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Consider a small dataset with five variables including the target attribute. Variable # 1 Variable # 2 Variable # 3 Variable # 4 Target variable

Consider a small dataset with five variables including the target attribute.
Variable #1 Variable #2 Variable #3 Variable #4 Target variable
1 High High Yes Target 1
2 High High Yes Target 1
3 High High No Target 2
4 Low High Yes Target 1
5 High High Yes Target 1
6 High High Yes Target 1
7 High Low No Target 2
8 High High No Target 2
9 High High Yes Target 1
10 Low High Yes Target 2
Construct a decision tree from the given data to answer the question 'how two target classes can be differentiated?'. Use the simple heuristic based on 'the number of instances that can split the dataset into homogenous subsets', as introduced in the lecture, for finding a node and growing the decision tree.
Report the decision tree in the form of decision rules, where each rule shows a branch in the tree. Clearly show all rule conditions (variable values) and the class they belong to.

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