cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/bdd69gyhv8
title: Fresh and Rotten Fruits Dataset for Machine-Based Evaluation of Fruit Quality

description: (1) Everyone is interested to get fresh and quality fruits. As fruits are going to be rotten after
the passing of time. Hence, fruit quality has substantial economic consequences. It is estimated that
roughly one-third of the fruits are rotten causing huge financial loss. Furthermore, the sale of fruits
will be impacted because consumers believe that spoiled fruits are harmful to their health.
Classification of fresh and rotten fruits is usually carried out by people, which is ineffective for fruit
farmers, sellers as well as fruit processing industries.
(2) In the recent era, computer vision techniques are very promising in performing such types of
classification and detection tasks.
(3) With a view to developing computer vision-based algorithms, an extensive fruit dataset is
presented containing sixteen types of fruit classes, namely fresh apple, rotten apple, fresh
banana, rotten banana, fresh orange, rotten orange, fresh grape, rotten grape, fresh guava, rotten
guava, fresh jujube, rotten jujube, fresh pomegranate, rotten pomegranate, fresh strawberry and
rotten strawberry. Fresh and rotten classifications are done with the help of a domain expert from
an agricultural institute.
(4) A total of 3200 images of fresh and rotten fruits are collected from different fruit shops and real
fields. Then from these original images, a total of 12335 augmented images are produced by using
rotation, flipping, zooming, and shearing techniques to increase the data number.
DOI: 10.17632/nwp835npgk
title: Water Quality Parameters for Khadakwasala Dam derived using Landsat 8 OLI Surface Reflectance

description: Format of the Data:
The data consists of images in .tiff format.

Description:

This dataset contains images representing the concentrations of Chlorophyll, Turbidity, Chemical Oxygen Demand (COD), Biochemical Oxygen Demand (BOD) and Dissolved Oxygen (DO) for the Khadakwasala Dam. The concentrations have been derived from various surface reflectance bands obtained from Landsat 8 OLI.
The relationship between Landsat surface reflectance and optically sensitive water quality parameters such as turbidity and chlorophyll, using a stepwise regression model, is developed. Parameters that are optically non-sensitive, such as COD, BOD and DO, are not directly inferred from the surface reflectance. The process entails formulating a secondary interrelation between the optically sensitive and non-sensitive parameters.

Equations Used:

Chlorophyll=-0.1551*B3/B2 - 0.9551*B4 + 1.5376*(B3+B4) - 2.1244*B2 - 0.4921*B5 + 0.3683*B2 + 0.3141 

Turbidity =1.012*B2/B1 + 1.021 

Where B1, B2, B3, B4 and B5 are Top of Atmospheric Surface Reflectance derived from Landsat 8 OLI surface reflectance bands 

COD = -233.1802*Chlorophyll - 17.1638*Turbidity + 89.4429
BOD = -0.869*Turbidity + 5.6707
DO = -0.6339*Turbidity + 8.9572
Where Chlorophyll and Turbidity derived in eralier equation above using Surface Reflectance bands of Landsat 8 OLI

Time Span for Availability
From: 20th October 2022
To: 22nd April 2023
Nomenclature

The files in this dataset follow the naming convention:

Water Quality Parameter_YEARMMDD_Khadakwasala.tiff

Caution Note:

These equations are specific to the conditions at the Khadakwasala Dam and may not accurately predict concentrations for other water bodies. Users should exercise caution when applying these equations to different contexts.

Acknowledgement:
Thanks to Water Resource Department Maharashtra, India Pune Division for permission to access the site for the periodic water sampling for testing purpose.
DOI: 10.17632/z7cvrjtpzv
title: Dynamic modeling

description: Source code for generating earthquake rupture with off-fault plasticity and dilation. Original code contributor: Shuo Ma (see Ma, 2008, G-cubed; Ma & Andrews, 2010, JGR).
For use instruction please see Readme.txt in the folder for full description. The mesh file (RJ_1128.msh) should be decompressed (8.37 GB) before running the code.

