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Wednesday, April 18, 2012

R: FORECASTING AND TIME SERIES # 1




# Example 1.1.
# Page 2
globaltemps <- ts(read.table(file = "C:\\Users\\Tebbs\\My Documents\\texfiles\\Classes\\USC\\stat520\\f11\\data\\globaltemps.txt"),start=1856)
plot(globaltemps,ylab="Global temperature deviations",xlab="Year",type="o")

# Example 1.2.
# Page 3
data(milk)
plot(milk,ylab="Amount of milk produced",xlab="Year",type="o")

# Example 1.3.
# Page 4
data(CREF)
plot(CREF,ylab="CREF stock values",type="o")

# Example 1.4.
# Page 5
homeruns <- ts(read.table(file = "C:\\Users\\Tebbs\\My Documents\\texfiles\\Classes\\USC\\stat520\\f11\\data\\homeruns.txt"),start=1909)
plot(homeruns,ylab="Number of homeruns",xlab="Year",type="o")

# Example 1.5.
# Page 6
earthquake <- ts(read.table(file = "C:\\Users\\Tebbs\\My Documents\\texfiles\\Classes\\USC\\stat520\\f11\\data\\earthquake.txt"),start=1900)
plot(earthquake,ylab="Number of earthquakes (7.0 or greater)",xlab="Year",type="o")

# Example 1.6.
# Page 7
enrollment <- ts(read.table(file = "C:\\Users\\Tebbs\\My Documents\\texfiles\\Classes\\USC\\stat520\\f11\\data\\enrollment.txt"),start=1954)
plot(enrollment,ylab="USC Columbia fall enrollment",xlab="Year",type="o")

# Example 1.7.
# Page 8
data(star)
plot(star,ylab="Star brightness",type="o")

# Example 1.8.
# Page 9
data(airmiles)
plot(airmiles,ylab="Airline miles",xlab="Year",type="o")

# Example 1.9.
# Page 10
sp500 <- ts(read.table(file = "C:\\Users\\Tebbs\\My Documents\\texfiles\\Classes\\USC\\stat520\\f11\\data\\sp500.txt"))
plot(sp500,ylab="SP500 Index",xlab="Time",type="o")

# Example 1.10.
# Page 11
ventilation <- ts(read.table(file = "C:\\Users\\Tebbs\\My Documents\\texfiles\\Classes\\USC\\stat520\\f11\\data\\ventilation.txt"))
plot(ventilation,ylab="Ventilation (L/min)",xlab="Observation time",type="o")

# Example 1.11.
# Page 12
exchangerate <- ts(read.table(file = "C:\\Users\\Tebbs\\My Documents\\texfiles\\Classes\\USC\\stat520\\f11\\data\\exchangerate.txt"),start=1980,frequency=52)
plot(exchangerate,ylab="British pounds",xlab="Year",type="o")

# Example 1.12.
# Page 13
data(oil.price)
plot(oil.price,ylab="Oil prices",xlab="Year",type="o")

# Example 1.13.
# Page 14
data(larain)
plot(larain,ylab="LA rainfall amounts",xlab="Year",type="o")

# Example 1.14.
# Page 15
brick <- ts(read.table(file = "C:\\Users\\Tebbs\\My Documents\\texfiles\\Classes\\USC\\stat520\\f11\\data\\brick.txt"),start=1956,freq=4)
plot(brick,ylab="Australian clay brick production (in millions)",xlab="Time",type="o")

# Example 1.15.
# Page 16
supremecourt <- ts(read.table(file = "C:\\Users\\Tebbs\\My Documents\\texfiles\\Classes\\USC\\stat520\\f11\\data\\supremecourt.txt"),start=1926)
plot(supremecourt,ylab="Percentage granted review",xlab="Time",type="o")

# Example 1.8.
# Add special plotting symbols for months
# Page 19
data(airmiles)
plot(airmiles,ylab="Airline miles",xlab="Year",type='l')
points(y=airmiles,x=time(airmiles),pch=as.vector(season(airmiles)),cex=1)

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