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Line of best fit (1, 8) (2, 9) (3, 8) (4, 5) (5, 3), predict x = 6

Step by step, with the reason for every step · Line of best fit · Statistics

Step by step

The question

Question: find the line of best fit for (1, 8), (2, 9), (3, 8), (4, 5), (5, 3).

Then predict y when x is 6.

(1, 8) (2, 9) (3, 8) (4, 5) (5, 3)

The line of best fit is the straight line that comes closest to all the points.

best fit: the line closest to all the points

1 Find the means

The mean of the x numbers: 15 divided by 5 is 3.

mean x = 1 + 2 + 3 + 4 + 55 = 155 = 3

The mean of the y numbers: 33 divided by 5 is 6.6.

mean y = 8 + 9 + 8 + 5 + 35 = 335 = 6.6

The line of best fit always goes through the mean point, (3, 6.6).

the line goes through (3, 6.6)

2 Make the table

A table with the points.

Each x minus the mean x, 3.

Each y minus the mean y, 6.6.

For the first point: 1 minus 3 is −2, and 8 minus 6.6 is 1.4.

The product: the two distances multiplied.

−2 times 1.4 is −2.8.

And the x distance squared.

−2 squared is 4.

We add the last two columns: −14 and 10.

3 Find the slope

The slope is the total of the products, over the total of the squares.

m = total of productstotal of squares

Careful!

The bottom uses only the x distances, squared.

Not the y distances.

Careful: the bottom is the x distances squared

−14/10 is −1.4.

m = −1410 = −1.4

4 Find b

The line goes through the mean point.

So b is the mean y, minus m times the mean x.

b = mean y − m × mean x

−1.4 times 3 is −4.2.

6.6 minus −4.2 is 10.8.

b = 6.6 − −1.4 × 3 = 6.6 − (−4.2) = 10.8

So the line of best fit is y = −1.4x + 10.8.

= y = −1.4x + 10.8

5 Draw the line

Now the points on a graph.

Each point is a dot.

The line goes through the mean point.

The line y = −1.4x + 10.8: it passes close to all the points.

6 Predict

To predict, we put x = 6 into the line.

y = −1.4 × 6 + 10.8

−1.4 times 6 is −8.4.

Plus 10.8 is 2.4.

y = 2.4

On the graph: at x = 6, the line is at 2.4.

7 Check

Let's check: the mean point must be on the line.

−1.4 times 3 plus 10.8 is 6.6.

That is the mean y.

So it is right!

−1.4 × 3 + 10.8 = 6.6

Let's look back.

First: find the means.

Then: make the table.

Then: find the slope.

Then: find b.

Then: draw the line.

Then: predict.

Last: check.

Answer
= y = −1.4x + 10.8

Your turn

Try this one yourself, then check:

Best-fit line: (1, 10) (2, 8) (3, 8) (4, 4) (5, 1); predict x = 6
Show the answer
y = −2.2x + 12.8; x = 6: y = −0.4

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