By leveraging the Apriori algorithm, we can categorize queries from GSC, aggregate PoP click data by category and use BERT embeddings to find semantically related categories.

We agree it is simple, but actually, it isn’t so much Python per se, it is some pretty cool libraries (SciPy, in particular) that do all the hard work.