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series data was then decomposed using the statsmodels.tsa seasonal decompose function. Seasonal decomposition of case study To improve the resolution during analysis, the dataset was scaled to a range between 0 and 1 using sklearn’s MinMaxScaler. This scaling is particularly useful when time series