Análise exploratória
##-----------------------------------------------------------------------------
## Dados de carros Duster à venda no webmotors em 26/03/2014.
dus <-
read.table("http://www.leg.ufpr.br/~walmes/data/duster_venda_260314.txt",
header=TRUE, sep="\t", encoding="utf-8")
dus$ano <- factor(gsub(x=as.character(dus$ano), "/\\d{4}$", ""))
str(dus)
## Quantidade de NA em cada coluna.
apply(dus, MARGIN=2, function(x) sum(is.na(x)))
## Elimina registros com NA.
dus <- na.omit(dus)
##-----------------------------------------------------------------------------
## Gráfico de barras e setores.
x <- table(dus$cambio)
class(x)
## Se vem da xtabs() também tem classe `table`.
x <- xtabs(~cambio, data=dus)
class(x)
## barplot(x)
barplot(x,
xlab="Tipo de câmbio",
ylab="Frequência absoluta",
col=c("seagreen", "yellowgreen"))
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barplot(x, horiz=TRUE,
xlab="Tipo de câmbio",
ylab="Frequência absoluta",
col=c("seagreen", "yellowgreen"))
box(bty="L")
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## Cores com `green` no nome.
colors()
grep("green", colors(), value=TRUE)
## Gráfico de setores.
pie(x, col=c("seagreen", "yellowgreen"),
main="Tipo de câmbio")
![plot of chunk unnamed-chunk-2 plot of chunk 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AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEMBI52RRD6D0bQAAAAASUVORK5CYII=)
## Para as cores do carro.
x <- xtabs(~cor, data=dus)
levels(dus$cor)
par(mar=c(4.1,7.1,2.1,2.1))
barplot(x, horiz=TRUE, las=1,
col=c("blue", "white", "gray50", "Yellow", "gray90", "black",
"green4", "red", "red4"))
mtext(side=2, text="Cor", line=5)
mtext(side=1, text="Frequência absoluta", line=2)
box(bty="L")
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##-----------------------------------------------------------------------------
## Gráficos de barras emplilhadas (stacked) e lado a lado.
x <- xtabs(~ano+cambio, data=dus)
x
## Barras empilhadas.
barplot(x, xlab="Câmbio", ylab="Frequência absoluta")
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colcamb <- c("seagreen", "yellowgreen")
barplot(t(x),
xlab="Ano",
ylab="Frequência absoluta",
col=colcamb)
legend("topleft", legend=levels(dus$cambio),
fill=colcamb, bty="n")
![plot of chunk unnamed-chunk-2 plot of chunk 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## Barras lado a lado.
barplot(t(x), beside=TRUE,
xlab="Ano", ylab="Frequência absoluta",
col=colcamb)
legend("topleft", legend=levels(dus$cambio),
fill=colcamb, bty="n")
![plot of chunk unnamed-chunk-2 plot of chunk 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##-----------------------------------------------------------------------------
## Anotações nas barras.
x <- xtabs(~cambio+poten, data=dus); x
## Cores de preenchimento para as barras.
cols <- c("seagreen", "yellowgreen")
## Barras lado a lado.
bp <- barplot(t(x), beside=TRUE, col=cols,
xlab="Tipo de câmbio", ylab="Frequência absoluta")
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bp
## Calcula a altura de uma palavra em termos da escala y do gráfico.
sh <- strheight("um texto qualquer"); sh
lim <- par()$usr[4]+3*sh
## Refaz o gráfico com espaço para o texto.
barplot(t(x), beside=TRUE, col=cols, ylim=c(0, lim),
xlab="Tipo de câmbio", ylab="Frequência absoluta")
legend("topleft", title="Potência",
legend=c("1.6","2.0"), fill=cols, bty="n")
text(x=c(bp), y=t(x), labels=x, pos=3)
box()
![plot of chunk unnamed-chunk-2 plot of chunk 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##-----------------------------------------------------------------------------
## Gráficos de mosaico.
x <- xtabs(~ano+cambio, data=dus)
x
mosaicplot(x, ylab="Tipo de câmbio", xlab="Ano")
![plot of chunk unnamed-chunk-2 plot of chunk 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mosaicplot(t(x), xlab="Tipo de câmbio", ylab="Ano")
![plot of chunk unnamed-chunk-2 plot of chunk 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x <- xtabs(~novo+poten, data=dus); x
## Não dependência entre as variáveis.
mosaicplot(x, xlab="Condição", ylab="Potência",
col=c("#009054","#900039"))
![plot of chunk unnamed-chunk-2 plot of chunk 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## Pode-se especificar cores com a trinca RGB (red, green, blue),
