Question

Difficulty: MediumCumulative Frequency and Ogive

The table below shows the cumulative frequency distribution of the masses (in grams) of 100100 cocoa beans sampled from an agricultural yield:

Mass Class Interval (g)Cumulative Frequency
101910 - 191010
202920 - 293030
303930 - 396565
404940 - 499090
505950 - 59100100

Using linear interpolation from the cumulative frequency distribution, calculate the 75th percentile (Q3Q_3) mass of the cocoa beans in grams.

Answer: 43.5 g

Answer

The 75th percentile (Q3Q_3) mass of the cocoa beans is 43.5 g43.5\text{ g}.
To find the 75th percentile (Q3Q_3) from cumulative frequency data, calculate the rank 75100×100=75\frac{75}{100} \times 100 = 75. This falls into the 404940 - 49 class interval (boundaries 39.549.539.5 - 49.5). Applying Q3=L+(75Ff)cQ_3 = L + \left(\frac{75 - F}{f}\right)c yields 39.5+(756525)×10=43.5 g39.5 + \left(\frac{75 - 65}{25}\right) \times 10 = 43.5\text{ g}.

Step-by-Step Solution

1
Calculate the percentile position rank
Rank position is 7575
The 75th percentile corresponds to 75%75\% of the total sample size N=100N = 100, giving 75100×100=75\frac{75}{100} \times 100 = 75.
2
Locate the 75th percentile class interval and its boundaries
Class interval is 404940 - 49, with lower boundary L=39.5L = 39.5 and upper boundary 49.549.5
Cumulative frequency before 404940 - 49 is 6565, and up to 404940 - 49 is 9090. Since 65<759065 < 75 \leq 90, the 75th item falls in this interval.
3
Identify class parameters for interpolation
L=39.5L = 39.5, F=65F = 65, f=25f = 25, c=10c = 10
Lower boundary L=39.5L = 39.5, previous cumulative frequency F=65F = 65, class frequency f=9065=25f = 90 - 65 = 25, class width c=49.539.5=10c = 49.5 - 39.5 = 10.
4
Compute Q3Q_3 using the linear interpolation formula
Q3=43.5 gQ_3 = 43.5\text{ g}
Q3=39.5+(756525)×10=39.5+4=43.5Q_3 = 39.5 + \left(\frac{75 - 65}{25}\right) \times 10 = 39.5 + 4 = 43.5.

Key Concept

Linear Interpolation of Percentiles from Cumulative Frequency Data
Rate this question