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Data Interview Question

Drawing Red Balls

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Solution & Explanation

To determine the probability of drawing at least 2 red balls when drawing 3 balls from a bag containing 3 red balls and 7 blue balls, we can consider the following scenarios:

  1. Drawing exactly 2 red balls and 1 blue ball
  2. Drawing all 3 red balls

Total Number of Possible Outcomes

The total number of ways to choose 3 balls out of 10 is given by the combination formula:

C(10,3)=10×9×83×2×1=120C(10, 3) = \frac{10 \times 9 \times 8}{3 \times 2 \times 1} = 120

Scenario 1: Drawing Exactly 2 Red Balls and 1 Blue Ball

  • First, calculate the number of ways to choose 2 red balls from the 3 available red balls:

    C(3,2)=3×22×1=3C(3, 2) = \frac{3 \times 2}{2 \times 1} = 3

  • Next, calculate the number of ways to choose 1 blue ball from the 7 available blue balls:

    C(7,1)=7C(7, 1) = 7

  • The total number of favorable outcomes for this scenario is:

    C(3,2)×C(7,1)=3×7=21C(3, 2) \times C(7, 1) = 3 \times 7 = 21

Scenario 2: Drawing All 3 Red Balls

  • Calculate the number of ways to choose all 3 red balls from the 3 available red balls:

    C(3,3)=1C(3, 3) = 1

  • The total number of favorable outcomes for this scenario is:

    11

Probability Calculation

  • The probability of drawing exactly 2 red balls and 1 blue ball is:

    21120\frac{21}{120}

  • The probability of drawing all 3 red balls is:

    1120\frac{1}{120}

  • Therefore, the probability of drawing at least 2 red balls (either exactly 2 or all 3) is:

    21120+1120=22120\frac{21}{120} + \frac{1}{120} = \frac{22}{120}

  • Simplifying the fraction:

    22120=1160\frac{22}{120} = \frac{11}{60}

  • Thus, the probability of drawing at least 2 red balls is:

    11600.183\frac{11}{60} \approx 0.183

This probability indicates that there is approximately an 18.3% chance of drawing at least 2 red balls when drawing 3 balls from the bag.