## pode-se usar o padrão hexadecimal html para cores.
## Visite estes sites para pegar cores.
## browseURL("http://www.w3schools.com/html/html_colors.asp")
## browseURL("http://html-color-codes.info/")
##-----------------------------------------------------------------------------
## Histograma.
hist(dus$valor)
![plot of chunk unnamed-chunk-2 plot of chunk 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AMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAkEU0AABZRAMAs7Fo65133f0Ju+2y/SZ1j4RwogGATBvtfeLXrl2RJt186ZmH7lj3mIgkGgDIstf5d6ZuVy3ZvO6BEUY0AJDhMRf3KIYJtx+9uO7BEUQ0ADCzJc2/Slz7xVOPOuglz3vm/i97zQlnff/2xsKfPKDu4RFDNAAwo5NXt8HSc5+7WfvihQ87+srVa/7wwHqGRTDRAMBMDhwPg+WnbtVz3b4/G1955XrBI6IWogGAGWx8Y0o39X2xWPyp8WpYEjke6iIaAJjBYSktfUT/1Qs+ndL1C+KGQ21EAwAzuDCl46dbv8UdKe0aNRhqJBoAmMEfUnr4tFf4ckqvDBoLdRINAMxgeUrTv9HxvSkdFTQW6iQaAJjB3SltOO0VPpDSkUFjoU6iAYAZXJvSY6e9wjdTOjBoLNRpOKPhA08ZNvere68BrL3PpXTadOu3X5HSzlGDoUZDGA0/73f685KteFLduw1grb04pZV791+9wXdTuipuNNRnCKPhL3UHwFp5b927DWCtrXtNSstf2m/tlj8cn+QOiBwPdRnCaLgxpduuGS63pvSBuncbwNrb657xLrio5/saNjrylvF1X40eEbUYzmj4ZN1jmKUPiAZguB28cvXvTH9+3F5t31i1cKcDzlu6esUlm9Q1MEKJhgiiARh2z7qp+cfW3138udPef+JxJ51y1tevuKO57OzpP5DJyBANEUQDMPS2Pn15n/dsXbFP3WMjimiIIBqAEbDt0Vd0F8Ot5zy17nERRzREEA3AaNhmvxO+cNn1d62uhZU3//Jbpx/+mEV1D4lIoiGCaABGyqL1N1zsq7DnI9EQQTQAMAJEQwTRAMAIEA0RRAMAI0A0RBANAIwA0RBBNAAwAkRDBNEAjKSNtt96nbrHQCTREEE0ACPnXq++4LaU0qor3/+IuodCGNEQQTQAQ+2aO+7oWLLgkD9PnRRy1flb1TIq4omGCKIBGGo3pNS+YOEZbeeSvvah9YyLaKIhgmgAhlpXNJy2OhWu+9ibX3bwMReuGP/x1/euZ2AEEw0RRAMw1Dqj4WnjnXDDgc0L2503fukz8YOiBqIhgmgAhlpHNKxzbUp/3mHN5Q+mtGqn6DFRB9EQQTQAQ60jGp4zHgl7tFxe5ycpnR48JGohGiKIBmCodUTD11M6r23981O6LnRA1EQ0RBANwFBrj4Z735PSP7StX39ZSg/KvK97feSb0/jO76+6X2XDpnKiIYJoAIZaezQ8I6UbFrZf4eKUnpN5X29LM/hmVaOmeqIhgmgAhlp7NByd0mc7rnBeSgdl3teLZ4qGCysaNAMgGiKIBmCotUfDmSm9ueMKH03pyNw72/P507jAdFk00RBBNABDrT0avpbSMzquMJtomJbpsmyiIYKjABhq49Hw8L/ZePLSD1LapeMKX0jpFZVsyXRZNtEQwVEADLUbJt5ssOIvv/yvr5x54muuSWm7jiuMd8QzK9mS6bJsoiGCowAYajd0vllxk/b1i25PqZovyDZdlk00RHAUAEPtjAsu+sH/XPOXZVPRsG77+l1SWrpOJVsyXZZNNERwFAAjYaMH/v0zDjr61C/+eEH78mNT+no1WzBdlk00RHAUAKNswS9TOqSauzJdlk00RHAUAKNsh8tWLb13NXdluiybaIjgKABG2zZ7zHydLKbLsomGCI4CgCymy7KJhgiOAoAspsuyiYYIjgKALKbLsomGCI4CgCymy7KJhgiOAoAspsuyiYYIjgKALKbLsomGCI4CgCymy7KJhgiOAoAspsuyiYYIjgKALKbLsomGCI4CgCymy7KJhgiOAoAspsuyiYYIjgKALKbLsomGCI4CgCymy7KJhgiOAmCo7fHZmVWzJdNl2URDBEcBMNQOSDOrZkumy7KJhgiOAmCoPV00MEE0RHAUAMPt4BUp3faRaVWzIdNl2URDBEcBMOSeuyyldwZsx3RZNtEQwVEADLv9V6b0lMFvxnRZNtEQwVEADL2jUvrNJgPfiumybKIhgqMAGHoLLkrpXQPfiumybKIhgqMAGH4PWZaW3nfQGzFdlk00RHAUACPghJTeP+htmC7LJhoiOAqAEbD5nemm9Qa8DdNl2URDBEcBMArOSMv2HPAmTJdlEw0RHAXAKNj5X7YY9CZMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUwyynA5AAAgAElEQVSXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNERwFAFlMl2UTDREcBQBZTJdlEw0RHAUAWUyXZRMNEf4tpUvfPWzeuGHduw2Yf0RD2URDhG+nYfThuncbMP+IhrKJhgj/U/fr/1r5v3XvNmD+EQ1lEw0RxqPhLx8dLt8TDUANREPZREOE8Wj4n7rHMEuvFA1ADURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDcDoWLT1zrvu/oTddtl+kwHcuWgom2iIIBqAkbDR3id+7doVadLNl5556I7VbkE0lE00RBANwAjY6/w7U7erlmxe4TZEQ9lEQwTRAAy9x1zcoxgm3H704sq2IhrKJhoiiAZg2C1p/lXi2i+eetRBL3neM/d/2WtOOOv7tzcW/uQBVW1GNJRNNEQQDcCQO3l1Gyw997mbtS9e+LCjr1y95g8PrGg7oqFsoiGCaACG24HjYbD81K16rtv3Z+Mrr1yvmg2JhrKJhgiiARhqG49PvDf1fbFY/KnxalhSzZZEQ9lEQwTRAAy1w1Ja+oj+qxd8OqXrF1SyJdFQNtEQQTQAQ+3ClI6fbv0Wd6S0ayVbEg1lEw0RRAMw1P6Q0sOnvcKXU3plJVsSDWUTDRFEAzDUlqc0/Rsd35vSUZVsSTSUTTREEA3AULs7pQ2nvcL4a/2RlWxJNJRNNEQQDcBQuzalx057hW+mdGAlWxINZRMNEUQDMNQ+l9Jp063ffkVKO1eyJdFQNtEQQTQAQ+3FKa3cu//qDb6b0lXVbEk0lE00RBANwFBb95qUlr+039otf5hSOqCaLYmGsomGCKIBGG573TPeBRf1fF/DRkfeMr7uqxVtSDSUTTREEA3AkDt45ervpfr5cXu1fWPVwp0OOG/p6hWXbFLRdkRD2URDBNEADLtn3dT4Fuz0u4s/d9r7TzzupFPO+voVdzSXnT39BzJnQTSUTTREEA3A0Nv69OWptyv2qW4roqFsoiGCaABGwLZHX9FdDLee89QqtyEayiYaIogGYDRss98JX7js+rtW18LKm3/5rdMPf8yiajcgGsomGiKIBmCkLFp/w8XVfBV2J9FQNtEQQTQAZBENZRMNEUQDQBbRUDbREEE0AGQRDWUTDRFEA0AW0VA20RBBNACjY9HWO++6+xN222X7qs4C2Uo0lE00RBANwEjYaO8Tv3btiqlzNNx86ZmH7ljtFkRD2URDBNEAjIC9zr+zx/kgr1qyeYXbEA1lEw0RRAMw9B5zcZ+zSKfbj15c2VZEQ9lEQwTRAAy7Jc2/Slz7xVOPOuglz3vm/i97zQlnff/2xsKfPKCqzYiGsomGCKIBGHInr26Dpec+d7P2xQsfdvSVq9f84YEVbUc0lE00RBANwHA7cDwMlp+6Vc91+/5sfOWV61WzIdFQNtEQQTQAQ23j8Yn3pr4vFos/NV4NS6rZkmgom2iIIBqAoXZYSksf0X/1gk+ndH01X2AlGsomGiKIBmCoXZjS8dOt3+KOlHatZEuioWyiIYJoAIbaH1J6+LRX+HJKr8y8rw3fdd40fpnSqXMfL4MiGiKIBmCoLU9p+jc6vjelozLv68h+p3uY9P25j5dBEQ0RRAMw1O5OacNpr/CBlI7MvK+DZooGc0/BREME0QAMtWtTeuy0V/hmSgdm3teClyyZxve9p6FooiGCaACG2udSOm269duvSGnnSrbkjZBlEw0RRAMw1F6c0sq9+6/e4LspXVXNlkRD2URDBNEADLV1r0lp+Uv7rd3yhymlA6rZkmgom2iIIBqA4bbXPeNdcFHP9zVsdOQt4+u+WtGGREPZREME0QAMuYNXrv5gw8+P26vtG6sW7nTAeUtXr7hkk4q2IxrKJhoiiAZg2D3rpuYnIn938edOe/+Jx510yllfv+KO5rKzp/9A5iyIhrKJhgiiARh6W5++vM+JFa7Yp7qtiIayiYYIogEYAdsefUV3Mdx6zlOr3IZoKJtoiCAagNGwzX4nfOGy6+9aXQsrb/7lt04//DGLqt2AaCibaIggGoCRsmj9DRdX81XYnURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEADLU9PjuzarYkGsomGiKIBmCoHZBmVs2WREPZREME0QAMtaeLBiaIhgiiARhuB69I6baPTKuaDYmGsomGCKIBGHLPXZbSOwO2IxrKJhoiiAZg2O2/MqWnDH4zoqFsoiGCaACG3lEp/WaTgW9FNJRNNEQQDcDQW3BRSu8a+FZEQ9lEQwTRAAy/hyxLS+876I2IhrKJhgiiARgBJ6T0/kFvQzSUTTREEA3ACNj8znTTegPehmgom2iIIBqAUXBGWrbngDchGsomGiKIBmAU7PwvWwx6E6KhbKIhgmgAyCIayiYaIogGgCyioWyiIYJoAMgiGsomGiKIBoAsoqFsoiGCaAAq9tpHLqx7CAMhGsomGiKIBqBiKd3yH0futm7dw6icaCibaIggGoCKpQlLv3HETnWPpFqioWyiIYJoACp2xcrU9JuPPGvwXz4ZRjSUTTREEA1A1Tbd+/jv3tnshuXfPOx+dY+nIqKhbKIhgmgABmHdxx/9rbsa3bDqktdvV/dwqiAayiYaIogGYFDWe+I7Ll3V6Ib/PPhedY9mzkRD2URDBNEADNLWLz/v1oluuPOcQX+h1KCJhrKJhgiiARiwdfb68B8muuGqwzeseyxzIRrKJhoiiAZg8BbsedqfV2fDjcdsVPdQ1p5oKJtoiCAagAALn39Z412Rf3xJ3UNZa6KhbKIhgmgABm79Q361OhhuvmL1/56zuO7hrCXRUDbREEE0AAO22VE3rI6F29+56diTfzT+wwXr1D2itSMayiYaIogGYKD2+MTEeZ7uOPk+qy8tOGJ5SsfUPaa1IxrKJhoiiAZgcLY44qqJdzLc8s4tJhftn9Kyreoc01oTDWUTDRFEAzAgGzzvvLsnkuHnh7V+ZuLjKb2xtjHNhWgom2iIIBqAQVjvmZ+6faIYVl7wtPY1j07py/WMaY5EQ9lEQwTRAFRu65ed+9fGJyxv/LcdOlcuvCNdW8eg5kw0lE00RBANQMU+9LPGF06kuz//rHV7rP9V+mv4mKogGsomGiKIBqBizS/F/sEhm/Vef1VaETugioiGsomGCKIBqNh4MKz4zhHb91u94Nb058DRVEc0lE00RBANQMV+ffrz+/yOYcKjU/p62FiqJBrKJhoiiAYg1k7v+a9X1j2GtSIayiYaIogGgCyioWyiIYJoAMgiGsomGiKIBqBif/PIXksffdSFPZcPD9FQNtEQQTQAFfto+u3zupeemNKH4sdSJdFQNtEQQTQAFftjSn/XvfTBKf02fixVEg1lEw0RRANQrR1S+k2v5demtF3wUKolGsomGiKIBqBa+6b0pV7Lz03pn6LHUinRUDbREEE0ANV6dUqn9lr+oZQOjR5LpURD2URDBNEAVGtJSif1Wn5SSm+JHkulREPZREME0QBU660pva/X8tNTenP0WColGsomGiKIBqBar+wzEX4xpZdFj6VSoqFsoiGCaACqtW9Kl/dYvOCPKe0dPpgqiYayiYYIogGo1n1X9fxs5WNSWrlF/GgqJBrKJhoiiAagYpek9O/dS7+S0sXxY6mSaCibaIggGoCKHZLSPXt1Ltw/pXR4HaOpjmgom2iIIBqAii26IqU79mlf9uxlKV2zuJ7xVEU0lE00RBANQNUeuzSNT4aPWLPgwWePL7jn6fWNqBKioWyiIYJoACq3z/LxSEiXf+igf9rjcXu/9H2XrL6UXlX3qOZKNJRNNEQQDUD1dr8mdbjlRXWPac5EQ9lEQwTRAAzAxife1JoMd3/ifnWPaO5EQ9lEQwTRAAzEhv/86d81iuGm/3jTfeoeTRVEQ9lEQwTRAAzMvR+06+N22mpB3cOoiGgom2iIIBoAsoiGsomGCKIBIItoKJtoiCAaALKIhrKJhgiiASCLaCibaIggGgCyiIayiYYIogEYjPvu9ZJD3vCmNnUPaW5EQ9lEQwTRAAzAHh/9U+c5IcfVPaq5EQ1lEw0RRANQuft9oUcxiAYGSjREEA1A1ba/ttEId1z788v+u1XdA5sb0VA20RBBNAAVW+dn48Hw11P23rrugVRMNJRNNEQQDUDFXjfeDJ/fsu5RVE80lE00RBANQMV+Pn6MLqp7EAMgGsomGiKIBqBaD0gpPazuQQyCaCibaIggGoBqPTel/617DAMhGsomGiKIBqBah6T0ibrHMBCioWyiIYJoAKr11pTeV/cYBkI0lE00RBANQLXentJxdY9hIERD2URDBNEAVGtJSu+uewwDIRrKJhoiiAagWq9O6dS6xzAQoqFsoiGCaACqtV9K59c9hoEQDWUTDRFEA1Ctx6b0o7rHMBCioWyiIYJoAKq1yap0+8K6BzEIoqFsoiGCaAAqdnVKZ7y3p7pHNjeioWyiIYJoACp2Vuqn7pHNjWgom2iIIBqAir1CNFAD0RBBNAAVu/8F/dQ9srkRDWUTDRFEA0AW0VA20RBBNABkEQ1lEw0RRANAFtFQNtEQQTQAZBENZRMNEUQDQBbRUDbREEE0AGQRDWUTDRFEAzAgD9znRYce8ey6R1Ed0VA20RBBNAADsOgZX7px4nxOl9c9kuqIhrKJhgiiAajentdMngRyKho23/uYzeoc0tyJhrKJhgiiAajcm1c2iuG2lmj4ZEpH1DmmuRMNZRMNEUQDULWXrw6GSw/fZb2xlmh4ako/rHNQcycayiYaIogGoGL3W5rS9ftO/NgSDYtuTfdsVNuYqiAayiYaIogGoGKnjzfD3zZ+bH0j5EXDN6e3Ew1lEw0RRANQrXVuTelZzZ9bo+GMlP65nhFVRDSUTTREEA1AtfZI6ZrJn1uj4T3D/k5I0VA20RBBNADVenlKZ0z+3BoN70rpbbUMqCqioWyiIYJoAKr15pTeMflzazR8JKXDaxlQVURD2URDBNEAVOsNKb1r8ufWaDg/pRfWMqCqiIayiYYIogGo1otS+uzkz63R8JuUnlTLgKoiGsomGiKIBqBaO6d063rNn1uiYYeUlm1c05CqIRrKJhoiiAagYv8vpTc1f2yJhtNS+lZNA6qIaCibaIggGoCKLUlp6aMbP66Jht2XpXRIbUOqhGgom2iIIBqAim1wXUo3PmHix6lo2H18evzFOjUOqgKioWyiIYJoAKr2pOUprTxlu7GpaLj/B+4ZX7JPzcOaK9FQNtEQQTQAlXvJeCOkFd97x4Ep/fLJL37n91ZfTIfVPaq5Eg1lEw0RRANQvSdclzosHfI3NIyJhtKJhgiiARiAzd55a2syrPzajnWPaO5EQ9lEQwTRAAzEpgef++dGMdxy0b9uX/doqiAayiYaIogGYGA2fdBjd9t5mwV1D6MioqFsoiGCaADIIhrKJhoiiAaALKKhbKIhgmgAyCIayiYaIogGgCyioWyiIYJoAMgiGsomGiKIBqBiO/WzqO6RzY1oKJtoiCAagIp1ngxyyuPrHtnciIayiYYIogGoWN9oeGvdI5sb0VA20RBBNAAV6xsNF9Q9srkRDWUTDRFEA1CxbXp6eEo31j2yuRENZRMNEUQDEOO6lLarewxzIhrKJhoiiAYgxrdT2qvuMcyJaCibaIggGoAY56R0YN1jmBPRUDbREEE0ADE+mNK/1D2GORENZRMNEUQDEOM9KR1V9xjmRDSUTTREEA1AjJNSenvdY5gT0VA20RBBNAAxzkjpiLrHMCeioWyiIYJoAGJ8K6WX1D2GORENZRMNEUQDEGKDO1N6Qt2DmBPRUDbREEE0ACHenNJf1617EHMiGsomGiKIBiDCnktT+nTdg5gb0VA20RBBNACDt9lxd6a0bMe6hzE3oqFsoiGCaAAq9sRWT9rneYee/O0Vq7/k8o11D2yOREPZREME0QBUrPf3Yq98S93jmivRUDbREEE0ABXr2Qzfe3Tdw5oz0VA20RBBNAAVa6+FVXf88SefeuMD6x5UBURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAJBFNJRNNEQQDQBZREPZREME0QCQRTSUTTREEA0AWURD2URDBNEAkEU0lE00RBANAFlEQ9lEQwTRAFTs4VfPqO4hrhXRUDbREEE0ABV7W+8vn2hV9xDXimgom2iIIBqAil0kGqiBaIggGoBqLbo9pbce2uk/U/rWmkt1