In the context of a Two Factor ANOVA, should you proceed to an analysis of the main effects? Justify your answer. If you should, please indicate all the relevant null hypotheses and your conclusions.

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In the context of a Two Factor ANOVA, should you proceed to an analysis of the main effects? Justify your answer. If you should, please indicate all the relevant null hypotheses and your conclusions.

### Line Graph Analysis

#### Graph Description
The graph displays two lines, labeled D and E, that represent different sets of data across three categories: A, B, and C. 

- **Line D (Blue):** 
  - Category A: Value 6
  - Category B: Value 7
  - Category C: Value 7

- **Line E (Orange):**
  - Category A: Value 2
  - Category B: Value 3
  - Category C: Value 4

Both lines show an increasing trend, with Line D having consistently higher values than Line E across all categories.

### ANOVA Table

The table presents the results of an ANOVA (Analysis of Variance) test, detailing the different sources of variance, their sum of squares (SS), degrees of freedom (df), mean square (MS), F-statistic (F), p-value, and critical F-value (F crit).

#### ANOVA Table Explanation

- **Sources of Variation:**
  - **Sample:**
    - SS = 72
    - df = 1
    - MS = 72
    - F = 76.23529
    - p-value = 1.52E-06
    - F crit = 4.747225

  - **Columns:**
    - SS = 16.77778
    - df = 2
    - MS = 8.388889
    - F = 8.882353
    - p-value = 0.004294
    - F crit = 3.885294

  - **Interaction:**
    - SS = 4.333333
    - df = 2
    - MS = 2.166667
    - F = 2.294118
    - p-value = 0.143313
    - F crit = 3.885294

  - **Within (Error):**
    - SS = 11.33333
    - df = 12
    - MS = 0.944444

- **Total:**
  - SS = 104.4444
  - df = 17

This ANOVA analysis aids in understanding whether there are any statistically significant differences between the means of the different groups (Sample, Columns, Interaction) in the dataset. 

- The p-values indicate the probability of observing the data given
Transcribed Image Text:### Line Graph Analysis #### Graph Description The graph displays two lines, labeled D and E, that represent different sets of data across three categories: A, B, and C. - **Line D (Blue):** - Category A: Value 6 - Category B: Value 7 - Category C: Value 7 - **Line E (Orange):** - Category A: Value 2 - Category B: Value 3 - Category C: Value 4 Both lines show an increasing trend, with Line D having consistently higher values than Line E across all categories. ### ANOVA Table The table presents the results of an ANOVA (Analysis of Variance) test, detailing the different sources of variance, their sum of squares (SS), degrees of freedom (df), mean square (MS), F-statistic (F), p-value, and critical F-value (F crit). #### ANOVA Table Explanation - **Sources of Variation:** - **Sample:** - SS = 72 - df = 1 - MS = 72 - F = 76.23529 - p-value = 1.52E-06 - F crit = 4.747225 - **Columns:** - SS = 16.77778 - df = 2 - MS = 8.388889 - F = 8.882353 - p-value = 0.004294 - F crit = 3.885294 - **Interaction:** - SS = 4.333333 - df = 2 - MS = 2.166667 - F = 2.294118 - p-value = 0.143313 - F crit = 3.885294 - **Within (Error):** - SS = 11.33333 - df = 12 - MS = 0.944444 - **Total:** - SS = 104.4444 - df = 17 This ANOVA analysis aids in understanding whether there are any statistically significant differences between the means of the different groups (Sample, Columns, Interaction) in the dataset. - The p-values indicate the probability of observing the data given
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