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Data Interview Question

Guessing a Random Card

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Solution & Explanation

When trying to predict the outcome of randomly drawing a card from a standard deck of 52 playing cards, we can calculate the probabilities for different scenarios: guessing the suit, the rank (or ordinal), and the exact card itself.

a. Probability of Guessing the Suit

  • Total Suits: There are 4 suits in a standard deck of cards: hearts, diamonds, clubs, and spades.
  • Probability: Since each suit is equally likely to be drawn, the probability P(suit)P(\text{suit}) of correctly guessing the suit of a randomly drawn card is given by: P(suit)=14P(\text{suit}) = \frac{1}{4}

b. Probability of Guessing the Rank (Ordinal)

  • Total Ranks: Each suit contains 13 ranks: Ace, 2 through 10, Jack, Queen, and King.
  • Probability: Since each rank is equally likely to be drawn, the probability P(rank)P(\text{rank}) of correctly guessing the rank of a randomly drawn card is: P(rank)=113P(\text{rank}) = \frac{1}{13}

c. Probability of Guessing the Exact Card

  • Total Cards: A standard deck contains 52 unique cards.
  • Probability: Since each card is equally likely to be drawn, the probability P(exact card)P(\text{exact card}) of correctly guessing the exact card (both suit and rank) is: P(exact card)=152P(\text{exact card}) = \frac{1}{52}

Explanation

  1. Suit Probability:

    • With 4 suits available, the likelihood of guessing the correct suit is 1 out of 4.
    • This is a straightforward calculation as each suit (hearts, diamonds, clubs, spades) is equally probable.
  2. Rank Probability:

    • With 13 possible ranks, the likelihood of guessing the correct rank is 1 out of 13.
    • Each rank, from Ace to King, has an equal chance of being the correct guess.
  3. Exact Card Probability:

    • To guess the exact card, you need to be correct about both the suit and the rank.
    • The probability of guessing the suit and rank simultaneously is the product of the individual probabilities: P(exact card)=P(suit)×P(rank)=14×113=152P(\text{exact card}) = P(\text{suit}) \times P(\text{rank}) = \frac{1}{4} \times \frac{1}{13} = \frac{1}{52}
    • This confirms that each card in the deck is unique, and thus, the probability of drawing any specific card is 1 in 52.

In summary, the probabilities are derived from the basic principle of equally likely outcomes in a finite sample space, and these calculations illustrate the fundamental concepts of probability in a practical scenario.