Please reference the paper that published this dataset if you use any of the resources provided here. Please contact the paper corresponding author for questions.
DOI: 10.6084/m9.figshare.22040801.v1
title: ProjecTILs human reference atlas of tumor-infiltrating and blood Dendritic Cells, version 1

description: ProjecTILs human reference atlas of blood and tumor-infiltrating Dendritic Cells (DC), generated by semi-supervised STACAS integration of 11 scRNA-seq datasets spanning 5 cancer types. The datasets were obtained from Gerhard et al. JEM, 2020, as well as Villani et al. Science, 2017, for the blood samples. The dataset is available as a Seurat object, with subtype labels (functional.cluster), sample of origin and several other measurement for each cell stored in the object metadata. The object can be directly used as a reference atlas for ProjecTILs (Andreatta et al. Nat Comms 2021).
DOI: 10.6084/m9.figshare.29109662.v1
title: Interview Leo.docx

description: In-depth interview transcription
DOI: 10.6084/m9.figshare.4007529.v2
title: Data-Plos2016.xls

description: Longitudinal data of domestic dog encounters in rural Tanzanian villages near Serengeti National Park.
DOI: 10.6084/m9.figshare.17427601.v1
title: Data for revised Figure 2 from Outbreak of SARS-CoV-2 at a hospice—terminated after the implementation of enhanced aerosol infection control measures

description: Data for revised Figure 2
DOI: 10.6084/m9.figshare.25511386.v1
title: The Potential Land-Use Impacts of Bio-Based Plastics and Plastic Alternatives

description: The zipped file contains results for the paper "The potential land-use impacts of bio-based plastics and plastic alternatives" published in <i>Nature Sustainability</i>. <b>DOI : </b>10.1038/s41893-024-01492-7Results are in the form of raster files, representing land-systems at the global level. The initial land-system map and modeled scenarios are included. The results from this study are calculated using these raster maps. For more details, please refer to the manuscript and manuscript supplementary information. Additionally, the land-use model utilized in this study requires land suitability maps, based on empirical relationships between land-system patters and suitability criteria, as calculated by a logistic regression. The regression results are presented in the accompanying excel sheet.
DOI: 10.6084/m9.figshare.4955483.v2
title: Epi-data from a cross-sectional survey

description: Reversal of gender ratio in medicine and the social impacts survey amongst Chinese physicians using a cross-sectional survey<b></b>
DOI: 10.17632/mrrdnwkyx8
title: Global Consensus on the Management of Hyperpigmentation Disorders Part II

description: Supplemental tables
DOI: 10.6084/m9.figshare.25828678.v1
title: Chemical control of colloidal self-assembly driven by the electrosolvation force - Experimental data

description: raw experimental data
DOI: 10.6084/m9.figshare.3435404.v1
title: Data for: Soil inoculation steers restoration of terrestrial ecosystems

description: Study design In the Reijerscamp Natuurmonumenten established a large field experiment in 2006. There were four experimental areas (Area A-D). In each area large top-soil excavations were made down to the minaral soil (top-soil removal (rem) & untreated controls (cont)). In each of the excavated areas treatments were performed where 1) sods were added (sod), 2) where mixed soil was spead out (soil), and there was a control where nothing further had been done (cont) all additions were collected from well-developped seminatural sites (sods: Doorwerthse Heide, Wolfheze, Soil: Dennenkamp, Planken Wambuis) Outside the excavations the soil & control treatments were also performed just as inside the top-soil excavations. The sod addition treatment was not performed outside the top soil excavations . Hence in total there were 4 experimental areas, with 5 treatments each, creating 20 sampling locations. Within each sampling location a transect of 5 plots was laid out, with the centre plot in the middle of the sampling location. The orientation of the transect was decided randomly as far a the size of the treatment in each sampling location permitted (see tab 'transect orientation' in the primary data files). Each plot was 1x1m and the spacing between plot edges was 5 m (hence each transect from the far edges of plot 1 & 5 spans 25 m). All data in the primary data files were sampled in this way.
DOI: 10.17632/4mvyxxc3gk
title: Redirecting the pioneering function of FOXA1 with covalent small molecules. Won et al.

description: Unprocessed gels.pdf includes all original uncropped gel images and replicates included in "Redirecting the pioneering function of FOXA1 with covalent small molecules", Won et al.
DOI: 10.6084/m9.figshare.5120749.v1
title: Supplementary Material for: Myeloid Lineage of Human Endothelial Outgrowth Cells Circulating in Blood and Vasculogenic Endothelial-Like Cells in the Diseased Vessel Wall

