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Large PR with 40+ files changes.

Updates are focused around readability and fixing typos.

In situations where a variable was renamed, a global grep var was used to avoid invalid references.

Files were renamed from Discriminat to Discriminant

This looks pretty clean to me; feel free to let me know if there are any issues.

Best,
Ryan

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