cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/xbzhrwxhcf
title: Data set for Municipal Solid Waste Gasification on Three-stage Air Inlet Downdraft Gasifier

description: The data presented is data from gasification experiments using municipal solid waste pellet-based downdraft gasifier. there are two files, one file in the form of a spreadsheet whose contents are experimental data that has been processed. the second data is in the form of a powerpoint that contains a series of experimental images and graphs of processed data. the aim of this research are to reduce tar tar content with multi-stage air injection at pyrolysis, oxidation and reduction zone. Gasification performance indicator regarding low heating value (LHV), cold gas efficiency (CGE), gas production rate, and tar concentration.The air in the reduction zone activates the char layer to be more reactive in capturing tar components. Improved performance multi-stage air inlet compared with single stage gasifier can be used as reference optimization of operating conditions for the application of further gasification of both heating and power generation.
DOI: 10.6084/m9.figshare.22691491.v1
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.5633638.v1
title: MIST: A multi-resolution parcellation of functional networks

description: Functional brain connectomics investigates functional connectivity between distinct brain parcels. There is an increasing interest to investigate connectivity across several levels of spatial resolution, from networks down to localized areas. Here we present the Multiresolution Intrinsic Segmentation Template (MIST), a multi-resolution parcellation of the cortical, subcortical and cerebellar gray matter. We provide annotated functional parcellations at nine resolutions from 7 to 444 functional parcels. The MIST parcellations compare well with prior work in terms of homogeneity and generalizability. We found that parcels at higher resolutions largely fell within the boundaries of larger parcels at lower resolutions. This allowed us to provide an overlap based pseudo-hierarchical decomposition tree that relates parcels across resolutions in a meaningful way. We provide an interactive web interface to explore the MIST parcellations and also made it accessible in the neuroimaging library nilearn. We believe that the MIST parcellation will facilitate future investigations of the multiresolution basis of brain function.
DOI: 10.6084/m9.figshare.7637147.v1
title: Xiao et al, Off-shelf burial of TerrOC TE dataset

description: This dataset contain original data for sediment core from deep sea close to New Britain Island<br>
DOI: 10.6084/m9.figshare.21687854.v1
title: Data for the figures.rar

description: Data for the figures
DOI: 10.6084/m9.figshare.26304088.v1
title: Phylogenetic relatedness, not geographic origin, shapes traits across ontogenetic stages for common native and exotic plants in subtropical China

description: This repository contains all the compiled data from the work "Phylogenetic relatedness, not geographic origin, shapes traits across ontogenetic stages for common native and exotic plants in subtropical China" .
DOI: 10.17632/7xm7v6c55n
title: research data

description: (1)we studied he diversity of butterflies in an agroforestry system, coniferous and broadleaved mixed forests, broadleaf forest, shrub during the months of May to September from 2016 to 2018 in the National Nature Reserve of Liupan Mountain (Ningxia, northwest China) and wanted to find the relationship between the selection of butterfly and habitat.because they are sensitive to changes in the microclimate and became a indicators about the change of enviroment.so we ought to protect butterfly.Frist,we statisted the number of butterflies and indicated the community composition of butterflies different habitat types, studied the diversity of butterfly in nature reserve by shannon-wiener index,Simpson index,Pielou index,Margalef index. shannon-wiener index was highest in habitat and indicated that coniferous and broadleaved mixed forests was suitable for butterfly.Second,we studied the relationship between selection of habitat and butterfly by β-diversity and venn, also found that coniferous and broadleaved mixed forests was differ most.Finally,we studied the effect of enviroment on butterfly by CCA, we selected 19 species and four enviroment factors and indicated Elevation had a significant effect on the distribution patterns of the butterfly species.
DOI: 10.17632/9drtzfjpbf
title: HybridDataset

description: Image captioning in Bengali. The image dataset is collected from Flickr8K and Banglalekha dataset. The captions are generated using google translate.
DOI: 10.6084/m9.figshare.1060228.v1
title: Test with Fantom 5

description: Fantom 5 test record
DOI: 10.6084/m9.figshare.12782156.v1
title: CHILD ANALYSIS v3.xlsx

description: Child data analysis
DOI: 10.6084/m9.figshare.17105897.v1
title: VoE output

description: All modeling output from this study outside of the T2D benchmarking.
DOI: 10.6084/m9.figshare.25761696.v1
title: Raw otolith data and sample ID's.

