cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/nndft7shbc
title: Morelia Tanker Water Market and Business Customers

description: The purpose of the study backed up through this dataset is to conduct a market analysis on the role of businesses in the performance of the private tanker water market of Morelia, Mexico. Specifically, this study examines the different supply chains that deliver tanker water to business premises to understand the role of businesses in the formation of informal water markets and the nature of competition between formal and informal supply chains that serve them. In all, it contributes to discussions on the operations and competition within informal markets (i.e., market structure, vendor organization, price setting, customer characteristics and profitability of private water tankers, which will help inform policies governing informal water markets in the supply and demand value chains. This study espoused a mixed method approach using both qualitative and quantitative techniques to collate data from a cross-section of PWT stakeholders (water source managers, tanker drivers and operators, business customers and regulators alike) in Morelia, Mexico. Combining both approaches provided an avenue to achieve a more robust and comprehensive meaning to the research findings. This is because the use of the two designs acts as a check and balance against bias and generalization of results. This also afforded the study to use and collect data through several collection methods to ensure enough depth and breadth of the information on supply chains and business customers in the private tanker water market. The study was conducted in the city of Morelia in Mexico. The city with 784,776 inhabitants was carefully chosen as a field site because of the intense market activity of water tankers and its manageable size. In Morelia, on average, about 200 tankers deliver water daily to households and businesses alike within an area of 78 km2.. Given the complexity of PWT markets, a multistage sampling approach was adopted for this study. The first process was made up of identifying and selecting the most relevant water sources from which water tankers source their water. The relative importance of each source, in terms of water sold to the market, was used as the basis in selecting the respective number of interviews at each water source. Study participants were recruited using the purposive and the snowballing techniques. Using this technique, all in all, 27 truck drivers were interviewed from all water sources using questionnaires designed to include core issues regarding total sales to businesses and frequency of supply and financial indicators. Drivers were interviewed during rides to deliver tanker water to business customers. Seven water source managers were also interviewed using semi-structured interviews. Interviews were mainly conducted at the water source but in an area devoid of any third-party interference such as respective offices. Also, using both qualitative in-depth guides and questionnaires, thirty business customers were interviewed.
DOI: 10.6084/m9.figshare.25721757.v5
title: WUDD dataset

description: UDD data set includes 2627 pictures. WUDD data set is obtained by enhancing and expanding MUIE module number data. WUDD data set includes 3219 images, of which 2307 images are used for training, 456 images are used for testing and 456 images are used for verification. The data set consists of scallops, sea cucumbers and sea urchins.The labels folder contains labels in. txt format for training, testing and verification sets, which is convenient for yolo model.
DOI: 10.6084/m9.figshare.5127340.v1
title: Supplementary Material for: Acute Ischemic Stroke (AIS) Patient Management in French Stroke Units and Impact Estimation of Thrombolysis on Care Pathways and Associated Costs

description: <b><i>Background:</i></b> Stroke is the second leading cause of death and a first leading cause of acquired disability in adults worldwide. This study aims to evaluate the current management and associated costs of acute ischemic stroke (AIS) for patients admitted in stroke units in France and over a one-year follow-up period as well as to assess the impact of improved thrombolytic management in terms of increasing the proportion of patients receiving thrombolysis and/or treated within 3 h from the onset of symptoms. <b><i>Methods:</i></b> A decision model was developed, which comprises two components: the first corresponding to the acute hospital management phase of patients with AIS up until hospital discharge, extracted from the national hospital discharge database (PMSI 2011), and the second corresponding to the post-acute (post-discharge) phase, based on national treatment guidelines and stroke experts' advice. Five post-acute clinical care pathways were defined. In-hospital mortality and mortality at 3 months post-discharge was taken into account into the model. Patient journeys and costs were determined for both phases. Improved thrombolytic management was modeled by increasing the proportion of patients receiving thrombolysis from the current estimated level of 16.7 to 25% as well as subsequently increasing the proportion of patients treated within 3 h of the onset of symptoms post-stroke from 50 to 100%. The impact on care pathways was derived from clinical data. <b><i>Results:</i></b> Among 202,078 hospitalizations for a stroke or a transient ischemic attack (TIA), 90,528 were for confirmed AIS, and 33% (29,999) of them managed within a stroke unit. After hospitalization, 60% of discharges were to home, 25% to rehabilitative care and then home, 2% to rehabilitative care and then a nursing home, 7% to long-term care, and 6% of stays ended with patient death. Of a total cost over 1 year of €610 million (mean cost per patient of €20,326), 70% concern the post-acute phase. By increasing the proportion of patients being thrombolyzed, costs are reduced primarily by a decrease in rehabilitative care, with savings per additional treated patient of €1,462. By adding improved timing, savings are more than doubled (€3,183 per additional treated patient). <b><i>Conclusions:</i></b> This study confirms that the burden of AIS in France is heavy. By improving thrombolytic management in stroke units, patient journeys through care pathways can be modified, with increased discharges home, a change in post-acute resource consumption and net savings.
DOI: 10.17632/zgtn6k2xsh
title: Metabolomics in Multiple Sclerosis - Fitzgerald et al.