description: Endothelial injury is a major step in the pathogenesis of atherosclerosis. Accumulated data suggest endothelial progenitor cells can derive from various sources, including the host bone marrow, circulating blood mononuclear cells, as well as resident precursors within the vessel wall. Early experimental animal data supported a haematopoietic origin for vascular precursors, but more recently cells of myeloid lineage have been suggested as precursors of endothelial and smooth muscle cells. However, to date, little evidence exists to support a myeloid lineage-endothelial cell differentiation pathway within the vasculature of human subjects. Here, we undertook two sets of experiments aimed at determining whether (a) blood endothelial outgrowth cells (EOC) had a myeloid lineage and whether (b) chimeric endothelial-like cells within the neovasculature of gender-mismatched cardiac transplant arteriopathy subjects shared common myelomonocytic markers. We show here that in vitro blood-derived EOC and recipient-derived endothelial-like cells participating in vasculogenesis in vivo share some myeloid immunophenotypes. Additionally, these microvascular chimeric cells show no evidence of tetraploidy or cell fusion.
DOI: 10.17632/4sdmfy98xc
title: Dataset and R code for Bottini et al. 2025_Effects of wintering under methylmercury exposure on spring reproductive onset in song sparrows (Melospiza melodia).

description: This folder contains all the datasets and R code needed to reproduce the analysis of manuscript from Bottini et al. 2025 "Effects of wintering under methylmercury exposure on spring reproductive onset in song sparrows (Melospiza melodia)" published in Journal of Neuroendocrinology (freely accessible on https://doi.org/10.1111/jne.70027).

Project description:
We assessed if MeHg exposure during winter may affect the bird's reproductive onset. The experiment main hypothesis and predictions were that due to MeHg exposure energetic cost / toxicity and the onset of seasonal change caused by photostimulation, the treatments (control vs MeHg) and time (almost 7 months of captivity) will affect the quantified physiological and neurological measures. Also, we predicted a potential time per treatment interaction, either caused by 
1) bird's recovery from MeHg harm after a time without exposure, or 2) because the physiological changes associated with photostimulation promoted the appearance of latent MeHg effects not detected previously.

Article Key Findings:
 • Winter exposure to methylmercury does not affect male song sparrows’ spring testes mass, syrinx mass, plasma androgen concentrations, overall number of GnRH neurosecretory cells, and body condition.
 • However, methylmercury exposure slightly decreased the development of cloacal protuberances after photostimulation and the number of region-specific GnRH producing cells.
 • Songbird male reproductive onset appears buffered against methylmercury’s deleterious effects but some carry-over effects on secondary sexual traits that may affect birds’ breeding performance.
DOI: 10.17632/tc93htv96w
title: Diagnosis and Management of Nail Unit Squamous Cell Carcinoma: A Clinical Review by an Expert Panel

description: Curtis KL, Amin SP, Jellinek NJ, Knackstedt TJ, Miller CJ, Piraccini BM, Richert B, Rubin AI, Trakatelli MG, Lipner SR, Diagnosis and Management of Nail Unit Squamous Cell Carcinoma: A Clinical Review by an Expert Panel, JAAD Reviews (2025), doi: https://doi.org/10.1016/j.jdrv.2024.12.012.

Supplemental Figure 1. Longitudinal reddish-brown band with very discrete hyperkeratosis of the lateral sulcus of the nail unit in a young male. His partner had conization for cervical dysplasia with human papillomavirus infection, a procedure in which part of the cervix is removed due to cervical dysplasia. Mohs micrographic surgery confirmed a superficial epidermoid carcinoma. The tumor was positive for HPV 56, supporting genital-digital transmission.

Supplemental Figure 2. Nail unit squamous cell carcinoma management algorithm.

Supplemental Table 1. Differential diagnosis for nail unit squamous cell carcinoma.

Supplemental Table 2. Distinguishing features of nail unit squamous cell carcinoma vs. nail unit keratoacanthoma.

Supplemental Table References.
DOI: 10.6084/m9.figshare.11591658.v1
title: TigerSalamanders_STRUCTURE_allUSandCanada.stru

description: The input file used in STRUCTURE and DAPC analyses of the US + Canada cluster.
DOI: 10.6084/m9.figshare.1404206.v6
title: Supplementary Material for the paper "Tempo Estimation from the EEG signal during Perception and Imagination of Music"

description: Supplementary Material for the paper: Avital Sternin; Sebastian Stober; Jessica A. Grahn & Adrian M. Owen. <em>"Tempo Estimation from the EEG Signal during Perception and Imagination of Music."</em> In: 1st International Workshop on Brain-Computer Music Interfacing / 11th International Symposium on Computer Music Multidisciplinary Research (BCMI/CMMR’15), 2015.
DOI: 10.6084/m9.figshare.24319705.v1
title: Ishizu et al 2024 dataset _ Localized and global representation of prior value, sensory evidence, and choice in male mouse cerebral cortex

