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August 1, 2014 00:53
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Gas efficiency analysis
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| Date | Brand | Mileage | Cost | Grade | Amount | TotalCost | |
|---|---|---|---|---|---|---|---|
| 1/3/2014 | 76 | 43159 | 3.499 | 87 | 4.985 | 17.44 | |
| 1/13/2014 | Arco | 43415 | 3.29 | 87 | 9.205 | 30.28 | |
| 1/18/2014 | Shell | 43655 | 3.499 | 87 | 9.521 | 33.31 | |
| 1/22/2014 | Costco | 43938 | 3.179 | 87 | 9.28 | 29.5 | |
| 1/28/2014 | 76 | 44201 | 3.499 | 87 | 9.263 | 32.41 | |
| 2/15/2014 | 76 | 44434 | 3.499 | 87 | 9.434 | 33.01 | |
| 3/5/2014 | Shell | 44664 | 3.699 | 87 | 9.801 | 36.25 | |
| 3/16/2014 | 76 | 44917 | 3.519 | 87 | 9.014 | 31.72 | |
| 3/21/2014 | 7-11 (Citgo) | 45179 | 3.699 | 87 | 9.014 | 33.34 | |
| 3/26/2014 | Arco | 45471 | 3.639 | 87 | 9.656 | 35.14 | |
| 3/31/2014 | Arco | 45770 | 3.679 | 87 | 9.463 | 34.81 | |
| 4/12/2014 | 76 | 45995 | 3.959 | 87 | 8.88 | 35.16 | |
| 4/27/2014 | 76 | 46208 | 4.099 | 87 | 8.671 | 35.54 | |
| 5/17/2014 | 76 | 46475 | 3.999 | 87 | 9.101 | 36.39 | |
| 5/25/2014 | Safeway | 46735 | 3.819 | 87 | 9.037 | 34.51 | |
| 5/31/2014 | Shell | 47035 | 4.05 | 87 | 9.326 | 37.77 | |
| 6/15/2014 | 76 | 47270 | 4.059 | 87 | 8.292 | 33.66 | |
| 7/4/2014 | Safeway | 47531 | 3.959 | 87 | 9.12 | 36.11 | |
| 7/6/2014 | Safeway | 47843 | 4.119 | 87 | 8.796 | 36.23 | |
| 7/18/2014 | Shell | 48130 | 3.939 | 87 | 8.967 | 35.32 | |
| 7/19/2014 | Chevron | 48449 | 3.999 | 87 | 9.166 | 36.65 | |
| 7/27/2014 | Shell | 48743 | 4.099 | 87 | 8.572 | 35.14 |
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| library(plyr) | |
| library(ggplot2) | |
| raw <- read.csv("gas2014.csv") | |
| avediff <- diff(raw$Mileage) | |
| raw$totalmiles <- c(NA, avediff) | |
| raw$Avgcost <- raw$totalmiles / raw$TotalCost | |
| raw$AvgMPG <- raw$totalmiles / raw$Amount | |
| costsummary <- ddply(raw, "Brand", function(x) data.frame(meancost = mean(x$Avgcost, na.rm=T))) | |
| mpgsummary <- ddply(raw, "Brand", function(x) data.frame(meanMPG = mean(x$AvgMPG, na.rm=T))) | |
| final <- merge(costsummary, mpgsummary) | |
| ggplot(final, aes(x= meancost, y= meanMPG, label= Brand)) + | |
| geom_point(size=4) +· | |
| geom_text(aes(label= Brand), hjust= -0.2, vjust= -0.2, size=8) + | |
| scale_x_continuous(limits = c(7,10)) + | |
| ylab("mean MPG") + xlab("Mean cost") + | |
| theme(axis.text.x = element_text(face='bold', size=20), | |
| axis.text.y = element_text(face='bold', size=20), | |
| axis.title.y = element_text(face="bold", size=20, angle=90), | |
| axis.title.x = element_text(face="bold", size=20) | |
| ) |
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