cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.21865095.v1
title: Product recommendation agents and customers’ search experience

description: All the constructs were measured using previous scales with well-established validity and reliability. A seven-point Likert scale was used for all the items. Besides the variables of interest to this study, the survey instrument measured control variables such as the respondents' demographic profile (age, gender, education, and employment), online behaviour such as duration of browsing and number of purchases made during a month. Particularly the duration of browsing and the number of purchases per month were measured to rule out social bias. People who browsed for less than 2 hours and made one or fewer purchases were intended to be dropped from the analysis. However, the data did not contain people with the above conditions. Hence, a total of 252 observations were considered for analysis. <br>
DOI: 10.6084/m9.figshare.23538141.v1
title: curated_datasets_ucdavisicdm19.tgz

description: Curation of UCDAVIS19 dataset related to the publicationReplication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation<br>Internet Traffic Measurement (IMC) 2023<br>DOI: 10.1145/3618257.3624820For information on the original dataset, please refer to@article{DBLP:journals/corr/abs-1812-09761,<br> author = {Shahbaz Rezaei and Xin Liu},<br> title = {How to Achieve High Classification Accuracy with Just a Few Labels:<br> {A} Semi-supervised Approach Using Sampled Packets},<br> journal = {CoRR},<br> volume = {abs/1812.09761},<br> year = {2018},<br> url = {http://arxiv.org/abs/1812.09761},<br> eprinttype = {arXiv},<br> eprint = {1812.09761},<br> timestamp = {Thu, 07 Nov 2019 09:05:08 +0100},<br> biburl = {https://dblp.org/rec/journals/corr/abs-1812-09761.bib},<br> bibsource = {dblp computer science bibliography, https://dblp.org}<br>}https://github.com/shrezaei/Semi-supervised-Learning-QUIC-
DOI: 10.17632/rp73yg93n8
title: Fruits-360 dataset

description: Fruits-360: A dataset of images containing fruits, vegetables, nuts and seeds

Version: 2025.05.12.0

The following fruits, vegetables, nuts and seeds are included: Apples (different varieties: Crimson Snow, Golden, Golden-Red, Granny Smith, Pink Lady, Red, Red Delicious), Apricot, Avocado, Avocado ripe, Banana (Yellow, Red, Lady Finger), Beans, Beetroot Red, Blackberry, Blueberry, Cabbage, Caju seed, Cactus fruit, Cantaloupe (2 varieties), Carambula, Carrot, Cauliflower, Cherimoya, Cherry (different varieties, Rainier), Cherry Wax (Yellow, Red, Black), Chestnut, Clementine, Cocos, Corn (with husk), Cucumber (ripened, regular), Dates, Eggplant, Fig, Ginger Root, Goosberry, Granadilla, Grape (Blue, Pink, White (different varieties)), Grapefruit (Pink, White), Guava, Hazelnut, Huckleberry, Kiwi, Kaki, Kohlrabi, Kumsquats, Lemon (normal, Meyer), Lime, Lychee, Mandarine, Mango (Green, Red), Mangostan, Maracuja, Melon Piel de Sapo, Mulberry, Nectarine (Regular, Flat), Nut (Forest, Pecan), Onion (Red, White), Orange, Papaya, Passion fruit, Peach (different varieties), Pepino, Pear (different varieties, Abate, Forelle, Kaiser, Monster, Red, Stone, Williams), Pepper (Red, Green, Orange, Yellow), Physalis (normal, with Husk), Pineapple (normal, Mini), Pistachio, Pitahaya Red, Plum (different varieties), Pomegranate, Pomelo Sweetie, Potato (Red, Sweet, White), Quince, Rambutan, Raspberry, Redcurrant, Salak, Strawberry (normal, Wedge), Tamarillo, Tangelo, Tomato (different varieties, Maroon, Cherry Red, Yellow, not ripened, Heart), Walnut, Watermelon, Zucchini (green and dark).
Dataset properties

Total number of images: 136793.

Training set size: 102556 images.

Test set size: 34237 images.

Number of classes: 200 (fruits, vegetables, nuts and seeds).

Image size: 100x100 pixels.

Filename format: image_index_100.jpg (e.g. 32_100.jpg) or r_image_index_100.jpg (e.g. r_32_100.jpg) or r2_image_index_100.jpg or r3_image_index_100.jpg. "r" stands for rotated fruit. "r2" means that the fruit was rotated around the 3rd axis. "100" comes from image size (100x100 pixels).