description: Files include a raw zip (oto_rawdata_taksoc) of otolith ICPMS-LA transects and a sample ID index spreadsheet (TakuSockeye_sampleID_index).
DOI: 10.6084/m9.figshare.26968273.v1
title: Hospital accessibility Gini index

description: Ensuring equitable access to health services is crucial for public welfare and social equity, and is a key objective of the United Nations' Sustainable Development Goals (SDGs). However, existing datasets often define hospital accessibility using travel time to hospitals in geographic dimension only, without considering the supply (hospital capacity) and demand (population distribution) dynamics. To overcome this limitation, we developed and validated a national-scale 1 KM map of both hospital travel time and hospital accessibility in China. We used Gaussian two-step floating catchment area (Ga2SFCA) model to calculate hospital accessibility, incorporating hospital capacity and service population. Various file types and statistical indicators are provided, making the dataset highly accessible for non-specialists. The dataset fills the gap in publicly available nationwide hospital accessibility data for China and can serve as a critical tool in optimizing resource allocation and developing targeted strategies to improve healthcare equity.
DOI: 10.17632/7y943f6wf8
title: OnStove inputs and outputs

description: This repository contains data developed in relation to the first application of OnStove for all of sub-Saharan Africa.

The repository contains:

1.	Inputs – a folder containing all non-GIS inputs of the analysis (socio- and techno-economic specification files. These files are divided per scenario (private and social) and per country.

2.	GIS data – a folder containing all the processed GIS data from the analysis. The folder includes subfolders for all countries included in the analysis.

3.	A word document named “GIS data sources and descriptions of processing steps”. This document includes all the original sources of the GIS data shared on the repository as well as descriptions on how they have been altered from the original sources

4.	Outputs – a folder containing outputs for each country. The outputs are divided per scenario (private and social). Each output folder contains i) A main plot including a bar-plot  indicating  the  stove- split  in  the  scenario, a map of the spatial distribution of stoves with the highest net-benefit across SSA, a box-plot  indicating  the  net-benefit  resulting  from switching to each stove type and a plot showing the total costs and monetized benefits of each stove type, note that salvage costs are incorporated in the investment values (Investment costs = investment – salvage), ii) a .csv file with the summaries of the results and iii) a .pkl file with the full results of the analysis, which can be explored using the OnStove python package.

5.	Example case - Datasets needed in order to replicate the study for one country (Ghana) using the notebook found on the official OnStove repository (https://github.com/Open-Source-Spatial-Clean-Cooking-Tool/OnStove/tree/main/example)

6.	Sensitivity files – files used in the sensitivity analysis conducted as part of the manuscript.
DOI: 10.6084/m9.figshare.12083994.v2
title: Content Management Systems Among Swedish Museums

description: This dataset contains links to over 350 Swedish museum websites along with information about which content management system each website is powered by. If the CMS could not be identified the backend framework or programming language have noted instead (if possible).<br><b>Inclusion Notes</b><br><br>Museum using central Content Management Systems (such as hembygd.se or municipality websites) are excluded from this dataset. <br><br>When multiple museums shares website only one instance of the website is represented in the dataset.<br>Only the main museum website is represented. Separate websites for collections, projects, locations, or similar are excluded.<br><b>Creation Notes</b><br>The dataset were semiautomatically created by the author on the date of publication.<br><b></b>
DOI: 10.6084/m9.figshare.12612491.v2
title: Meta analysis on phosphorus and CO2 interaction effect on plants

description: Dataset for the meta-analysis on plant response to CO2 and phosphorus interaction. <br>Paper accepted by Global Change Biology. <br>Jiang, M., Caldararu, S., Zhang, H., Fleischer, K., Crous, K.Y., Yang, J., De Kauwe, M.G., Ellsworth, D.S., Reich, P.B., Tissue, D.T., Zaehle, S., and Medlyn, B.E., 2020. Low phosphorus supply constrains plant responses to elevated CO2: a meta-analysis. Global Change Biology.
DOI: 10.6084/m9.figshare.16649890.v1
title: Supplementary Data File 3 laml_raw_mat.csv

description: transcriptome data sets of Laml
DOI: 10.6084/m9.figshare.5844228.v2
title: Conference posters

