Valar Morghulis: Some charts using GOT (tv-show) deaths

Drawing from one of the most important demographic laws, Valar Morghulis (all men must die), here is a simple summary of the deadly happenings in four seasons of GOT as reported by the Washington Post.

Let’s start by the total number of (portrayed) deaths by season:

df1 ggplot(df1,aes(x=factor(Series),y=Total))+
geom_bar(stat="identity",fill=c("yellow","orange","red","brown"))+
xlab("Season number")+
ylab("Total number of deaths")

Number of deaths by season box-plot
Number of deaths by season

ggplot(df1,aes(x=Series,y=Total))+
geom_line(lwd=2)+
xlab("Season number")+
ylab("Total number of deaths")

Number of deaths by season

by location in Westeros:

df2 Location=c("King's Landing","Beyond the Wall","Castle Black","The Twins","The Riverlands")
ggplot(df2,aes(x=factor(Location),y=Deaths))+
geom_bar(stat="identity",fill=c("lightblue","black","brown","darkseagreen","red"))+
ylab("Total number of deaths")+
xlab("")+
theme(axis.text=element_text(size=15))

Number of deaths by location

by method of death:
df3 Method=c("Animal","Animal Death","Arrows","Axe","Blade","Bludgeon","Crushing","Falling","Fire","Hands","HH item","Mace","Magic","Other","Poison","Spear","Unknown")
df3.1 df3.2 ggplot(df3.2,aes(x=factor(Method),y=value,fill=variable))+
geom_bar(stat="identity")+
ylab("")+
xlab("")+
theme(axis.text.x=element_text(size=15,angle=45))+
scale_fill_discrete(name ="Method of Death", labels=c("Season 1", "Season 2", "Season 3", "Season 4"))

Number of deaths by method
and lastly by House allegiance:
df4 House df4.1 df4.2 ggplot(df4.2,aes(x=reorder(factor(House),value),y=value,fill=variable))+
geom_bar(stat="identity")+
ylab("")+
xlab("")+
theme(axis.text.x=element_text(size=15,color="black"),
axis.text.y=element_text(size=15,color="black"))+
scale_fill_discrete(name ="House Allegiance", labels=c("Season 1", "Season 2", "Season 3", "Season 4"))+
coord_flip()

Number of deaths by house