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Analysis mode shows how much processing time is spent to render what you're seeing (graphics cost) and everything else (gameplay cost), as you play.
The heatmaps show you specific things to help you track down specific areas that may be causing performance problems. Just because a specific spot is red doesn't mean it will slow down your game. But if your game is getting slow, you can check that heatmap. If there's a whole lot of red, you might want to look into fixing that area.
When there's an actual problem, the analysis mode shows warnings. And after you're done you see the summary with more information on those warnings.
Here's a tutorial all about how that stuff works and how to use it: https://www.youtube.com/watch?v=XeiD3Ce9poc