You are to build a model to predict whether a cowboy cowgirl in western movies is good or bad (target variable or dependent variable) Your decision is based on three easily observable features (independent variables), namely Left or Right Handed, Hat Color, and Age Range Finish the following tasks by using the following table Besides the final answers, also show the process of the calculation Which one of the three features is the most informative feature Categorize the entire data set into multiple sub sets segments by using the most informative feature Calculate the probability estimations for each segments by applying Laplace correction Name Left or Right Handed Hat Color Age Range Good or Bad James Right White 20s Good Jack Right Black 30s Bad Jeff Left Black 20s Bad Jason Left Black 20s Good Jane Left White 40s Good Jeremy Right Black 40s Bad Joe Right White 30s Good Jenny Left White 30s Good Joyce Left Black 40s Bad Jake Right White 40s Good

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Question: You are to build a model to predict whether a cowboy/cowgirl in western movies is good or bad (target variable or dependent variable). Your decision

You are to build a model to predict whether a cowboy/cowgirl in western movies is good or bad (target variable or dependent variable). Your decision is based on three easily observable features (independent variables), namely Left or Right-Handed, Hat Color, and Age Range.

Finish the following tasks by using the following table. Besides the final answers, also show the process of the calculation.

Which one of the three features is the most informative feature?

Categorize the entire data set into multiple sub-sets/segments by using the most informative feature. Calculate the probability estimations for each segments by applying Laplace correction.

Name	Left or Right-Handed	Hat Color	Age Range	Good or Bad
James	Right	White	20s	Good
Jack	Right	Black	30s	Bad
Jeff	Left	Black	20s	Bad
Jason	Left	Black	20s	Good
Jane	Left	White	40s	Good
Jeremy	Right	Black	40s	Bad
Joe	Right	White	30s	Good
Jenny	Left	White	30s	Good
Joyce	Left	Black	40s	Bad
Jake	Right	White	40s	Good

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