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People are suffering from heart disease (HD) a lot. Few variables like Blood Pressure (BP), Cholesterol (C) and Sugar (S) are identified as explanatory variables.

People are suffering from heart disease (HD) a lot. Few variables like Blood Pressure (BP), Cholesterol (C) and Sugar (S) are identified as explanatory variables. As a Data Scientist, you need to predict HD using supervised learning technique Decision Tree. Consider the dataset having few observation (Y: Yes, N: No) as,

S C BP HD
Y Y 70 Y
Y N 120 N
N Y 150 Y
N Y 180 Y
Y Y 210 Y
Y N 220 N
N N 225 N

i. Select the root node among S or C using GINI index.

ii. How you will proceed in case the quantitative variable like BP is also used to predict HD. Explain the process.

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