Since the movies being evaluated are extremely diverse, we decided to define ranges of budget expenses into 5 tiers as follows: tier-1 ($218 to $890K), tier-2 ($900K to $4.8M), tier-3 ($4.9M to $19.4M), tier-4 ($19.5M to $71.5M), and tier-5 ($72M to $300M). A really excessive diploma polynomial would allow us to seize a very high frequency function, however the expansion is often truncated (or the high frequency are weighted down) to replicate smoothness within the mannequin and also due to the limited variety of samples that are available, and for sensible computational reasons.

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