description: Behavior dataTwo-alternative forced choice task (Auditory perceptual decision-making task) _8 mice in 122 sessions (mouse i01-i08: 23, 12, 11, 21, 20, 20, 10, and 5 sessions).Electrophysiological data by Neuropixels 1.0Auditory cortex (AC)_7 mice in 29 sessions (mouse i01 – i08: 5, 1, 0, 4, 7, 7, 4, and 1 session),Secondary motor cortex (M2)_8 mice in 34 sessions (mouse i01 – i08: 6, 6, 6, 6, 3, 4, 1, and 2 sessions)Medial prefrontal cortex (mPFC)_8 mice in 34 sessions (mouse i01 – i08: 8, 5, 5, 3, 3, 4, 4, and 2 sessions).Posterior parietal cortex (PPC)_6 mice in 32 sessions (mouse i01 – i08: 7, 1, 0, 8, 7, 5, 4, and 0 sessions; 7 sessions were simultaneously recorded with AC)<b>Reference</b>Localized and global computation for integrating prior value and sensory evidence in the mouse cerebral cortexKotaro Ishizu, Shosuke Nishimoto, Akihiro Funamizu, bioRxiv, 2023. doi: https://doi.org/10.1101/2023.06.06.543645
DOI: 10.6084/m9.figshare.26340976.v1
title: Global Inequality in Cooling from Urban Green Spaces and its Climate Change Adaptation Potential

description: Global urban cooling data and the codes used for their collection and analysis. Remote sensing data was collected using Google Earth Engine (GEE) and analyzed with R.
DOI: 10.17632/v357z2ncbh
title: Problem instances of the sequencing problem of a steel continuous galvanizing line

description: These 30 instances are real cost matrices of a continuous galvanizing line of a Spanish steel company. The element [i, j] of the matrix represent the cost of producing item i right before item j. If an element [i, j] of the matrix is equal to -1, it means that the transition from item i to item j is forbidden. The problem consists in finding the minimum-cost Hamiltonian path (i.e. a minimum-cost feasible sequence). See README.txt for further details.
DOI: 10.17632/2sb899rkp7
title: Dataset of behavioral intention towards the "buy-local" campaign

description: The current dataset is the results of a survey of 414 consumers to investigate behavioral intention towards the "buy-local" campaign based on the theory of planned behavior and national identity expressions conceptualization by using partial least square structural equation modeling (PLS-SEM). The current dataset includes raw data, PLS-SEM results, measurement model results, and structural model results. The current dataset has seven variables, namely: nationalism, patriotism, ethnocentrism, attitude, subjective norms, perceived behavioral control, and participation intention.
DOI: 10.17632/yzcr7hxr3b
title: Opinion pieces and editorials of the newspaper El Deber, June 2017 - June 2022

description: We present a compilation and analysis of 61 opinion pieces and editorials (op-eds) that appeared in the newspaper El Deber, from June 2017 to June 2022. This dataset has been developed to support the paper " Puerto Busch: Borderscapes of a Bolivian River Project in Santa Cruz". Thus, it contributes to the following research objective: to understand the discourses mobilized by business stakeholders in Santa Cruz de la Sierra, related to the Puerto Busch project, as a borderscape located in the Pantanal and on the Bolivian bank of the Paraguay River.
DOI: 10.6084/m9.figshare.19219890.v1
title: Search Analysis.xlsx

description: here are the search terms of the study
DOI: 10.6084/m9.figshare.4141539.v1
title: IUGR dataset

description: Dataset used for the article Factors associated with Intrauterine Growth Restriction in Zimbabwean women: A Secondary Data Analysis
DOI: 10.17632/64d7gds9hf
title: Data for: Modeling the transverse tensile and compressive failure behavior of triaxially braided composites
DOI: 10.17632/v4knrwgj9y
title: Thermal imagery from composite material academic samples

description: The infrared camera recorded the thermal evolution on the surface of the inspected CFRP/GFRP sample for several seconds (approximately 16 to 17 s) at 120 and 145 frames/s sampling rate, from before applying a heat pulse, during the heat pulse and during cooling. The experiment was performed from the two faces of the specimen (providing shallow defect depths form the front face and deeper depths from the back face), and each sequence was labeled and saved into an independent file. Every .zip file contains a folder and files inside. Both are labeled as CFRP-samplename_facq-frequencyvalue_s-sideofinspection_Img-frames. This tagging scheme describes the sample name tested, the acquisition frequency used, the sample side of inspection taken, as well as the number of each frame (for .CSV files) within the sequence, and the whole number of frames from the image sequence (for the folders), respectively. We added heading to the Mendeley data files for Version 2.
DOI: 10.17632/y3rskt5rnc
title: Data for: Multiple Mineralization Events in the Zacatecas Ag-Pb-Zn-Cu-Au District, and Their Relationship to the Tectonomagmatic Evolution of the Mesa Central, Mexico