description: These are the posters that I have presented at various ecology conferences over the years.<br> <br> 1. Crap vs. Cars - Frontiers in Historical Ecology, Zurich 2011.<br> Now published here: http://onlinelibrary.wiley.com/doi/10.1111/j.1600-0587.2013.00185.x/abstract<br> <br> 2. Putting seed dispersal on the map - Intecol, London 2013<br> Now published here: http://onlinelibrary.wiley.com/doi/10.1111/ddi.12251/abstract<br> <br> 3. Can wild herbivores provide functional connectivity between isolated grassland habitats? - Oikos, Stockholm 2014<br> Now published here: http://link.springer.com/article/10.1007/s00442-014-2897-7<br> <br> 4. Plant community turnover after a century of change - Oikos, Umeå 2015<br> Now published here: http://onlinelibrary.wiley.com/doi/10.1111/1365-2435.12716/abstract<br> <br> 5. Twentieth century changes in floral diversity and<br> distributions: classifying historical land use in R - BES, Liverpool 2016<br> Now published here: http://onlinelibrary.wiley.com/doi/10.1111/2041-210X.12788/abstract <br> 6. Climate warming compounds plant responses to habitat conversion - SFE2/GFÖ/EEF, Metz 2022 Now published here: https://doi.org/10.1038/s41467-022-35516-7<br>
DOI: 10.6084/m9.figshare.28840385.v1
title: Supplemental Table 6

description: Gene-sets were enriched in <i>Pkd1</i><sup>RC/RC</sup> and WT at 6 months
DOI: 10.17632/twfznctjtb
title: Behavioral assessment of the zebrafish Danio rerio (Cypriniformes, Cyprinidae) upon chronic exposure to the insecticide Fipronil and its chlorine degradation byproducts

description: Behavioural data was used to evaluate the effects of fipronil and its byproducts on the zebrafish.
DOI: 10.6084/m9.figshare.3566511.v1
title: Appendix B. Stability of the stationary state given by Eqs. 16–18.

description: Stability of the stationary state given by Eqs. 16–18.
DOI: 10.6084/m9.figshare.3568398.v1
title: Appendix J. An example: sample-size- and coverage-based Shannon diversity curves may exhibit inconsistent patterns.

description: An example: sample-size- and coverage-based Shannon diversity curves may exhibit inconsistent patterns.
DOI: 10.6084/m9.figshare.c.3833362_d6.v1
title: Additional file 6 of Common and phylogenetically widespread coding for peptides by bacterial small RNAs

description: mock ORF sequences. (ZIP 3000 kb)
DOI: 10.15131/shef.data.23452853.v1
title: Digital Twin - User Survey and Responses

description: Marketing survey questions from the Mimick commercialisation project and summary responses
DOI: 10.17632/3bpv5v6yxm
title: Data for manuscript: Enthalpy based model for prediction of microstructure evolution during binary alloy solidification
DOI: 10.6084/m9.figshare.16709575.v1
title: trajectoryxy.mat

description: Data for book "Optical Tweezers: Principles and Applications"
DOI: 10.6084/m9.figshare.27890241.v1
title: Metabolomics data - lean/obese MASLD - Haag et al. JCI Insight 2025;10(8):e180943

description: The table presents quantitative serum metabolomics data from a subset of 204 subjects of European descent, recruited from the Salzburg colon cancer prevention initiative (SAKKOPI) study. Metabolic dysfunction-associated steatotic liver disease (MASLD) was diagnosed based on ultrasound evidence of hepatic steatosis. Subjects were allocated into four groups: lean healthy (n=61, BMI &lt;25 kg/m<sup>2</sup>), lean MASLD (n=49, BMI &lt;25 kg/m<sup>2</sup>), obese healthy (n=47, BMI &gt;30 kg/m<sup>2</sup>) and obese MASLD (n=47, BMI &gt;30 kg/m<sup>2</sup>).Serum metabolomics data were obtained using the Biocrates Absolute IDQ p180 kit (Feldman et al. Am J Gastroenterol. 2017 Jan;112(1):102-110). Bile acids (BAs) and short-chain fatty acids (SCFAs) were quantified as described (Haag et al. Anal Bioanal Chem. 2015 Sep;407(22):6815-25; Liebisch et al. Biomolecules 2019 Mar 28;9(4):121).
DOI: 10.17632/g95nywbyhs
title: Building Bridges: Exploring Digital Strategies for Promoting Tolerance and Global Citizenship

