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You are looking for a line of the form
[tex]y=a+Bx[/tex]such that a,B minimize the distance between the given points and the line.
For that
[tex]B=\frac{\sum ^n_{k=1}(x_ky_k-\bar{y}x_k)}{\sum ^n_{k=1}(x^2_{^{}k}-\bar{x}x_k)}[/tex]and
[tex]a=\bar{y}-\bar{Bx}[/tex]Now we just have to apply the formula
after we apply it we get that
ŷ = 1.50473 x + 12.90922