Different varieties of the same fruit (apple for instance) are stored as belonging to different classes.

Repository structure

Folders Training and Test contain images for training and testing purposes.

Alternate download
The Fruits-360 dataset can be downloaded from:

https://www.kaggle.com/moltean/fruits

https://github.com/fruits-360

How to cite
Mihai Oltean, Fruits-360 dataset, 2017-.

License:

C BY-SA 4.0

Copyright (c) 2017-, Mihai Oltean

You are free to: Share and Adapt.

Under the following terms: Attribution — You must give appropriate credit and ShareAlike.
DOI: 10.6084/m9.figshare.28343015.v1
title: source data-LMWOAS

description: Root-derived low molecular weight organic acids modulate keystone microbial taxa impacting phosphorous bioavailability and plant productivity
DOI: 10.6084/m9.figshare.7850882.v1
title: Whole-genome Linkage Disequilibrium Maps for European and African Populations

description: These data are in Browser Extensible Data (BED) format, including the cumulative LDU position of every SNP marker within the generated maps. Additionally, these data are also made available as the kb/LDU ratio for each inter-SNP span providing a view of the regional 'intensity' of LD. These files are compatible with many commonly used genomic analysis tools.
DOI: 10.17632/7cgrcc3xd5
title: Data for: Experimental Validation of Simplified Radionuclide Transport Bubble Scrubbing Code in Sodium Coolant Pool

description: This data set provides the supplemental data for the journal paper "Experimental Validation of Simplified Radionuclide Transport Bubble Scrubbing Code in Sodium Coolant Pool". This data includes the decontamination factor data for each of the 11 single bubble tests conducted along with a test with a bubble swarm configuration. These tests examine the importance of the key scrubbing parameters of particle size, particle density, bubble size, aerosol concentration, pool temperature, and pool depth. Data is provide for the amount of aerosols entering and exiting the sodium coolant pool. The ratio of these two then provides the decontamination factor. Testing conditions for each set of tests is provided along with the uncertainty in the experimentally determined decontamination factor.
DOI: 10.17632/mgj29ndgrk
title: AHD: Arabic Healthcare Dataset

description: - Numerous language-centric research on healthcare is conducted day by day. To address shortcomings of Arabic natural language generation models, we introduce a large Arabic Healthcare Dataset (AHD) of textual data. For this motivation, we named our dataset ‘AHD’.
- The largest Arabic Healthcare Dataset (AHD) as we know was collected from altibbi website. 

- The AHD consists of more than 808k Question and Answer into 90 variety categories. The AHD contains one file, and the file description will be discussed here. One file is the actual data which is in Arabic language. 

 - AHD.xlsx file contains dataset in excel format, which includes the question, answer, and category in Arabic.

 - AHD_english.xlsx file contains dataset in excel format, which includes the question, answer, and category translated to English.

- Distribution of Question and Answer per category.xlsex shows the distribution of the data set by category.
DOI: 10.25381/cput.24524866.v2
title: Hydrochemical assessment of groundwater quality and its suitability for irrigation and domestic purposes in Breede water management area, Western Cape

description: <strong>Ethics Clerance number is 220164711/10/2021 </strong>
<br>
The study was conducted in the Breede Water Management Area in the Western Cape province in South Africa. The aim was to assess the status of groundwater quality, the suitability of the water for domestic and irrigation purposes and factors contributing to the groundwater chemistry. Twelve (12) monitoring boreholes were selected for sample collection. The samples were analysed for major ions such as potassium (K+), magnesium (Mg2+), sodium (Na+), calcium (Ca2+), chloride (Cl-), sulfate (SO42-), bicarbonate (HCO3-), nitrate (NO3-), fluoride (F-) and physical variables like pH, electrical conductivity (EC), total dissolved solids (TDS) and temperature.
DOI: 10.6084/m9.figshare.23545005.v1
title: ASV taxonomic assessment over time

description: Data for all three marker genes presented in the manuscript, including the Machida 18S from Alaska/Arctic and the OCNMS, and Miya MiFish 12S marker from OCNMS. <br> Compressed file with a file for each marker gene compared in the case study. <br> In each file is a table presenting the %ASVs assigned to (Species, Genus, Family, Order, and Class), %Community assigned to each of these taxonomic levels, and the accuracy of the taxonomic assignment compared to assignments produced by the current (12/2022) reference NCBI nt database. Also included is an accounting of how many ASVs were included in each calculation.
DOI: 10.6084/m9.figshare.26977123.v1
title: Image-based identification of PV soiling

