive use of these medications.
The information contained in the database was collected from the municipal medication control and dispensing system. In order to collect this information, access authorization was required from the city's health management, in addition to approval of the study by two research ethics committees.
The system provides information on all medication withdrawals, including sensitive patient information that was coded in order to preserve their confidentiality and privacy.
The research identified high consumption of benzodiazepines in this region by users of the public health system.
DOI: 10.6084/m9.figshare.13726143.v1
title: diffUTR_simulation

description: Mouse RNAseq reads with differential UTR usage, simulated with Polyester. See https://github.com/plger/diffUTR_paper for details.
DOI: 10.6084/m9.figshare.13793744.v1
title: Data for Cardoni et al. (2021): High-Throughput Sequencing of 5S-IGS rDNA in Fagus L.

description: Data dump of and supplement to <b>Cardoni et al. (2021)</b> High-Throughput Sequencing of 5S-IGS rDNA in Fagus L. (Fagaceae) reveals complex evolutionary patterns and hybrid origin of modern species. <i>bioRxiv</i>. https://doi.org/10.1101/2021.02.26.433057<br> <br>This fileset reports intra-/inter-genomic variation of the nuclear-encoded ribosomal 5S region in <i>Fagus</i> (beech). We used a multi-copy, potentially multi-locus marker, the non-transcribed intergenic spacer (IGS) of the 5S nuclear ribosomal DNA, and high-throughput target sequencing to address taxonomy, diversity, and evolution of the <i>F. crenata – F. sylvatica</i> s.str. lineage, and including <i>F. japonica</i> as outgroup. The collected data detail the distribution of divergent main 5S sequence types in the studied species pointing to deep polymorphism (allopolyploid origins), incomplete lineage sorting and repeated phases of reticulation. <br><br>The fileset includes:<br><b>Graphical abstract</b>: <br><i>5S_IGS...png</i>—Doodle summarising results of the study and distribution of sampled 5S-IGS variants.<i>GC_length...png</i>—Violin and scatterplots of the GC content and length of 5S-IGS amplicons, sorted by samples and sequence major types.<br><b>Data dump</b><i><br></i><i>ODA.zip</i>—Zipped online data archive prodiving used phylogenetic data and analysis files. See archive’s ReadMe.txt for content and archive structure.<br><b>Supplementary information</b><br>Also included are Cardoni et al. (2021) supplementary files S1–S4, which provide extended materials, results and discussion (<b>File S1; PDF</b>); basic information about samples, obtained HTS reads, an annotated lists for the 4,693 variants with an abundance of ≥ 4 summarised also as Pivot tables (<b>File S2, spread-sheet XLSX</b>; optimised for and using Excel autoformatting); graphical representation of the EPA analysis of 4007 5S-IGS variants with a total abundance &lt; 25 (<b>File S3, PDF</b>); and a fully annotated alignment of select-sequence subset in tabulated, graphically enhanced form (<b>File S4, spread-sheet XLSX</b>, includes colouration).<br>
DOI: 10.6084/m9.figshare.20444397.v3
title: Diabetes Datasets-ShanghaiT1DM and ShanghaiT2DM

description: These two datasets from Type 1 Diabetes and Type 2 Diabetes patients in Shanghai, China.
DOI: 10.6084/m9.figshare.29069330.v2
title: good bins

description: Ecological impacts of climate change and ecological adaptation
DOI: 10.6084/m9.figshare.7504454.v1
title: sAxl in LN - Dataset.xlsx

description: Soluble (s)Axl in patients with lupus nephritis. Dataset.
DOI: 10.17632/ww3pf4763g
title: Anthropogenic Litter On Chicago Beaches

description: This data represents the anthropogenic litter (i.e., trash; AL) and coarse particulate organic matter (CPOM) collected on four Chicago, Lake Michigan beaches (Albion, Columbia, North Shore, and Pratt). Data was collected at two transects (pier-adjacent, non-pier adjacent), each with three habitats (upland, beach, strand line). As expected AL and CPOM density were positively related. The distribution pattern of AL and CPOM can be in part be attributed to wind and wave movement. The data presented shows the majority of AL found originated from beach activity rather than offshore activity. With a better understanding of how AL accumulates on beaches, cleanup strategies can be improved to reduce AL pollution.
DOI: 10.6084/m9.figshare.24422323.v1
title: SPSS Data File

