cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dvb5mnhfc4.1
title: Shandong Provincial Hospital Database (SPHDB)

description: The SPHDB comprises 24-hour wearable ECG recordings from 250 patients, all diagnosed with paroxysmal AF. The minimum age of the patients was 42 years and the maximum age was 90 years, with a male to female ratio of approximately 1:1. The sampling frequency is 200 Hz. Each record's heartbeats are annotated by clinical experts as either AF or non-AF. This protocol was approved by the Ethics Committee of Shandong Provincial Hospital.
DOI: 10.17632/mc7h3c48pw.1
title: Flower Dataset

description: This is a diffrent types of flower dataset, with test,trsain,validation set
DOI: 10.17632/yckpyg2zhp.1
title: Data for: Adsorption Behaviours of Shale Oil in Kerogen Slit by Molecular Simulation

description: To a better understanding of this work, the original data are attached.
DOI: 10.17632/kx6b69n3cb.1
title: PDAC-SMI and co-culture dataset

description: This dataset includes two parts:

(1) The spatial molecular imaging (SMI) data for 13 PDAC tumors that either received neoadjuvant chemo/radiation therapy or were treatment naive. Raw data files (images, cell segmentation, expression data, metadata) are included in the SMI_raw folder. The count matrix, metadata, and cell type annotations are included in the PDAC_raw_meta_data.h5ad file.

(2) The processed single nucleus RNA-seq data for CAF–malignant co-culture tumoroids, stored in a Seurat object file.
DOI: 10.17632/2m69zk3bwn.1
title: Dataset of the master thesis "Impact of chemical mechanisms and local emission inventories in the simulation of O3 and CO concentrations using WRF-Chem"

description: This dataset contains the information needed to replicate the results reported in the Master thesis entitled "Impact of chemical mechanisms and local emission inventories in the simulation of O3 and CO concentrations using WRF-Chem". The files include modeled and observed values of air quality and meteorological variables, as well as an R code, to perform the model validation.

This dataset also contains two QGIS modules and one python script that correspond to the modifications implemented to the BIGA model, that were needed in order to couple this model with WRF-Chem.
DOI: 10.15468/dl.n8mhqu
title: Occurrence Download

description: A dataset containing 6150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picea glauca (Moench) Voss",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 6150 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009168-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10062712
title: USGS Streamgages (All 50 States)
DOI: 10.17632/vrsn6gstww.1
title: Data for: Business models of FinTechs - Difference in similarity?

description: This dataset contains data that was used in the paper titled "Business models of FinTechs – Difference in similarity?".
The data is mainly based on the input obtained through surveys, which were carried out in Estonia, Latvia, Lithuania, Poland, and Russia amongst local FinTechs from February 2019 to January 2020. This file contains anonymised results of the survey. Responses to questions, which were not of relevance to the paper and contained more sensitive data on the companies, have been removed from this file. Some fields (variables starting dc_, dt_ and vp_) have been backfilled following the survey by the authors of the final paper.
The file contains also many figures which have been mainly composed based on the results of the surveys and which were not included in the final paper. These figures are linked to the sections of the final paper, which are mentioned on the top of each sheet.
DOI: 10.17632/ywxg5hhyn5.2
title: Tree-ring insights into past and future streamflow variations in Beijing, northern China

description: As the largest city in northern China and the capital of China, the rapid increases in Beijing's water consumption in recent years have made water resources provision an increasing problem. To rationally allocate water resources, it is important to obtain long-term runoff information in Beijing. In this study we develop a 236-year chronology of tree-ring widths based on cores from Pinus tabuliformis from four sampling sites. The resulting regression model reconstructs December-July runoff of the Yongding River in Beijing, with 49.5% of the variance explained, back to 1786 CE. Among the last 236 years, 1868, 1956, 1991, 1998, 2018, and 2021 were extremely high runoff years; and 1900, 1906, 1999, and 2000 were extremely low runoff years. Comparison of the runoff reconstruction results with climate grid data demonstrated a large magnitude of climate change in North China during the study period. Linkage analysis between the reconstructed runoff and large-scale water vapor indicated that the high runoff years occurred during negative phases of the Pacific Decadal Oscillation, which may be influenced by the East Asian Summer Monsoon. Projections indicate that the flow of the Yongding River will increase in the future. Supported by policies such as the Ecological Water Supply and South-to-North Water Diversion, regional vegetation productivity and Yongding River runoff have increased substantially since 2000. Vegetation growth interacts with runoff volume. It is unclear how long these increases will continue.
DOI: 10.17632/7njvdg4nry.1
title: Dataset of X-ray Scan for Aluminum Conductor Composite Core Wire from State Grid of China

