As you can see in the transcription above, the text contains a mix of upper and lowercase characters. The Wav2Vec2 tokenizer is only trained on uppercase characters so you'll need to make sure the text matches the tokenizer's vocabulary:

def uppercase(example):
     return {"transcription": example["transcription"].upper()}
minds = minds.map(uppercase)

Now create a preprocessing function that: