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Line of best fit (2, 6) (4, 12) (6, 14) (8, 14) (10, 17), predict x…

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 (2, 6), (4, 12), (6, 14), (8, 14), (10, 17).

Then predict y when x is 12.

(2, 6) (4, 12) (6, 14) (8, 14) (10, 17)

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: 30 divided by 5 is 6.

mean x = 2 + 4 + 6 + 8 + 105 = 305 = 6

The mean of the y numbers: 63 divided by 5 is 12.6.

mean y = 6 + 12 + 14 + 14 + 175 = 635 = 12.6

The line of best fit always goes through the mean point, (6, 12.6).

the line goes through (6, 12.6)

2 Make the table

A table with the points.

Each x minus the mean x, 6.

Each y minus the mean y, 12.6.

For the first point: 2 minus 6 is −4, and 6 minus 12.6 is −6.6.

The product: the two distances multiplied.

−4 times −6.6 is 26.4.

And the x distance squared.

−4 squared is 16.

We add the last two columns: 48 and 40.

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

48/40 is 1.2.

m = 4840 = 1.2

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

1.2 times 6 is 7.2.

12.6 minus 7.2 is 5.4.

b = 12.6 − 1.2 × 6 = 12.6 − 7.2 = 5.4

So the line of best fit is y = 1.2x + 5.4.

= y = 1.2x + 5.4

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 = 1.2x + 5.4: it passes close to all the points.

6 Predict

To predict, we put x = 12 into the line.

y = 1.2 × 12 + 5.4

1.2 times 12 is 14.4.

Plus 5.4 is 19.8.

y = 19.8

On the graph: at x = 12, the line is at 19.8.

7 Check

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

1.2 times 6 plus 5.4 is 12.6.

That is the mean y.

So it is right!

1.2 × 6 + 5.4 = 12.6

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 = 1.2x + 5.4

Your turn

Try this one yourself, then check:

Best-fit line: (2, 5) (4, 10) (6, 13) (8, 15) (10, 16); predict x = 12
Show the answer
y = 1.35x + 3.7; x = 12: y = 19.9

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