description: We present a X-ray scans dataset for aluminium conductor composite core wire (ACCC), to support the research on automatic defect detection for ACCC. The dataset includes samples with and without defects. The original data was collected via a self-designed line climbing robot, which is equipped with X-ray Source and Plane detector, and driven by small industrial control system. The region of interest is automatically clipped onboard once the original data is collected in lab and online. The clipped data is transmitted to a high-performance portable PC via WIFI, and normalization on both contrast and brightness is performed automatically afterwards. The data acquisition is carried on in Jiangsu province. The dataset contains both original data and normalized data.
DOI: 10.17632/w5tj2typgw.3
title: Computer Assisted Language Learning Research Data (1983-2020)

description: The computer assisted language Learning reseach & publication dataset, which was indexed by Scopus from 1983 to 2020. The dataset contains data authors, authors ID Scopus, title, year, source title, volume, issue, article number in Scopus, DOI, link, affiliation, abstract, index keywords, references, Correspondence Address, editors, publisher, conference name, conference date, conference code, ISSN, language, document type, access type, and EID.
DOI: 10.17632/mp8syn7phs.1
title: Delamination of a kind of dolomite marble and analysis of its grain structure

description: The EDS line scan data of the UW sample demonstrated remarkable differences between the Ca and Mg ratios of the exterior and interior of the dolomite grains. The Mg content of the exterior of the grains was remarkably lower than that of the interior of the grains.

EDS data1 demonstrated that the Ca/Mg atomic ratio on the surface of the dolomite grains in the UW sample was ~4/1; however, the Ca/Mg atomic ratio inside the dolomite grains was ~1/1.

EDS data2 demonstrated that the surface of the broken dolomite grains has a layer of organic matter, which contains C, O and N.

EDS data3 demonstrated that the green algal microorganisms have high C, O and N contents, basically the same composition as that of the organic matter on the surface of the broken dolomite grains.

EDS data4 demonstrated that the shell of dolomite grains was dissolved, and the Mg was almost completely lost, while the composition of the core remained unchanged.

EDS data5 demonstrated that the new crystals generated were gypsum, and the Ca/Mg atomic ratio of the flat dolomite grains was ~1:1. 

EDS data6 demonstrated that the shell of dolomite grains was converted to gypsum, but the core did not react.

FTIR spectral data demonstrated that the marble surface was treated with a protective silicone material.
DOI: 10.17632/kmjtxm79j8.1
title: Dataset of technological inequality of countries and their access to world markets

description: The dataset contains statistics of High-tech manufacturing (score 0-100) as an indicator of the technological inequality of countries. The statistics of potential factors of technological inequality of countries are given:
- Tertiary enrolment, score 0-100;
- Knowledge-intensive employment, сscore 0-100;
- Venture capital investors, score 0-100
- GERD financed by business, score 0-100.
Data source: 2. WIPO (2020). The Global Innovation Index: explore the interactive database of the GII 2021 indicators. URL: https://www.globalinnovationindex.org/analysis-indicator/
Also provided are international trade statistics:
- Volume of imports of goods and services,% of growth
- Volume of exports of goods and services,% of growth
Data source: 1. International Monetary Fund (2020). World Economic Outlook Database: October 2021. URL: https://www.imf.org/en/Publications/WEO/weo-database/2021/October
Data are given for 72 countries of the world.
DOI: 10.17632/w8zr6bgpsz.2
title: 5α-reductase inhibitors in men aged 50 years or older with androgenetic alopecia: a retrospective study

