Toy Cars Distribution
1. **State the problem:** We have a distribution of the number of toy cars owned by children with frequencies depending on $n$, a positive integer. The table is:
| Number of toy cars ($x$) | 0 | 1 | 2 | 3 | 4 |
|--------------------------|---|---|---|---|---|
| Number of children ($f$) | $n^2 + 5$ | 8 | 17 | 16 | $n + 1$ |
We need to find:
(a) The mean of the distribution.
(b) Given that the standard deviation equals the square root of the mean, find:
(i) $n$,
(ii) the median and inter-quartile range (IQR).
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2. **Find the total number of children ($N$):**
$$N = (n^2 + 5) + 8 + 17 + 16 + (n + 1) = n^2 + n + 47$$
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3. **Calculate the mean ($\mu$):**
Mean formula:
$$\mu = \frac{\sum f x}{N}$$
Calculate $\sum f x$:
$$\sum f x = 0 \times (n^2 + 5) + 1 \times 8 + 2 \times 17 + 3 \times 16 + 4 \times (n + 1)$$
Simplify:
$$= 0 + 8 + 34 + 48 + 4n + 4 = 94 + 4n$$
So,
$$\mu = \frac{94 + 4n}{n^2 + n + 47}$$
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4. **Use the condition for standard deviation ($\sigma$):**
Given:
$$\sigma = \sqrt{\mu}$$
Recall variance formula:
$$\sigma^2 = \frac{\sum f x^2}{N} - \mu^2$$
Calculate $\sum f x^2$:
$$\sum f x^2 = 0^2 \times (n^2 + 5) + 1^2 \times 8 + 2^2 \times 17 + 3^2 \times 16 + 4^2 \times (n + 1)$$
$$= 0 + 8 + 68 + 144 + 16n + 16 = 236 + 16n$$
So,
$$\sigma^2 = \frac{236 + 16n}{n^2 + n + 47} - \left(\frac{94 + 4n}{n^2 + n + 47}\right)^2$$
Given $\sigma^2 = \mu$, substitute:
$$\frac{236 + 16n}{n^2 + n + 47} - \left(\frac{94 + 4n}{n^2 + n + 47}\right)^2 = \frac{94 + 4n}{n^2 + n + 47}$$
Multiply both sides by $n^2 + n + 47$:
$$236 + 16n - \frac{(94 + 4n)^2}{n^2 + n + 47} = 94 + 4n$$
Rearranged:
$$236 + 16n - 94 - 4n = \frac{(94 + 4n)^2}{n^2 + n + 47}$$
$$142 + 12n = \frac{(94 + 4n)^2}{n^2 + n + 47}$$
Cross-multiplied:
$$(142 + 12n)(n^2 + n + 47) = (94 + 4n)^2$$
Expand left side:
$$142 n^2 + 142 n + 6674 + 12 n^3 + 12 n^2 + 564 n = (94 + 4n)^2$$
Simplify left:
$$12 n^3 + (142 + 12) n^2 + (142 + 564) n + 6674 = (94 + 4n)^2$$
$$12 n^3 + 154 n^2 + 706 n + 6674 = (94 + 4n)^2$$
Expand right side:
$$(94)^2 + 2 \times 94 \times 4n + (4n)^2 = 8836 + 752 n + 16 n^2$$
Set equation:
$$12 n^3 + 154 n^2 + 706 n + 6674 = 8836 + 752 n + 16 n^2$$
Bring all terms to left:
$$12 n^3 + 154 n^2 - 16 n^2 + 706 n - 752 n + 6674 - 8836 = 0$$
Simplify:
$$12 n^3 + 138 n^2 - 46 n - 2162 = 0$$
Divide entire equation by 2:
$$6 n^3 + 69 n^2 - 23 n - 1081 = 0$$
Try integer roots by Rational Root Theorem. Test $n=7$:
$$6(343) + 69(49) - 23(7) - 1081 = 2058 + 3381 - 161 - 1081 = 6198 - 1242 = 4956 \neq 0$$
Try $n=5$:
$$6(125) + 69(25) - 23(5) - 1081 = 750 + 1725 - 115 - 1081 = 2475 - 1196 = 1279 \neq 0$$
Try $n=3$:
$$6(27) + 69(9) - 23(3) - 1081 = 162 + 621 - 69 - 1081 = 783 - 1150 = -367 \neq 0$$
Try $n=1$:
$$6 + 69 - 23 - 1081 = 75 - 1104 = -1029 \neq 0$$
Try $n=2$:
$$6(8) + 69(4) - 23(2) - 1081 = 48 + 276 - 46 - 1081 = 324 - 1127 = -803 \neq 0$$
Try $n=11$:
$$6(1331) + 69(121) - 23(11) - 1081 = 7986 + 8349 - 253 - 1081 = 16335 - 1334 = 15001 \neq 0$$
Try $n= -7$ (negative not allowed), so try $n= -1$ (not allowed), so approximate numerically.
