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[Music] hello and welcome back to the series on spacey 3x tutorials for digital humanities or anyone whos interested were going to be talking again about how to work with custom factories in the last video i i introduced you to the general concept of a custom factory and we just had to do a simple little silly toy example where it just capitalized the document and it printed it off in this video im going to show you a real world example in which youd want to use an actual factory to do something specific to the doc object so to demonstrate why this might be useful lets first take a look at the output from the int the ner or the entity uh an er component of the basic spacey small model so lets import spacey execute that and then were going to do a text make a simple text here john enjoys playing basketball in berlin and june its a little toy text example and were going to say doc is equal to nlp actually were going to make the nlp object this is going to be spacey.load and it