Mada za sehemu hiiApplication Of StatisticsMada 3
- Concept of Statistics
- Measure of Central Tendency
- Ways of Presenting Statistical Data
The commonly used measures of central tendency are
- Arithmetic mean average
- Median
- Mode
This can be computed from individual value/data as well as grouped data. By mathematically the formula is
Example 1
Compute means from the following data
5, 8, 3, 2, 7, 9, 8, 2, 2, 4
Solution
Mean = (5 + 8 + 3 + 2 + 7 + 9 + 8 + 2 + 2 + 4) / 10
= 50 / 10
Mean = 5
Example 2
Given the following data calculate the mean
24, 24, 23, 20, 12, 0
Solution
Mean = (24 + 24 + 23 + 20 + 12 + 0) / 6
= 103 / 6 = 17.2
Mean = 17.2
Example 3
Given the following data compute mean
| Class interval | Frequency |
|---|---|
| 50-59 | 2 |
| 60-69 | 4 |
| 70-79 | 6 |
| 80-89 | 3 |
| 90-99 | 2 |
Solution
Mean = ∑fx / ∑f
| CI | F | CM (X) | FX |
|---|---|---|---|
| 50-59 | 2 | 54.5 | 109 |
| 60-69 | 4 | 64.5 | 258 |
| 70-79 | 6 | 74.5 | 447 |
| 80-89 | 3 | 84.5 | 253.5 |
| 90-99 | 2 | 94.5 | 189 |
| 17 | 1256.5 |
Mean = 1256.5 / 17 = 73.9
Mean = 73.9
Mean deviation is the average amount by which individual values differ from the mean, irrespective of signs.
Example Calculation
Compute the mean deviation from the following data:
5, 8, 3, 2, 7, 9, 8, 2, 2, 4
Step 1: Calculate the Mean (x̄)
Step 2: Calculate |Xi - x̄| (Absolute Deviations)
| Xi | Xi - x̄ | |Xi - x̄| | | --- | --- | --- | | 5 | 0 | 0 | | 8 | 3 | 3 | | 3 | -2 | 2 | | 2 | -3 | 3 | | 7 | 2 | 2 | | 9 | 4 | 4 | | 8 | 3 | 3 | | 2 | -3 | 3 | | 2 | -3 | 3 | | 4 | -1 | 1 |
Step 3: Sum of Absolute Deviations
Step 4: Calculate the Mean Deviation
The mean deviation of the given dataset is 2.4.
Mean square deviation is the average of the square deviation or is the mean deviation square.
Mathematically:
Where:
- : Individual data points
- : Mean of the data set
- : Number of data points
Example. Compute mean square deviation from the following data
5, 8, 3, 2, 7, 9, 8, 2, 2, 4
Solution
x̄ = 5
| X | X - x̄ | (X - x̄)² |
|---|---|---|
| 5 | 0 | 0 |
| 8 | 3 | 9 |
| 3 | -2 | 4 |
| 2 | -3 | 9 |
| 7 | 2 | 4 |
| 9 | 4 | 16 |
| 8 | 3 | 9 |
| 2 | -3 | 9 |
| 2 | -3 | 9 |
| 4 | -1 | 1 |
| Total | 70 |
MSD = 70 / 10 = 7
Example 2. Given the following data compute mean deviation from the formula
| Class interval | Frequency | Class mark | Frequency × class mark | (X - x̄) | (X - x̄)² | F(X - x̄)² |
|---|---|---|---|---|---|---|
| 50-59 | 2 | 54.5 | 109 | -19.4 | 376.36 | 753.72 |
| 60-69 | 4 | 64.5 | 258 | -9.4 | 88.36 | 353.44 |
| 70-79 | 6 | 74.5 | 447 | 0.6 | 0.36 | 2.16 |
| 80-89 | 3 | 84.5 | 253.5 | 10.6 | 112.36 | 337.08 |
| 90-99 | 2 | 94.5 | 189 | 20.6 | 424.36 | 848.72 |
x̄ = 1256 / 17 = 73.9
Is the root of variation OR is the root of the mean square deviation.
Mathematically:
For grouped data.
