cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/yxwjgcndg2.1
title: Eye Conjunctiva Segmentation Dataset

description: The dataset consists of 547 eye images showing conjunctiva collected using two smartphones, the OnePlus 9R(48 MP, f/1.7) and OnePlus 9Pro(48 MP, f/1.8). The room where the images were captured had an adequate amount of lighting. While taking images the lower eyelid was gently moved down with the thumb to get accurate exposure to the conjunctiva of the eyes. No additional lighting was used during the image acquisition process. 

All the images were labeled using “Labelme” software by two annotators. Inter Annotator Agreement (IAA) was calculated among all the labeled images as an intersection percentage between annotated images from two annotators. The agreement found was almost perfect which is on average about 99.9%. The images are of very high resolution which is around (3000X4000). Annotated masks are of the same resolution as the corresponding image. The dataset contains three files. The file named 'Images' contains 547 original images showing eye conjunctiva. Files named 'Masks Annotator 1' and 'Masks Annotator 2' contain masks annotated by two different annotators.
DOI: 10.17632/8jd5tc5zzx.1
title: Partial molar volumes of 1-1 electrolytes at high T and P

description: Excel file containing compiled data on partial molar volumes of 1-1 electrolytes at temperatures above 373 K
DOI: 10.17632/h55hwpbr93.1
title: 3D models of the Fasciola hepatica eggs

description: Two 3D models represent two morphological types of Fasciola hepatica eggs: 1) the one with an appendage on the anti-opercular pole; 2) the one without such appendage. Both types can be found during fecal analysis. Specialists should recognise them and use this knowledge in their practice. Eggs of Fascioloides magna also may have appendages. That is why appendage presence cannot serve as a feature to differ two genera of liver flukes. 
This data set is a Supplement to the original scientific article on Fasciola hepatica, written by Olga Loginova, Boris Efeykin, Anna Krutikova, Ivan Mizin, and Sergei Spiridonov and should be considered only in relation the the article once published.
DOI: 10.17632/tfcc3jk869.1
title: Multi year radiation measurement data

description: Radiation measurement data from several different detectors for the duration of 30 November 2014 through 13 December 2016. Please see related Data In Brief article for further information.
DOI: 10.17632/zw6wrx4xm7.2
title: Dataset on the assessment of pervious concrete containing palm oil kernel shell and seashell in heavy metal removal from stormwater.

description: The dataset currently available comprises the rate of heavy metal removal by pervious concrete incorporation seashell and palm oil kernel shells from stormwater. Stormwater runoff was collected from commercial area at Taman University, Skudai, Johor, Malaysia. The stormwater sample underwent filtration and was preserved in high-density polyethylene (HDPE) bottles at a temperature of 4°C for use as the incoming water. The outgoing water, referred to as effluent, was obtained from tests performed on pervious concrete samples after a curing period of 28 days. The previous concrete mixes were created with a water-to-binder ratio (w/b ratio) of 32% and a sand ratio of 10%, respectively, three palm oil kernel shell and seashell contents, namely, 0, 25 and 50% as coarse aggregate replacement, two median particle sizes of both palm oil kernel shell and seashell, namely (6.3-9.5 mm) and (4.75-6.3 mm. Heavy metal analyses were measured on influent and effluent by a Perkin Elmer ELAN 6100 Series Inductive Coupled Plasma–Mass Spectrometer (ICP-MS). The available datasets are raw and analyzed data.
DOI: 10.17632/fmb4xmp4k5.2
title: Car Dataset: Used cars data from Bikroy.com

description: The dataset is scraped from Bikroy.com and contains information pertaining to second hand cars that are used in Bangladesh. The dataset contains 1209 records. The columns in the dataset are as follows:

1. car_name 
2. brand 
3. car_model 
4. model_year 
5. transmission 
6. body_type 
7. fuel_type 
8. engine_capacity 
9. kilometers_run 
10.price
DOI: 10.17632/5km9n4fzw5.1
title: Data for: Are there different vigilance strategies between types of social unit in Lama guanicoe?