description: Androgenetic alopecia global photographs pre- and post-treatment of with 5α-reductase inhibitors (5ARI). The images compared patients before and after 5ARI treatment. Patient 1(M/55): greatly increased improvement(seven-point score: 3) after 10 months of dutasteride treatment (0.5 mg/d); patient 2(M/61): moderately increased improvement(seven-point score: 2) after 1 year of finasteride treatment (1 mg/d); patient 3(M/65): slightly increased improvement(seven-point score: 1) after 6 months of dutasteride treatment (0.5 mg/d); patient 4(M/77): slightly increased improvement(seven-point score: 1) after 9 months of finasteride treatment (1 mg/d).
DOI: 10.17632/xffyybvw4j.1
title: Code and Data from "The Social Signal"

description: This project includes the data and code disclosure for "The Social Signal," by J. Anthony Cookson, Runjing Lu, Marina Niessner and William Mullins. As this project is based on a set of proprietary databases from social media and databases that require subscriptions to access, we have created stand-in datasets without disclosing the underlying files so that users of this package can run our code. The README file contains more information on the directory structure, which identifies the data sources as well as which data are proprietary.
DOI: 10.17632/52h5kdckkh.1
title: Education Sector and Its Impact on Career Choice: Students' Perception Dataset

description: The prevalence trend of students from developing countries going abroad for higher education as an international career path is increasing global concern, including in Bangladesh. This cross-sectional data was collected to examine the impact of the education sector on students' career perceptions in Bangladesh. Simple random sampling was employed as a sampling technique during the study period from August 2023 to March 2024. In the survey, a total of 650 public, private, and national university students across all eight divisions of Bangladesh were included through a Google-based questionnaire platform. The survey included questions about socio-demographic characteristics and the Dundee Ready Education Environment Measure (DREEM). Before starting the study, the questionnaire was translated into English, and the students were given an in-depth overview of the study's objectives, data collection procedure, and privacy precautions. This dataset may be valuable to researchers investigating the relationship between the education sector, socio-economic conditions, as well as determining the factors that influence students' preference for higher education as an international career path or the current job market in their home country for pursuing their future career objectives. To get a deeper understanding of the broader framework, policymakers may find it advantageous to enact policies specifically suited to meet the needs and preferences of students.
DOI: 10.17632/hff8kc6fsy.1
title: A Two Martian Years Survey of Water Ice Clouds on Mars with ACS onboard TGO

description: The ACS-MIR_profiles_reff_kext folder contains the retrieved water ice clouds effective radii (reff) along with the atmospheric extinction (kext) at 3.2μm and 3.4μm below the haze top, retrieved from TGO/ACS-MIR observations acquired between Ls=163° (MY 34) and Ls=181° (MY 36).
The complete list of the processed observations with their coordinates is provided in ACS-MIR_profiles_coordinates.csv.

The Mars_PCM_profiles folder contains profiles of the atmospheric properties predicted by the Mars PCM at the coordinates of the TGO/ACS-MIR observations from MY 35.
DOI: 10.17632/pjnmhf4sx5.1
title: Comparison of Vegan, Vegetarian and Omnivore Diet Quality and Depressive Symptoms

description: A cross-sectional comparison of vegan, vegetarian and omnivore diet quality and depressive symptoms
DOI: 10.17632/f5tk867d65.1
title: Aberdeenshire Farmers' Market Survey

description: The data results from questionnaires conducted on six Aberdeenshire farmers' markets throughout summer 2022. The themes of the questionnaire includes customer perceptions of food quality, freshness, healthiness and likelihood of being organic and produced by sustainable farming methods.
DOI: 10.17632/j74kr3hgzh.1
title: Planilha para análise do risco de viés de ensaios clínicos randomizados com uso da ferramenta RoB 2.0 da Colaboração Cochrane

description: Planilha criada a partir da tradução livre da ferramenta RoB-2 disponível em:	
	
Brasil. Ministério da Saúde. Secretaria de Ciência, Tecnologia, Inovação e Insumos Estratégicos em Saúde.	
Departamento de Gestão e Incorporação de Tecnologias e Inovação em Saúde.	
Diretrizes metodológicas : elaboração de pareceres técnico-científicos [recurso eletrônico] / Ministério da Saúde,	
Secretaria de Ciência, Tecnologia, Inovação e Insumos Estratégicos em Saúde, Departamento de Gestão e Incorporação de	
Tecnologias e Inovação em Saúde. – Brasília : Ministério da Saúde, 2021.	
122 p. : il.	