description: This dataset is used for the evaluation of the soiling state (clean or dirty) of PV panels.
DOI: 10.17632/mdmz47mg9r
title: Add-in: Short Time Series Forecasting Tool

description: This add-in implements five models to forecast short time series and computes their associated performance metrics. It allows users to make comparisons among the five models automatically. Copyrights (c) 2018 Vakaramoko Diaby & Richard K Moussa
DOI: 10.6084/m9.figshare.19165097.v1
title: Fluorescence intensity data (CLSM) of biofilm thickness measurements

description: Fluorescence intensity (line profiles) measured across CLSM z-images of G. sulfurreducens biofilms.
DOI: 10.6084/m9.figshare.20014604.v1
title: Otologic and audiologic characteristics of type 2 diabetics in a tertiary health institution in Nigeria

description: ABSTRACT INTRODUCTION: This cross-sectional comparative study was carried out at the Diabetes outpatient clinic of LAUTECH Teaching Hospital (LTH) Ogbomoso, Nigeria. OBJECTIVE: This study assessed patterns of otologic diseases and auditory acuity among type 2 diabetics and determinants of these findings among diabetics. METHODS: Ninety-seven consenting patients with clinical diagnosis of diabetes mellitus (194 ears) were matched for age and sex with ninety non-diabetic patients (180 ears). These patients were screened using otoscopy and pure tone audiometry over a 6-month period. RESULTS: The study reported a crude prevalence rate of 21.6% hearing loss in T2DM patients. The most common type of otologic disease that showed significant association with T2DM patients was otitis media with effusion (p = 0.027). T2DM was significantly associated with abnormal audiometric findings (p = 0.022), particularly sensorineural hearing loss (p = 0.022), of the moderate grade (p = 0.057). There were no differences of the audilogical findings for any particular ear, and no differential affectation of frequency range was observed. Coexisting hypertension and poor glycaemic control were significantly associated with aggravation of the hearing of the T2DM patients (p &lt; 0.001, and p = 0.009 respectively). CONCLUSION: T2DM had appreciable effects on hearing acuity. T2DM was significantly associated with the type and the degree of the hearing loss. The need for screening of hearing acuity of T2DM patients, in order to detect early changes, and promptly offer an adequate management and remedial measures was emphasized in this study.
DOI: 10.6084/m9.figshare.7951583.v1
title: Gaussian output files (Index 060000-069999)

description: Gaussian output files (Index 060000-070000)
DOI: 10.6084/m9.figshare.22361707.v1
title: pan genome based on the genome of Atalantia buxifolia

description: The pan genome of orange subfamily based on the genome of Atalantia buxifolia
DOI: 10.6084/m9.figshare.23983950.v1
title: Forest Fire Assessment in Uttarakhand, India

description: Forest fire assessment using Sentinel-2, Sentinel-5p and ECMWF data for Uttarakhand forests in India. R and Python scripts are used to analyze the impact of forest fire in ecology and atmosphere. Estimation of burnt biomass is also included in R script using machine learning techniques.
DOI: 10.6084/m9.figshare.28288079.v1
title: #Prabowogemoy Character sub theme

description: #Prabowogemoy is a distinctively Indonesian campaign communication, formulated with unique vocabulary to the Indonesian language during a specific election cycle. This research opts for the constant comparative method to provide flexibility to articulate the character dimensions associated with #PrabowoGemoy. The goal was to develop a typology that defined Prabowo Gemoy, firmly grounded in the Tiktok Video sample. The research procedure began by individually scrutinizing one TikTok video at a time, dichotomizing them into either policy or character topics. If said Tiktok sample was classified as 'character', I then considered a second category: what character themes does this sample discuss? Is it personal quality, leadership ability, or ideals? If said video meets the criteria of a) character discussion and b) personal quality, I then proceed to establish a tentative typology.
DOI: 10.6084/m9.figshare.9750509.v1
title: Open Tree of Life database files

