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Alphalens factors?

I am a noob and don't understand the value of some of the graphs provided in alphalens analysis.

https://github.com/quantopian/alphalens

Mostly, what turnover analysis is, quantiles, factor rank autocorrelation, to name a few.

I'm not expecting someone to walk me through this in the comments but rather am looking for some resources or someone to point me in the right direction on how to learn about what these mean. Thanks

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