j3GtiIayiYYIogGo1k4p3dS99AHL0l+3iB9MlURD2URDBNEAVOufUvpOj8Wnp3R0+FgqJRrKJhoiiAagWgeldHaPxY9K6RfhY6mUaCibaIggGoBqvTGl9/Vafn1K2wcPpVqioWyiIYJoAKp1dEon9lr+pZSeHz2WSomGsomGCKIBqNbbUzq+1/LTUjoseiyVEg1lEw0RRANQrcNT+nCv5Sen9NbosVRKNJRNNEQQDUC19k/py72Wn53ScJ6fYZJoKJtoiCAagGo9KqVbFvVY/v2Unh0+mCqJhrKJhgiiAajWwr+k9IzuxVvfk9KO8aOpkGgom2iIIBqAip2d0k8Xdi09NqWf1TCYComGsomGCKIBqNgjV6X0wa6Fy4b9fZCioXCiIYJoAKp2Tkrpveu0LXrsX1L67YY1jacioqFsoiGCaACqtvmvxqvhx09fMLVgu1NXpLTyn2ocUhVEQ9lEQwTRAFTuIX8Zr4b06zNf9Yw9Hv+PL3/PxavGL606qO5RzZVoKJtoiCAagOr9zX+lDje9oO4xzZloKJtoiDCE0XBISn/972Hz9ZkzE+EAACAASURBVGH7bxnmZt0jft+aDHd//L51j2juREPZREOEIYyGD3f+C2Yo/LTu3QbBFr/4479t/Nf/56+8Ycu6R1MF0VA20RBhCKPh7Hpf/dfS9XXvNqjBvf72sbs9ZCSCYTXRUDbREGE4o+H25w+Xo0UDDD/RUDbREGE4o+HGuscwS48XDTD8REPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAPz0gP3edGhRwz3t2G3EQ1lEw0RREME0cC8s+gZX7px4oNDl9c9kuqIhrKJhgiiIYJoYL7Z85rJTxtPRcPmex+zWZ1DmjvRUDbREEE0RBANzDNvXtkohttaouGTKR1R55jmTjSUTTREEA0RRAPzy8tXB8Olh++y3lhLNDw1pR/WOai5Ew1lEw0RREME0cC8cr+l4//F7zvxY0s0LLo13bNRbWOqgmgom2iIIBoiiAbmldPH/4P/28aPrW+EvGj45vR2oqFsoiGCaIggGphP1rk1pWc1f26NhjNS+ud6RlQR0VA20RBBNEQQDcwne6R0zeTPrdHwnmF/J6RoKJtoiCAaIogG5pOXp3TG5M+t0fCulN5Wy4CqIhrKJhoiiIYIooH55M0pvWPy59Zo+EhKh9cyoKqIhrKJhgiiIYJoYD55Q0rvmvy5NRrOT+mFtQyoKqKhbKIhgmiIIBqYT16U0mcnf26Nht+k9KRaBlQV0VA20RBBNEQQDcwnO6d063rNn1uiYYeUlm1c05CqIRrKJhoiiIYIooF55f+l9Kbmjy3RcFpK36ppQBURDWUTDRFEQwTRwLyyJKWlj278uCYadl+W0iG1DakSoqFsoiGCaIggGphXNrhu/CB9wsSPU9Gw+/j0+It1ahxUBURD2URDBNEQQTQwvzxpeUorT9lubCoa7v+Be8aX7FPzsOZKNJRNNEQQDRFEA/PMS8YbIa343jsOTOmXT37xO7+3+mI6rO5RzZVoKJtoiCAaIogG5psnXJc6LB3yNzSMiYbSiYYIoiGCaGDe2eydt7Ymw8qv7Vj3iOZONJRNNEQQDRFEA/PQpgef++dGMdxy0b9uX/doqiAayiYaIoiGCKKBeWrTBz12t523WVD3MCoiGsomGiKIhgiiAUaAaCibaIggGiKIBhgBoqFsoiGCaIggGphX1q17AAMiGsomGiKIhgiigflk4Q2Xf3jIz/3Ym2gom2iIIBoiiAbmk4eldEXdYxgI0VA20RBBNEQQDcwnz0/p7LrHMBCioWyiIYJoiCAamE+OSOnEuscwEKKhbKIhgmiIIBqYT96W0lvrHsNAiIayiYYIoiGCaGA+OSqlI+sew0CIhrKJhgiiIYJoYD45PKVj6h7DQIiGsomGCKIhgmhgPnlpSv9W9xgGQjSUTTREEA0RRAPzyR4pfbXuMQyEaCibaIggGiKIBuaTTVO6aWHdgxgE0VA20RBBNEQQDcwrV6d01nt7qntkcyMayiYaIoiGCKKBeeV9qZ+6RzY3oqFsoiGCaIggGphXHicaqIFoiCAaIogG5pdPXNBH3QObG9FQNtEQQTREEA0wAkRD2URDBNEQQTTACBANZRMNEURDBNEAI0A0lE00RBANEUQDjADRUDbREEE0RBANzAdPfOIT6x7CYImGsomGCKIhgmhgPhj6j1TORDSUTTREEA0RRAPzQUc0HHrooQvqGspgiIayiYYIoiGCaGA+6IiG8Yvr1DWUwRANZRMNEURDBNHAfCAaqJVoiCAaIogG5gPRQK1EQwTREEE0MB+IBmolGiKIhgiigflANFAr0RBBNEQQDcwHooFaiYYIoiGCaGA+EA3USjREEA0RRAPzgWigVqIhgmiIIBqYD0QDtRINEURDBNHAfCAaqJVoiCAaIogG5gPRQK1EQwTREEE0MB+IBmolGiKIhgiigflANFAr0RBBNEQQDcwHooFaiYYIoiGCaGA+GK+EG1p0XJxQ9xDnRjSUTTREEA0RRAPzQZpZ3UOcG9FQNtEQQTREEA3MB6KBWomGCKIhgmhgPjh2ZnUPcW5EQ9lEQwTREEE0wAgQDWUTDRFEQwTRACNANJRNNEQQDRFEA4wA0VA20RBBNEQQDTACREPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAOMANFQNtEQQTREEA0wAkRD2URDBNEQQTTACBANZRMNEURDBNEAI0A0lE00RBANEUQDjADRUDbREEE0RBANMAJEQ9lEQwTREEE0wAgQDWUTDRFEQwTRACNANJRNNEQQDRFEA4wA0VA20RBBNEQQDTACREPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAOMANFQNtEQQTREEA0wAkRD2URDBNEQQTTACBANZRMNEURDBNEAI0A0lE00RBANEUQDjADRUDbREEE0RBANMAJEQ9lEQwTREEE0wAgQDWUTDRFEQwTRACNANJRNNEQQDRFEA4wA0VA20RBBNEQQDTACREPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAOMANFQNtEQQTREEA0wAkRD2URDBNEQQTTACBANZRMNEURDBNEAI0A0lE00RBANEUQDjADRUDbREEE0RBANMAJEQ9lEQwTREEE0wAgQDWUTDRFEQwTRACNANJRNNEQQDRFEA4wA0VA20RBBNEQQDTACREPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAOMANFQNtEQQTREEA0wAkRD2URDBNEQQTTACBANZRMNEURDBNEAI0A0lE00RBANEUQDjADRUDbREEE0RBANMAJEQ9lEQwTREEE0wAgQDWUTDRFEQwTRACNANJRNNEQQDRFEA4wA0VA20RBBNEQQDTACREPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAOMANFQNtEQQTREEA0wAkRD2URDBNEQQTTACBANZRMNEURDBNEAI0A0lE00RBANEUQDjADRUDbREEE0RBANMAJEQ9lEQwTREEE0wAgQDWUTDRFEQwTRACNANJRNNEQQDRFEA4wA0VA20RBBNEQQDTACREPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAOMANFQNtEQQTREEA0wAkRD2URDBNEQQTTACBANZRMNEURDBNEAI0A0lE00RBANEUQDjADRUDbREEE0RBANMAJEQ9lEQwTREEE0wAgQDWUTDRFEQwTRACNANJRNNEQQDRFEA4wA0VA20RBBNEQQDTACREPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAOMANFQNtEQQTREEA0wAkRD2URDBNEQQTTACBANZRMNEURDBNEAI0A0lE00RBANEUQDjADRUDbREEE0RBANMAJEQ9lEQwTREEE0wAgQDWUTDRFEQwTRACNANJRNNEQQDRFEA4wA0VA20RBBNEQQDTACREPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAOMANFQNtEQQTREEA0wAkRD2URDBNEQQTTACBANZRMNEURDBNEAI0A0lE00RBANEUQDjADRUDbREEE0RBANMAJEQ9lEQwTREEE0wAgQDWUTDRFEQwTRACNANJRNNEQQDRFEA4wA0VA20RBBNEQQDTACREPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAOMANFQNtEQQTREEA