cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/c9fzyyzr52.1
title: Data files to Sarabeev et al. (2023) Database on eukaryotic symbionts of native and invasive gammarids (Crustacea, Amphipoda) in the Baltic region of Poland with information on water parameters for sampling sites

description: This database documents the diversity of eukaryotic symbionts from 612 host individuals of seven gammarid species in the Baltic region of Poland. The material of database is composed of three Microsoft® Excel files. The main file represents the raw data on the number of individuals of each eukaryotic symbiont taxa recorded in each host and location. The data set is contained information on the assemblage of symbionts per host individual in one text-table matrix; macro- (host) and microsymbiont taxa name, host length, the date of collection, the geographic coordinates and locality name in columns; and amphipod host specimens in lines. One file reports the microsymbiont species list with information on host species, sampling date, locality and geographic coordinates, infection site, obtained sequences (if the case), brief morphological characteristics and microphotographs. Another file reports measured water parameters, habitat features and host density per sample.
DOI: 10.17632/bsswr7tx5c.1
title: Data for: Life cycle environmental impacts and carbon emissions: a case study of electric and gasoline vehicles in China

description: Each data used for the inventory is shown in the supplementary information.
DOI: 10.17632/p2r42nm2ty.2
title: CT-Scan images

description: Images were collected from the hospital situated in Iran. Part of this CT-scan images of lungs were belonged to lung cancer patients and classified as cancerous images, and the rest of them were belong to other lung diseases, for instance patients who caught COVID-19, and classified as non-cancerous images. The total number of CT-scan images is equal to 364 that 238 of them belong to cancerous images and 126 of the rest belong to non-cancerous images. All of each these images were collected with the help of a pulmonologist in order to skip any probable error in classifying these images.
DOI: 10.17632/2yy6wgfctd.1
title: Data for: A GIGANTIC PARAVIAN (THEROPODA; MANIRAPTORA) FROM JAMES ROSS ISLAND, ANTARCTICA AND THE BIOSTRATIGRAPHY OF UPPER CRETACEOUS, ANTARCTIC DINOSAURS

description: A character matrix of 161 taxa and 905 characters. This is a slight modification to the matrix in Gianechini et al. (2018) with the addition of the taxon described in Ely and Case (2018).
DOI: 10.15468/dl.8njkmy
title: Occurrence Download

description: A dataset containing 1565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-153.15563 -42.70458,-9.84437 -42.70458,-9.84437 57.70458,-153.15563 57.70458,-153.15563 -42.70458))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhipidocladum McClure"
 ]
}

 The dataset includes 1565 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009405-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/p32bmw6rgs.1
title: Atmospheric krypton-85 activity concentrations

