One-hot encoding very high-cardinality categoricals can cause:
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Short Explanation and Infographic
Mega-cardinality one-hot = sparse blowup; consider hashing/target/embeddings.
Full explanation below image
Full Explanation
Encoding choice is a scalability issue.