description: Multicultural and AI
DOI: 10.17632/py83xrr8sv
title: gender and mathematics and science

description: gender mathematics and science education
DOI: 10.6084/m9.figshare.13076963.v1
title: Digital Theatre Transformation_ Audience Questionnaire_anon.xlsx

description: Audience Questionnaire for the UKRI/AHRC-funded Digital Theatre Transformation Project with 177 audience members of Creation Theatre and Big Telly's <i>The Tempest</i>. Collected answers between 29 June and 17 July 2020 to evaluate audience attitudes towards digital theatre in the wake of Covid-19 restrictions. The data has been anonymised, with identifiers and email addresses removed.
DOI: 10.6084/m9.figshare.19310501.v1
title: Data from: Genetically-based adaptive trait shifts at an expanding mangrove range margin

description: [Kennedy-etal_Common-Garden_read-me.txt] Metadata for data sets used in this manuscript.<br>[Kennedy-etal_Common-Garden_ANALYSES.R]R-code to reproduce analyses in the manuscript.<br><br>[estab_experiment.csv]Trait data from the initial growth and establishment phase (0 - 8 months) of the Avicennia germinans (black mangrove) common garden experiment. Propagule development into seedlings was monitored until eight months post-planting (20 maternal cohorts x 30 biological replicates = 600 total propagules).<br>[growth_experiment.csv]Trait data from the subsequent growth phase (8 - 24 months) of the Avicennia germinans common garden experiment. A random subset of seedlings from the initial growth and establishment phase of the experiment were monitored until two years post-planting (20 maternal cohorts x 12 biological replicates = 240 total seedlings).<br>[maternal_genotypes.csv]Genotype data for 20 Avicennia germinans maternal trees whose offspring were used in the common garden experiment. Leaves samples were collected on 07-08 October 2017 from six collection sites along the Atlantic coast of Florida (27.56 – 30.01◦N).
DOI: 10.6084/m9.figshare.24770967.v4
title: Ukraine Crisis in Economics and Business Research

description: <br>Bibliographic Data onUkarine Crisis ιn Economics and Business Research Generated by Koutsoupias Nikosstudied in The War in Ukraine as a Global Economic Crisis (2014-2023)an article by Prof. A. Bitzenis and Prof. N. Koutsoupias, University of Macedonia, GreeceVolume in honor of Elias KouskouvelisEdited by The Council for International Relations - Greece (CfIR-GR)<b>Δεδομένα που μελετήθηκαν στο:</b><b>O Πόλεμος στην Ουκρανία ως Παγκόσμια Οικονομική Κρίση (2014-2023)</b> των Α.Μπιτζενη και Ν.Κουτσουπιαστον τόμο εις μνήμην του καθ. Ηλία Κουσκουβέληεκδ. Συμβουλίου Διεθνών Σχέσεων, Αθήνα, 2024
DOI: 10.17632/4f8pfxf27b
title: Statistical Analysis Plan

description: We provide full transparency of the pre-defined predictors we aim to test in this available statistical analysis plan before database lock and before the described analysis is to be carried out. We plan to report all findings in the main tables/supplemental tables of a finalized manuscript, reporting each result and interpretation. Results will be reported upon publication of the manuscript with final analysis and interpretations.
DOI: 10.17632/jpp99w7hrs
title: Exploring the Nexus of Cultural Heritage and Marketing in National Alcoholic Beverage Sales Dataset

description: This is the first study on the tradition and cultural heritage of the rakija market based on consumer behavior analysis after UNESCO recognized Serbian rakija šljivovica as an intangible cultural heritage, which is the greatest contribution of this research. With this study, we also contributed to the limited literature that examines rakija marketing. The research data were collected in Serbia from December 2023 to March 2024 utilizing a survey approach. Electronic data collection was carried out through an online questionnaire. The study sample comprised 608 valid respondents (n=608), who were chosen randomly. Descriptive statistical analyses were performed using SPSS, statistical power and t-tests using JASP, and multiple regression analysis using SmartPLS.
DOI: 10.6084/m9.figshare.21780065.v1
title: Data Sample for "Mapping Dynamic Human Sentiments of Heat Exposure with Location-Based Social Media Data"

description: This is the data sample attached to the manuscript "Mapping Dynamic Human Sentiments of Heat Exposure with Location-Based Social Media Data". Twitter data collected on 2020.9.26 and 2021.9.26 are two sample data that can be used for reproducing the works from the manuscript. Please contact the corresponding author if you want to get access to the full dataset.
DOI: 10.6084/m9.figshare.28227701.v1
title: The protein expression levels of KAT7 and its crotonylation and acetylation.