description: Contains a newick dump of version 10.4 of the OTOL tree generated on 24 September 2018. This version of the file uses the OTT taxonomy identifiers (rather than labels) as there appeared to be some inconsistency in those. In addition contains a tabular representation of the topology generated by megatree-loader, resulting in a CSV file and a SQLite database file.<br>
DOI: 10.17632/d77n7yskmc
title: PBCAVE: Program for exact classification of the mesh points of a protein with possible internal cavities and its application to Poisson–Boltzmann equation solution

description: The main contribution of the program is in the analytic approach to the setting of dielectric constant for all discretization points of a grid in the computational domain according to their locations with respect to the molecular surface allowing also taking into account possible cavities. Assigned values of dielectric constant are used in a solver of the linear Poisson–Boltzmann equation for a protein–water system using a finite difference method.
DOI: 10.17632/psrybh3ksr
title: iSAGE red meat attributes choice experiment

description: csv data used for estimations of willingness to pay of red meat attributes, Supporting data for the paper "European Consumers’ Willingness to Pay for Red Meat Labelling Attributes" published on Animals, 2021
DOI: 10.6084/m9.figshare.11557872.v1
title: Additional file 5. of Strains used in whole organism Plasmodium falciparum vaccine trials differ in genome structure, sequence, and immunogenic potential

description: Description of variants found in the NF54 assembly. Excel spreadsheet listing SNP and indel differences found in the NF54 assembly and 3D7.
DOI: 10.6084/m9.figshare.5121031.v1
title: Supplementary Material for: Effect of Chordin-Like 1 on MC3T3-E1 and Human Mesenchymal Stem Cells

description: Since the discovery that bone morphogenetic proteins (BMPs) are able to induce ectopic bone formation, considerable effort has been devoted to apply it for bone regeneration. BMP activity needs to be temporally and spatially controlled and the organism has devised ways to achieve it. Here we show that the BMP inhibitor chordin-like 1 can interfere with BMP2 signalling thereby affecting the osteogenic differentiation of MC3T3-E1 cells. Besides its function as a BMP antagonist, chordin-like 1 enhanced the proliferation of human mesenchymal stem cells (hMSCs) in a BMP2-independent manner. When MC3T3-E1 cells were exposed to recombinant chordin-like 1 there was an inhibition of alkaline phosphatase (ALP) expression, whereas in the case of hMSCs no effect was observed. However, chordin-like 1 dose-dependently increased the proliferation of hMSCs. This effect is probably BMP2 independent because the chordin-like 1 concentration that stimulates proliferation does not interfere with BMP signalling monitored by a Smad-dependent reporter gene. Our data point towards a novel, BMP-independent role of chordin-like 1 in hMSC proliferation.
DOI: 10.17632/7n97zfd63f
title: Global-local system

description: Data of thhree diffrent tasks after priming of global vs. local procssing. In all files group reprsnt the priming condition of the participant global or local. The code file shwos the anlysis we did in all files. The file "Demo+STAI+CAARS reprsnt the dmografic and the clincal carcrtictic of the sample. the file GLTT represnt their promorfmenc in a global local tendency task. the file "Rorschach" reprsnt their responses in the Rorschach inkbolt task. the file "melodic global-local task" presnt their promofrmenc in a task with simler name. As can be seen in the code we find that global vs. local priming had sgnificent impect on the perfomrnce on all of this tasks.
DOI: 10.17632/s6xjgr35jz
title: Peppers- TLV

description: Peppers - 20 images of 1 pepper crop which were taken in a Tel Aviv. The images were taken 10 seconds apart over two minutes. From this dataset, 20 images are tagged with each image having 9 annotations.
DOI: 10.6084/m9.figshare.12284456.v2
title: Endocasts and endocast dissections

description: This dataset includes stl files of endocasts and endocast partition volumes of all species in for the manuscript "Global elongation and high shape flexibility as an evolutionary hypothesis of accommodating mammalian brains into skulls", by Weisbecker et al., which has been accepted at Evolution (a preprint can be found on https://www.biorxiv.org/content/10.1101/2020.12.06.410928v2). These were the original surface files used for for landmarking and volume partition determination. The endocasts in the folders are identical to the endocasts in the "ply files" folder. <br>
DOI: 10.6084/m9.figshare.14099459.v1
title: Fife-Cook & Franks, 2021

description: To assess the possibility of forming stable and trusting relationships between humans and fishes, we documented the interactions between a familiar human experimenter and seven koi (<i>Cyprinus rubrofuscus</i>). Analyses of video data shows that overall, koi spent more time than expected in close proximity to the human and even sought out physical contact. Moreover, individual fish displayed unique interaction patterns, with some frequently engaging in tactile interaction and others only periodically or rarely doing so. By demonstrating that koi will voluntarily interact with humans and that individual differences play an important role in interaction style, this study provides the first evidence that individuated human-fish relationships may be possible, which has powerful implications for how we think about, treat, protect, and provide care for fish.
DOI: 10.15468/dl.6bkfz5
title: Occurrence Download