0wAkRD2URDBNEQQTTACBANZRMNEURDBNEAI0A0lE00RBANEUQDjADRUDbREEE0RBANMAJEQ9lEQwTREEE0wAgQDWUTDRFEQwTRACNANJRNNEQQDRFEA4wA0VA20RBBNEQQDTACREPZREME0RBBNMAIEA1lEw0RREME0QAjQDSUTTREEA0RRAOMANFQNtEQQTREEA0QY9HWO++6+xN222X7TQZw56KhbKIhgmiIIBpg4Dba+8SvXbsiTbr50jMP3bHaLYiGsomGCKIhgmiAAdvr/DtTt6uWbF7hNkRD2URDBNEQQTTAQD3m4h7FMOH2oxdXthXRUDbREEE0RBANMEhLmn+VuPaLpx510Eue98z9X/aaE876/u2NhT95QFWbEQ1lEw0RREME0QADdPLqNlh67nM3a1+88GFHX7l6zR8eWNF2REPZREME0RBBNMDgHDgeBstP3arnun1/Nr7yyvWq2ZBoKJtoiCAaIogGGJiNxyfem/q+WCz+1Hg1LKlmS6KhbKIhgmiIIBpgYA5Laekj+q9e8Onxw29BJVsSDWUTDRFEQwTRAANzYUrHT7d+iztS2rWSLYmGsomGCKIhgmiAgflDSg+f9gpfTumVlWxJNJRNNEQQDRFEAwzM8pSmf6Pje1M6qpItiYayiYYIoiGCaICBuTulDae9wvhr/ZGVbEk0lE00RBANEUQDDMy1KT122it8M6UDK9mSaCibaIggGiKIBhiYz6V02nTrt1+R0s6VbEk0lE00RBANEUQDDMyLU1q5d//VG3w3pauq2ZJoKJtoiCAaIogGGJh1r0lp+Uv7rd3yhymlA6rZkmgom2iIIBoiiAYYnL3uGe+Ci3q+r2GjI28ZX/fVijYkGsomGiKIhgiiAQbo4JWrv5fq58ft1faNVQt3OuC8patXXLJJRdsRDWUTDRFEQwTRAIP0rJsa34Kdfnfx5057/4nHnXTKWV+/4o7msrOn/0DmLIiGsomGCKIhgmiAgdr69OWptyv2qW4roqFsoiGCaIggGmDAtj36iu5iuPWcp1a5DdFQNtEQQTREEA0weNvsd8IXLrv+rtW1sPLmX37r9MMfs6jaDYiGsomGCKIhgmiAMIvW33BxNV+F/f+3d+cBkpXloYd7FgYEgWFzRUFBAyhxB83oBY0aQSFi1KvIpoiicFUUZRsIIUJwuahwEwUUUJQIKiYGhIgKiuLGoiCKCI5XQUYQkIFhG6bfnJ7eqnq6cZaqt77+6nn+4ZzznTl1+mP61G+6T1VNJBrKJhoyiIYMogGmhZn7nfwwro74eK/PkKmJhgyiIYNogGnhgClupxzz7V6fIVMTDRlEQwbRANPCQX8pGr7T6zNkaqIhg2jIIBpgWphz0PEP4ycRJ/b6DJmaaMggGjKIBqiAGyHLJhoyiIYMogHSrbP5o2d39oiioWyiIYNoyCAaINV67zhvUUQMXnPCth08qmgom2jIIBoyiAbomhvvuWfClhlvv3XszsXBL23SsUcSDWUTDRlEQwbRAF2zMKJ9w8xT217wsGCbTj2SaCibaMggGjKIBuia5aLhk0Op8PvPvH/vtx51wZJm8TdzO/RIoqFsoiGDaMggGqBrJkbDy5tOWLjnyMqm5zRr/96hRxINZRMNGURDBtEAXTMhGmYviLh1y/H1T0QMbtWZRxINZRMNGURDBtEAXTMhGnZrIuGFLeuzr4o4pTOPJBrKJhoyiIYMogG6ZkI0XBhxTtv46yJ+35lHEg1lEw0ZREMG0QBd0x4Ncx+K2KFtfK0HIrboyCOJhrKJhgyiIYNogK5pj4ZdIhbObN/hsojdOvJIoqFsoiGDaMggGqBr2qNhfsQXJ+xwTsS+HXkk0VA20ZBBNGQQDdA17dFwWsT7J+xwcsQHOvJIoqFsoiGDaMggGqBr2qPh6xG7TNhBNPQJ0ZBBNGQQDdA1TTQ8/QmPHF37XsSzJuxwbsRbOvJIoqFsoiGDaMggGqBrFi77hIklt13/g6+ddtwBN0ZsOmGHpiN27cgjiYayiYYMoiGDaICuWRgTrNs+PuvuiM58QLZoKJtoyCAaMogG6JpTz/vm96688bYHxqJhjfbxZ0Usnt2RRxINZRMNGURDBtEAXbfOk7bfZd/5J331xzPatx8dcWFnHkE0lE00ZBANGUQD9MqM6yPe3plDiYayiYYMoiGDaIBe2fKKwcVzO3Mo0VA20ZBBNGQQDdA7j3nhX95nhYiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACoiGsomGDKIhg2iACvRVNGz1z8dPN4tEQwLRkEE0QAX6KRpmLozp6NW9nreVJBoyiAagF/opGub2+ul/1ezf63lbSaIhg2gAeqHfouH0k6eXQdGQQDRkEA1QgX6Lhrm9PomV9JBoSCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMogGqIBoKJtoyCAaMjTRcOfbpps3b9zraYOyiIayiYYMoiHDTjEd/WpGr+cNiiIayiYaMoiGDG/v9fP/qlm/1/MGRRENZRMNGURDhv0jBi+aXi6ehpcM6C7RUDbRkEE0ZGii4aFen8NKmo6XDOgu0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQ0DzpIAAAHINJREFUDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20ZBBNGQQDVAB0VA20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hist(dus$valor, xlab="Preço de venda (R$)",
ylab="Frequência absoluta", col="orange")
rug(dus$valor)
![plot of chunk unnamed-chunk-2 plot of chunk 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)
## Se breaks é um escalar então entende-se que é uma *sugestão* para o
## número de clases.
hist(dus$valor,
breaks=15,
xlab="Preço de venda (R$)",
ylab="Frequência absoluta",
col="orange")
rug(dus$valor)
![plot of chunk unnamed-chunk-2 plot of chunk 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)
## Se breaks é um vetor então entende-se que são os limites para
## classificação dos valores.
hist(dus$valor, breaks=seq(35000, 75000, 2500),
xlab="Preço de venda (R$)",
ylab="Frequência absoluta", col="#7700B7",
sub="Amplitude de classe de R$ 2500", main=NULL)
![plot of chunk unnamed-chunk-2 plot of chunk 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## Gráfico onde a altura é a densidade e não a frequência.
hist(dus$valor, prob=TRUE, breaks=seq(35000, 75000, 2500),
xlab="Preço de venda (R$)",
ylab="Frequência absoluta", col="#7700B7",
sub="Amplitude de classe de R$ 2500", main=NULL)
![plot of chunk unnamed-chunk-2 plot of chunk 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)
## Esse gráfico tem que a soma da área dos retângulos somam 1 pois o
## produto da amplitude pela densidade é a frequência relativa e a soma
## das frequência relativas é 1.
hist(dus$valor, prob=TRUE, seq(35000, 75000, 2000),
xlab="Preço de venda (R$)",
ylab="Frequência absoluta", col="#6E0039",
sub="Amplitude de classe de R$ 2500", main=NULL)
rug(dus$valor) ## Faz risquinhos no eixo x.
