Error with keras (BBC news categorization) ValueError: Shapes (None, 1) and (None, 5) are incompatible

Question

I am trying to categorize the news from the BBC dataset available here: http://mlg.ucd.ie/datasets/bbc.html

The code I am using is editable here: https://colab.resear