ggplot2 explained 10 nice plots to visualise data disitribution, histo, denisty, boxplot, raincloud

#rprogramming #datavisualization #ggplot2 #distribution #boxplot #histogram #densityplot #violinplot #dotplot #stripchart #ridgeline #raincloudplot #halfeyeplot #beeswarmplot

In this video, I have demonstrated how to plot data distributions using very simple ggplot2 code. histogram, density plot, boxplot, strip chart, dot plot, ridgeline plot, halfeyeplot, eyeplot, raincloud plot has been explained.
The code is provided below.


Facebook page:
  / rajendrachoureisc  

Mail Id:
[email protected]

youtube playlist:
   • R programming tutorials  

code
library(ggplot2)
library(ggdist)
library(ggbeeswarm)

head(iris)
str(iris)

ggplot(iris,aes(Sepal.Length,fill=Species,color=Species))+
geom_histogram(alpha=0.5)

ggplot(iris,aes(Sepal.Length,fill=Species,color=Species))+
geom_density(alpha=0.5)

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
geom_boxplot(alpha=0.5)

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
geom_violin(alpha=0.5)

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
geom_dotplot(binaxis="y",dotsize=0.5,stackdir = "center")

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
geom_beeswarm()

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
stat_dots()

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
geom_jitter(position=position_jitter(0.1))

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
stat_eye(alpha=0.3)

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
stat_halfeye(alpha=0.3)

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
stat_halfeye(alpha=0.3,justification=-0.2)+
geom_boxplot(width=0.12,alpha=0.3)+
stat_dots(side="left",justification=+1.1)+
coord_flip()+
theme_bw()+
theme(legend.position = "none")

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
stat_halfeye(alpha=0.3,justification=-0.2)+
geom_boxplot(width=0.12,alpha=0.3)+
geom_beeswarm()+
coord_flip()+
theme_bw()+
theme(legend.position = "none")

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
stat_halfeye(alpha=0.5,justification=-0.2, adjust=0.3)+
geom_boxplot(width=0.12,alpha=0.3)+
geom_jitter(position=position_jitter(width=0.12))+
coord_flip()+
theme_bw()+
theme(legend.position = "none")

ggplot(iris,aes(Species,Sepal.Length,fill=Species,color=Species))+
stat_halfeye(alpha=0.5,justification=-0.2, adjust=0.3)+
geom_boxplot(width=0.12,alpha=0.3)+
geom_rug()+
coord_flip()+
theme_bw()+
theme(legend.position = "none")