A real estate company$$specializes in condos and townhouses.

The company sent out some promotions to various houses and recorded

a few facts about each house and also whether the people responded

or not. Develop a decision tree for the below$-$given dataset

utilizing information gain values in subsequent tables.$$Information gain values, when all input attributes

available:$$DistrictHouse TypeIncomePrevious Customer$0\mathrm{.}2460\mathrm{.}0490\mathrm{.}1510\mathrm{.}048$Information Gain, when tree path includes district input

variable with value Suburban:$$House TypeIncomePrevious Customer$0\mathrm{.}170\mathrm{.}9710\mathrm{.}020$Information Gain, when tree path includes district input

variable with value Urban:$$House TypeIncomePrevious Customer$0\mathrm{.}0200\mathrm{.}0200\mathrm{.}971$