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Data Interview Question

Ensuring Diverse Ball Selection

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Solution & Explanation

When faced with a problem involving drawing balls of different colors from a container, the goal is to ensure that you have at least one ball of each color. The problem can be broken down into understanding both the best-case and worst-case scenarios:

Best-Case Scenario

  • Definition: The best-case scenario occurs when you manage to draw one ball of each color in the minimum number of draws.
  • Example: Suppose you have 3 red balls and 2 blue balls in a container. In the best-case scenario, you draw one red ball and one blue ball in just two attempts.
  • Outcome: The number of draws required is equal to the number of distinct colors, which is 2 in this case.

Worst-Case Scenario

  • Definition: The worst-case scenario occurs when you draw all balls of one color before drawing any ball of the other color.

  • Example: Continuing with the previous example of 3 red balls and 2 blue balls, the worst-case scenario would be drawing all 3 red balls first, requiring you to make an additional draw to finally get a blue ball.

  • Outcome: To ensure you have at least one ball of each color, you need to draw the maximum number of balls of one color plus one additional draw for the other color. Thus, the formula becomes:

    Minimum number of draws=max(X,Y)+1\text{Minimum number of draws} = \text{max}(X, Y) + 1

    Where XX is the number of red balls and YY is the number of blue balls.

General Formula Explanation

  • Why max(X, Y) + 1?: The formula ensures that you account for drawing all balls of the most numerous color first. By adding one more draw, you guarantee getting at least one ball from the other color.
  • Example Application:
    • If you have 5 red balls and 7 blue balls, the worst-case scenario requires drawing all 7 blue balls first and then one red ball, totaling 8 draws.
    Minimum number of draws=max(5,7)+1=8\text{Minimum number of draws} = \text{max}(5, 7) + 1 = 8

Considerations

  • Pigeonhole Principle: This problem can be related to the pigeonhole principle, where you ensure that after a certain number of draws, a ball of the other color must be drawn.
  • Practical Implications: Understanding these scenarios helps in planning for worst-case events, which is crucial in fields that rely on probabilistic outcomes, such as data science and operations research.

This solution provides a structured approach to ensuring that you draw at least one ball of each color, considering both the best-case and worst-case scenarios. The formula max(X,Y)+1\text{max}(X, Y) + 1 is a reliable method to determine the minimum number of draws required.