description:  Researcher of CONICET. Specific field: mammal behavior in desert areas, conservation and sustainable use of guanaco. And environmental education. Grupo de Investigaciones de la Biodiversidad (GIB) of IADIZA (Argentine Institute for Arid Land Research)-CONICET. From February 2010.  Responsible professor, Physiology and Behavior of Vertebrates, in Exact and Natural Sciences Faculty of the Biology Degree, National University of Cuyo, Mendoza, Argentina. From August 2013.
DOI: 10.17632/s3cfmcrbbs.2
title: Supplementary Table 1

description: Growth of Pseudomonas frederiksbergensis SI8 in jet fuel and aromatic blend. P. frederiksbergensis S18 was grown in M9 minimal medium in the presence of Jet-A fuel and an aromatic blend (aromatics) for 14 days at 28°C and its growth was determined by measuring OD600 at 0, 7 and 14 days.
DOI: 10.17632/m3m9924p3v.1
title: PkSLMNM: Pakistan Sign Language Manual and Non-Manual Gestures Dataset 

description: Sign language is a non-verbal form of communication used by people with impaired hearing and speech. They also use facial actions to provide sign language prosody, similar to intonation in spoken languages. Sign Language Recognition (SLR) using hand signs is a typical way, however, face expression and body language play an important role in communication, which has not been analyzed to its fullest potential. In this paper, we present a dataset that comprises manual (hand signs) and non-manual (facial expressions and body movements) gestures of Pakistan Sign Language (PSL). It contains videos of 7 basic affective expressions performed by 100 healthy individuals, presented in an easily accessible format of .MP4 that can be used to train and test systems to make robust models for real-time applications using videos. Current data can also help with facial feature detection, classification of subjects by gender and age, or provide insights into any individual’s interest and emotional state.
DOI: 10.17632/dtfpr7fpnb.1
title: Supplementary Material - Practical management of ocular surface disease in patients with atopic dermatitis, with a focus on conjunctivitis: A review

description: Supplementary Information to accompany and support the manuscript: Practical management of ocular surface disease in patients with atopic dermatitis, with a focus on conjunctivitis: A review
DOI: 10.17632/r36mrdy6v5.1
title: Performatividad en Arquitectura: La producción de discurso, significado y acción desde la actividad arquitectónica contemporánea 

description: La arquitectura se posiciona, desde sus capacidades comunicativas, como sistema de interpretación, representación y transformación de la realidad. En el marco de la actividad arquitectónica contemporánea, puede entenderse la performatividad en arquitectura como aquella capacidad que parte de su carácter comunicacional, para trascender cualquier función, programa o contexto específico, constituirse como catalizador de nuevos procesos y exceder la transmisión de un mensaje, en favor de la construcción de una interpretación de la realidad, la producción de significado o la generación de nuevas relaciones con el usuario.

El contexto contemporáneo ha puesto en valor nuevamente el contenido semántico de la labor arquitectónica atendiendo a la crisis disciplinar que atraviesa desde el fin de la modernidad. Tal como sostiene Lorenzo Rocha (2018), “Casi todos los arquitectos están de acuerdo en que su profesión se encuentra en cisis, pero la mayoría de ellos no sabría explicar con exactitud las razones del malestar en la arquitectura” (p. 12). El concepto de performatividad en arquitectura parte del reconocimiento de una de las tantas capacidades que caracterizan la disciplina, asociada a procesos que generan acciones o plantean declaraciones ideológicas para trascender la especialización técnica y la capitalización disciplinar, quizás los principales motores de la crisis contemporánea. No obstante, no se trata de una capacidad nueva, sino que puede reconocerse como implícita en el ejercicio de la disciplina. Su estudio en la contemporaneidad permite una reinterpretación de los preceptos del ejercicio de la arquitectura para devolverle su valor como sistema de pensamiento e interpretación de la realidad, capaz de traducir y transformar la realidad en la que se inserta. Como parece imposible explicar la performatividad sin adoptar una actitud performativa al respecto, el presente artículo parte de un breve análisis de la ‘Alegoría de la caverna’ de Platón, que permite transponer ciertos conceptos al ámbito de la disciplina arquitectónica y proponer una aproximación general a lo que entendemos como ‘Performatividad en Arquitectura’, concluyendo en la exposición de una de sus manifestaciones más representativas, aquella que definimos como performance arquitectónica.
DOI: 10.17632/zwzb8hzc9j.1
title: Smartphone usage and International Tourist Behaviour