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thamnosma texana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 772 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006404-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18427609
title: Pap-smear cervical cytology image dataset

description: This dataset provides curated cervical cytology (Pap-smear) microscopy images intended to support research and development of machine learning models for cervical abnormality detection and related computational pathology tasks.

The release includes  microscopy images labeled in a diagnostic category defined using The Bethesda System (BTS) for reporting cervical cytology, covering eight classes: Atypical Squamous Cells of Undetermined Significance (ASC-US), Atypical Squamous Cells Cannot Exclude High Grade Lesions (ASC-H), Atypical Glandular Cells (AGC), High-grade Squamous Intraepithelial Lesion (HSIL), Low-grade Squamous Intraepithelial Lesion (LSIL), Negative for Intraepithelial Lesion or Malignancy (NILM), Squamous Cell Carcinoma, and Adenocarcinoma.

The dataset comprises a total of 3,000 images. All images are provided in ZIP files: ‘ASC-US.zip’ contains 518 images, ‘ASC-H.zip’ contains 183 images, ‘AGC.zip’ contains 116 images, ‘HSIL.zip’ contains 397 images, ‘LSIL.zip’ contains 319 images, ‘NILM.zip’ contains 1,447 images, ‘SC.zip’ contains 11 images, and ‘A.zip’ contains 9 images.
DOI: 10.5281/zenodo.18427608
title: Pap-smear cervical cytology image dataset

description: This dataset provides curated cervical cytology (Pap-smear) microscopy images intended to support research and development of machine learning models for cervical abnormality detection and related computational pathology tasks.

The release includes  microscopy images labeled in a diagnostic category defined using The Bethesda System (BTS) for reporting cervical cytology, covering eight classes: Atypical Squamous Cells of Undetermined Significance (ASC-US), Atypical Squamous Cells Cannot Exclude High Grade Lesions (ASC-H), Atypical Glandular Cells (AGC), High-grade Squamous Intraepithelial Lesion (HSIL), Low-grade Squamous Intraepithelial Lesion (LSIL), Negative for Intraepithelial Lesion or Malignancy (NILM), Squamous Cell Carcinoma, and Adenocarcinoma.

The dataset comprises a total of 3,000 images. All images are provided in ZIP files: ‘ASC-US.zip’ contains 518 images, ‘ASC-H.zip’ contains 183 images, ‘AGC.zip’ contains 116 images, ‘HSIL.zip’ contains 397 images, ‘LSIL.zip’ contains 319 images, ‘NILM.zip’ contains 1,447 images, ‘SC.zip’ contains 11 images, and ‘A.zip’ contains 9 images.
DOI: 10.6084/m9.figshare.31180999
title: supplementary table 3-8

description: This is the supplementary table 3-8 for artical <i>CD3⁺ Neoplastic B Cells Remodel the DLBCL Tumor Microenvironment via Single-Cell and Spatial Transcriptomics</i><b>.</b>
DOI: 10.6084/m9.figshare.31180999.v3
title: supplementary table 3-8

description: This is the supplementary table 3-8 for artical <i>CD3⁺ Neoplastic B Cells Remodel the DLBCL Tumor Microenvironment via Single-Cell and Spatial Transcriptomics</i><b>.</b>
DOI: 10.6084/m9.figshare.31180999.v2
title: supplementary table 3-10

description: This is the supplementary table 3-10 for artical <i>CD3⁺ Neoplastic B Cells Remodel the DLBCL Tumor Microenvironment via Single-Cell and Spatial Transcriptomics</i><b>.</b>
DOI: 10.15468/dl.ej6q8z
title: Occurrence Download

description: A dataset containing 163573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulmus minor",
 "Year 2000-2026"
 ]
}

 The dataset includes 163573 records from 1809 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006391-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.