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Data Interview Question

Drawing a Unique Card

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Solution & Explanation

To solve this problem, we need to determine the probability of drawing a card from a deck of 52 cards that is either a different color or a different shape from the card initially drawn. This involves understanding the concepts of probability, specifically the union of two events.

Definitions

  • Color: In a standard deck, there are two colors:

    • Red: hearts and diamonds (26 cards)
    • Black: spades and clubs (26 cards)
  • Shape (Suit): There are four suits:

    • Hearts (13 cards)
    • Diamonds (13 cards)
    • Clubs (13 cards)
    • Spades (13 cards)

Probability Events

  1. Event A: Drawing a card of a different color.
  2. Event B: Drawing a card of a different shape.

Calculating Probabilities

  • Probability of Event A, P(A):

    • If the first card drawn is red, then the remaining 26 cards are black.
    • Probability of drawing a different color from the remaining deck: P(A)=2651P(A) = \frac{26}{51}
  • Probability of Event B, P(B):

    • If the first card drawn is a heart, then the remaining cards are diamonds, clubs, and spades.
    • Probability of drawing a different shape: P(B)=3951P(B) = \frac{39}{51}
  • Probability of Both Events, P(A and B):

    • This represents drawing a card that is both a different color and a different shape. Since the overlap of different color and different shape is the same as event A (all black cards), this is: P(AB)=2651P(A \cap B) = \frac{26}{51}

Union Probability Formula

The formula for calculating the probability of either event A or event B occurring is given by the union probability formula:

P(AB)=P(A)+P(B)P(AB)P(A \cup B) = P(A) + P(B) - P(A \cap B)

Substituting the values calculated:

P(AB)=2651+39512651P(A \cup B) = \frac{26}{51} + \frac{39}{51} - \frac{26}{51}

This simplifies to:

P(AB)=3951P(A \cup B) = \frac{39}{51}

Conclusion

The probability of drawing a card from a shuffled deck that is either a different color or a different shape from the initially drawn card is:

3951=1317\frac{39}{51} = \frac{13}{17}

This means there is a 76.47% chance of drawing a card that is either a different color or a different shape.