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hello and welcome to another episode of invad entry my name is james taylor and we are doing advent of code and weamp;#39;re doing 24 python libraries in 24 days we are up to day eight i think um and weamp;#39;re doing clean text clean text is one of those little libraries thereamp;#39;s a lot of other ones like it if youamp;#39;re using other libraries like nltk then you already have clean functions in there uh but maybe you just want something thatamp;#39;s really light this is super light it works on on a whole bunch of stuff um itamp;#39;s a little library i think it only got one or two developers behind it but itamp;#39;s really nice first thing to note it is clean hyphen text on the package but not clean hyphen text when we import it so weamp;#39;ll get right on do that so you may have text which is as it says you may have scraped from the internet and i hate that term url parses web http html powers is much better term anyway so iamp;#39;ve got text here which may be a