description: This data contains a collection of results of a questionnaire that explores the behavior of international tourists related to the field of information technology in the field of tourism — raw data stored in a worksheet format (Excel compatible). Data consists of tourist demographics, information sources used by tourists in arranging travel plans, how to obtain data packages and internet access during traveling, internet usage time through smartphones during traveling, social media used during traveling, and smartphone usage applications while traveling. Data was collected through questionnaires on 302 participants from 52 countries. This data can be used as one of the foundations in recognizing the behavior of international tourists. This raw data is also one of the basic ingredients of our research on the behavior of international tourists and information technology.
DOI: 10.17632/hwp3d8ghp2.1
title: Dataset for San Juan Basin Ethane/Methane

description: This dataset contains data collected in the San Juan Basin investigating atmospheric ethane and methane composition. The set is split into two folders: ground_based_mobile and FTS. 

The ground_based_mobile dataset contains a CSV file holding all data collected using a mobile, ground-based, in situ platfrom during campaigns in December 2020 and October 2021. Included in the CSV files are gas concentrations, meteorological data, and location data. 

The FTS folder contains two subfolders: March2013 and Sept2013. Each subfolder contains three types of files: .col files from the GGG retrievals showing VSF and OVC values and errors for the associated gas species and wavelength, .grl files from the GGG retrievals that contain metadata about the retrieved values (time, etc), and meteorological files (with MET in the file name) containing data collected from a ZENO weather station at the FTS site. All associated data was collected at 36.79751,-108.48012 (latitude, longitude).
DOI: 10.17632/vsvw3xfpwz.1
title: EMRBots: a 100-patient database

description: A 100-patient database that contains in total 100 virtual patients, 372 admissions, and 111,483 lab observations.
DOI: 10.17632/fwt6kzypmr.2
title: An evaluation of the sub-national difference in inclusive wealth sustainability in Africa

description: Output data for An evaluation of the sub-national difference in inclusive wealth sustainability in Africa.
DOI: 10.17632/x7zs83khg4.1
title: Visualizing and Modulating Mitophagy for Therapeutic Studies of Neurodegeneration. Hiroyuki Katayama et al.
DOI: 10.17632/5bwfg4v4cd.3
title: Pothole Videos

description: Contains a video dataset of road potholes for semantic segmentation purposes. Data is taken from a point of view perpendicular to the road. Contains a total of 619 videos (image, mask) with an aspect ratio of 1:1, 1080x1080 resolution and 48 image frames for each video. The data was divided manually with a ratio of 60/20/20 with 372 for training, 124 for validation, and 123 for test. Ground truth is made manually using Adobe After Effects. The videos in this dataset were captured in Hulu Sungai Tengah Regency, Indonesia.

If you use this dataset, please cite the following paper:
M. Ihsan, M. A. Amrizal, and A. Harjoko, “A pothole video dataset for semantic segmentation,” Data in Brief, vol. 53, 2024.
DOI: 10.17632/txhsxnsm6d.1
title: ECG Classification Dataset

description: This dataset contains ECG images of Cardiac Patients  . The Cardiac data have been pre-classified .
DOI: 10.17632/jrvj6rpnjd.1
title: Video Dataset for Sentiment Analysis

description: Videos from social media platforms like Facebook, Instagram, YouTube, Twitter, Telegram, and video libraries that meet the criteria are gathered and downloaded into the stated dataset. Six hundred videos representing a range of emotions, including fear, sadness, anger, disgust, neutral, happy, and surprised, comprise up the suggested dataset. The audio in each clip of the proposed dataset features the voice of a single speaker who appears in the movie. The videos in the dataset are of varying lengths and include people of all ages and ethnicities. US English language used in the videos. The video dataset is balanced and has labeled. For several types of research, such as sentiment analysis, opinion mining, trend analysis, and social behavior studies, among others, this dataset might be an invaluable resource.
DOI: 10.17632/5ynjwk7gc7.1
title: Amazon Geoglyphs