![plot of chunk unnamed-chunk-2 plot of chunk 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)
##-----------------------------------------------------------------------------
## Anotações sobre um histograma.
## Com domínio do R se pode fazer gráficos espetaculares, como por
## exemplo esse com variação da tonalidade.
ht <- hist(dus$valor, prob=TRUE, breaks=seq(35000, 75000, 2000),
xlab="Preço de venda (R$)",
ylab="Frequência absoluta", col="#6E0039",
sub="Amplitude de classe de R$ 2500")
rug(dus$valor) ## Faz risquinhos no eixo x.
![plot of chunk unnamed-chunk-2 plot of chunk 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## Destacar a barra da classe modal usando outra cor.
wm <- which.max(ht$counts)
cols <- rep("yellow", length(ht$counts))
cols[wm] <- "red"
cols
plot(ht, col=cols)
## Traçar os segmentos que indicam o valor interpolado para a moda.
ycoor <- with(ht, counts[wm+0:1])
xcoor <- with(ht, breaks[wm+0:1])
segments(xcoor[1], ycoor[1], xcoor[2], ycoor[2])
ycoor <- with(ht, counts[wm-1:0])
xcoor <- with(ht, breaks[wm+0:1])
segments(xcoor[1], ycoor[1], xcoor[2], ycoor[2])
## Por semelhança de triangulos a moda obtida é:
ac <- with(ht, diff(breaks[1:2]))
d <- with(ht, abs(diff(counts[wm+(-1:1)])))
xmoda <- with(ht, breaks[wm]+(ac*d[1])/sum(d)); xmoda
abline(v=mean(dus$valor))
abline(v=xmoda, col="yellow")
![plot of chunk unnamed-chunk-2 plot of chunk 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## Como aprimorar um histograma.
plot(ht, col=NULL, lty=0, ann=FALSE, axes=FALSE)
abline(h=seq(0, 100, by=10), lty=2)
plot(ht, col=cols, ann=FALSE, axes=FALSE, add=TRUE)
rug(dus$valor)
axis(side=1, at=seq(35000, 75000, 5000))
axis(side=2, at=seq(0, 100, by=10))
box(bty="L")
title(main="Histograma do valor (R$)",
sub="Dados retirados do webmotors.com",
xlab="Valor (R$)",
ylab="Frequência absoluta")
mtext(side=3, line=0,
text=paste("Amostra de tamanho", length(dus$valor)))
mtext(side=4, line=-1, col="gray70", outer=TRUE, adj=0,
text="Feito por Walmes Zeviani")
legend("topright", fill="red", legend="Classe modal", bty="n")
![plot of chunk unnamed-chunk-2 plot of chunk 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)
## Outra variação de um histograma.
ht <- hist(dus$valor, seq(35000, 75000, 2000), plot=FALSE)
nc <- length(ht$mids) ## Número de classes.
ac <- diff(ht$breaks[1:2]) ## Amplitude de classe.
ma <- mean(dus$valor) ## Média da amostra.
md <- median(dus$valor) ## Mediana da amostra.
qts <- fivenum(dus$valor)[c(2,4)] ## 1Q e 3Q da amostra.
modal <- which.max(ht$counts) ## Classe modal.
modal <- list(x=ht$mids[modal], y=ht$counts[modal])
colseq <- rgb(red=0.25, blue=0.7,
green=seq(0.1, 0.9, length.out=nc))
plot(ht, col=colseq, ylim=c(0, modal$y+strheight("1")),
xlab="Preço de venda (R$)",
ylab="Frequência absoluta",
sub=paste("Amplitude de classe de R$", ac),
main=NULL, border="gray50")
text(x=modal$x, y=modal$y, labels=modal$y, pos=3)
rug(dus$valor)
arrows(ma, 0, ma, modal$y/3, code=1, length=0.15)
text(ma, modal$y/3, labels=paste("Média:", round(ma,2)), pos=3)
arrows(md, 0, md, modal$y/6, code=1, length=0.15)
text(ma, modal$y/6, labels=paste("Mediana:", round(md,1)),
pos=ifelse(md<ma, 2, 4))
box()
![plot of chunk unnamed-chunk-2 plot of chunk 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FoHOAk4cZi+pPasoC/pljy9/jvnKobftmJl7e8La2Vek/y3bxHbT/TTs8A3iVUbjiWS3tat/bftgV8TiT4rcsZNk0yq2tpIkiRJys2EBkmSJEmSyjePeFs5tYr8E05V6XWivp3hlpZvnQAtc1uN1nH0Gru1fq/XaYOW84U9xsuiyntbxKXEUv0Qb5pPJ5J9hjMWeH9y3imhYaSPu500oWFsmzKDeI7qtgeuoHkllEFKExB6vTdPA5t0KTOO2L6kvm3OEPAHet/eJovlRMLP1bXPVrW/7wGcAJyVI9Z4mv9deLhEDkmSJGlEMKFBkiRJkqT+WD7oDuTQOnE6l3ImuB4a5m+t/xZRZpJH61L2q3qMt7JL/Lxa+9NuwrpMVd7bIuYS247sSkwWfxA4o03ZA4HNasd/Ah7sEHekj7udLM/sIJ4jiCSt62lOSroX+CExqf8EsZrAS8RWBtOIBIgDgY/SfsWJXixKjie2LVWeFcAHgNuJpJlxwM+AXYhEtirMBQ4ltsRZs/a348iX0NB6rRYNW0qSJEkaAUxokCRJkiRJrSsRHA/8pqK2ylzC/9mW8/V7jNf6Jnxr/LzK7l8WVd7bon5MJDQAHEH7hIYjW+p0MhrGXdQgniOA79OczPAVYvuD1sQfiFUjFgL3A78iVjTYvQ99Su9zVdfhMeJZvJxIctoEuBA4hN6TqLK6k9hC5WO185nAq4EHMtZvvVZlrpQjSZIklaqqDG5JkiRJkjRyLWg537jCtqaVGHt+y3m35eO7aa3fGj+vZ1rOp/cYL4sq721RPwWW1I53It52bzUZOKx2vAi4uEvM0TDuogbxHG0FvC05Pw34GsMnM1Tp4eR4s7alyncF8O3k/K3AZytsHyJRJLV5jrqt1+rhYUtJkiRJI4AJDZIkSZIkaR7wfHK+fR/bepLmyeadS4z9PPB4ct7rG+Fp/cV03uIgixeIt7vr9uoxXhZV3tuiFgCXJedHDlPmPTS2LLiEuJadjIZxFzWI5+hgGluuLAVOraDNLNLvZJUJDQBfJLaeqDuFap+zx1rOpwxbanjptZoPvNh7dyRJkqT+MKFBkiRJkiStAm5Jzvftc3uzk+N9So79++R4Vo+x9k+ObwJe7jEewG+T4zfTmCTul6rvbVHnJceHA2u0/Pej2pRtZ7SMu6iqn6P07f8HgOf63F5WaULDVhW3/TKxRcrS2vlaxNYT4ypqf0LLeZ5tI7ZKjntN1JIkSZL6yoQGSZIkSZIEcH1yvA/5li/P65rk+A3Atn2KPZPib69vCRzYJm4vrk6OtwYOKSluJ1Xe26KuB+6pHW9MY3sJgO2ISXuAO4A/5YhZN1LHXVTVz9Hk5Pj5tqWql66QsC7VJzXcCfxLcv564JMVtf36lvO5Oeqm27rc3raUJEmSNAKY0CBJkiRJkiDeLF5VOx5Hf/eD/ymwIjn/comxLyWWUK/7UsE4X6Tx7yYvARf00qnEZcATyfkQML6k2O1UeW978YPk+BPJ8fHJcZbVGepGy7iLqPo5Sr9T0/vYTl6PA48m57u0K9hHpxOJNnVfpf/JMxNoTpy4i+br0M2uyfFNpfRIkiRJ6hMTGiRJkiRJEsBDwFXJ+acovrpBN08BlyTnRwDvKin2S8DZyfnbgQ/ljHEA8PHk/MfAM7116/8tBc5IzvcAvlFS7HYeorp724sfE/cPYruPnYF1gKNrf1sIXJQj3kOMjnEXUfVzdF9yvBXlrqrSq3RCfo8BtL8c+CiNJK3JwHcz1DsROIv8q0qsTyS0bJf87fQc9Se31DWhQZIkSZIkSZIk6RVgiHgbfBUxYV+Vy5N2z+hStpttgcVJvKfp3wTwpsALSVtLgb8rKfYk4o3lNPahGevu3dKvx4ANS+pX3QTgj0kbq4iJzXE5YhyX1L2nS1mo9t724jwafbwIOCk5P7NAvCrHXcZ3cXYS46QuZat8jtYHliVlr8jZTp5x5XVsEjvrdiR1Q0ndXn+3T6f5Xry7S/n6vVsJXEdcl32AqcCYlrJrEdvznEI8w2k7V5LvpbV3JHWfGKYtSZIkSZIkSZIkrYaGGP0JDRBL/aeTZUuIt41f3aXeWGJlg58AUzK2dTgxmZe290tib/hOk2wziIm93TuU2YnmiewVwDm0Xy5/CvB14OWkzjJgVqaR5LcFsYx/OvY5wDuBNbrUHQN8JamXJaEBqr23RW1P8/WfR+P+bVMwZlXjrjqhAap9js5taedK4DUZ+gj9TWjYmHg+6s9Jnmd0KOlXr7/baxMJAvV4DwBrtin7KpqvZetnGbCASF5Y2KHcNcC6Ofv5vaR+lpUkJEmSpIHq9x6NkiRJkiRpdDmH+PeC7xATnmsCJ9Q+DxITk/OB54k3tNcHtiSWeq9PJP6M5qX+2/kZsfrBmTQSGN5R+zwF3ExM6C0gVl3YiEh2mFEr+yJwS5vYc4CDgF8BGxCT08cTb3PfTEzePlv7bzOAN9H87yQvAe8DfpdhHEU8Auxb6199on5H4BfEBOb1xOoQzxHXeU1i/JvXyq1XoM0q721RdxET5YfU+jqt9vdfAvcXjDkaxl1Ulc/RF4EDk3YOBu4FbgVuA54kvjfjiBUF1gc2IRJHdiwyuIzmATcA+xHf80OBC/vYXjuLgJOBH9XOtwY+yfDJLY8R/fw0cU1bE7jGE9evnWeILUbOpLHVRRZjiW146i7LUVeSJEmSJEmSJEmj2BCrxwoNdX8L/C+d3yJu9/mnnG0dADxcoJ0rM8SeCdyYM+4cYM+cYyhqCnAxf71SRZ5P1hUa6qq8t0XsP0y7bywhbr/HPYgVGuqqeo5eRSQwFG0j77iyOj6Jf22OekNJvTJ+t8fQfA/nA5O71NkU+DixEshsGokh6b18gViN4Wwi4Wtiwf79TRLzcfJtGyJJkiRJkiRJkqRRbIjVK6EBYsn6Y4Hf0rwVw3Cf5UTiwGcpti3BROAjxOoJy7u0NR/4IbBbxthjiO0trqOxNH3rZyXwp9p4BzHJtzMxofl0m/61fv5CrBjweeC1Bdqr8t4WcXPS/o0lxu3nuAeZ0FBXxXM0jkgguCNjG/Xv7LXAt+jPag3rEJP+9e9yt+1E6oYo/3d7X5rH/o8F48xKYlxeSs/goiRmFclJkiRJUs867UcpSZIkSZJUN5lYtWBjYCqxb/tiYpn+ucSS84tKamttYruI/6idf5NYweEpYvWEucSkZRHTgDcA04ntLhYQb0TfCjxavMulGQPsSmyDMY3YEmMV8cb288ATwH3E9gtFr0GrKu/tSLI6j7uq52gLYJfa/1239rfFtc9zxCoA9xMJFv12NnBi7fhM4DMVtNlPs2isNvFrmreKKGIz4l6sCSwj7lmVyXeSJEmSJEmSJEnSauNUYgL2QWDCgPsiaeTblsbqLouJRJXRbBblrtDwnSTehSXEkyRJkiRJkiRJkl6RJhErJ9Qn3x4C9h9khySNCj+hf1vwVG0W5SU0bEIkedS3UpnRYzxJkiRJkiRJkiTpFWsN4HBgNo0JvZeBnQfZKUkj3jbEdgqrgKXEqg2j1SzKS2hIEz0u6DGWJEkzJwLYAAABfklEQVSSJEmSJEmSpJoLaEzEnT/gvkga+b5H4zfj6gH3pRezKCehYb8kzmJgy557JkmSJEmSJEmSJAmAIyh3H3lJq7cNgHk0fjeOHGx3CtsKGKp9Di8YYyJwF41rcXIJ/ZIkSZIkSZIkSZJekQ4CvgUcQ0zgnQQ8SmMy7tTBdU3SKHIkjd+NF4AZg+3OwJxL4zrcDUwYbHckSZIkSZIkSZKk0etUGpNvrZ8ngM0G1zVJo8wvafx+3DTgvgzCwTTGvwzYc7DdkSRJkiRJkiRJkka3DwLXEasyLCH2e78b+Caw8QD7JWn0mQo8DtwD7DHgvgzCBOA0YAXwhQH3RZIkSZIkSZIkSZIkJXYAJg66EwO2GzB20J2QJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJGm0+j+LIsBjTHP0ZQAAAABJRU5ErkJggg==)
## Responda: o que de informação foi acrescentado com as barras mudando
## de cor? Alguns não gostam de distração ou poluição visual, outros
## acreditam que isso atrai o leitor.
##-----------------------------------------------------------------------------
## Gráficos de densidade.
den <- density(dus$valor)
str(den)
plot(den)
![plot of chunk unnamed-chunk-2 plot of chunk 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)
modal <- which.max(den$y)
modal <- list(x=den$x[modal], y=den$y[modal])
plot(den, type="n", xlab="Preço de venda (R$)", ylab="Densidade",
ylim=c(0, modal$y+strheight("1")), main="",
sub=paste("Bandwidth:", round(den$bw,3)))
with(den, polygon(x, y, col="gray90"))
with(modal, segments(x, 0, x, y, col=2))
with(modal, text(x, y, labels=round(x, 2), pos=3))
arrows(ma, 0, ma, modal$y/3, code=1, length=0.15)
text(ma, modal$y/3, labels=paste("Média:", round(ma,2)), pos=3)
arrows(md, 0, md, modal$y/6, code=1, length=0.15)
text(ma, modal$y/6, labels=paste("Mediana:", round(md,1)),
pos=ifelse(md<ma, 2, 4))
rug(dus$valor)
![plot of chunk unnamed-chunk-2 plot of chunk 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)
## Frequência acumulada empírica.
y <- ecdf(dus$valor)
plot(y)
![plot of chunk unnamed-chunk-2 plot of chunk 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plot(y, xlab="Preço de venda (R$)",
ylab="Frequência relativa acumulada",
cex=NA, verticals=TRUE, main=NULL)
