into just the words and you know throw that punctuation on the end there and then you know because this is machine learning we basically are we representing these words as you know unique identifiers or indices and that's again a way to get a window into how a machine learning model really sees natural language you know we come in as humans with so much understanding in context and from like lived experience but you know if you try to train a naive supervised learning model and you started from random visualization it's a