description: Geoglyph coordinates and sizes. Currently, 440 geoglyphs are documented in both an Excel spreadsheet and a Google Earth placemarks file. The geoglyphs are placemarked, all except the smallest earthworks are outlined, plus visible ancient lines are highlighted. The webpage has more information, videos, article and academic links. Amazon Geoglyphs v2016.02.16 Excel Database Amazon Geoglyphs v2016.02.16 Google Earth Placemarks http://www.jqjacobs.net/amazon/amazon_geoglyphs.kml
DOI: 10.17632/gvgg7724kk.1
title: Drug-induced Rosacea: A Systematic Review

description: Rosacea is a common cutaneous inflammatory disorder characterized by a heterogenous mix of features including erythema, papules, pustules, phymatous changes, telangiectasia and ocular manifestations, that may occur in response drug therapy. Documentation in the literature of drug-induced cases of rosacea, most commonly corticosteroid therapy, indicate that a potential rebound vasodilatory reaction from pro-inflammatory cytokine release may play a role in rosacea pathogenesis. Identifying and mitigating adverse events from drug therapy is important to treatment adherence in patients and to prevent unnecessary harm. This systematic review investigates the onset of rosacea in patients receiving drug therapy.
DOI: 10.17632/ntyk6msrm6.1
title: Proteomics of Oroxylum indicum extract treated MCF-7 cells

description: In solution proteomic analysis of MCF-7 cells treated with the leaf and root extracts from the dahsmula tree Oroxylum indicum (Bignoniaceae) was carried out. The files represent the raw data corresponding to the proteomic analysis.
DOI: 10.17632/34f3vf85jf.3
title: Prediction of melanoma metastasis using dermatoscopy deep features. An international multicenter cohort study

description: Supplementary Data for peer - review
DOI: 10.17632/9x582wfz4m.1
title: RADCAP: A potential model tool for direct capture reactions

description: Abstract A computer program is presented aiming at the calculation of bound and continuum states, reduced transition probabilities, phase-shifts, photo-disintegration cross sections, radiative capture cross sections, and astrophysical S-factors, for a two-body nuclear system. The code is based on a potential model of a Woods–Saxon, a Gaussian, or a M3Y, type. It can be used to calculate nuclear reaction rates in numerous astrophysical scenarios. Title of program: RADCAP Catalogue Id: ADSH_v1_0 Nature of problem The program calculates bound and continuum wavefunctions, phase-shifts and resonance widths, astrophysical S-factors, and other quantities of interest for direct capture reactions. Versions of this program held in the CPC repository in Mendeley Data ADSH_v1_0; RADCAP; 10.1016/S0010-4655(03)00441-7 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/b25j4hc2zg.2
title: Data for: Data on Vietnamese students' technology acceptance model in distance learning in COVID-19 pandemic

description: The dataset consists of 277 valid records of Vietnamese students’ acceptance of using VCTs in distance learning in COVID-19 pandemic through an extended Technology Acceptance Mode. There are eight factors: Output quality, Computer playfulness, Subjective norm, Perceived usefulness, Perceived ease of use, Attitude towards to use, Behavioral intention to use, Actual system to use.
DOI: 10.17632/yy5ntwt6z5.1
title: CONSUMER RESEARCH PROCESS AND UNDERSTANDING BUYING BEHAVIOR POST COVID -19

description: In Pre-COVID times consumerism was meant for mere buying products for meeting daily satiable needs not thinking much of taste and preferences which was more of a conjectured buying habits except for few better consumers understanding buying needs and value authenticated products. The sole concept of the manufacturing units was idealized on various easy and nonpremeasure production techniques and methods for easy consumption based on sense gratification and fast filling profits varying from different class of people of different economy. Low priced, low quality products were also accepted in early retail days hundred years ago but later the consumers became aware of the fact that the consumption of goods should be of higher quality and services. (William T Robinson, 1985).This quality approach was supported by the selling approach where aggressive selling took over and consumers were just used as means to sell for the profitability. (Leone, 1991) By the middle of the twentieth century, more and more organizations began to feel the need of understanding customers and the consumers began to resist mass production. People came in contact with the outside world with open ended discussions ,media provocative advertorials, developing buying taste and habits, induced cognitive and behavioral process, and constant evaluation of the products in the basis of quality and quantity and of course post -buying behavior to retain with the products in the mere future or switching to a different products with same satisfying variables. This change of behavior leading to a concrete Consumer preference which led to the rise of consumerism, innovation product, rise of direct and indirect competition, changing lifestyles, increased international trade and marketing –oriented approach along with united decision- making groups like family or organization (Michael Storper, 2009).But sudden change after widespread pandemic outbreak the procedure of consumer demands is now to be understood and new choices are being made or will be made to understand each product on the basis of safety, and this will lead to a era of “new normal development” in the field of consumer behavior. In this paper we will be discussing on changing consumer behaviour and attitudes post COVID 19, why do we need to understand consumer buying habits, consumer as a decision maker Post COVID times, consumer retailing thoughts in and after 2020, post COVID Consumer motives of buying.
DOI: 10.17632/b6rpgr6nrh.1
title: Thermal Image Dataset for Concealed Handgun Detection

