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The mean and variance of $7$ observations are $8$ and $16$ respectively. If five of the observations are $2$, $4$, $10$, $12$. $14$. Find the remaining two observations.

We are given, the mean and variance of eight observations are $8$ and $16$ respectively.

Also, we have five observations $2$, $4$, $10$, $12$ and $14$.

Suppose that the remaining two observations to be $a$ and $b$.

Now the observations are $2$, $4$, $10$, $12$, $14$, $a$ and $b$.

The formula to calculate mean of the observations is

$\overline X  = \frac{{2 + 4 + 10 + 12 + 14 + a + b}}{7}$

$8 = \frac{{42 + a + b}}{7}$

$42 + a + b = 56$

$a + b = 56 – 42$

$a + b = 14$                                                    …… (1)

The formula for variance is given by,

Variance $ = \frac{1}{n}{\sum\limits_{i = 1}^8 {\left( {{{\rm X}_i} – {\rm X}} \right)} ^2}$

Substituting the given values to get,

$16 = \frac{1}{7}\left[ {{{( – 6)}^2} + {{( – 4)}^2} + {{(2)}^2} + {{(4)}^2} + {{(6)}^2} + {a^2} + {b^2} – 2 \times 8(x + y)} \right.\left. { + 2 \times {{(8)}^2}} \right]$

Substituting equation (1) to get,

$16 = \frac{1}{7}\left[ {36 + 16 + 4 + 16 + 36 + {a^2} + {b^2} – 16(14) + 2(64)} \right]$

$16 = \frac{1}{7}\left[ {12 + {a^2} + {b^2}} \right]$

${a^2} + {b^2} = 112 – 12$

${a^2} + {b^2} = 100$                                                …… (2)

Squaring on both sides of equation (1) gives,

${\left( {a + b} \right)^2} = {14^2}$

${a^2} + {b^2} + 2ab = 196$                                     …… (3)

Substituting equation (2) to get,

$100 + 2ab = 196$

$2ab = 196 – 100$

$2ab = 96$                                                     …… (4)

Let us subtract equation (4) from (2) to get,

${a^2} + {b^2} – 2ab = 100 – 96$

${\left( {a – b} \right)^2} = 4$

$a – b =  \pm 2$                                                  …… (5)

Solving equations (1) and (5) gives,

When $a – b = 4$ then

$a = 8$ and $b = 6$

And when $a – b =  – 4$then

$a = 6$ and $b = 8$

Thus, the remaining two observations are $6$ and $8$.