このdata.frameを取得しました
'data.frame': 935 obs. of 17 variables:
$ IQ : num 93 119 108 96 74 116 91 114 111 95 ...
$ KWW : num 35 41 46 32 27 43 24 50 37 44 ...
$ educ : num 12 18 14 12 11 16 10 18 15 12 ...
$ exper : num 11 11 11 13 14 14 13 8 13 16 ...
$ tenure : num 2 16 9 7 5 2 0 14 1 16 ...
$ age : num 31 37 33 32 34 35 30 38 36 36 ...
$ married : Factor w/ 2 levels "married","non-married": 1 1 1 1 1 1 2 1 1 1 ...
$ black : Factor w/ 2 levels "black","non-black": 2 2 2 2 2 1 2 2 2 2 ...
$ south : Factor w/ 2 levels "non-south","south": 1 1 1 1 1 1 1 1 1 1 ...
$ urban : Factor w/ 2 levels "rural","urban": 2 2 2 2 2 2 2 2 1 2 ...
$ sibs : num 1 1 1 4 10 1 1 2 2 1 ...
$ brthord : num 2 NA 2 3 6 2 2 3 3 1 ...
$ meduc : num 8 14 14 12 6 8 8 8 14 12 ...
$ feduc : num 8 14 14 12 11 NA 8 NA 5 11 ...
$ lwage : num 6.65 6.69 6.72 6.48 6.33 ...
$ experclass: Factor w/ 5 levels "(0,5]","(5,10]",..: 3 3 3 3 3 3 3 2 3 4 ...
$ iqlevel : Factor w/ 4 levels "50","75","100",..: 2 3 3 2 1 3 2 3 3 2 ...
このようにggplotを描画すると、次のように機能します。
p<-ggplot(data = wage)
p+ geom_jitter(aes(x = educ, y = lwage, shape=married,
col = black, size=IQ, alpha=0.1))
しかし、これは好きではありません
p<-ggplot(data = wage)
p+ geom_jitter(aes(x = educ, y = lwage, shape=married,
col = black, size=iqlevel, alpha=0.1))
エラーはgeom_smoothで発生します。完全なコードは次のとおりです。
load("C:/tmp/session08.rda")
wage["iqlevel"]<-cut(wage$IQ, breaks=c(0,75,100,125,Inf), labels=c(50,75,100,125))
# geom_jitter where col, size, etc define different representations/ axes
p<-ggplot(data = wage)
p+ geom_jitter(aes(x = educ, y = lwage, shape=married,
col = black, size=iqlevel, alpha=0.1)) +
# a grid
facet_grid(urban ~ experclass)+
# setting the axis labels
xlab("Education (Years)") + ylab("Log Wage") +
scale_fill_discrete(name="Experimental\nCondition")
# setting the labels for the legend
labs(shape="Martial Status", col="Ethnicity", size ="IQ") +
# removing alpha from the legend and setting dots as the symbol of the size legend
guides(alpha=FALSE, size = guide_legend(override.aes = list(shape = 20))) +
# trying to draw a regression, without the confidence interval
geom_smooth(se=F, method ="lm", color="black", fullrange=T, na.rm=T,
aes(lwd=1, x = educ, y = lwage))
編集:
賃金を含むセッションファイル: session08.rda
PS:IQレベルはカスタムでなければならないので、ファクターレベルを設定する必要があります