## Destacando a frequência de veículos com preço de 50 à 60 mil.
lim <- c(50000,60000)
ptbl <- prop.table(table(cut(dus$valor,
breaks=c(-Inf,lim,Inf))))
cs <- cumsum(ptbl)[seq_along(lim)]
plot(y, xlab="Preço de venda (R$)",
ylab="Frequência relativa acumulada",
cex=NA, verticals=TRUE, main=NULL)
segments(lim, 0, lim, cs, lty=2)
segments(lim, cs, par()$usr[3], cs, lty=2)
arrows(lim[1], cs[1], lim[1], cs[2], code=3, length=0.15)
text(lim[1], median(cs), labels=round(ptbl[2], 4),
srt=90, adj=c(0.5,-0.5))
rug(dus$valor)
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)
##-----------------------------------------------------------------------------
## Diagrama de dispersão.
plot(valor~km, data=dus)
![plot of chunk unnamed-chunk-2 plot of chunk 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)
plot(valor~km, data=dus,
xlab="Distância percorrida (km)",
ylab="Preço de venda (R$)")
## Adicionar uma linha de tendência suave.
plot(valor~km, data=dus,
xlab="Distância percorrida (km)",
ylab="Preço de venda (R$)")
with(dus, lines(lowess(x=km, y=valor), lwd=2))
![plot of chunk unnamed-chunk-2 plot of chunk 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)
## Usar cores diferentes para identificar o tipo de câmbio, com linhas
## de tendência e grid.
plot(valor~km, data=dus, col=c(2,4)[dus$cambio],
xlab="Distância percorrida (km)",
ylab="Preço de venda (R$)")
with(subset(dus, cambio=="AUTOMÁTICO"),
lines(lowess(x=km, y=valor), col=2, lwd=1.5,))
with(subset(dus, cambio=="MANUAL"),
lines(lowess(x=km, y=valor), col=4, lwd=1.5,))
legend("topright", lty=1, col=c(2,4), lwd=1.5,
legend=levels(dus$cambio), bty="n")
grid()
![plot of chunk unnamed-chunk-2 plot of chunk 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)
##-----------------------------------------------------------------------------
boxplot(valor~ano, data=dus)
![plot of chunk unnamed-chunk-2 plot of chunk 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)
boxplot(valor~cat, data=dus)
![plot of chunk unnamed-chunk-2 plot of chunk 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)
levels(dus$cat)
levels(dus$cat) <- c("?", "Dynamique", "Expression",
"Tech Road I", "Tech Road II")
boxplot(valor~cat, data=dus,
xlab="Modelo", ylab="Preço de venda (R$)")
![plot of chunk unnamed-chunk-2 plot of chunk 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## Larguras proporcionais à raiz da quantidade em cada grupo.
pal <- c("#583882","#35165F","#43256C","#705199","#8A71AA")
boxplot(valor~cat, data=dus, varwidth=TRUE, pars=list(boxwex=1.25),
col=pal, xlab="Modelo", ylab="Preço de venda (R$)")
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## Indicação do valor da média.
mds <- with(dus, tapply(valor, cat, mean))
boxplot(valor~cat, data=dus,
xlab="Modelo", ylab="Preço de venda (R$)")
points(x=1:nlevels(dus$cat), y=mds, pch=15, cex=1.5)
![plot of chunk unnamed-chunk-2 plot of chunk 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##-----------------------------------------------------------------------------
## Gráficos com o valor para a média e barra de erro para o
## desvio-padrão.
res <- aggregate(valor~cat, data=dus,
FUN=function(x){ c(m=mean(x), s=sd(x)) })
## Criando os limites superior e inferior.
res <- transform(res,
lwr=valor[,1]-valor[,2],
upr=valor[,1]+valor[,2],
catf=as.integer(cat))
res
with(res, matplot(x=catf, y=cbind(lwr, upr),
xlim=extendrange(x=catf, f=0.1),
ylim=extendrange(x=c(lwr, upr), f=0.1),
type="n", ann=FALSE, xaxt="n"))
grid()
with(res, points(x=catf, y=valor[,"m"], pch=19))
with(res, arrows(catf, lwr, catf, upr, code=3,
angle=90, length=0.1))
with(res, axis(side=1, at=catf, labels=as.character(cat)))
title(xlab="Categoria", ylab="Valor (R$)")
mtext(side=3, line=0,
text=expression("Barras de erro representam "*bar(x) %+-% 1*s))
![plot of chunk unnamed-chunk-2 plot of chunk 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)
## Com o boxplot ao lado.
with(res, matplot(x=catf, y=cbind(lwr, upr),
xlim=extendrange(x=catf, f=0.1),
ylim=extendrange(x=c(lwr, upr, dus$valor), f=0.1),
type="n", ann=FALSE, xaxt="n"))
grid()
with(res, points(x=catf, y=valor[,"m"], pch=19))
with(res, arrows(catf, lwr, catf, upr, code=3,
angle=90, length=0.1))
with(res, axis(side=1, at=catf, labels=as.character(cat)))
title(xlab="Categoria", ylab="Valor (R$)")
mtext(side=3, line=0,
text=expression("Barras de erro representam "*bar(x) %+-% 1*s))
boxplot(valor~cat,
at=1:nlevels(dus$cat)+0.2, col="gray45",
data=dus, add=TRUE, ann=FALSE, axes=FALSE,
pars=list(boxwex=0.1))
![plot of chunk unnamed-chunk-2 plot of chunk 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## Com boxplot e pontos dispersos dos lados.
xlim <- extendrange(x=1:nlevels(dus$cat), f=0.1)
ylim <- extendrange(x=c(res$lwr, res$upr, dus$valor), f=0.1)
par(mar=c(5.1,4.1,4.1,0))
layout(matrix(c(1,2), ncol=2), widths=c(0.85,0.15))
with(dus,
plot.default(
x=jitter(as.integer(cat), factor=0.25)-0.2,
y=valor, xaxt="n", ann=FALSE, col="gray50",
xlim=xlim, ylim=ylim))
grid()
with(res, points(x=catf, y=valor[,"m"], pch=19))
with(res, arrows(catf, lwr, catf, upr, code=3,
angle=90, length=0.05))
with(res, axis(side=1, at=catf, labels=as.character(cat), cex.axis=0.95))
title(xlab="Categoria", ylab="Valor (R$)")
mtext(side=3, line=0,
text=expression("Barras de erro representam "*bar(x) %+-% 1*s))
boxplot(valor~cat,
at=1:nlevels(dus$cat)+0.2, col="gray45",
data=dus, add=TRUE, ann=FALSE, axes=FALSE,
pars=list(boxwex=0.1))
par(mar=c(5.1,0.1,4.1,1))
yhist <- hist(dus$valor, plot=FALSE, breaks=20)
str(yhist)
with(yhist,
plot(x=NULL, y=NULL, ann=FALSE, axes=FALSE,
ylim=ylim, xlim=c(0, max(density))))
rug(side=2, dus$valor)
snc <- 1:length(yhist$mids)
with(yhist,
rect(0, breaks[snc],
density[snc], breaks[snc+1],
col="gray70"))
den <- density(dus$valor)
with(den, lines(x=y, y=x, col="red", lwd=2))
![plot of chunk unnamed-chunk-2 plot of chunk 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print(sessionInfo(), locale=FALSE)
## R version 3.1.1 (2014-07-10)
## Platform: i686-pc-linux-gnu (32-bit)
##
## attached base packages:
## [1] stats graphics grDevices utils datasets base
##
## other attached packages:
## [1] rmarkdown_0.3.3 knitr_1.6
##
## loaded via a namespace (and not attached):
## [1] digest_0.6.4 evaluate_0.5.5 formatR_0.10 htmltools_0.2.6 stringr_0.6.2
## [6] tools_3.1.1
Sys.time()
## [1] "2014-10-08 15:16:42 BRT"