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hi my name is vincent and im a machine learning engineer over at explosion in this video im going to show you a trick that i like to call bulk labeling that can really speed up data annotation when youre just about to start with a text classification use case by the end of this video youll know how to use the interactive interface that youre seeing here to quickly bootstrap interesting subsets for annotation the technique leverages pre-existing language models to help you discover clusters of text and this technique is also something that well discuss in this video finally i will also show you how i like to use this technique as part of my prodigy workflow but before we get to all of that lets first discuss a data set and a task just to make a very tangible starting point so lets talk about the data set and task that ill be using in this video as you can see here in jupyter i am loading in a dataset.csv file this file has a column called text and this column text over here th