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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:

$$\begin{array}{c|ccccccccccccccccccccccccc}X&4&5&23&19&26&29&1&18&3&19&23&27&19&25&17&29&1&1&3&29&29&25&26&1&12\\Y&2910&2701&2560&2501&2400&2400&2400&2400&2400&2301&2300&2250&2212&2200&2200&2200&2119&2110&2107&2100&2100&2100&2089&2019&2000\end{array}$$

The equation of the regression line is:

$$y~=~2331 ~-~ 2.894 \cdot x$$

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$ 
4 2910 11640 16
5 2701 13505 25
23 2560 58880 529
19 2501 47519 361
26 2400 62400 676
29 2400 69600 841
1 2400 2400 1
18 2400 43200 324
3 2400 7200 9
19 2301 43719 361
23 2300 52900 529
27 2250 60750 729
19 2212 42028 361
25 2200 55000 625
17 2200 37400 289
29 2200 63800 841
1 2119 2119 1
1 2110 2110 1
3 2107 6321 9
29 2100 60900 841
29 2100 60900 841
25 2100 52500 625
26 2089 54314 676
1 2019 2019 1
12 2000 24000 144

Step 2: Find the sum of every column:

$$ \sum{X} = 414 ~,~ \sum{Y} = 57079 ~,~ \sum{X \cdot Y} = 937124 ~,~ \sum{X^2} = 9656 $$

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

$$ \begin{aligned} a &= \frac{\sum{Y} \cdot \sum{X^2} - \sum{X} \cdot \sum{XY} }{n \cdot \sum{X^2} - \left(\sum{X}\right)^2} = \frac{ 57079 \cdot 9656 - 414 \cdot 937124}{ 25 \cdot 9656 - 414^2} \approx 2331 \\ \\b &= \frac{ n \cdot \sum{XY} - \sum{X} \cdot \sum{Y}}{n \cdot \sum{X^2} - \left(\sum{X}\right)^2} = \frac{ 25 \cdot 937124 - 414 \cdot 57079 }{ 25 \cdot 9656 - \left( 414 \right)^2} \approx -2.894\end{aligned}$$

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

$$ \begin{aligned} y~&=~a ~+~ b \cdot x \\y~&=~2331 ~-~ 2.894 \cdot x\end{aligned}$$

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Script name : correlation-and-regression-calculator

Form values: 4 5 23 19 26 29 1 18 3 19 23 27 19 25 17 29 1 1 3 29 29 25 26 1 12 , 2910 2701 2560 2501 2400 2400 2400 2400 2400 2301 2300 2250 2212 2200 2200 2200 2119 2110 2107 2100 2100 2100 2089 2019 2000 , reg , g , , , , Regression line X = [ 4 5 23 19 26 29 1 18 3 19 23 27 19 25 17 29 1 1 3 29 29 25 26 1 12 ] , Y = [ 2910 2701 2560 2501 2400 2400 2400 2400 2400 2301 2300 2250 2212 2200 2200 2200 2119 2110 2107 2100 2100 2100 2089 2019 2000 ]

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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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