Using approximate methods or graphing, the root near $n=4$ is checked:
Try $n=4$:
$$6(64) + 69(16) - 23(4) - 1081 = 384 + 1104 - 92 - 1081 = 1488 - 1173 = 315 \neq 0$$
Try $n=6$:
$$6(216) + 69(36) - 23(6) - 1081 = 1296 + 2484 - 138 - 1081 = 3780 - 1219 = 2561 \neq 0$$
Try $n= -3$ (not allowed).
Since no integer root found, approximate root numerically:
Using a calculator or software, the root is approximately $n \approx 3.5$.
Since $n$ must be a positive integer, check $n=3$ and $n=4$ values for the original condition.
Calculate $\sigma^2$ and $\mu$ for $n=3$:
$N = 9 + 3 + 47 = 59$
$\mu = (94 + 12)/59 = 106/59 \approx 1.7966$
$\sum f x^2 = 236 + 48 = 284$
$\sigma^2 = 284/59 - (106/59)^2 = 4.8136 - 3.228 = 1.5856$
$\sqrt{\mu} = \sqrt{1.7966} = 1.34$
Not equal.
For $n=4$:
$N = 16 + 4 + 47 = 67$
$\mu = (94 + 16)/67 = 110/67 \approx 1.6418$
$\sum f x^2 = 236 + 64 = 300$
$\sigma^2 = 300/67 - (110/67)^2 = 4.4776 - 2.395 = 2.0826$
$\sqrt{\mu} = \sqrt{1.6418} = 1.281$
Not equal.
Try $n=5$:
$N=25 + 5 + 47=77$
$\mu = (94 + 20)/77 = 114/77 \approx 1.4805$
$\sum f x^2 = 236 + 80 = 316$
$\sigma^2 = 316/77 - (114/77)^2 = 4.1039 - 2.197 = 1.9069$
$\sqrt{\mu} = 1.217$
Not equal.
Try $n=2$:
$N=4 + 2 + 47=53$
$\mu = (94 + 8)/53 = 102/53 \approx 1.9245$
$\sum f x^2 = 236 + 32 = 268$
$\sigma^2 = 268/53 - (102/53)^2 = 5.0566 - 3.704 = 1.3526$
$\sqrt{\mu} = 1.387$
Close but not equal.
Try $n=1$:
$N=1 + 1 + 47=49$
$\mu = (94 + 4)/49 = 98/49 = 2$
$\sum f x^2 = 236 + 16 = 252$
$\sigma^2 = 252/49 - 2^2 = 5.1429 - 4 = 1.1429$
$\sqrt{\mu} = \sqrt{2} = 1.414$
Not equal.
Try $n=0$ (not positive integer).
Since no integer $n$ satisfies exactly, the problem likely expects $n=3$ as closest integer.
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5. **Find the median and inter-quartile range for $n=3$: **
Frequencies:
| $x$ | 0 | 1 | 2 | 3 | 4 |
|-----|---|---|---|---|---|
| $f$ | $9 + 5=14$ | 8 | 17 | 16 | $3 + 1=4$ |
Total $N=14+8+17+16+4=59$
Median position: $\frac{59+1}{2} = 30$th value.
Cumulative frequencies:
- Up to 0: 14
- Up to 1: 14 + 8 = 22
- Up to 2: 22 + 17 = 39
Median is in the 2's group (since 30th is between 23 and 39).
Median = 2
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Find quartiles:
- $Q_1$ position: $\frac{59+1}{4} = 15$th value
- $Q_3$ position: $3 \times 15 = 45$th value
$Q_1$ is in 1's group (since cumulative up to 0 is 14, up to 1 is 22)
$Q_1 = 1$
$Q_3$ is in 3's group (cumulative up to 2 is 39, up to 3 is 55)
$Q_3 = 3$
Inter-quartile range:
$$IQR = Q_3 - Q_1 = 3 - 1 = 2$$
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**Final answers:**
(a) Mean:
$$\mu = \frac{94 + 4n}{n^2 + n + 47}$$
(b)(i) Approximate $n = 3$ (closest positive integer satisfying the condition).
(b)(ii) Median = 2, Inter-quartile range = 2