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[Music] hello and welcome back to the series on Spa space II for the purposes of D H in Python in the last video we looked at these noun chunks and we were able to extract sections of text that had noun chunks and this video were going to move away from nouns and start working with verbs verbs and language are much more nuanced than nouns not just because in inflected languages they can take a lot more have a lot more declare conjugations and forms but because verbs and verb phrases do not always follow a consistent pattern sometimes you can have an adverb and then a verb sometimes a verb than an adverb sometimes some multiple adverbs and so the way in which you think about a verb phrases is gonna be a little bit more nuanced than how you think about noun chunks and for this reason and Spacey with a lot of control over our over our verb phrases so were gonna do in this video show you how to first find verbs and list them all out and then how to do something more complicated and star