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Line of best fit (10, 19) (20, 26) (30, 38) (40, 46) (50, 59)…

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 (10, 19), (20, 26), (30, 38), (40, 46), (50, 59).

Then predict y when x is 60.

(10, 19) (20, 26) (30, 38) (40, 46) (50, 59)

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: 150 divided by 5 is 30.

mean x = 10 + 20 + 30 + 40 + 505 = 1505 = 30

The mean of the y numbers: 188 divided by 5 is 37.6.

mean y = 19 + 26 + 38 + 46 + 595 = 1885 = 37.6

The line of best fit always goes through the mean point, (30, 37.6).

the line goes through (30, 37.6)

2 Make the table

A table with the points.

Each x minus the mean x, 30.

Each y minus the mean y, 37.6.

For the first point: 10 minus 30 is −20, and 19 minus 37.6 is −18.6.

The product: the two distances multiplied.

−20 times −18.6 is 372.

And the x distance squared.

−20 squared is 400.

We add the last two columns: 1000 and 1000.

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

1000/1000 is 1.

m = 10001000 = 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 30 is 30.

37.6 minus 30 is 7.6.

b = 37.6 − 1 × 30 = 37.6 − 30 = 7.6

So the line of best fit is y = x + 7.6.

= y = x + 7.6

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 + 7.6: it passes close to all the points.

6 Predict

To predict, we put x = 60 into the line.

y = 1 × 60 + 7.6

1 times 60 is 60.

Plus 7.6 is 67.6.

y = 67.6

On the graph: at x = 60, the line is at 67.6.

7 Check

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

1 times 30 plus 7.6 is 37.6.

That is the mean y.

So it is right!

1 × 30 + 7.6 = 37.6

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 = x + 7.6

Your turn

Try this one yourself, then check:

Best-fit line: (10, 19) (20, 24) (30, 39) (40, 48) (50, 57); predict x = 60
Show the answer
y = x + 7.4; x = 60: y = 67.4

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