description: Description of analytical methods and results of electron microprobe analyses, wole-rock geochemistry, 40Ar/39Ar, U-Pb, and locations and descriptions of samples analyzed for geochemistry and geochronology
DOI: 10.6084/m9.figshare.14282949.v1
title: Improved durability of Bisphenol A polycarbonate by bilayer ceramic nano-coatings alumina-zinc oxide

description: Abstract Polycarbonate exposed to sunlight yellows, degrades and loses its usable properties. In order to increase its lifetime, it can be coated with nano-ceramic thin layers of ZnO and Al2O3 deposited by sputtering. The role of the ZnO is to absorb the UV photons that can damageable for the polycarbonate. However, one of the limitations in the use of ZnO is the photocatalytic oxidation that could occur at interface ZnO/PC as a consequence of the photocatalytic activity of this oxide. Insertion of Al2O3 between PC and ZnO could be a way to inhibit this interfacial oxidation. The photooxidation of the ceramic/polymer assemblies, in condition of artificial accelerated ageing, was measured by infra-red and UV-vis spectroscopies. The results show that the photocatalytic activity of ZnO occurring in monolayer coated substrates can be significantly reduced by insertion of Al2O3 and that, in addition, Al2O3 decreases the permeability to oxygen of the coating.
DOI: 10.6084/m9.figshare.14994318.v1
title: Supplementary Material for: The Combined Usage of the Global Leadership Initiative on Malnutrition Criteria and Controlling Nutrition Status Score in Acute Care Hospitals

description: <b><i>Introduction:</i></b> The Global Leadership Initiative on Malnutrition (GLIM) lacks reliable blood tests for evaluating the nutrition status. We retrospectively compared the GLIM criteria, Controlling Nutrition Status (CONUT) score, and Subjective Global Assessment (SGA) to establish effective malnutrition screening and provide appropriate nutritional interventions according to severity. <b><i>Methods:</i></b> We classified 177 patients into 3 malnutrition categories (normal/mild, moderate, and severe) according to the GLIM criteria, CONUT score, and SGA. We investigated the malnutrition prevalence, concordance of malnutrition severity, predictability of clinical outcome, concordance by etiology, and clinical outcome by inflammation. <b><i>Results:</i></b> The highest prevalence of malnutrition was found using the GLIM criteria (87.6%). Concordance of malnutrition severity was low between the GLIM criteria and CONUT score. Concordance by etiology was low in all groups but was the highest in the “acute disease” group. The area under the curve of clinical outcome and that of the “with inflammation group” were significantly higher when using the CONUT score versus using the other tools (0.679 and 0.683, respectively). <b><i>Conclusion:</i></b> The GLIM criteria have high sensitivity, while the CONUT score can effectively predict the clinical outcome of malnutrition. Their combined use can efficiently screen for malnutrition and patient severity in acute care hospitals.
DOI: 10.6084/m9.figshare.24599814.v4
title: Raw datasets

description: These are the raw datasets used in the paper, unzipped in the same directory as the code and use them, see the github site for steps on how to use them https://github.com/TimE9527/stDGCC.
DOI: 10.17632/ph57ynng46
title: Enhanced Spectra dataset of NIRS in intact mangos

description: This datasets contained near infreared spectroscopic data as original spectral (raw) and enhanced spectra data. Datasets were enhanced using MSC (multiplicative scatter correction), BLC (baseline linear correction) and combination of MSC+BLC approaches. Those datasets were used to develop prediction models to determine Vitamin C and Total acidity (TA) of intact mango fruits.
DOI: 10.6084/m9.figshare.29046782.v1
title: BHI Seizure Data

description: This is a collection of datasets for classifying the electrode region into seizure onset region vs non-seizure onset region
DOI: 10.17632/gtymn5f4wv
title: Data for: Economic Complexity and Globalization of Services

description: Universal Fitness-Complexity World Trade Matrix
DOI: 10.6084/m9.figshare.15046638.v1
title: 2021 Roberson lab SSc RNA-Seq alignment metrics

description: Data relevant to a 2021 study of SSc transcriptomes. This file contains RNA-Seq alignment metrics.<br>