Thesis Details

Integrace, vizualizace a dolování z dat zemí světa

Master's Thesis Student: Dušek Vladimír Academic Year: 2021/2022 Supervisor: Bartík Vladimír, Ing., Ph.D.
English title
Integration, Visualization, and Mining from Data of World Countries
Language
Czech
Abstract

This thesis explores the utilization of open data about countries around the world, particularly data in the areas of progress and quality of life. The goal was to design and implement a web application to present this data and further use the data for data mining. The integration and processing of data from open data sources were accomplished using the Apache Airflow platform. The Python framework FastAPI was used to create the API and the JavaScript library ReactJS was used to implement the web application. In the application, the indicators are categorized. Each of them can be displayed for different groups of countries, for different time periods, and in several visualizations. From the domain of data mining, clustering of countries based on a group of indicators and prediction of future development of selected indicators using regression analysis was performed. The final application is available at jakjsmenatom.cz.

Keywords

Apache Airflow, ETL, FastAPI, ReactJS, PostgreSQL, data analysis, databases, data warehouses, data mining, information systems, data integration, regression, clustering, data visualization, web applications, data mining, data processing

Department
Degree Programme
Files
Status
defended, grade B
Date
20 June 2022
Reviewer
Committee
Ryšavý Ondřej, doc. Ing., Ph.D. (DIFS FIT BUT), předseda
Grégr Matěj, Ing., Ph.D. (DIFS FIT BUT), člen
Hrubý Martin, Ing., Ph.D. (DITS FIT BUT), člen
Matoušek Petr, doc. Ing., Ph.D., M.A. (DIFS FIT BUT), člen
Meduna Alexander, prof. RNDr., CSc. (DIFS FIT BUT), člen
Veselý Vladimír, Ing., Ph.D. (DIFS FIT BUT), člen
Citation
DUŠEK, Vladimír. Integrace, vizualizace a dolování z dat zemí světa. Brno, 2022. Master's Thesis. Brno University of Technology, Faculty of Information Technology. 2022-06-20. Supervised by Bartík Vladimír. Available from: https://www.fit.vut.cz/study/thesis/25103/
BibTeX
@mastersthesis{FITMT25103,
    author = "Vladim\'{i}r Du\v{s}ek",
    type = "Master's thesis",
    title = "Integrace, vizualizace a dolov\'{a}n\'{i} z dat zem\'{i} sv\v{e}ta",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2022,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/25103/"
}
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