description: De-identified metabolomics data from people with multiple sclerosis and healthy controls from "Multi-omic Evaluation of Metabolic Alterations in Multiple Sclerosis Identifies Shifts in Aromatic Amino Acid Metabolism"
DOI: 10.6084/m9.figshare.12273014.v1
title: Fire Dataset

description: CSV Data of fire and region data for South-America and Australia<br>
DOI: 10.6084/m9.figshare.16834390.v1
title: Yearly data for no2 and warm season ozone in the US

description: Air pollution datasets that support the study "A national cohort study (2000-2018) of long-term air pollution exposure and incident dementia in an American elderly population".
DOI: 10.6084/m9.figshare.20014364.v1
title: The database of English words in Croatian.xlsx

description: To build a dataset to train and test the model, 60,000 words were manually labelled according to language membership by three independent evaluators. N-gram feature representation was used in combination with a linear Support Vector Machine classification algorithm (SVM) (Smola & Schölkopf, 2004) to extract English words from the ENGRI corpus (Bogunović & Kučić, 2021; Kučić, 2021). An F1 score of 0.9669 was achieved on the test set. The database contains 9,453 English words as well as their absolute and relative frequencies.
DOI: 10.6084/m9.figshare.28694516.v1
title: The data from the article entitled “The degradation of lignin and cellulose in typhoon-induced unsenescent leaf litter depends greatly on functional strategies among tree species”

description: The data from the article entitled <i>“The degradation of lignin and cellulose in typhoon-induced unsenescent leaf litter depends greatly on functional strategies among tree species”</i>
DOI: 10.17632/jcpj3xdhtt
title: Data for: Dataset on technological alliances by using joint patents in the biotechnology industry

description: The data in this article includes biotechnological joint patents as a proxy of technological alliances. Each joint patent has their corresponding International Patent Classification codes, their forward citation measure as an indicator of innovation value, and the firms involved in the process. The data was collected during a time frame that ranges from 2006 to 2010.
DOI: 10.6084/m9.figshare.25429204.v1
title: Diabetes 130-US hospitals for years 1999-2008 Data Set Raw

description: http://archive.ics.uci.edu/ml/datasets/Diabetes+130-US+hospitals+for+years+1999-2008Details: https://github.com/theislab/ehrapy-datasetsThis is the original diabetic_data.csv file downloaded from the above link on 18 Mar 2024 under a CC BY 4.0 License.It is stored here for convenience of ehrapy users.
DOI: 10.6084/m9.figshare.27960552.v1
title: <b>Large and small landscape features are used by grassland epigaeic arthropods for overwintering in a timber production landscape</b>

description: Data for Deventer et al 2025. Biodiversity and Conservation:Large and small landscape features are used by grassland epigaeic arthropods for overwintering in a timber production landscapeAuthors: Henno D. van Deventer, René Gaigher, James S. Pryke<br><br><br>
DOI: 10.6084/m9.figshare.7166210.v1
title: Images of simulated glitches in Numpy format

description: These images refer to the dataset of simulated glitches used in the Razzano & Cuoco 2018 paper (Classical and Quantum Gravity, 25, 9, see reference below).<br>The data set is divided in different directories containing the training, testing and validation datasets for the seven glitch classes:<br>NOISEGAUSSSGRDCHIRPLIKEWHISTLELIKESCATTEREDLIKE In order to build the directory tree, download all the files into a directory and then unzip all the files.This will create 3 subdirectories (train,test,val), with subdirectories for each class.<br>In order to read the data, you can use the load command of Numpy, e.g.:<br>import numpy as npf = np.load("train/GAUSS/4063_GAUSS_spec_data.npy")print(f.shape)The output will be (513, 241)<br>
DOI: 10.6084/m9.figshare.7259915.v1
title: 126chains.dcd

