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BeautifulSoup is required to parse the HTML of your webpage. Re is imported as a way to use regex to match the user input keyword. Pandas will likely be applied to jot down our search term, the matches observed, and the quantity of occurrences into an excel file. This technique assigns unique merchandise inside a dataset to distinct target class