# Rproject10_flow_occ_regressions.r
# 1.0 Read in data ----
# See Problem 10.9.50,
# data from: http://pems.eecs.berkeley.edu
# For each of three lanes, the
# flow (number of cars)
# occupancy (percentage of time a car was over the loop)
#
# 1740 5-minute intervals
# Lane 1 farthest left lane, lane 2 center, lane 3 farthest right
flowocc=read.table(file="Rice 3e Datasets/ASCII Comma/Chapter 10/flow-occ.txt",
sep=",",stringsAsFactors = FALSE,
header=TRUE)
Timestamp2 = strptime(flowocc$Timestamp, "%m/%d/%Y %H:%M:%S")
#plot(Timestamp2, flowocc$Lane.1.Occ)
#plot(flowocc$Lane.1.Occ)
flowocc$Timestamp=Timestamp2
lmfit1=lm(Lane.3.Occ ~ Lane.1.Occ, data=flowocc)
plot(flowocc$Lane.1.Occ, flowocc$Lane.3.Occ)
lmfit1=lm(Lane.3.Occ ~ Lane.1.Occ, data=flowocc)
abline(lmfit1,col="green")
![](data:image/png;base64,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)
plot(flowocc$Lane.1.Occ, lmfit1$residuals)
abline(h=0,col="gray")
![](data:image/png;base64,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)
qqnorm(lmfit1$residuals)
![](data:image/png;base64,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)
# Consider two subsets
ind.subset1=(flowocc$Lane.1.Occ < .18)
ind.subset2=(flowocc$Lane.1.Occ > .18)
# For first subset:
plot(flowocc$Lane.1.Occ[ind.subset1], flowocc$Lane.3.Occ[ind.subset1])
lmfit1.subset1=lm(Lane.3.Occ ~ Lane.1.Occ, data=flowocc, weight=1*ind.subset1)
abline(lmfit1.subset1,col="green")
![](data:image/png;base64,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)
plot(flowocc$Lane.1.Occ[ind.subset1], lmfit1.subset1$residuals[ind.subset1])
abline(h=0,col="gray")
![](data:image/png;base64,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)
qqnorm(lmfit1.subset1$residuals[ind.subset1])
![](data:image/png;base64,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)
# For second subuset:
plot(flowocc$Lane.1.Occ[ind.subset2], flowocc$Lane.3.Occ[ind.subset2])
lmfit1.subset2=lm(Lane.3.Occ ~ Lane.1.Occ, data=flowocc, weight=1*ind.subset2)
abline(lmfit1.subset2,col="green")
![](data:image/png;base64,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)
plot(flowocc$Lane.1.Occ[ind.subset2], lmfit1.subset2$residuals[ind.subset2])
abline(h=0,col="gray")
![](data:image/png;base64,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)
qqnorm(lmfit1.subset2$residuals[ind.subset2])
![](data:image/png;base64,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)
# For second subuset: