Studying the Relationship Between Two Categorical Variables
To study the relationship and patterns that exist between two categorical variables, we can first explore the frequency distribution across each category of the variables. A higher concentration in any outcome might be a potential insight. The most effective way to visualize this is using stacked bar charts.
A stacked bar chart will help us to observe the distribution of the target variable across multiple categorical variables. The distribution will reveal whether a specific category in a categorical variable dominates the target variable, y. If yes, we can further explore its influence on our problem.
In the next few exercises, we will explore various categorical variables across target variable y using stacked bar chart. We will plot absolute count and percentage to understand the distribution better.
Exercise 34: Studying the Relationship Between the Target y and marital status Variables
In this exercise, we will demonstrate the...
