Design a C# Windows Forms Application that simulates a simple calculator, which reads two numbers and displays the sum, difference, product and average of the two numbers when a specific button is clicked. There should be 6 buttons : "Add", "Subtract", "Multiply", "Average", "Clear", and "Exit".