Implementasi Exploratory Data Analysis (EDA) Untuk Menganalisis Berbagai Faktor Risiko Penyakit Jantung Di Amerika Serikat

Sherly Patricia, Christopher Parulian Marpaung, Lucky Raffael Wijaya, Manisha Arie Paramartha, Willyanto Dharmansyah Atmadja, Rahmi Yulia Ningsih

Abstract


Heart disease is still a serious health problem, especially in the United States. The data shows that heart disease as one of the primary causes of death in the United States. Several health factors are known to be the risk factors for heart disease. Therefore, this study aims to analyze the relationship between several risk factors for heart disease in the United States that will being presented based on the results of the implementation of Exploratory Data Analysis (EDA) using the Python programming language. The method used in this research is quantitative research. This method used to present the results of EDA implementation in the form of visualization and analysis related to the dataset about the risk factors for heart disease in the United States. The results showed that all health factors contained in the dataset gave expected results, except drinking alcohol, have a specific influence on the risk of heart disease. In addition, the conclusion shows that stroke is the factor that has the highest impact on the occurrence of heart disease.


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References


Behrens, J. T. (1997). Principles and Procedures of Exploratory Data Analysis. In Psychological Methods, 2(2), 131-160. https://doi.org/10.1016/B978-0-08-044894-7.01327-0

Bogdanchikov, A., Zhaparov, M., & Suliyev, R. (2013). Python to learn programming. Journal of Physics: Conference Series, 423(1). https://doi.org/10.1088/1742-6596/423/1/012027

Centers for Disease Control and Prevention. (2023). Heart Disease Facts. Diperoleh dari https://www.cdc.gov/heartdisease/facts.htm

Dhruv, A. J., Patel, R., & Doshi, N. (2022). Python: The Most Advanced Programming Language for Computer Science Applications. Proceedings of the International Conference on Culture Heritage, Education, Sustainable Tourism, and Innovation Technologies, 1(), 292-299. https://doi.org/10.5220/0010307900003051

Fryar, C. D., Chen, T.-C., & Li, X. (2012). Prevalence of uncontrolled risk factors for cardiovascular disease: United States, 1999–2010. NCHS data brief, no 103. Hyattsville, MD: National Center for Health Statistics.

McKinney, W. (2022). Python for Data Analysis, 3rd Edition. Sebastopol, California: O’Reilly Media.

National Center for Health Statistics. (2022). Multiple Cause of Death by Single Race 2018-2021 on CDC WONDER Online Database. Diperoleh dari https://wonder.cdc.gov/wonder/help/mcd-expanded.html

National Center for Health Statistics. (2023). Percentage of angina for adults aged 18 and over, United States, 2019—2021. National Health Interview Survey. Diperoleh dari https://wwwn.cdc.gov/NHISDataQueryTool/SHS_adult/index.html

New York State. (2022). Heart Disease and Stroke Prevention. Diperoleh dari https://www.health.ny.gov/diseases/cardiovascular/heart_disease/#:~:text=About%20697%2C000%20people%20die%20of,killing%20approximately%20382%2C820%20people%20annually.

Radhi, M., Amalia, Ryan Hamonangan Sitompul, D., Hamonangan Sinurat, S., & Indra, E. (2021). ANALISIS BIG DATA DENGAN METODE EXPLORATORY DATA ANALYSIS (EDA) DAN METODE VISUALISASI MENGGUNAKAN JUPYTER NOTEBOOK. Jurnal Sistem Informasi Dan Ilmu Komputer Prima, 4(2). https://doi.org/10.34012/jurnalsisteminformasidanilmukomputer.v4i2.2475.




DOI: https://doi.org/10.36987/josdis.v3i2.4563

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Journal of Student Development Information System (JoSDIS)
Journal URL: https://jurnal.ulb.ac.id/index.php/JoSDIS/index
Journal DOI: 10.36987/josdis
E-ISSN: 2774-7948

Alamat Redaksi :
Fakultas Sains dan Teknologi, Universitas Labuhanbatu
Gedung Fakultas Sains dan Teknologi,
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