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Data Interview Question

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Solution & Explanation

Part 1: Probability of Drawing a Heart

Scenario:

  • A standard deck of 52 playing cards includes 13 hearts.
  • One heart has been drawn, leaving 51 cards.
  • We need to find the probability that the next card drawn is also a heart.

Solution:

  • After one heart is drawn, there are 12 hearts remaining in the deck of 51 cards.
  • The probability PP of drawing another heart is given by:

P(drawing a heart)=Number of remaining heartsTotal remaining cards=1251P(\text{drawing a heart}) = \frac{\text{Number of remaining hearts}}{\text{Total remaining cards}} = \frac{12}{51}

Explanation:

  • Initially, there are 13 hearts in a full deck. Drawing one leaves 12 hearts.
  • The probability is computed as the ratio of remaining hearts to the total remaining cards.

Part 2: Expected Number of Hearts in 13 Draws

Scenario:

  • From a deck of 52 cards, 13 cards are drawn, including exactly 5 hearts.
  • You then draw 13 cards from the remaining 39 cards.
  • We need to calculate the expected number of hearts in your 13-card hand.

Solution:

  • After the initial draw, there are 39 cards left, with 8 being hearts.
  • The expected number of hearts E[x]E[x] in your hand can be calculated using the hypergeometric distribution formula:

E[x]=nKNE[x] = n \cdot \frac{K}{N}

Where:

  • n=13n = 13 (number of draws)
  • K=8K = 8 (number of hearts remaining)
  • N=39N = 39 (total remaining cards)

Substituting these values:

E[x]=13839=104392.67E[x] = 13 \cdot \frac{8}{39} = \frac{104}{39} \approx 2.67

Explanation:

  • The hypergeometric distribution is used to model scenarios where draws are made without replacement.
  • The expected value formula E[x]=nKNE[x] = n \cdot \frac{K}{N} gives the average number of successes (hearts) in nn draws.
  • In this scenario, you can expect to draw approximately 2.67 hearts from the remaining deck.

Conclusion

  • The probability of drawing a heart after one has already been drawn is 1251\frac{12}{51}.
  • The expected number of hearts in your hand when drawing 13 cards from the remaining deck is approximately 2.67.