Instruções de uso disponíveis em comentários na própria planilha
DOI: 10.17632/px36h27m6b.1
title: Data for: Reflexion of citizens’ needs in city strategies: The case study of selected cities of Visegrad group countries

description: Summary of city strategies of eight cities of Visegrad group countries.
DOI: 10.17632/y5gvyjjvsd.1
title: Data for: Developing classroom-based language assessment literacy for in-service EFL teachers: The gaps

description: Raw data of the questionnaire intended to investigate EFL teachers language assessment literacy.
DOI: 10.17632/89d2d85g9s.2
title: Succession planning initiatives and knowledge retention: A survey dataset

description: In this data statement, a survey design has been adopted. Data was analysed by using Statistical Package for Social Science (SPSS). The sample for this study consisted of 102 respondents drawn from 150 potential respondents randomly selected from a list of SMEs. There are three sections of the questionnaire. Section A consists of questions relating to the demographic questions. Section B reflects on the six independent variables and Section C consists of questions on the dependent variable. Six hypotheses were developed and tested through multiple regression analysis. There are six hypotheses proposed and tested. The study hypothesized that training, management support, career path, positive vision, strong organizational culture and technological advancement contribute significantly towards knowledge retention. The findings only managed to find support to two of the hypotheses. only management support and strong organizational culture were found to significantly contribute towards knowledge retention. Scholars have indicated that successful implementation of knowledge management is depended on the culture being embedded within organization. Whereas management support towards knowledge retention provide employees with the feeling of moving forward and sense of job responsibility. Thus, sense of belongingness among the work units within organization will be established and provide support for the knowledge sharing process to be implemented successfully.
DOI: 10.17632/w8dsdg9kv7.1
title: Beyond the Screen: Unveiling the Impact of Internet Addiction on Mental Health through Bibliometric Insights

description: Data mining from Scopus indexed publications with research topics of digital technology and digital burnout.
DOI: 10.17632/f2w3m3zs4t.1
title: Data for: Application and characterization of metamodels based on artificial neural networks for building performance simulation: a systematic review

description: This supplementary data presents the search results and the summary of the features selected to analyze for a systematic review of metamodels based on artificial neural networks for building performance simulation. The files information is described below: * Search_1.pdf: Search results for "metamodel + building + energy" on Google Scholar. Date of last search: November 15th, 2019. * Search_2.pdf: Search results for "surrogate model + building + energy" on Google Scholar. Date of last search: November 15th, 2019. * SelectedSearchResults.xlsx: Filtered literature results with several summary tables showing the features analized.
DOI: 10.17632/v8k6bsr6tf.1
title: Battery Degradation Datasets (Two Types of Lithium-ion Batteries)

description: This degradation dataset covers two types of lithium-ion batteries, PANASONIC NCR18650BD (3.03 Ah nominal capacity, 3 cells) and GOTION IFP20100140A (27 Ah nominal capacity, 3 cells), named as Dataset #3 and Dataset #5, respectively.
Batteries from datasets #3 and #5 are tested in thermal chambers at 20°C and 45°C, respectively. An ARBIN BT2000 battery test system is employed to cycle the batteries. In each cycle of the battery from Dataset #3, the charge strategy is to charge at a constant current rate of 0.3C until the voltage reaches 4.2V and then hold at 4.2V until the charging current drops below 0.03A; the discharge strategy is to discharge at a constant current rate of 2C. In each cycle of the battery from Dataset #5, the charge strategy is to charge at a constant current rate of 1C until the voltage reaches 3.65V and then hold at 3.65V until the charging current drops below 1.35A; the discharge strategy is to discharge at a constant current rate of 1C. The charging curves extracted from the constant-current charging phase of the cycles are integrated into the datasets.
This supports the Data availability of "Deep learning to estimate lithium-ion battery state of health without additional degradation experiments".
DOI: 10.17632/8pt3d8c6z4.1
title: Data for: Understanding the adoption and usage of data analytics and simulation among building energy management professionals: A nationwide survey