description: This dataset provides thermal imaging data designed to support the development and evaluation of detection systems for identifying concealed handguns. It offers a valuable resource for enhancing security technology by enabling the recognition of hidden handguns (also includes a few other objects and could be further extended) through heat signatures.
The dataset is licensed under CC BY NC 3.0. However, we do allow commercial use, but only if prior permission is obtained.
DOI: 10.17632/wdpxsyrg2s.2
title: Development and Validation of Deep Learning Models for the Prediction of Intraoperative Hypotension

description: A companion code repository for the research, "Development and Validation of Deep Learning Models for the Prediction of Intraoperative Hypotension". The data analysed for the development and validation of the models in this study are available in the VitalDB (https://vitaldb.net). The code and the result for data quality control is available in the following repository (https://github.com/vitaldb/examples/blob/master/vitaldb_quality_check.ipynb).
DOI: 10.17632/78dhxwj56j.1
title: Prediction of Missing Values of Critical 4G LTE Parameters Using Experimental Dataset Derived from a Dense Urban Environment

description: The data presented were acquired through a drive test. A 4G LTE modem was installed on a computer, and a  Global Position System (GPS) was assembled in a vehicle and driven at 30 km/h. The measured data were logged at the one-second interval. The routes covered lie between Victoria Island and Ikoyi, Lagos State, Nigeria. The data reported will aid in efficient network planning to ensure high quality of service (QoS),  especially for real-time applications, algorithmic development, modeling, and training learning-based models by all parties in the wireless ecosystem.
DOI: 10.17632/6t7mchv462.1
title: Data sets for Stata examples of parameter ratios

description: This data is for the programs written in the Economics WP from the University of Melbourne entitled: "Confidence Intervals for Ratios: Econometric Examples with Stata"
DOI: 10.17632/3ysnr727hr.1
title: Data for: Risk factors for lymph nodes involvement in obese women with endometrial carcinomas

description: Statistical analyses as we ran it using Stata v15.1. The .do file can directly be used in Stata, but for researchers who don’t have Stata, we added our programming in a .txt file too. We do not have permission to share the database itself: this would be a violation of ethics. Licence CCo 1.0 chosen randomly from the licence list, none of those were used in our data analysis.
DOI: 10.15468/dl.zfzx8x
title: Occurrence Download

description: A dataset containing 2131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus jeffreyi Balf.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 2131 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009221-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3xyf8kvkr2.1
title: Data for: Electric vehicles, air pollution, and the motorcycle city: A stated preference survey of consumers’ willingness to adopt electric motorcycles in Solo, Indonesia

description: Wide format stated preference survey. See article for description. Variable names and entries should be pretty straightforward but are in a mix of English and Bahasa.
DOI: 10.17632/2cxkjjhrnf.5
title: ValenciaTempMort

description: This data is part of a more extensive dataset aimed to estimate the impacts of temperature policies on population health in the city of Valencia, Spain, in the framework of the European multi-city project PHASE (Public Health Adaptation Strategies to Extreme weather events)  [1]. The data includes daily counts of all-cause mortality, excluding external causes (by gender and age groups), cardiovascular and respiratory diseases, meteorological variables, and air pollutants. 

[1] de' Donato FK, Leone M, Scortichini M, De Sario M, Katsouyanni K, Lanki T, et al. Changes in the Effect of Heat on Mortality in the Last 20 Years in Nine European Cities. Results from the PHASE Project. Int J Environ Res Public Health. 2015;12(12):15567-83. doi: 10.3390/ijerph121215006