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Juice Data

The regression analysis resulted in a strong positive correlation (R=0.994) between the variables. The variables explain 98.9% of the variation in the output variable (R Square = 0.989). Six variables were analyzed with variable 5 and variable 6 having a significant positive effect on the output. The model was able to significantly predict the output with 93.6% accuracy based on the adjusted R square value.

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64 views4 pages

Juice Data

The regression analysis resulted in a strong positive correlation (R=0.994) between the variables. The variables explain 98.9% of the variation in the output variable (R Square = 0.989). Six variables were analyzed with variable 5 and variable 6 having a significant positive effect on the output. The model was able to significantly predict the output with 93.6% accuracy based on the adjusted R square value.

Uploaded by

Aviral
Copyright
© © All Rights Reserved
We take content rights seriously. If you suspect this is your content, claim it here.
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SUMMARY OUTPUT

Regression Statistics
Multiple R 0.994
R Square 0.989
Adjusted R Square 0.956
Standard Error 0.333
Observations 9

ANOVA
df SS MS F Significance F
Regression 6 20.000 3.333 30.000 0.033
Residual 2 0.222 0.111
Total 8 20.222

Coefficients Standard Error t Stat P-value Lower 95%


Intercept 5.778 0.294 19.654 0.003 4.513
X Variable 1 -1.000 0.272 -3.674 0.067 -2.171
X Variable 2 1.333 0.272 4.899 0.039 0.162
X Variable 3 -1.667 0.272 -6.124 0.026 -2.838
X Variable 4 0.000 0.272 0.000 1.000 -1.171
X Variable 5 2.000 0.272 7.348 0.018 0.829
X Variable 6 1.333 0.272 4.899 0.039 0.162
0

Upper 95% Lower 95.0% Upper 95.0%


7.043 4.513 7.043
0.171 -2.171 0.171
2.504 0.162 2.504
-0.496 -2.838 -0.496
1.171 -1.171 1.171
3.171 0.829 3.171
2.504 0.162 2.504
Mango Orange Glass Plastic 65 75 RATING
X1 X2 X3 X4 X5 X6 Y
1 0 1 0 1 0 5
1 0 0 1 0 1 6
1 0 0 0 0 0 5
0 1 1 0 0 1 7
0 1 0 1 0 0 7
0 1 0 0 1 0 9
0 0 1 0 0 0 4
0 0 0 1 1 0 8
0 0 0 0 0 1 7

flavor package price


-1.11 -1.11 0.89
1.22 0.56 0.22
-0.11 0.56 -1.11

range 2.33 1.67 2.00


relative importance
38.83% 27.78% 33.33%
x y z a
1 0 -1 2
0 1 -1 1.33
1 1 1 0

0.67 -0.33 0.33 0.89


-0.33 0.67 0.33 0.22
-0.33 -0.33 0.33 -1.11

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