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Authors
Hussain, Izhar
Ching, Kok Boon
Uttraphan, Chessda
Tay, Kim Gaik
Noor, Adeeb
Memon, Sufyan Ali
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Funding
Funding for this research was provided by:
Deanship of Scientific Research (DSR) at King Abdulaziz University (IPP-668-611-2025)
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Article History
Received: 14 May 2025
Accepted: 29 July 2025
First Online: 8 August 2025
Declarations
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: The authors declare no competing interests.
: The authors have full consent for publication.
: The SciPy package in Python is used for statistical techniques, including hypothesis testing, probability distributions, and correlation analysis. Additionally, statistical modelling, data analysis, and manipulation, as well as handling dates and times, are accomplished using the statsmodels, NumPy, and pandas packages, along with the DateTime package in Python. This comprehensive data preprocessing and model implementation is conducted using VS Code software.