description: To investigate the function of KAT7 and its crotonylation and acetylation levels on colorectal cancer progression, we detected the expression of the KAT7 protein and its crotonylation and acetylation levels in colon tumor tissues and matched adjacent noncancerous colon tissues by Western blotting and Co-immunoprecipitation, respectively.Figure 1-30: The expression of the levels of KAT7Figure 31-60: The expression of the levels of beta-actionFigure 61-73: The expression of the levels of KAT7 acetylationFigure 74-86: The expression of the levels of KAT7Figure 87-99: The expression of the levels of KAT7 crotonylationFigure A100-A112: The expression of the levels of KAT7
DOI: 10.17632/stm3cb6y7r
title: Kiwifruit Detection

description: The experiment uses the self-made YOLO data set as the sample training and testing and verification set. The pictures used are taken by two different types of mobile phones and tro drones in the kiwifruit production base of zhouzhi county, xi'an city, shaanxi province. A total of more than 4000 pictures were taken. After deleting the blurred, repeated and non-research target pictures, the remaining 2856 pictures were sorted and labeled to make the kiwifruit data set.
DOI: 10.6084/m9.figshare.19086593.v1
title: Smart Grids Failure & Faults Classification

description: Dataset supporting the review research in the article: Z. Krivohlava, S. Chren, B. Rossi (2022). "Failure and Fault Classification for Smart Grids", <em>Energy Informatics</em>, Springer. Included material: <strong>smart_grid_faults_failures_reviewed_publications.pdf</strong>: List of all the surveyed articles; <strong>smart_grid_faults_failures_catalogue.csv</strong>: CSV file with all the failures and faults categorized;<br>
DOI: 10.6084/m9.figshare.24276934.v2
title: environmental data for 1060 samples

description: data for 'The neglected roles of adjacent natural ecosystems in maintaining bacterial diversity in agroecosystems'
DOI: 10.6084/m9.figshare.24637803.v1
title: 27 Sep to 4 Oct (fpqo format).zip

description: raw data for 27 Sep to 4 Oct period in fpqo format.
DOI: 10.6084/m9.figshare.25134800.v1
title: cox1 alignment of Achlya species

description: cox1 alignment of Achlya species
DOI: 10.17632/ghhxdnyh6v
title: INNOVATIVE IOT-BASED STRATEGY FOR WATER QUALITY CONTROL IN HYDROPONIC PLANTS USING MEDIAN FILTER AND LINEAR QUADRATIC ESTIMATION

description: pH and PPM water quality
DOI: 10.6084/m9.figshare.19500155.v2
title: patches and local annotations, slide 006, zoom 248x248 um2

description: patches and local annotations: data for slide with ID of the last 3 characters of the file name: local annotations in csv format and a folder with patches at zoom level indicated at the 6th character of the file name
DOI: 10.6084/m9.figshare.4174359.v1
title: MaTrace_Global_InData.xlsx

description: Complete set of model data for the MaTrace Global model of metal cycles, published in Resources Conservation and Recycling with the DOI 10.1016/j.resconrec.2016.09.029<br>
DOI: 10.15468/dl.tx4ygz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((-10.6036 29.6447,-11.635 28.8496,-9.0352 28.8496,-9.0352 33.4562,-9.6631 32.8696,-9.7766 32.3158,-10.3241 31.5424,-10.3942 30.6542,-10.1716 30.2225,-10.6036 29.6447))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013083-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.19478744.v1
title: Dataset_Psychological distress and Coping strategies_NEM.xlsx

description: This cross-sectional study had carried out at two renowned universities in Bangladesh from 26th March to 27th April in 2021. Data was collected through an online survey. At first, an invitation had sent with an informed consent paper providing information explaining the purpose of the study and assurance of confidentiality of the questionnaire, where participants had asked whether they would agree to take part in this study and if so, they had provided with an online questionnaire to their school email address. Ethical approval of this study had taken from the Institutional Review Board/Ethical Review Committee of North South University (2021/OR-NSU/IRB/0402). The participants had provided their consent; confidentiality was assured. <br>