#Chapitre 1
#page 9
#q()
#page 10
help(read.table)
#help(package="package")
# par exemple
help(package="MASS")
example(plot)
##
## plot> require(stats) # for lowess, rpois, rnorm
##
## plot> plot(cars)
![](data:image/png;base64,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)
##
## plot> lines(lowess(cars))
##
## plot> plot(sin, -pi, 2*pi) # see ?plot.function
![](data:image/png;base64,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##
## plot> ## Discrete Distribution Plot:
## plot> plot(table(rpois(100, 5)), type = "h", col = "red", lwd = 10,
## plot+ main = "rpois(100, lambda = 5)")
![](data:image/png;base64,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)
##
## plot> ## Simple quantiles/ECDF, see ecdf() {library(stats)} for a better one:
## plot> plot(x <- sort(rnorm(47)), type = "s", main = "plot(x, type = \"s\")")
![](data:image/png;base64,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)
##
## plot> points(x, cex = .5, col = "dark red")
# page 11
help("read.table",help_type="html")
## starting httpd help server ... done
help("read.table",help_type="text")
help.start()
## If the browser launched by '/usr/bin/open' is already running, it
## is *not* restarted, and you must switch to its window.
## Otherwise, be patient ...
#page 12
n<-28
N<-20
m=1973
m
## [1] 1973
N+n
## [1] 48
# page 13
rm(m)
rm(n,N)
2 + 8
## [1] 10
# page 14
120:155
## [1] 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136
## [18] 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153
## [35] 154 155
sqrt(4)
## [1] 2
# page 15
# source(file="C://chemin//vers//nomdefichier// + fichier.R",echo=T)
# source(file=".../repertoire/fichier.R",echo=T)
# source("fichier.R",echo=T)
# page 19, exercice 1.3
f <- function(x){
return (3*x^2)
}
# page 19, exercice 1.4
a <- 3
if (a > 5) {
print("a est plus grand que 5")
} else {
print ("a est plus petit que 5")
}
## [1] "a est plus petit que 5"