description: Statistic anxiety is the feeling of worrying and tension that students experience when taking statistics courses, especially in social sciences programs. Studying statistic anxiety and the related variables is crucial because this anxiety negatively and significantly affects students’ achievement and learning.
DOI: 10.6084/m9.figshare.28750178.v1
title: Cognitive and emotional mediators of the transformation of adverse childhood experiences into depression, anxiety, and stress: Testing a model in young adults

description: Before the age of 18, disturbing events are referred to as adverse childhood experiences, and these are reported to have significant effects on depression-anxiety-stress. In the present study, which aims both to determine whether the effects of the past continue into the present and to broaden them, the effect of adverse childhood experiences on depression-anxiety-stress through positive-negative feelings and irrational beliefs was tested. Analyses of the data set obtained from 708 undergraduate students (458 females, 250 males, mean age: 20.84 ± 1.87) who were obtained using stratified and convenience sampling and who met the regression assumptions showed that there were significant relationships between the variables. reveal that adverse childhood experiences predict both the mediating variables of positive-negative feelings and irrational beliefs and the dependent variables of depression-anxiety-stress, together with these mediators. According to the other results obtained from the model, the strongest indirect effect of adverse childhood experiences on depression-anxiety-stress is realized through negative feelings. The mediator variables explain two-thirds of the effect of adverse childhood experiences on depression, more than half of the effect on anxiety, and about half of the effect on stress. Finally, compared to males, females have higher mean levels of adverse childhood experiences, negative feelings, depression-anxiety-stress, and lower levels of irrational beliefs. These findings, which are consistent with the literature, are discussed and interpreted, and suggestions are made regarding some potential limitations related to the model tested, the scope of adverse childhood experiences examined, and the study sample.
DOI: 10.17632/b9y6pfw39n
title: Sun et al. 2023

description: This is the raw dataset for Measurement report: Atmospheric Ice Nuclei at Changbai Mountain (2623 m a.s.l.) in Northeastern Asia
DOI: 10.17632/df4zwv3bs7
title: Data for: History of Yellow River and Yangtze River delivering sediment to the Yellow Sea since 3.5 Ma: tectonic or climate forcing?

description: clay mineralogy data of core CSDP-1
DOI: 10.6084/m9.figshare.11803113.v2
title: supporting_data

description: Code availabilityThe Vienna Ab Initio Simulation Package (VASP) is a proprietary software available for purchase at https://www.vasp.at/.<br>Data availabilityThe simulation input files (INCAR POSCAR KPOINTS) are described in computational methods and put in each subdirectory named with "run + number".
DOI: 10.6084/m9.figshare.13240736.v1
title: Methodological orientations, academic citations, and scientific collaboration in applied linguistics

description: Methodological approaches and methods used in 3992 articles published between 2009 and 2018 in 18 leading applied linguistics journal. Research approach, methodology, collaboration and a few other characteristics of the articles were coded manually.
DOI: 10.6084/m9.figshare.23295485.v1
title: <strong>Genomic data and ecological niche modeling reveal the unusually slow rate of molecular evolution in the Cretaceous Eupteleaceae</strong>

description: The 511-LCN gene, 38-mt gene, 79-pt gene and 42-HCSCN gene datasets in "<strong>Genomic data and ecological niche modeling reveal the unusually slow rate of molecular evolution in the Cretaceous Eupteleaceae</strong>".
DOI: 10.6084/m9.figshare.28069802.v3
title: TadpoleTraits

description: Functional diversity is an important dimension of biodiversity. In animals, most species have complex life cycles, that the same species can display great differences in traits and ecological roles across different life history stages. Consequently, the patterns and driving factors of functional diversity can vary considerably among the different life stages. However, research on stages other than adults is rare, with data scarcity being a potential reason. The order Anura of Amphibian is a highly diverse group of terrestrial vertebrates, comprising more than 7,800 species. Anurans have complex life cycles, and our knowledge about functional traits of the larval stage is extremely limited. To fill this gap, we collected morphological traits of global tadpoles and compiled a database covered 1,993 species to facilitate future studies. This database can help us gain a more comprehensive understanding on anuran biodiversity. Additionally, it offers a valuable tool for testing ecological and evolutionary hypotheses related to complex life cycles in animals.
DOI: 10.17632/gpgyytwgb5
title: Computational design of CRISPR guide RNAs to enable strain-specific control of microbial consortia

description: NGS Amplicon-EZ sequencing, plasmid maps, and zipped file containing the ssCRISPR executable application for the manuscript "Computational design of CRISPR guide RNAs to enable strain-specific control of microbial consortia".
DOI: 10.6084/m9.figshare.11663142.v1
title: Biomass of Picea abies and Fagus sylvatica in highland and lowland stands dataset

description: Aboveground biomass in chronosequences of 24 <i>F. sylvatica </i>and 24 <i>P. abies </i>stands in Poland (7-117 years old), located both in lowlands and highlands (12 stands of each species per group). We cut and weighted 192 sample trees, and we measured carbon content in wood, bark, branches and leaves. We also developed allometric tree- and stand-level models of biomass and carbon mass.
DOI: 10.6084/m9.figshare.13043270.v1
title: GammaProteo_Pasteurellales.zip

description: GeneHunt based identification of Glycoside Hydrolases in (completely) sequenced bacterial genomes - retrieved from PATRIC.brc. <br>Ref for GeneHunt: https://www.nature.com/articles/s41598-019-46290-w. <br>File types: SEQ_strain.txt : <br>Fasta formated AA sequence of identified GH in "strain" <br>STAT_stain.txt: Stat for all the Prot. Domain in GHs identified in "strain" <br>G0_strain.pdf: graphical representation of the GHs in the sequenced chromosome of "strain" <br>G1_strain.pdf: graphical representation of all the GHs in the sequenced chromosome of "strain"
DOI: 10.6084/m9.figshare.20367502.v1
title: master_SIN_microscopic evaluations.xlsx from Timescale reverses the relationship between host density and infection risk

description: Host density shapes infection risk through two opposing phenomena. First, when infective stages are subdivided among multiple hosts, greater host densities decrease infection risk through ‘safety in numbers’. Hosts, however, represent resources for parasites, and greater host availability also fuels parasite reproduction. Hence, host density increases infection risk through ‘density-dependent transmission’. Theory proposes that these phenomena are not disparate outcomes but occur over different timescales. That is, higher host densities may reduce short-term infection risk, but because they support parasite reproduction, may increase long-term risk. We tested this theory in a zooplankton-disease system with laboratory experiments and field observations. Supporting theory, we found that negative density–risk relationships (safety in numbers) sometimes emerged over short timescales, but these relationships reversed to ‘density-dependent transmission’ within two generations. By allowing parasite numerical responses to play out, time can shift the consequences of host density, from reduced immediate risk to amplified future risk.
DOI: 10.6084/m9.figshare.24967083.v2
title: Anexo1_review.docx

description: List of review articles
DOI: 10.6084/m9.figshare.28183271.v1
title: Code in Python for the paper Positional Consumers with Cognitive Biases

description: This code allow for entire replication of the paper's findings.
DOI: 10.6084/m9.figshare.7012415.v2
title: Supplementary File S2 from Integrated human-virus metabolic stoichiometric modelling predicts host-based antiviral targets against Chikungunya, Dengue and Zika viruses.

description: Flux variability analysis results for the host-virus integrated models for CHIKV, DENV and ZIKV. Both the host- and virus-optimal state results are shown. Model reactions, model subsystems and the associated aggregated subsystems are also detailed.
DOI: 10.17632/c7cc8r7xxh
title: RELATIONSHIP BETWEEN CUSTOMER BRAND PREFERENCES & DEMOGRAPHIC ATTRIBUTES IN ORGANISED RETAIL – A KOLKATA BASED STUDY

description: Indian Retail Industry has gone through an astronomical amount of change particularly in the last five to ten years. This huge metamorphosis is distinctly visible once we see the small kiranas gradually getting replaced by huge super markets in the vicinity. This aspect is more visible particularly in the metros and tier one towns with a very huge population base. This study reveals that one of the main reasons for the customers to opt for these organized retail outlets was the availability of all their daily needs under one roof. However, it has also been observed that the brand awareness and associated brand preferences also vary from one customer to the other due to various factors. One of the principal determinants influencing today’s customer to seek for or avoid a particular brand are the demographic factors like - Gender, Age, Marital Status, Occupation, Education, Monthly Income and Family Size. This study has made an endeavor to unearth how these above mentioned factors are influencing the customer brand preferences in some of the prominent retail chains in Kolkata.
DOI: 10.17632/srm3v7sr76
title: Gale crater X-ray amorphous components - Supplemental materials

description: Supplemental tables for Smith et al. manuscript entitled "X-ray amorphous components in sedimentary rocks of Gale Crater, Mars: Evidence for ancient formation and long-lived aqueous activity" submitted to the Journal of Geophysical Research: Planets. In this manuscript, we calculate the compositions of the bulk X-ray amorphous components found in 19 sedimentary rocks in Gale crater, Mars, and use crosscutting relationships and geologic context to constrain their formation mechanisms and timing. The tables in this Supplementary Materials contain the inputs for the calculations, as well as the resulting compositions and data used for the figures in the manuscript.
DOI: 10.25378/janelia.15056133.v1
title: Dataset of position tracking in 2AFC experiments supporting publication: "Dissociable contributions of phasic dopamine activity to reward and prediction"

