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Calculate the mean, variance, and standard deviation for the given grouped data.

Mathematics

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2 parts
a

22.67 minutes\text{22.67 minutes}

b

64.56 minutes2\text{64.56 minutes}^2

8.03 minutes\text{8.03 minutes}

160 km/h\text{160 km/h}

Step-by-step solution

9 steps

Question One

Part a· 3 steps

Calculate the mean time

  1. Find the midpoint (xx) for each class interval and the total frequency (∑f\sum f).

    The class intervals are 8-12, 13-17, 18-22, 23-27, 28-32, 33-37.
    The frequencies (ff) are 5, 3, 6, 7, 5, 4.

    Midpoints (xx):

    • For 8-12: x=8+122=10x = \frac{8+12}{2} = 10
    • For 13-17: x=13+172=15x = \frac{13+17}{2} = 15
    • For 18-22: x=18+222=20x = \frac{18+22}{2} = 20
    • For 23-27: x=23+272=25x = \frac{23+27}{2} = 25
    • For 28-32: x=28+322=30x = \frac{28+32}{2} = 30
    • For 33-37: x=33+372=35x = \frac{33+37}{2} = 35

    Total frequency:

    ∑f=5+3+6+7+5+4=30\sum f = 5 + 3 + 6 + 7 + 5 + 4 = 30
  2. Calculate f⋅xf \cdot x for each interval and find the sum (∑f⋅x\sum f \cdot x).

    • 5×10=505 \times 10 = 50
    • 3×15=453 \times 15 = 45
    • 6×20=1206 \times 20 = 120
    • 7×25=1757 \times 25 = 175
    • 5×30=1505 \times 30 = 150
    • 4×35=1404 \times 35 = 140

    Sum of f⋅xf \cdot x:

    ∑f⋅x=50+45+120+175+150+140=680\sum f \cdot x = 50 + 45 + 120 + 175 + 150 + 140 = 680
  3. Calculate the mean (xˉ\bar{x}).

    The formula for the mean of grouped data is xˉ=∑f⋅x∑f\bar{x} = \frac{\sum f \cdot x}{\sum f}.

    xˉ=68030=683≈22.666...\bar{x} = \frac{680}{30} = \frac{68}{3} \approx 22.666...

    Rounding to two decimal places:

    xˉ≈22.67\bar{x} \approx 22.67

    The mean time is 22.67 minutes\boxed{\text{22.67 minutes}}.

Part b

64.56 minutes2\text{64.56 minutes}^2

Calculate the variance and Standard deviation.

  1. Calculate x2x^2 for each midpoint and f⋅x2f \cdot x^2 for each interval.

    • For x=10x=10: x2=102=100  ⟹  f⋅x2=5×100=500x^2 = 10^2 = 100 \implies f \cdot x^2 = 5 \times 100 = 500
    • For x=15x=15: x2=152=225  ⟹  f⋅x2=3×225=675x^2 = 15^2 = 225 \implies f \cdot x^2 = 3 \times 225 = 675
    • For x=20x=20: x2=202=400  ⟹  f⋅x2=6×400=2400x^2 = 20^2 = 400 \implies f \cdot x^2 = 6 \times 400 = 2400
    • For x=25x=25: x2=252=625  ⟹  f⋅x2=7×625=4375x^2 = 25^2 = 625 \implies f \cdot x^2 = 7 \times 625 = 4375
    • For x=30x=30: x2=302=900  ⟹  f⋅x2=5×900=4500x^2 = 30^2 = 900 \implies f \cdot x^2 = 5 \times 900 = 4500
    • For x=35x=35: x2=352=1225  ⟹  f⋅x2=4×1225=4900x^2 = 35^2 = 1225 \implies f \cdot x^2 = 4 \times 1225 = 4900
  2. Find the sum of f⋅x2f \cdot x^2.

    ∑f⋅x2=500+675+2400+4375+4500+4900=17350\sum f \cdot x^2 = 500 + 675 + 2400 + 4375 + 4500 + 4900 = 17350
  3. Calculate the variance.

    The formula for variance of grouped data is Variance=∑f⋅x2∑f−(∑f⋅x∑f)2\text{Variance} = \frac{\sum f \cdot x^2}{\sum f} - \left(\frac{\sum f \cdot x}{\sum f}\right)^2.
    We know ∑f=30\sum f = 30, ∑f⋅x=680\sum f \cdot x = 680, and ∑f⋅x2=17350\sum f \cdot x^2 = 17350.

    Variance=1735030−(68030)2\text{Variance} = \frac{17350}{30} - \left(\frac{680}{30}\right)^2 Variance=578.333...−(22.666...)2\text{Variance} = 578.333... - (22.666...)^2 Variance=578.333...−513.777...\text{Variance} = 578.333... - 513.777... Variance=64.555...\text{Variance} = 64.555...

    Rounding to two decimal places:

    Variance≈64.56\text{Variance} \approx 64.56

    The variance is 64.56 minutes2\boxed{\text{64.56 minutes}^2}.

  4. Calculate the standard deviation.

    The standard deviation is the square root of the variance.

    Standard Deviation=Variance=64.555...\text{Standard Deviation} = \sqrt{\text{Variance}} = \sqrt{64.555...} Standard Deviation≈8.0346...\text{Standard Deviation} \approx 8.0346...

    Rounding to two decimal places:

    Standard Deviation≈8.03\text{Standard Deviation} \approx 8.03

    The standard deviation is 8.03 minutes\boxed{\text{8.03 minutes}}.

    Question Two

  5. Identify the given distance and the new time.

    Distance (DD) = 240 km
    New Time (TT) = 1121\frac{1}{2} hours = 1.5 hours

  6. Calculate the required speed.

    The formula for speed is Speed=DistanceTime\text{Speed} = \frac{\text{Distance}}{\text{Time}}.

    Speed=240 km1.5 hours\text{Speed} = \frac{240 \text{ km}}{1.5 \text{ hours}} Speed=160 km/h\text{Speed} = 160 \text{ km/h}

    The speed the aeroplane must use is 160 km/h\boxed{\text{160 km/h}}.

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