Computer evaluation number VS. lines VS. best - Chess Forums

I understand stockfish isn't foolproof because of limited processing capabilities for a site this large, etc.. What I could use help understanding is the mechanics behind report's "best" and the computer evaluation numbers listed in analysis. There are a couple of discrepancies. One

Evaluation bar and the best line - Chess Forums

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Path to Chess Mastery: Computer resources: HIARCS Chess Explorer Pro

How to explore a line in game analysis? - Chess Forums

Is it only possible for your engine evaluation to go DOWN during your turn? - Chess Forums

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Should get rid of the Evaluation bar and Lines in Live chess? - Chess Forums

The case against using computer chess engines during games on stream. - Chess Forums

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5 Easy Steps to Evaluate a Chess Position Like a GM