description: MD trajectory for self-assembly of amphiphilic molecules using a coarse-grained model.
DOI: 10.17632/h9gv79szcm
title: Marine litter on the beaches of the Kanyakumari, Southern India: An assessment of their abundance and pollution indices

description: The problem of marine litter is increasing along the Indian coast. For conducting a baseline study to identify and assess the abundance, clean-coast index (CCI), and
plastics abundance index (PAI) of marine litter were calculated on the beaches of Kanyakumari, Southern India. A total of 11439 marine litter items were collected and
classified into 33 groups along the 7 beaches of Kanyakumari. From the results, plastics were the most abundant items (65.08%) followed by foam (21.93%), along with
cloths (4.59%), rubber (3.09%), papers (2.26%), glass (2.16%), metal (0.38%), wood (0.26%), and others (0.26%). The average CCI value (27.24) indicates that all beaches
are ‘extremely dirty’; however, the PAI average value (4.37) indicates ‘high abundance’. About 96.87% of the marine litter originates from the land-based sources.
This study provides an interpretive framework for further plastic pollution assessment, which could lead to a better marine litter management on Indian beaches.
DOI: 10.6084/m9.figshare.25514428.v2
title: Alzheimer's Image Dataset with and without including GAN images

description: Alzheimer image dataset
DOI: 10.6084/m9.figshare.26886409.v1
title: Spatiotemporal changes in river network connectivity in the Nile River Basin due to hydropower dams

description: Dams are essential infrastructures, providing indispensable services, including hydropower generation, water for irrigation, and flood mitigation. However, their construction is primarily responsible for disrupting the natural river flows. The number of hydropower dams in the Nile River Basin has increased. However, little is known regarding the spatiotemporal variation in the river network fragmentation and the individual dam contributions. We used the Reach Connectivity Index (RCI) and network centrality measures to assess temporal and spatial changes in longitudinal connectivity. We evaluated the Equatorial Nile and Blue Nile, which are the major hotspots for present and future hydropower developments. Because we included proposed dams in the Equatorial Nile Basin (ENB), 101 dams from 1954 to 2035 and 19 in the Blue Nile Basin (BNB) from 1925 to 2035 were collated. The dams in the ENB have significantly increased over time, with a sharp increase recorded between 2010 and 2015. The mean RCI for the BNB, considering only impassable dams, ranged from 62.5% (SD = 12.5%) in 1925 to 21.35% (11.6%) in 2035. Similarly, in the ENB, the mean RCI for impassable dam scenarios ranged from 50.1% (SD = 2%) in 1954 to 18.1 (12.1%) in 2035. River reaches in the middle section of both basins were the most affected. The decline in the mean RCI was significantly higher in the ENB compared to BNB. Based on the individual dam contribution to the river network fragmentation, the proposed Karodobi dam in the BNB and Nabuyole dam in the ENB will significantly contribute to the fragmentation of the river networks. Therefore, the proposed dams, mainly Karodobi on BNB and Nabuyole Falls Dams, should not be constructed to avoid further reducing the longitudinal connectivity of each basin, respectively. Existing dams, including the Grand Ethiopian Renaissance Dam on the BNB and Kakono on the ENB, should have effective fish migratory corridors that allow the passage of fish either upstream or downstream.
DOI: 10.6084/m9.figshare.26933260.v1
title: <b>Plant invasion affects litter decomposition via interactive soil effects</b>

description: This is the basic data for our research on "Plant invasion affects litter decomposition via interactive soil effects"
DOI: 10.6084/m9.figshare.7399328.v1
title: Data for "Large-Scale Micron-Order 3D Surface Correlative Chemical Imaging of Ancient Roman Concrete"

description: Raman spectra files and EDS data used in paper. Also includes some images included in figures. See paper for methodologies.
DOI: 10.17632/rbndbf39mx
title: Population-based mortality in Hidradenitis Suppurativa

description: To systematically quantify the magnitude of mortality risk in patients with Hidradenitis Suppurativa (HS) and identify characteristics associated with mortality among patients with HS, a PRISMA flow diagram, Funnel plot, Forest plot and two tables were created as supplemental figures to be auxiliary to our systematic review and meta-analysis.
DOI: 10.6084/m9.figshare.19931906.v1
title: 富山県のトンボ（2021年記録）

