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Don't hard-code your URL - slice it up into parameters accepted by a function Omit the friendly baby-kid-stuff. There is a corresponding product category code, baa, that is more important to the requests and less redundant. Pass a parse_only strainer to BeautifulSoup. Move your code out of the global namespace. Why are you using Pandas? Currently it seems to ...

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