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hi there so we kind of almost ready to start speaking about the first real challenge in the NLP world it will allow us to see why not be so hard even on the task that looks like really simple and obvious more precise assume we are going to speak about the organization and in order to jump to the example and implementation specific part we need to define some basic definition first I do hope that all of you have essential understanding what is word lets for instance take the word be this word can be observed in the wild in different words like was word beam and base form be even even with such small example we just introduced three main definitions first word second form of a word and a base form of a word now lets take a small text I would actually call it even nano texts in essentially its just one sentence and the sentence would be when we were children our imagination were way better than its now each usage of any form of words indeed in this text or in any text is a tokens for