description: Our collection and photograph data of dragonflies and damselflies from Toyama Prefecture in 2021 are reported. 77 species from 12 families were found in 2021. For each species, the present state of distribution is introduced. The following 12 species were not found in 2021 (the last collection year in parenthesis); <em>Anax ephippiger</em> (2019), <em>Anax guttatus </em>(2005), <em>Nihonogomphus viridis</em> (2006), <em>Shaogomphus postocularis</em> (1972),<em> Sympetrum fonscolombii</em> (2018),<em> Sympetrum danae </em>(2001), <em>Sympetrum depressiusculum</em> (2011), <em>Sympetrum striolatum </em>(2013), <em>Sympetrum vulgatum </em>(2005), <em>Sympetrum cordulegaster </em>(2020), <em>Tramea virginia</em> (2020), and <em>Tholymis tillarga</em> (2007). <br> データセット：2021年の採集及び撮影生データ
DOI: 10.6084/m9.figshare.21621705.v1
title: Children’s Dental Panoramic Radiographs Dataset

description: We provide the dataset folder, which includes three types of datasets, namely, "Child Dental Caries Segmentation Dataset", "Child Dental Disease Detection Dataset" and "Adult Dental Segmentation Dataset ". The "Child Dental Caries Segmentation Dataset" and the "Child Dental Disease Detection Dataset" contain "Train" and "Test ", which are used to record the training set and test set of the dataset, the training set or test set includes the original image and annotation information (segmentation annotation is mask file, test annotation is JSON file). The "Adult dental segmentation dataset" contains the original image and the mask file obtained by segmenting the adult dental panoramic X-ray.
DOI: 10.17632/6pdcrm5p6k
title: Fatty Acyl Availability Modulates Cardiolipin Composition and Alters Mitochondrial Function in HeLa Cells
DOI: 10.17632/yv44pbdvhb
title: ARPA Flap Diagram Figure 1

description: ARPA Flap Diagram
DOI: 10.6084/m9.figshare.23118599.v1
title: Data set submitted May 24, 2023

description: Prevalence of keratoconus and keratoconus suspect and their characteristics on corneal tomography in a population-based study
DOI: 10.6084/m9.figshare.7867772.v1
title: Trying to make it work: Compositional effects in the processing of compound "nonwords"

description: Experimental Data and Data Analysis Script for the article <i>Trying to make it work: Compositional effects in the processing of compound “nonwords”, </i>published in the <i>Quarterly Journal of Experimental Psychology</i><br>The complete dataset for Experiment 1 - the timed sensibility judgment task, including the real-word answers - is available at <br><i></i>https://osf.io/7kynq/ <br>
DOI: 10.17632/45djgf3p96
title: Black Gram Leaf Image Dataset for Disease Detection in Field Conditions

description: In countries of Southeast Asia, black gram (Vigna mungo) is a popular lentil for its taste, nutrient components, and health benefits. It has different types of uses, which increase its economic significance in the agricultural sector of most South Asian countries. The production of this lentil is troublesome due to its proneness to different kinds of diseases, and these diseases decrease the quality of lentils significantly, which hinders the economic profit of black gram cultivation. This lentil, produced from black gram seed, is also exported to international markets. For this reason, ensuring its sound quality is a crucial task. But leaf diseases are a great threat to its quality and cultivation. To prevent and control leaf diseases, an accurate diagnosis tool is highly important for black gram cultivation, which requires advanced datasets of leaf images.

This dataset is developed for advanced disease detection of black gram, which contains 587 field images of black gram. The size of all leaf images is 1024x1024 pixels, which supports almost all computer vision techniques. These images were captured from cultivation fields of black gram under the direct supervision of a plant pathology expert. Using the Make Sense (https://www.makesense.ai/) software, this dataset was developed by utilizing image annotation. A total of 4771 bounding boxes (rectangular) are present in this dataset, which were manually marked utilizing the Make Sense software. Among 4771 bounding boxes, 976 boxes were for LA (representative of healthy leaf), 2359 boxes for LB (representative of flea beetle damage), and 1436 for LC (representative of yellow mosaic disease) label. Besides disease diagnosis, analysis of leaf diseases can also be performed using this comprehensive dataset, as it contains high-quality images of black gram leaves.

