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Line of best fit (1, 2) (2, 4) (3, 5) (4, 4) (5, 7), 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, 2), (2, 4), (3, 5), (4, 4), (5, 7).

Then predict y when x is 7.

(1, 2) (2, 4) (3, 5) (4, 4) (5, 7)

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: 22 divided by 5 is 4.4.

mean y = 2 + 4 + 5 + 4 + 75 = 225 = 4.4

The line of best fit always goes through the mean point, (3, 4.4).

the line goes through (3, 4.4)

2 Make the table

A table with the points.

Each x minus the mean x, 3.

Each y minus the mean y, 4.4.

For the first point: 1 minus 3 is −2, and 2 minus 4.4 is −2.4.

The product: the two distances multiplied.

−2 times −2.4 is 4.8.

And the x distance squared.

−2 squared is 4.

We add the last two columns: 10 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

10/10 is 1.

m = 1010 = 1

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 times 3 is 3.

4.4 minus 3 is 1.4.

b = 4.4 − 1 × 3 = 4.4 − 3 = 1.4

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

= y = x + 1.4

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 = x + 1.4: it passes close to all the points.

6 Predict

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

y = 1 × 7 + 1.4

1 times 7 is 7.

Plus 1.4 is 8.4.

y = 8.4

On the graph: at x = 7, the line is at 8.4.

7 Check

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

1 times 3 plus 1.4 is 4.4.

That is the mean y.

So it is right!

1 × 3 + 1.4 = 4.4

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 = x + 1.4

Your turn

Try this one yourself, then check:

Best-fit line: (1, 4) (2, 5) (3, 3) (4, 3) (5, 6); predict x = 7
Show the answer
y = 0.2x + 3.6; x = 7: y = 5

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