Time Series Clustering for grouping stock prices during Covid

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The onset of the Covid pandemic brought a profound shock to the financial markets in early 2020. Major indices and stocks took a resounding hit, with SP500 showing a decline of about 34% from its February high to its March 23 bottom. Following the initial shock, though, many stocks exhibited a strong recovery on the back of interest rate cuts by the Fed and other government policies.