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Is there any way get a constraint on features (e.g., ear longer than 100cm and body weight>20kg and ...) or (...)) where it could say 90% guarantee it is a dog or cat? Say if we want to classify dog/cat.

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Yes you can use a decision tree for example. These trees can have a stop criterion. For example if the leaf is too small in sample size or, and this is interesting for you, is above a pre-defined purity threshold. By discarding all the final leafs that were created due to not purity related conditions you should end up with a set of rules like you described.

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