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Line of best fit (1, 3) (2, 2) (3, 3) (4, 0) (5, 0), predict x = 3

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, 3), (2, 2), (3, 3), (4, 0), (5, 0).

Then predict y when x is 3.

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

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: 8 divided by 5 is 1.6.

mean y = 3 + 2 + 3 + 0 + 05 = 85 = 1.6

The line of best fit always goes through the mean point, (3, 1.6).

the line goes through (3, 1.6)

2 Make the table

A table with the points.

Each x minus the mean x, 3.

Each y minus the mean y, 1.6.

For the first point: 1 minus 3 is −2, and 3 minus 1.6 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: −8 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

−8/10 is −0.8.

m = −810 = −0.8

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

−0.8 times 3 is −2.4.

1.6 minus −2.4 is 4.

b = 1.6 − −0.8 × 3 = 1.6 − (−2.4) = 4

So the line of best fit is y = −0.8x + 4.

= y = −0.8x + 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 = −0.8x + 4: it passes close to all the points.

6 Predict

To predict, we put x = 3 into the line.

y = −0.8 × 3 + 4

−0.8 times 3 is −2.4.

Plus 4 is 1.6.

y = 1.6

On the graph: at x = 3, the line is at 1.6.

7 Check

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

−0.8 times 3 plus 4 is 1.6.

That is the mean y.

So it is right!

−0.8 × 3 + 4 = 1.6

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 = −0.8x + 4

Your turn

Try this one yourself, then check:

Best-fit line: (1, 1) (2, 2) (3, 4) (4, 0) (5, 1); predict x = 3
Show the answer
y = −0.2x + 2.2; x = 3: y = 1.6

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