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Line of best fit (1, 5) (2, 8) (3, 8) (4, 11) (5, 13), predict x = 7

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, 5), (2, 8), (3, 8), (4, 11), (5, 13).

Then predict y when x is 7.

(1, 5) (2, 8) (3, 8) (4, 11) (5, 13)

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: 45 divided by 5 is 9.

mean y = 5 + 8 + 8 + 11 + 135 = 455 = 9

The line of best fit always goes through the mean point, (3, 9).

the line goes through (3, 9)

2 Make the table

A table with the points.

Each x minus the mean x, 3.

Each y minus the mean y, 9.

For the first point: 1 minus 3 is −2, and 5 minus 9 is −4.

The product: the two distances multiplied.

−2 times −4 is 8.

And the x distance squared.

−2 squared is 4.

We add the last two columns: 19 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

19/10 is 1.9.

m = 1910 = 1.9

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

1.9 times 3 is 5.7.

9 minus 5.7 is 3.3.

b = 9 − 1.9 × 3 = 9 − 5.7 = 3.3

So the line of best fit is y = 1.9x + 3.3.

= y = 1.9x + 3.3

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 = 1.9x + 3.3: it passes close to all the points.

6 Predict

To predict, we put x = 7 into the line.

y = 1.9 × 7 + 3.3

1.9 times 7 is 13.3.

Plus 3.3 is 16.6.

y = 16.6

On the graph: at x = 7, the line is at 16.6.

7 Check

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

1.9 times 3 plus 3.3 is 9.

That is the mean y.

So it is right!

1.9 × 3 + 3.3 = 9

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 = 1.9x + 3.3

Your turn

Try this one yourself, then check:

Best-fit line: (1, 6) (2, 7) (3, 6) (4, 9) (5, 13); predict x = 7
Show the answer
y = 1.6x + 3.4; x = 7: y = 14.6

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