description: The data collection consists of eleven datasets of atmospheric krypton-85 activity concentrations with 4 datasets from monitoring stations in the northern hemisphere ("Early Measurements NH", "Freiburg", "Schauinsland" and "Jungfraujoch") and 7 datasets from monitoring stations in the southern hemisphere ("Adelaide", "Antarctica", Cape Grim", "Cape Point", "Darwin", "Tahitit" and "Terre-Adelie"). "Adelaide" start: July 2015; end: ongoing (June 2020); number of measurements: 255; location: Adelaide, Australia; "Antarctica" start: June 1983; end: January 2008; number of measurements: 415; location: near Neumayer station, Antarctica; "Cape Grim" start: April 1987; end: July 1996; number of measurements: 166; location: Tasmania, Australia; "Cape Point" start: August 1985; end: October 1997; number of measurements: 415; location: Cape Point, South Africa; "Darwin" start: August 2007; end: May 2010; number of measurements: 120; location: Darwin, Australia; "Early Measurements NH" start: December 1959; end: May 1976; number of measurements: 204; location: various monitoring stations in the northern hemisphere; "Freiburg" start: June 1973; end: ongoing (July 2020); number of measurements: 2386; location: Freiburg, Germany; "Jungfraujoch" start: January 1990; end: ongoing (June 2020); number of measurements: 1547; location: Berner Alps, Switzerland (3500 m a.s.l); "Schauinsland" start: February 1976; end: ongoing (July 2020); number of measurements: 2386; location: near Freiburg, Germany (1200 m a.s.l); "Tahiti" start: August 1969; end: November 1976; number of measurements: 18; location: Tahiti, French Polynesia; "Terre-Adélie" start: March 1968; end: October 1977; number of measurements: 32; location: eastern Antarctica; All measurements were conducted via decay counting in gas proportional counters with a measurement uncertainty of about 3%. However, for the datasets "Tahiti" and "Terre-Adélie" no errors were given in the original publications and a conservative estimate of 10% measurement uncertainty was taken. Most of the data has been published already and the sources accessible via the internet are found in the reference section. A more detailed description of the data collection and a full list of references can be found in: A. Kersting, C. Schlosser, A. Bollhöfer, S. Schmid, M. Konrad, K. Barry und A. Suckow, „Krypton-85 datasets of the northern and southern hemisphere collected over the past 60 years,“ Data in Brief, in Press. The entire data collection is analysed in: A. Kersting, C. Schlosser, A. Bollhöfer und A. Suckow, “Evaluating 5 decades of atmospheric 85Kr measurements in the southern hemisphere to derive an input function for dating water and ice with implications for interhemispheric circulation and the global 85Kr emission inventory.“ Journal of Environmental Radioactivity, in Press.
DOI: 10.17632/tp9nynzc34.1
title: Synthesized sandstone microstructures generated by GAN-CNN

description: This data set contains 10 different microstructures generated from a generative adversarial network tuned by reinforcement learning such that the resultant microstructures does not only look real but also exhibit consistent effective mechanical properties.
DOI: 10.17632/tzxtm6ys99.1
title: The Use of Asset Growth in Empirical Asset Pricing Models

description: Data and code needed to replicate results in "The Use of Asset Growth in Empirical Asset Pricing Models" by Cooper, Gulen, and Ion
DOI: 10.15468/dl.57xbjw
title: Occurrence Download

description: A dataset containing 20980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "GadmGid is TWN.7.14_1",
 "Geometry POLYGON((121.93201 24.83307,121.96829 24.83307,121.96829 24.85366,121.93201 24.85366,121.93201 24.83307))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 20980 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009404-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kvgwpdzkn5.1
title: Data for: The Big Picture of Cities: Analysing Flickr Photos of 222 Cities Worldwide Using Machine Learning

description: The scope of the dataset is 222 cities in the Mercer’s quality of living (QoL) ranking 2019. The photos were retrieved from Flickr.com. To detect the objects and features of every photo, the authors used Google Cloud Vision, which is a recent technology that collects, analyses, and extracts information from visual images. All photos of the 222 cities were processed to detect their labels. The authors conducted latent Dirichlet allocation (LDA) modelling, which is the most common feature extraction or topic modelling algorithm in machine learning. Each photo was assigned the city image dimension including cityscape, landscape, architecture, transport, and recreation. The table shows (1) the identification number of the city ordered by the Mercer’s QoL Ranking (2) the name of the photo file from 1-1,000, (3) the concatenated label of each photo, (4) the number of labels, (5) the Flickr ID of the photo, (6) the owner ID, (7) the type of license, (8) the date that the photo was taken, (9) view count, (10) latitude, (11) longitude, (12) LDA results, (13) the city image dimension.
DOI: 10.15468/dl.cawv9y
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((136.74276 -11.33629,156.25724 -11.33629,156.25724 2.33629,136.74276 2.33629,136.74276 -11.33629))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ruhooglandia S.Dransf. & K.M.Wong"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009406-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6v9g8dn4jz.2
title: Workplace incivility, emotional exhaustion and adaptive performance

description: Survey dataset on workplace incivility, emotional exhaustion and adaptive performance among Malaysian frontliners
DOI: 10.17632/jf2k84gd2m.2
title: Data Sharing and Privacy in Neuroinformatics (Scopus) Dataset

description: The Data Sharing and Privacy in Neuroinformatics Dataset was curated from the widely recognized Scopus academic database. It includes data from 4,245 research articles in English across 28 academic disciplines, such as Medicine, Computer Science, Neuroscience, Engineering, and Biochemistry, Genetics, and Molecular Biology. The dataset spans publications from 2002 through January 18, 2024, and is unrestricted by publication type, encompassing diverse research outputs, including articles, conference papers, reviews, book chapters, editorials, books, and more. Each document in the dataset includes six attributes: Title, Year, DOI, Abstract, Author Keywords, and Index Keywords.

This dataset was developed to identify parameters relevant to the academic perspectives on data sharing and privacy in neuroinformatics. It is part of our comprehensive research and development strategy focused on multiperspective parameter discovery and autonomous systems development [1]. Our approach leverages big data, deep learning, and digital media to explore and analyze cross-sectional, multi-perspective insights, supporting improved decision-making and more effective governance frameworks. These perspectives span academic, public, industrial, and governmental domains. We have applied this approach across various fields and sectors, including energy[2], education[3], healthcare[4]–[6], transportation[7], labor markets[8], [9], tourism [10], service industries [11], and others.

References
[1] doi: 10.54377/95e5-08b3
[2] doi: 10.3389/FENRG.2023.1071291.
[3] doi: 10.3389/FRSC.2022.871171/BIBTEX.
[4] doi: 10.3390/SU14063313.
[5] doi: 10.3390/TOXICS11030287.
[6] doi: 10.3390/app10041398.
[7] doi: 10.3390/SU14095711.
[8] doi: 10.3390/JOURNALMEDIA4010010.
[9] doi: 10.1177/00368504231213788.
[10] doi: 10.3390/SU15054166.
[11] doi: 10.3390/SU152216003.
DOI: 10.17632/ckgrmk84s5.1
title: women empowerment 

description: The data consists in a sample of 106 developing countries covering the period 2002–2018.  Women empowerment  is captured by women’s political empowerment, gender parity in secondary school enrolment,  gender vulnerable employment inequality and gender wage inequality. The purpose of the research is to see how these variables affect export diversification.
DOI: 10.15468/dl.czfktw
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((80.99390 17.13267,122.00610 17.13267,122.00610 45.86733,80.99390 45.86733,80.99390 17.13267))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sarocalamus Stapleton"
 ]
}

 The dataset includes 75 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009407-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5rvcgkrn64.1
title: Whose tweets about obesity and weight loss gain the most attention: celebrities, political, or medical authorities? 

description: The dataset contains names and categories of used Twitter accounts.
DOI: 10.17632/w4mv8ypsr3.3
title: Chest-CT Images

description: Computed tomography, more commonly known as a CT or CAT scan, is a diagnostic medical imaging test. Like traditional x-rays, it produces multiple images or pictures of the inside of the body. DICOM Images of 20 Subjects has been collected for the study in which 11 Subjects are identified with Cardiomegaly and 9 Subjects are Healthy.
DOI: 10.17632/j26rgc5rvd.1
title: ZEMAX Optical Simulation Files

description: ETL at the back focal plane of the objective lens in finite microscope.ZMX : the Zemax optical simulation of axial scanning range and magnification when the electrically tunable lens (ETL) is placed at the back focal plane of the objective lens in a finite microscope. ETL at the back focal plane of the objective lens in infinite microscope.ZMX : the Zemax optical simulation of axial scanning range and magnification when the electrically tunable lens (ETL) is placed at the back focal plane of the objective lens in an infinite microscope. ETL at the conjugate plane of the back focal plane of the objective lens in finite microscope.ZMX : the Zemax optical simulation of axial scanning range and magnification when the electrically tunable lens (ETL) is placed at the conjugate plane of the back focal plane of the objective lens in a finite microscope. ETL at the conjugate plane of the back focal plane of the objective lens in infinite microscope.ZMX : the Zemax optical simulation of axial scanning range and magnification when the electrically tunable lens (ETL) is placed at the conjugate plane of the back focal plane of the objective lens in an infinite microscope. ETL at the imaging detector plane in finite micrscope.ZMX : the Zemax optical simulation of axial scanning range and magnification when the electrically tunable lens (ETL) is placed at the imaging detector plane in a finite microscope. ETL at the imaging detector plane in infinite micrscope.ZMX : the Zemax optical simulation of axial scanning range and magnification when the electrically tunable lens (ETL) is placed at the imaging detector plane in an infinite microscope. OPTOTUNE_ETL.AGF : the glass category file of the Optotune electrically tunable lens (EL-10-30-Ci-VIS-LD).
DOI: 10.17632/mb8krwpz8n.1
title: Thermodynamic and MD studies of anion complexation by cyclopentaleucine in acetonitrile and dimethyl sulfoxide

description: Raw instrumental files and data files used in regression analyses and starting configurations of system used in MD simulations
DOI: 10.17632/987dhdtnyt.1
title: EVALUATION OF ANTICANCER THERAPY- RELATED DERMATOLOGIC ADVERSE EVENTS: INSIGHTS FROM FDA's FAERS DATASET

description: This repository contains supplementary materials for the paper titled "EVALUATION OF ANTICANCER THERAPY- RELATED DERMATOLOGIC ADVERSE EVENTS: INSIGHTS FROM FDA's FAERS DATASET" published in JAAD.
Other resources may be found in
DOI: 10.15468/dl.6vtpjj
title: Occurrence Download

description: A dataset containing 1351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus coccinea Münchh.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1351 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009408-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2mhq8
title: Occurrence Download

description: A dataset containing 12959 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sasa Makino & Shibata"
 ]
}

 The dataset includes 12959 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009409-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/s6kgb6r3ss.2
title: Indian sign Language-Real-life Words

description: The dataset contains the RGB images of hand gestures of twenty ISL words, namely, ‘afraid’,’agree’,’assistance’,’bad’,’become’,’college’,’doctor’,’from’,’pain’,’pray’, ’secondary’, ’skin’, ’small’, ‘specific’, ‘stand’, ’today’, ‘warn’, ‘which’, ‘work’, ‘you’’ which are commonly used to convey messages or seek support during medical situations. All the words included in this dataset are static. The images were captured from 8 individuals including 6 males and 2 females in the age group of 9 years to 30 years. The dataset contains a 18000 images in jpg format. The images are labelled using the format ISLword_X_YYYY_Z, where:
•	ISLword corresponds to the words ‘afraid’, ‘agree’, ‘assistance’, ‘bad’, ‘become’, ‘college’, ‘doctor’ ,‘from’, ’pray’, ‘pain’, ‘secondary’, ‘skin’, ‘small’, ‘specific’, ‘stand’, ‘today’, ‘warn’, ‘which’, ‘work’, ‘you’.
•	X is an image number in the range 1 to 900.
•	YYYY is an identifier of the participant and is in the range of 1 to 6.
•	Z corresponds to 01 or 02 that identifies the sample number for each subject.
For example, the file named afraid_1_user1_1 is the image sequence of the first sample of the ISL gesture of the word ‘afraid’ presented by the 1st user.
DOI: 10.17632/87njz3ys7m.1
title: Classification method of coal mine gas explosion accident

description: This supplementary material records the principles, methods, concepts and the specific subcategories of coal mine gas explosion accident classification methods in the main text. The content is arranged as follows: The first section introduces the principles, methods, and concepts used to construct classification. The construction of classification relies on the constraints of principles, the guidance of methods, and the reuse of basic concepts; Section 2, 3 and 4 respectively introduce the subclasses of individual action causes, management system causes and other accident causes; Section 5 describes how to use the classification.
DOI: 10.17632/6nfw9mfgwk.1
title: Differences in ecological adaptation of dominant coniferous species in Central Asia are due to drought sensitivity

description: This data includes tree ring chronology data and corresponding grid meteorological data for Central Asia, including mean maximum temperature, mean minimum temperature, mean temperature, precipitation and scPDSI. This dataset is free of any competing conflicts of interest.
DOI: 10.17632/t7r2vpvn7v.1
title: ScanCFU: Low-cost, open-source bacterial colony tracking over large areas and extended incubation times 

description: A hallmark of bacterial populations cultured in vitro is their homogeneity of growth, where the majority of cells display identical growth rate, cell size and content. Recent insights, however, have revealed that even cells growing in exponential growth phase can be heterogeneous with respect to variables typically used to measure cell growth. Bacterial heterogeneity has important implications for how bacteria respond to environmental stresses, such as antibiotics. The phenomenon of antimicrobial persistence, for example, has been linked to a small subpopulation of cells that have entered into a state of dormancy where antibiotics are no longer effective. While methods have been developed for identifying individual non-growing cells in bacterial cultures, there has been less attention paid to how these cells may influence growth in colonies on a solid surface. In response, we have developed a low-cost, open-source platform to perform automated image capture and image analysis of bacterial colony growth on multiple nutrient agar plates simultaneously. The descriptions of the hardware and software are included, along with details about the temperature-controlled growth chamber, high-resolution scanner, and graphical interface to extract and plot the colony lag time and growth kinetics. Experiments were conducted using a wild type strain of Escherichia coli K12 to demonstrate the feasibility and operation of our setup. By automated tracking of bacterial growth kinetics in colonies, the system holds the potential to reveal new insights into understanding the impact of microbial heterogeneity on antibiotic resistance and persistence.
DOI: 10.17632/y2px5tg92h.1
title: University of Ottawa Ball-bearing Vibration and Acoustic Fault Data under Constant Load and Speed Conditions (UODS-VAFDC)

description: The dataset provides signals gathered from an accelerometer, a microphone, a load cell, and a hall effect sensor operating under stable loads and speeds. This dataset provides a platform to assess the effectiveness of fault diagnosis techniques under constant conditions. Using this data, various methods can be tested and evaluated for their efficiency in detecting faults. Moreover, the dataset holds great potential in facilitating the application and refinement of deep learning methods. With this resource, researchers can conduct thorough testing to enhance the accuracy and reliability of machine learning methods. The first column provides accelerometer data, the second column is acoustic data, the third column is motor speed, and the fourth column is the load.

Each dataset is collected under a constant speed and load. A total of 20 bearings are tested, where each bearing has three associated datasets for three different conditions: healthy, fault developing, and faulty. Therefore, a total of 60 datasets are included. 

In all cases, the data is sampled at 42,000 Hz, the sampling duration is 10s, and the nominal rotational speed of the bearing is 1,750 RPM. All data collected for healthy bearings, and bearings with inner, outer, or cage faults are collected under a nominal constant load of 400 N. Ball fault data is collected under no load. The datasets are labelled as {Letter}-{Number}-(Number}, where:

       •	The letter represents the bearing’s final condition: H = healthy, I = inner race fault, O = outer race fault, B = ball fault, C = cage fault.
       •	The first number identifies the bearing that is tested.
       •	The second number represents the bearing’s health condition: 0 = healthy, 1 = fault developing, 2 = faulty.
       •	Examples of inner race fault dataset labelling:
              o	I-2-1 means an inner race  fault for bearing 2 with a fault developing.
              o	I-2-2 means an inner race fault for bearing 2 that is faulty.
              o	O-6-1 means an outer race fault for bearing 6 with a fault developing.
              o	O-7-2 means an outer race fault for bearing 7 that is faulty.
DOI: 10.15468/dl.89p937
title: Occurrence Download

description: A dataset containing 2112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus dentata Thunb.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 2112 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009410-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.