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Correlation and regression calculator

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Enter two data sets and this calculator will find the equation of the regression line and correlation coefficient. The calculator will generate a step by step explanation along with the graphic representation of the data sets and regression line.

solution

You entered the following data:

$$\begin{array}{c|cccccccc}X&3&26&17&4&10&23&5&1\\Y&22300&23001&23301&27000&28200&32001&38300&53000\end{array}$$

The equation of the regression line is:

$$y~=~36281 ~-~ 484.8 \cdot x$$

The graph of the regression line is:

explanation

We will find an equation of the regression line in 4 steps.

Step 1: Find $X \cdot Y$ and $X^2$ as it was done in the table below.

$X$$Y$$X\cdot Y$$X \cdot X$ 
3 22300 66900 9
26 23001 598026 676
17 23301 396117 289
4 27000 108000 16
10 28200 282000 100
23 32001 736023 529
5 38300 191500 25
1 53000 53000 1

Step 2: Find the sum of every column:

$$ \sum{X} = 89 ~,~ \sum{Y} = 247103 ~,~ \sum{X \cdot Y} = 2431566 ~,~ \sum{X^2} = 1645 $$

Step 3: Use the following equations to find $a$ and $b$:

$$ \begin{aligned} a &= \frac{\sum{Y} \cdot \sum{X^2} - \sum{X} \cdot \sum{XY} }{n \cdot \sum{X^2} - \left(\sum{X}\right)^2} = \frac{ 247103 \cdot 1645 - 89 \cdot 2431566}{ 8 \cdot 1645 - 89^2} \approx 36281 \\ \\b &= \frac{ n \cdot \sum{XY} - \sum{X} \cdot \sum{Y}}{n \cdot \sum{X^2} - \left(\sum{X}\right)^2} = \frac{ 8 \cdot 2431566 - 89 \cdot 247103 }{ 8 \cdot 1645 - \left( 89 \right)^2} \approx -484.8\end{aligned}$$

Step 4: Substitute $a$ and $b$ in regression equation formula

$$ \begin{aligned} y~&=~a ~+~ b \cdot x \\y~&=~36281 ~-~ 484.8 \cdot x\end{aligned}$$

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Script name : correlation-and-regression-calculator

Form values: 3 26 17 4 10 23 5 1 , 22300 23001 23301 27000 28200 32001 38300 53000 , reg , g , , , , Regression line X = [ 3 26 17 4 10 23 5 1 ] , Y = [ 22300 23001 23301 27000 28200 32001 38300 53000 ]

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Correlation and Regression Calculator
Input X and Y values separated by comma or blank space
help ↓↓ examples ↓↓
Use data grit to input x and y values
Find the equation of the regression line
Find the correlation coefficient
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examples
example 1:ex 1:

Consider the following set of points: ${(-3 , -4), \, (2 , 3), \, (7 , 11)}$

a) Find the regression line for the given data points.

b) Plot the given points and the regression line.

example 2:ex 2:

The values of $X$ and their corresponding values of $Y$ are shown in the table below:

$$ \begin{array}{c|ccccc} X & ~1~ & ~2~ & ~3~ & ~4~ & ~5 \\ Y & ~4~ & ~8~ & ~9~ & ~11~& ~16 \end{array} $$

Find a Pearson correlation coefficient.

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