Each row represents an experimental “run” (in this case, averaged sample of mango wine). Column A shows the run number; Column B shows the percentage of ethanol; Column C shows the amount of glycerol (in g/L); Column D shows the amount of acid (in g/L); Column E shows the temperature of the run (in °C); and Column F shows the pH of the run. Y represents Ethanol of mango wine. 1. Create a scatterplot of the ethanol data for all 20 runs (CREATED) a. Draw a graphical representation of the model that you chose to use. (CREATED WITHIN SCATTERPLOT)
(SUB-PART C ONLY PLEASE)
Each row represents an experimental “run” (in this case, averaged sample of mango wine). Column A shows the run number; Column B shows the percentage of ethanol; Column C shows the amount of glycerol (in g/L); Column D shows the amount of acid (in g/L); Column E shows the temperature of the run (in °C); and Column F shows the pH of the run. Y represents Ethanol of mango wine.
1. Create a
a. Draw a graphical representation of the model that you chose to use. (CREATED WITHIN SCATTERPLOT)
b. Comparing the model to your data, evaluate its fit in one or two sentences. (LINEAR MODEL;
The conditions to say that the model is a good fit are as given below:
- To say that the model is the good fit, the coefficient of determination should be high.
- Atleast one the predictor variables should be statistically significant in predicting the response variable. )
c. Replace the generic Yi = β0 + ε with the information you have here.
Please help. I have no idea what this even means or where to start.
HERE is the attached dataset to start with;
a b c d e f
Run | Ethanol | Glycerol | Acidity | Temp | pH |
1 | 4.8 | 3.5 | 0.84 | 24 | 3.8 |
2 | 9.6 | 7.3 | 0.27 | 24 | 3.8 |
3 | 10.2 | 7.2 | 0.27 | 24 | 3.8 |
4 | 8.5 | 5.1 | 0.55 | 24 | 3.8 |
5 | 7.3 | 3.2 | 0.68 | 24 | 3.1272 |
6 | 4.8 | 1.2 | 1.24 | 30 | 4.2 |
7 | 7.9 | 4.4 | 0.65 | 18 | 3.4 |
8 | 6.7 | 4.3 | 0.65 | 30 | 3.4 |
9 | 9.8 | 6.9 | 0.47 | 24 | 3.8 |
10 | 10.2 | 7.2 | 0.32 | 24 | 3.8 |
11 | 9.8 | 5.8 | 0.51 | 24 | 3.8 |
12 | 10.2 | 7.5 | 0.28 | 24 | 3.8 |
13 | 8.2 | 5.1 | 0.49 | 18 | 4.2 |
14 | 7.1 | 3.9 | 0.6 | 18 | 3.4 |
15 | 8.2 | 4.8 | 0.46 | 13.908 | 3.8 |
16 | 5.6 | 3.3 | 0.68 | 18 | 4.2 |
17 | 7.5 | 4.5 | 0.58 | 30 | 4.2 |
18 | 6.7 | 3.8 | 0.75 | 24 | 4.4728 |
19 | 5.5 | 3.8 | 0.45 | 30 | 3.4 |
20 | 6.5 | 4 | 0.79 | 34.092 | 3.8 |
THANK YOU so much for your help.
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