Validation problem with assignement "Auto-Complete"

I don’t understand why the test failed at the step : " Preprocess data"
Here’s my code:

Here’s the expected results, and my results: (it’s the same)

And finally at the end, the failed " Preprocess data" step:

If someone could help me ?
Thanks you.

I don’t see you explicitly using the unknown_token. If the grader is using a different token, would that explain what you’re seeing?