Review data on evaporative water loss and make graph to examine differences among groups (treatments)
# Get data
data <- read.csv("http://vonmay.cikeys.com/wp-content/uploads/2020/03/AgarModelsLab.csv", stringsAsFactors=FALSE)
# Run the next line of code to take a look at the data
data
## Date Location TeamName SampleNbr Treatment Time1 Mass1 Time2
## 1 2020_0306 Artemisia patch BMFL 1 Sun_Dry 13_52 22.13 16_58
## 2 2020_0306 Artemisia patch JHEN 2 Shade_Dry 13_55 21.22 16_55
## 3 2020_0306 Artemisia patch Gryfindor 2 Sun_Dry 13_52 24.23 16_58
## 4 2020_0306 Artemisia patch Dolphins 1 Shade_Dry 13_54 22.72 16_55
## 5 2020_0306 Artemisia patch Gryfindor 2 Shade_Wet 13_55 20.74 16_56
## 6 2020_0306 Artemisia patch AMGEN 3 Sun_Wet 13_56 23.42 16_58
## 7 2020_0306 Artemisia patch BMFL 1 Sun_Wet 13_56 20.56 16_58
## 8 2020_0306 Artemisia patch JMRK 3 Shade_Dry 13_56 23.66 16_56
## 9 2020_0306 Artemisia patch AMGEN 3 Sun_Dry 13_52 22.23 16_58
## 10 2020_0306 Artemisia patch JMRK 3 Shade_Wet 13_55 22.81 16_56
## 11 2020_0306 Artemisia patch JHEN 2 Sun_Wet 13_56 21.36 16_58
## 12 2020_0306 Artemisia patch Dolphins 1 Shade_Wet 13_55 22.32 16_56
## Mass2 WaterLossPct TotTimeHr WaterLossPctPerHr
## 1 18.43 16.72 3.10 5.39
## 2 20.09 5.33 3.00 1.78
## 3 19.72 18.61 3.10 6.00
## 4 21.48 5.46 3.02 1.81
## 5 19.29 6.99 3.02 2.32
## 6 20.85 10.97 3.03 3.62
## 7 17.73 13.76 3.03 4.54
## 8 20.23 14.50 3.00 4.83
## 9 17.79 19.97 3.10 6.44
## 10 21.83 4.30 3.02 1.42
## 11 18.61 12.87 3.03 4.25
## 12 21.48 3.76 3.02 1.25
# Data of interest: WaterLossPctPerHr
# (percent of water loss per hour)
# Grouping variable: Treatment
Draw a strip chart
# Below, the tilde "~" means that the first argument is a formula, and it related one variable to the other
stripchart(WaterLossPctPerHr ~ Treatment, data = data, method = "jitter", vertical = TRUE)
![](data:image/png;base64,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)
Draw a more detailed strip chart with options
# If you use a PC, remove the # sign in next line and add # to following line
# windows(height=5, width=6)
quartz.options(height=5, width=6)
plot.new()
par(oma = c(0.1,1.0,0.1,0.1))
par(bty = "l") # plot x and y axes only, not a complete box
stripchart(WaterLossPctPerHr ~ Treatment, data = data, vertical = TRUE,
method = "jitter", pch = 16, col = "blue", cex = 1.5, las = 1,
ylab = "Percent of water loss (g/h)", xlab = "Treatment",
ylim = c(0, max(data$WaterLossPctPerHr)))
# Calculate the means in each treatment group
meanWaterLossPctPerHr = tapply(data$WaterLossPctPerHr, data$Treatment, mean)
meanWaterLossPctPerHr
## Shade_Dry Shade_Wet Sun_Dry Sun_Wet
## 2.806667 1.663333 5.943333 4.136667
# use command "segments" to draw mean values as lines
segments(x0 = c(1,2,3,4) - 0.1, y0 = meanWaterLossPctPerHr, x1 = c(1,2,3,4) + 0.1, y1 = meanWaterLossPctPerHr, lwd = 3)
![](data:image/png;base64,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