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<!DOCTYPE html>
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<title><strong>The Relationship Between Miles per Gallon and Transmission Type</strong></title>
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<h2><strong>The Relationship Between Miles per Gallon and Transmission Type</strong></h2>
<p>John Slough II
13 Jan 2015</p>
<h1></h1>
<p><strong>Executive Summary</strong></p>
<p>From our analysis of the mtcars dataset, we have determined that in general manual transmissions are better in terms of miles per gallon than automatic transmissions. In a linear regression model with only transmission type as an explanatory variable, a change from automatic to manual transmission increased the mpg by 7.245 however, transmission type only explained 36% of the variation in mpg. A linear regression model of all significant variables (determined by ANOVA), explained 84% of the variation in mpg. It included only the variables weight and number of cylinders. Transmission type was determined to be an insignificant contributory variable to the model. Furthermore, when transmission type was included in the model, a Bootstrap Measures of Relative Importance showed that it only contributed only about 14% to the r<sup>2^</sup> of 87%. It is recommended that the editors of <em>Motor Trend</em> consider the varibles weight, number of cylinders, and possibly horsepower as the most significant explanatory variables of miles per gallon.</p>
<p><strong>Report</strong></p>
<p><strong>The Data</strong></p>
<p>We are to investigate the relationship between miles per gallon (numerical class variable, mpg) and a set of explanatory variables. The explanatory variables and their classes are:</p>
<ol>
<li>cyl: number of cylinders (factor, 4,6,8)</li>
<li>disp: displacement (cu.in.) (numerical)</li>
<li>hp: gross horsepower (numerical)</li>
<li>drat: rear axle ratio (numerical)</li>
<li>wt: weight (1000 pounds) (numerical)</li>
<li>qsec: ¼ mile time (numerical)</li>
<li>vs: V/S, V-engine or Straight engine (factor, V,S)</li>
<li>am: transmission type (factor, automatic, manual)</li>
<li>gear: number of forwards gears (factor, 3,4,5)</li>
<li>carb: number of carburetors (factor, 1,2,3,4,5,6,7,8)</li>
</ol>
<p><strong>Data Processing</strong></p>
<p>We will remove the variable qsec, ¼ mile time, as this is not a reasonable explanatory variable for mpg and is better seen as another outcome variable. In addition, it is necessary to code the variables with their proper class (factor, numerical.)</p>
<p><strong>Exploratory Data Analysis</strong></p>
<p>First we must determine whether or not there is actually a difference between automatic and manual transmissions in terms of mpg. The following boxplot appears to show that there is a difference. </p>
<p><img 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" alt="plot of chunk unnamed-chunk-2"/> </p>
<p>Another way to view the difference between automatic and muanual transmissions' mpg is with a density plot. The plot below shows the two densities of automatic and manual transmissions. Again, it appears that the manual cars tend to have a higher mpg, but with more variation.</p>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-3"/> </p>
<p>To be sure that the means are different, we can perform a t-test. The t-test results in a p-value of 0.0013736. This means that we reject the null hypothesis that the means are similar.</p>
<p>Pairs Plot</p>
<p>The following is a chart plotting the more significant variables against each other (as determined by the models below). We can see that there are correlations between many variables therefore multicollinearity may be an issue. It is color-coded by transmission type. </p>
<p><img 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" alt="plot of chunk unnamed-chunk-5"/> </p>
<p><strong>Building the Model</strong></p>
<p>We can now turn towards building the regression model for this dataset. We will first use multiple linear regression and the R “step” function, which chooses the optimal model by AIC (Aikake Information Criterion). With mpg as the outcome variable and all other variables, except ¼ mile, as the explanatory variables we arrive at the model:</p>
<pre><code>## (Intercept) cyl6 cyl8 hp wt amManual
## 33.708 -3.031 -2.164 -0.032 -2.497 1.809
</code></pre>
<p>and the coefficients' corresponding p-values:</p>
<pre><code>## (Intercept) cyl6 cyl8 hp wt amManual
## 0.00000 0.04068 0.35225 0.02693 0.00908 0.20646
</code></pre>
<p>The model here is: mpg ~ cyl + hp + wt + am.
The r<sup>2^</sup> for this model is 0.866 which means that this model explains 86.6% of the variation in mpg. The model, arrived at by AIC, includes the variable am, or transmission type. The coefficient for am is 1.809, which we can interepret as, when other variables are held constant, a change from automatic to manual transmission will increase the mpg by 1.809. However, we must note the p-value associated with the transmission type variable. It is 0.206 which is well above our usual 0.05 significant level. </p>
<p>If we remove the transmission type from this model, and refit it we obtain a model mpg ~ cyl + hp + wt. The coefficients and corresponding p-values are: </p>
<pre><code>## (Intercept) cyl6 cyl8 hp wt
## 35.846 -3.359 -3.186 -0.023 -3.181
</code></pre>
<pre><code>## (Intercept) cyl6 cyl8 hp wt
## 0.00000 0.02375 0.15370 0.06361 0.00014
</code></pre>
<p>An ANOVA test between this model and this previous results in a p-value of 0.206 which means that we should choose the simpler model. However, we can further simplify the model by removing the hp or horsepower variable since the p-value for its coefficient is above 0.05. This results in the model mpg ~ cyl + wt. An ANOVA test between this model and previous two models resulted in p-values of 0.064 and 0.082, respectively. Both are above 0.05 so we can choose the simpler model.<br/>
The final model is:</p>
<pre><code>##
## Call:
## lm(formula = mpg ~ cyl + wt, data = mtcars)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.5890 -1.2357 -0.5159 1.3845 5.7915
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 33.9908 1.8878 18.006 < 2e-16 ***
## cyl6 -4.2556 1.3861 -3.070 0.004718 **
## cyl8 -6.0709 1.6523 -3.674 0.000999 ***
## wt -3.2056 0.7539 -4.252 0.000213 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.557 on 28 degrees of freedom
## Multiple R-squared: 0.8374, Adjusted R-squared: 0.82
## F-statistic: 48.08 on 3 and 28 DF, p-value: 3.594e-11
</code></pre>
<p>Here, all of the coefficients are highly significant. This model has an r<sup>2^</sup> of 0.837 which means that it explains 83.7% of the variation in mpg. This is very close to our original model with 2 more variables. Note that transmission type is not included in the final model.</p>
<p>The plots below are the diagnostic plots for the model. There do not appear to be any problems with these plots; the residuals appear randomly, the standardized residuals appear normally distributed, and there are not any highly influential outliers. </p>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-11"/> </p>
<p><strong>Model with only Transmission Type</strong></p>
<p>The project asks us about two specific points: </p>
<ol>
<li><p>Is an automatic or manual transmission better for MPG?</p></li>
<li><p>Quantify the MPG difference between automatic and manual transmissions</p></li>
</ol>
<p>We have seen in the explaoratory data analysis section that manual transmissions are generally better for mpg. To quantify the difference, a linear model was fit using only mpg as an explanatory variable. This model produced an 0.36 which means that it explains 36% of the variation in mpg, much less than the final model arrived at above. The coefficient is significant, and at 7.245, which we can interepret as, automatic to manual transmission will increase the mpg by 7.245. Sounds like transmission type does have an impact on mpg, however when the previous models are considered, other variables are much more impartant than transmission type in explaining the variation in mpg. An ANOVA between this model and the final model above results in a p-value of less than 0.0000001 which means that we reject the null hypothesis that the models are similar. We must use the more complex model, as it explains a significantly higher proportion of variation in mpg than the simpler model. </p>
<p><strong>Relative Importance of Variables</strong></p>
<p>For our last analysis we will look at Bootstrap Measures of Relative Importance of explanatory variables. This is a nice way to interpret the importance of variables with regard to their contribution to the r<sup>2^</sup> of a model. We used the model fit by AIC which includes the variables cylinder, horsepower, weight, and transmission type. The results are shown in the plot below. We can clearly see that am, transmission type, is the least important of these variables contributing only about 14% to the r<sup>2<sup>.</sup></sup> </p>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-13"/> </p>
<p><strong>Conclusion</strong></p>
<p>We have determined that there is a difference in mpg in relation to transmission type and have quantified that difference. However, transmission type does not appear to be a very good explanatory variable for mpg; weight, horsepower, and number of cylinders are all more significant variables. </p>
<p><strong>R-code</strong></p>
<p>Available at: <a href="https://github.com/SloughJE/Cousera-Regression-Models">https://github.com/SloughJE/Cousera-Regression-Models</a></p>
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