While the dataset contains a lot of useful information, like lang_id and english_transcription, you'll focus on the audio and transcription in this guide. Remove the other columns with the [~datasets.Dataset.remove_columns] method:

minds = minds.remove_columns(["english_transcription", "intent_class", "lang_id"])

Take a look at the example again: