Question

Difficulty: MediumCumulative Frequency and Ogive

The cumulative frequency distribution table below shows the mass of cocoa beans (in kg) harvested by 4040 smallholder farmers in a agricultural cooperative:

Mass (kg)Cumulative Frequency
20\leq 2044
30\leq 301212
40\leq 402828
50\leq 503636
60\leq 604040

Using linear interpolation from the cumulative frequency table, what is the median mass (in kg) of cocoa beans harvested by the farmers?

Answer: 35 kg

Answer

The median mass of cocoa beans harvested by the farmers is 35.0 kg35.0\text{ kg}.
The total number of farmers is N=40N = 40. The median corresponds to the 402=20th\frac{40}{2} = 20^{\text{th}} position. From the cumulative frequency table, the 20th20^{\text{th}} item lies within the 3040 kg30 - 40\text{ kg} class interval. Using the grouped median formula Median=L+(N2c.f.f)×w\text{Median} = L + \left(\frac{\frac{N}{2} - c.f.}{f}\right) \times w, where L=30L = 30, c.f.=12c.f. = 12, f=2812=16f = 28 - 12 = 16, and w=10w = 10, we obtain Median=30+(201216)×10=35.0 kg\text{Median} = 30 + \left(\frac{20 - 12}{16}\right) \times 10 = 35.0\text{ kg}.

Step-by-Step Solution

1
Find the median position in the cumulative frequency distribution
Median position =N2=402=20th= \frac{N}{2} = \frac{40}{2} = 20^{\text{th}} item
The median corresponds to the 50th percentile, which is half of the total cumulative frequency N=40N = 40.
2
Locate the median class interval and extract its statistical parameters
Median class interval is 3040 kg30 - 40\text{ kg}, with lower limit L=30 kgL = 30\text{ kg}, preceding cumulative frequency c.f.=12c.f. = 12, class frequency f=2812=16f = 28 - 12 = 16, and width w=10 kgw = 10\text{ kg}
The cumulative frequency just below 2020 is 1212 (at upper boundary 3030), and at upper boundary 4040 it rises to 2828.
3
Substitute values into the grouped data median formula
\text{Median} = 30 + \left(\frac{20 - 12}{16}\right) \times 10 = 30 + 5 = 35.0\text{ kg}
Linear interpolation estimates the exact position of the median within the median class interval.

Key Concept

Calculation of Median from Cumulative Frequency Data
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