description: This repository contains the analysis code and raw survey data for the paper: Understanding the adoption and usage of data analytics and simulation among building energy management professionals: A nationwide survey.
DOI: 10.17632/93cvs2z3mz.2
title: Transcriptomic profiles of neoantigen-reactive T cells in human gastrointestinal cancers, Chunhong Zheng et. al

description: RNA-Seq data from 10 patients in "Transcriptomic profiles of neoantigen-reactive T cells in human gastrointestinal cancers" (Cancer Cell manuscript).
"patientRNAexp.tsv" is FPKM values from Cufflinks, for 10 bulk tumor RNA-Seq samples.
"CRI3571.10X.counts.csv.gz" is 10X single cell gene expression data from Cell Ranger's 'count' command.
"CRI????_CD?.SS2.counts.csv.gz" are Smart-seq2 gene expression data from TraCeR (summarized from transcript to gene level).
DOI: 10.17632/k4pmt4ttn5.1
title: Data for: The spillover effects of MD&A disclosures for real investment: The role of industry competition

description: This dataset contains, for each firm and fiscal year, the tone of dislosures in the Management Discussion and Analysis (MD&A), the tone of common disclosures in the MD&A, and the tone of firm-specific disclosures in the MD&A.
DOI: 10.17632/72r3bvdd3r.1
title: DTM Central Kalimantan and East Sumatra (Vernimmen et al. 2019)

description: DTM's for Central Kalimantan and East Sumatra at 500 m spatial resolution as published in Vernimmen et al. 2019: Creating a lowland and peatland landscape Digital Terrain Model (DTM) from interpolated partial coverage LiDAR data for Central Kalimantan and East Sumatra, Indonesia Contact us on related products.
DOI: 10.17632/86y667257h.2
title: Coral reef dataset

description: This paper presents a novel image classification scheme for benthic coral reef images that can be applied to both single image and composite mosaic datasets. The proposed method can be configured to the characteristics (e.g., the size of the dataset, number of classes, resolution of the samples, color information availability, class types, etc.) of individual datasets. The proposed method uses completed local binary pattern (CLBP), grey level co-occurrence matrix (GLCM), Gabor filter response, and opponent angle and hue channel color histograms as feature descriptors. For classification, either k-nearest neighbor (KNN), neural network (NN), support vector machine (SVM) or probability density weighted mean distance (PDWMD) is used. The combination of features and classifiers that attains the best results is presented together with the guidelines for selection. The accuracy and efficiency of our proposed method are compared with other state-of-the-art techniques using three benthic and three texture datasets. The proposed method achieves the highest overall classification accuracy of any of the tested methods and has moderate execution time. Finally, the proposed classification scheme is applied to a large-scale image mosaic of the Red Sea to create a completely classified thematic map of the reef benthos.
DOI: 10.17632/z968xw2j8g.1
title: Data

description: “Self-control” means the participants grouped by trait self-control
“Prime” means the priming of the future-oriented motivation
DOI: 10.17632/7vsbyfrhc4.1
title: Sound-based Multi-Equipment Activity Recognition

description: This dataset is recorded on real noisy construction job sites.
It consists of two main sound data:
1) single-equipment and 2) multi-equipment.
It consists of five case studies. The first three case studies consist of single-equipment sound for two types of heavy equipment. The last two case studies consist of both single-equipment sound data and real-world multi-equipment sound mixture.
The purpose of this dataset is to train a model using single-equipment sound data and test it on multi-equipment sound mixtures for both synthetic and real-world sound mixtures.
This dataset is recorded using an off-the-shelf Zoom H1 digital handy recorder, which is a single-channel microphone.
Because the dataset is recorded using a single-channel microphone, the process of the multi-label sound classifier is considered a software-based method. 
On the other hand, there are many datasets that are recorded using microphone arrays. The process of the multi-label sound classifier for these datasets is considered a hardware-based method.