Example 2 from the following data below calculate the standard deviation
| CI | F | CL MK | FX | X - x̄ | (X - x̄)² | F(X - x̄)² |
|---|---|---|---|---|---|---|
| 5-9 | 2 | 7 | 14 | -14.4 | 207.36 | 414.72 |
| 10-14 | 11 | 12 | 132 | -9.4 | 88.36 | 971.96 |
| 15-19 | 38 | 17 | 646 | -4.4 | 19.36 | 735.68 |
| 20-24 | 54 | 22 | 1188 | 0.6 | 0.36 | 19.44 |
| 25-29 | 28 | 27 | 756 | 5.6 | 31.36 | 878.08 |
| 30-34 | 9 | 32 | 288 | 10.6 | 112.36 | 1011.24 |
| 35-39 | 1 | 37 | 37 | 15.6 | 243.36 | 243.36 |
s.d = √30.011
s.d = 5.48
Is the central or middle value in a series of ordered value OR is the mid-point between the two figures.
NB For odd distribution median is the central value. For the even distribution median is obtained by picking middle value and add them then dividing by two.
Example. Find the median of the following data
46, 50, 70, 69, 60, 51, 55, 84, 72
Solution
1st arrange in ascending order
46, 50, 51, 55, 60, 69, 70, 72, 84
The median = 60
Example 2
Find the median of the following distribution
46, 50, 72, 70, 69, 60, 51, 55, 84, 71, 69, 35
Median = (60 + 69) / 2 = 129 / 2 = 64.5
Thus median = 64.5
Example 3
Find the median of the following distribution
48, 61, 75, 78, 100, 23, 56, 16
Solution
1st arrange in ascending order
16, 23, 56, 61, 75, 78, 100
Median = (56 + 61) / 2 = 117 / 2 = 58.5
Thus median = 58.5
Mathematically
Example. Calculate median for the following data
| CI | F |
|---|---|
| 20-24 | 3 |
| 25-29 | 7 |
| 29-34 | 8 |
| 35-39 | 12 |
| 40-44 | 9 |
| 45-49 | 6 |
| 50-54 | 4 |
| 55-59 | 1 |
Solution
M = L1 + (N/2 - nb) / nw × c
M = 34.5 + (50/2 - 18) / 12 × 5
Median = 34.5 + 2.92 = 37.42
Median = 37.42
Example 2 calculate median from the following data
| Class interval | Frequency |
|---|---|
| 40-49 | 4 |
| 50-59 | 8 |
| 60-69 | 10 |
| 70-79 | 7 |
| 80-89 | 7 |
| 90-99 | 4 |
Solution
M = L1 + (N/2 - nb) / nw × c
Data given:
- N = 40
- L1 = 59.5
- nw = 10
- nb = 12
- c = 10
Thus median = 59.5 + (40/2 - 12) / 10 × 10
= 59.5 + 8 = 67.5
Median = 67.5
Is the frequently occurring value.
Mode class is the class with the highest frequency.
Types of Mode
i. Uni mode is the value with single mode.
Example of uni mode: 51, 50, 60, 51, 60, 61, 62, 40, 41, 70, 51, 80, 7
Hence mode = 51
ii. Bi mode is the value with double mode.
Example: 61, 50, 60, 52, 60, 61, 62, 40, 41, 70, 68, 38, 80, 70, 100
Hence mode = 60 and 70
Mathematically
Where:
- = Lower class boundary
- = Frequency of the modal class minus frequency below the modal class
- = Frequency of the modal class minus frequency above the modal class
- = Class interval
Example. Compute the mode in the table below
| Class interval | Frequency |
|---|---|
| 0-4 | 5 |
| 5-9 | 2 |
| 10-14 | 1 |
| 15-19 | 6 |
| 20-24 | 5 |
| 25-29 | 1 |
| 30-34 | 4 |
| 35-39 | 3 |
| 40-44 | 2 |
| 45-49 | 1 |
Data given:
- L1 = 14.5
- t1 = 5
- t2 = 1
- c = 5
From formula:
Mode = L1 + (t1 / (t1 + t2)) × c
Mode = 14.5 + (5 / (5 + 1)) × 5
Mode = 14.5 + 4.17 = 18.67 ≈ 18.5
The mode = 18.5
Range is the difference between highest value and the lowest value.
Mathematically
Range = Highest value - Lowest value
R = H - L
Example. Calculate the range of the following data
8, 22, 18, 20, 21, 13, 16, 30, 46, 10, 2, 22
Solution
R = h - l
= 46 - 2 = 44
Thus range = 44
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