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Line of best fit (0, 4) (1, 1) (2, 5) (3, 6) (4, 9), 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 (0, 4), (1, 1), (2, 5), (3, 6), (4, 9).

Then predict y when x is 6.

(0, 4) (1, 1) (2, 5) (3, 6) (4, 9)

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: 10 divided by 5 is 2.

mean x = 0 + 1 + 2 + 3 + 45 = 105 = 2

The mean of the y numbers: 25 divided by 5 is 5.

mean y = 4 + 1 + 5 + 6 + 95 = 255 = 5

The line of best fit always goes through the mean point, (2, 5).

the line goes through (2, 5)

2 Make the table

A table with the points.

Each x minus the mean x, 2.

Each y minus the mean y, 5.

For the first point: 0 minus 2 is −2, and 4 minus 5 is −1.

The product: the two distances multiplied.

−2 times −1 is 2.

And the x distance squared.

−2 squared is 4.

We add the last two columns: 15 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

15/10 is 1.5.

m = 1510 = 1.5

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

1.5 times 2 is 3.

5 minus 3 is 2.

b = 5 − 1.5 × 2 = 5 − 3 = 2

So the line of best fit is y = 1.5x + 2.

= y = 1.5x + 2

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 = 1.5x + 2: it passes close to all the points.

6 Predict

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

y = 1.5 × 6 + 2

1.5 times 6 is 9.

Plus 2 is 11.

y = 11

On the graph: at x = 6, the line is at 11.

7 Check

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

1.5 times 2 plus 2 is 5.

That is the mean y.

So it is right!

1.5 × 2 + 2 = 5

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 = 1.5x + 2

Your turn

Try this one yourself, then check:

Best-fit line: (0, 5) (1, 0) (2, 5) (3, 5) (4, 7); predict x = 6
Show the answer
y = 0.9x + 2.6; x = 6: y = 8

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