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

Опубликовано: 05 Октябрь 2024
на канале: Rajendra Choure

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#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.

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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")