Iq Frequency 329988
1. **Problem Statement:**
Find the class boundaries, class width, class marks, construct the frequency table, histogram, and determine mode, median, quartiles Q1 and Q3, and standard deviation for the IQ scores data.
2. **Given Data:**
| IQ Score | Frequency |
|----------|-----------|
| 80-94 | 10 |
| 95-109 | 55 |
| 110-124 | 93 |
| 125-139 | 33 |
| 140-154 | 9 |
3. **Class Boundaries:**
Class boundaries are found by averaging the upper limit of one class and the lower limit of the next.
- Between 94 and 95: $\frac{94 + 95}{2} = 94.5$
- Between 109 and 110: $\frac{109 + 110}{2} = 109.5$
- Between 124 and 125: $\frac{124 + 125}{2} = 124.5$
- Between 139 and 140: $\frac{139 + 140}{2} = 139.5$
So, class boundaries are:
- 79.5 - 94.5
- 94.5 - 109.5
- 109.5 - 124.5
- 124.5 - 139.5
- 139.5 - 154.5
4. **Class Width:**
Class width = upper boundary - lower boundary of any class
For first class: $94.5 - 79.5 = 15$
5. **Class Marks (Midpoints):**
Class mark = $\frac{\text{Lower limit} + \text{Upper limit}}{2}$
- 80-94: $\frac{80 + 94}{2} = 87$
- 95-109: $\frac{95 + 109}{2} = 102$
- 110-124: $\frac{110 + 124}{2} = 117$
- 125-139: $\frac{125 + 139}{2} = 132$
- 140-154: $\frac{140 + 154}{2} = 147$
6. **Frequency Table:**
| Class Boundaries | Frequency | Class Mark |
|------------------|-----------|------------|
| 79.5 - 94.5 | 10 | 87 |
| 94.5 - 109.5 | 55 | 102 |
| 109.5 - 124.5 | 93 | 117 |
| 124.5 - 139.5 | 33 | 132 |
| 139.5 - 154.5 | 9 | 147 |
7. **Mode:**
Mode class is the class with highest frequency: 110-124 (frequency 93).
Mode formula for grouped data:
$$\text{Mode} = L + \frac{(f_1 - f_0)}{(2f_1 - f_0 - f_2)} \times h$$
Where:
- $L = 109.5$ (lower boundary of modal class)
- $f_1 = 93$ (frequency of modal class)
- $f_0 = 55$ (frequency before modal class)
- $f_2 = 33$ (frequency after modal class)
- $h = 15$ (class width)
Calculate:
$$\text{Mode} = 109.5 + \frac{(93 - 55)}{(2 \times 93 - 55 - 33)} \times 15 = 109.5 + \frac{38}{(186 - 88)} \times 15 = 109.5 + \frac{38}{98} \times 15$$
$$= 109.5 + 5.816 = 115.316$$
8. **Median:**
Total frequency $N = 200$
Median class is where cumulative frequency $\\geq N/2 = 100$
Cumulative frequencies:
- 10
- 65
- 158
Median class: 110-124
Median formula:
$$\text{Median} = L + \frac{\frac{N}{2} - F}{f} \times h$$
Where:
- $L = 109.5$
- $F = 65$ (cumulative frequency before median class)
- $f = 93$ (frequency of median class)
- $h = 15$
Calculate:
$$\text{Median} = 109.5 + \frac{100 - 65}{93} \times 15 = 109.5 + \frac{35}{93} \times 15 = 109.5 + 5.645 = 115.145$$
9. **Quartiles:**
- $Q_1$ position: $\frac{N}{4} = 50$
- $Q_3$ position: $\frac{3N}{4} = 150$
$Q_1$ class: cumulative frequency $\\geq 50$ is 95-109 (cumulative 65)
$$Q_1 = 94.5 + \frac{50 - 10}{55} \times 15 = 94.5 + \frac{40}{55} \times 15 = 94.5 + 10.909 = 105.409$$
$Q_3$ class: cumulative frequency $\\geq 150$ is 125-139 (cumulative 158)
$$Q_3 = 124.5 + \frac{150 - 158}{33} \times 15 = 124.5 + \frac{-8}{33} \times 15 = 124.5 - 3.636 = 120.864$$
10. **Standard Deviation:**
Calculate mean $\bar{x}$:
$$\bar{x} = \frac{\sum f x}{N} = \frac{10 \times 87 + 55 \times 102 + 93 \times 117 + 33 \times 132 + 9 \times 147}{200}$$
$$= \frac{870 + 5610 + 10881 + 4356 + 1323}{200} = \frac{23040}{200} = 115.2$$
Calculate variance:
$$\sigma^2 = \frac{\sum f (x - \bar{x})^2}{N}$$
Calculate each term:
- $(87 - 115.2)^2 = 795.24$, sum: $10 \times 795.24 = 7952.4$
- $(102 - 115.2)^2 = 174.24$, sum: $55 \times 174.24 = 9583.2$
- $(117 - 115.2)^2 = 3.24$, sum: $93 \times 3.24 = 301.32$
- $(132 - 115.2)^2 = 282.24$, sum: $33 \times 282.24 = 9313.92$
- $(147 - 115.2)^2 = 1008.64$, sum: $9 \times 1008.64 = 9077.76$
Sum all: $7952.4 + 9583.2 + 301.32 + 9313.92 + 9077.76 = 36128.6$
Variance:
$$\sigma^2 = \frac{36128.6}{200} = 180.643$$
Standard deviation:
$$\sigma = \sqrt{180.643} = 13.44$$
**Final answers:**
- Class boundaries: 79.5-94.5, 94.5-109.5, 109.5-124.5, 124.5-139.5, 139.5-154.5
- Class width: 15
- Class marks: 87, 102, 117, 132, 147
- Mode: 115.316
- Median: 115.145
- Quartile Q1: 105.409
- Quartile Q3: 120.864
- Standard deviation: 13.44