Most of the existing image datasets are developed for the disease classification of black gram leaves. This dataset can be used for disease detection of black gram leaf, where multiple types of diseases can be identified from a single image. This method of disease diagnosis is more efficient than the traditional image classification approach. This dataset can play a crucial role in the advanced diagnosis of black gram leaf, which is highly important for sustainable progress in black gram cultivation.

Dataset Information:
# Size - 70.2 MB (Compressed)
# Size - 71.2 MB (Original Folder)
# Number of images - 587
# Annotation Type - Rectangular bounding boxes
# Total Bounding Boxes - 4771
# Labels - 3
1. LA
2. LB
3. LC
# Annotations Format
1. Single CSV file
2. VOC XML format
3. YOLO format
DOI: 10.17632/9bhpg8th44
title: Compound dry and wet extremes lead to an increased risk of rice yield loss

description: This is the global rice yield and climate extreme dataset to the following research paper: "Compound dry and wet extremes lead to an increased risk of rice yield loss". It includes the crop calendar dataset, global dataset of historical yield for major rice and secondary rice, and weekly scPDSI based on EAR5, MSWEP, and CPC datasets.
DOI: 10.17632/kd7pcczxz2
title: AUDIT

description: Objective: The purpose of the research is to describe the process and the results obtained in 
the application of forensic auditing to the administrative accounting management of an 
automotive company, analyzing the possible risks that affect the sustainability of the 
organization, as well as the role of the auditor in the assurance of financial information. 
Theoretical Framework: The purpose of a forensic audit is to validate any potential risk of 
fraud within an organization, by corroborating findings from an internal audit and starting with 
a presumption of fraud. It is essential to detect all types of fraud in a timely manner to ensure 
business continuity. 
Methodology: Methodology: The study was conducted using a mixed research design, involving 
both descriptive and analytical approaches, and incorporating qualitative and quantitative 
variables. It aimed to identify the essential elements required for the development of the case 
study route, while following the established procedures of the International Standards on 
Auditing, as well as employing forensic auditing techniques validated by experts. The study was 
focused on detecting corporate fraud, highlighting areas of interest with respect to the 
potential risks of fraud, based on the results of internal control measures. 
Results: The forensic audit revealed that the automotive company engaged in fraudulent 
activity and the extent of responsibility in its execution. 
Conclusions: Forensic auditing
DOI: 10.6084/m9.figshare.21708425.v1
title: Extended Data 1

description: deplink outputs for gene modules from co-dependency mapping in pan-cancer cell lines
DOI: 10.6084/m9.figshare.25513531.v3
title: Models

description: WinnowNet is a deep learning architecture for rescoring PSM candidates from multiple search engines for metaproteomics.
DOI: 10.6084/m9.figshare.26251553.v1
title: Bathymetric map and data layers for Muddy Pond, Waverley Area, Halifax Regional Municipality, Nova Scotia, Canada

description: Bathymetric map and data layers for Muddy Pond (44.78829140698541, -63.610496108853766) on June 14, 2024Bathymetric data collected by Samuel Andrews using a boat outfitted with a Hummingbird Helix MEGA SI GPS Gen 4.Questions to Linda Campbell (lm.campbell@smu.ca).Citation: Linda Campbell & Samuel Andrews. 2024. Bathymetric maps and data layers for Muddy Pond, Waverley Area, Nova Scotia. Figshare DOI:10.6084/m9.figshare.26251553
DOI: 10.6084/m9.figshare.28848179.v2
title: Exploring Earth's Atmospheric Phenomena: Plasma Formation, Radiation, Chemistry, and Cosmic Influences

description: investigate:Plasma formation mechanisms Role of background radiation Lightning strikes' impact on atmospheric chemistry Ocean-atmosphere interactions and salt formation Cosmogenic origins of elements (star dust)
DOI: 10.6084/m9.figshare.951972.v4
title: R-package for replication studies for Mac/Linux

description: R-package for Linux/Mac. Data and open-soucre method for replication and demonstration to show how to understand why different exercises may give contrasting answers.
DOI: 10.6084/m9.figshare.14604333.v1
title: Table_S3 from Experimental evolution can enhance benefits of rhizobia to novel legume hosts

description: Raw data from greenhouse inoculation study