description: A dataset collected to study mouse decision making and in particular whether exogenous stimulation of midbrain dopamine neurons can act as a discriminative cue or can directly bias decisions - relating to the paper "Dissociable contributions of phasic dopamine activity to reward and prediction".<br>Briefly, mice we placed in an enclosure with two reward ports located on a wall. The box was controlled by our hardware and software called Behavioral Control System (https://www.janelia.org/open-science/behavioral-control-system-box). We then used real-time tracking of mouse position (simple blob detection) to store trajectories of the mouse during the behavioral task. Associated code focuses on extracting these trajectories and analyzing choice behavior according to which port a mouse approached across a family of experiments with different combinations of cues (ontogenetic stimulation, room light, auditory tone).<br>
DOI: 10.6084/m9.figshare.10537820.v1
title: Calculation of combustion process inside a heater of the ramjet test motor

description: Calculation of combustion process inside a heater of the ramjet test motor
DOI: 10.6084/m9.figshare.19130303.v1
title: mist daily return series 2012-2021.xlsx

description: Daily return series of MIST countries' stock markets with logarithmic calculation between 2010-2021 period.
DOI: 10.6084/m9.figshare.24212247.v1
title: S021.zip

description: Data for S021
DOI: 10.6084/m9.figshare.28071566.v1
title: Age at onset of walking GWAS summary statistics

description: These files contain the whole-sample and sex-stratified summary statistics of the Age at onset of walking genome-wide association meta-analysis of four European ancestry cohorts.<br>All the details on the data quality control and analyses can be found in the paper:Gui A., Hollowell A., Wigdor E.M., Morgan M.J., Hannigan L.J., Corfield E.C., Odintsova V., Hottenga J.-J., Wong A., Pool R., Cullen H., Wilson S., Warrier V., Eilertsen E.M., Andreassen O.A., Middeldorp C.M., St Pourcain B., Bartels M., Boomsma D.I., Hartman C.A., Robinson E.B., Arichi T., Edwards A.D., Johnson M.H., Dudbridge F., Sanders S.J., Havdahl A., Ronald A., <b>Genome-wide association meta-analysis of </b><b>age at </b><b>onset of walking in over 70,000 infants of European ancestry, </b>Nature Human Behavior, 2025. https://doi.org/10.1038/s41562-025-02145-1
DOI: 10.6084/m9.figshare.28122461.v1
title: Emergence of the North Pacific heat storage pattern delayed by decadal wind-driven redistribution

description: This archive contains data used to generate the main figures in the paper "Emergence of the North Pacific heat storage pattern delayed by decadal wind-driven redistribution".
DOI: 10.6084/m9.figshare.28974617.v1
title: The Supporting Information of the article "A new swarm intelligent optimization algorithm: the perpendicular bisector optimization algorithm" submitted to PLUS one

description: The data of the article "A new swarm intelligent optimization algorithm: the perpendicular bisector optimization algorithm" submitted to PLUSone and the source code of our algorithm
DOI: 10.17632/7j77gxx4xx
title: Data for: Analysis of Barriers to Perceived Service Quality in Ghana: Students’ perspectives on bus mobility attributes

description: The data was obtained via a probability sampling technique. 403 students were selected in 20 schools out of 47 registered private schools (primary and Junior High schools in Sunyani Municipality) to explore obstacles to the delivery of quality bus service via interviewer-administered questionnaire with closed-ended questions.
DOI: 10.17632/bzgppfbmn5
title: Data for: An online decision-making strategy for routing of electric vehicle fleets

description: This dataset contains the artificial instances created to verify the proper working of OffGA and study the pre-operation stage.
DOI: 10.17632/tnmcp3hcrg
title: Emotional/Behavioral and Adaptive Functioning Among Children who are Deaf and Hard of Hearing: The Impact of Home and School Communication Modality Combinations

description: data set for paper
DOI: 10.6084/m9.figshare.22691428.v2
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.6084/m9.figshare.28220402.v2
title: Supplemental Tables

description: AJP-Cell
DOI: 10.6084/m9.figshare.28881182.v1
title: Data S1-People and Nature

description: Data supported the key findings in "Religious uses shape the selection and distribution of Chinese Buddhist tree species"