Script Use of Lexicometry in Sensometrics
Figure 7. Representation of the supplementary quantitative variables: liking scores.
plot.MFA(res.mfact.23,choix="var",invisible=c("col"),cex=1, title="", graph.type="classic" )
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)
To build a plot with colours:
rownames(res.mfact.23$quanti.var.sup$coord)[1] <- "FrScore"
dfsup <- res.mfact.23$quanti.var.sup
pcircle <- plot.MFA(res.mfact.23, choix = "var", palette=c("black", "black"), lab.var=FALSE, graph.type="ggplot",
cex=1.4)
Figure7 <- pcircle + theme_light() + theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank())+
ggtitle("")+ theme (legend.position="none") +
labs(x=labx)+labs(y=laby)+
theme(axis.title.x= element_text(size=17, face="bold"))+
theme(axis.title.y= element_text(size=17, face="bold"))+
theme(axis.text.x = element_text(size=rel(1.6)))+
theme(axis.text.y = element_text(size=rel(1.6))) +
theme(plot.margin = grid::unit(c(t=5,r= 2,b=5, l=2), "mm"))+
theme(plot.title.position = "plot")+
ggrepel::geom_label_repel(size=7, aes(x=dfsup$coord[,1], y=dfsup$coord[,2]),
label = c(rownames(dfsup$coord)),
fontface = c('bold.italic', 'bold'),
colour=c("red", "black")) +
ggtitle("Figure 7. Representation of the supplementary quantitative variables: liking scores")
Figure7
![](data:image/png;base64,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)