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

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

Take a look at an example now: