R语言数据统计学展示图形化的代码,举例:一个自变量y,因变量x包括多个不同变量,包括二分类、多分类和连续型变量,希望图形化可视化预览数据框中每个变量的分布情况。
时间: 2024-10-24 22:02:52 浏览: 49
在R语言中,你可以使用`tidyverse`套件(包括`dplyr`和`ggplot2`)来处理和可视化这种多元的数据分布。这里是一个示例,首先你需要将数据框按照变量拆分为多个长表,然后分别进行可视化:
```r
library(tidyverse) # 加载必要的包
# 假设你的数据框叫my_data,包含列x1(二分类),x2(多分类),x3(连续型)
my_data %>%
pivot_longer(cols = starts_with("x"), names_to = "variable", values_to = "value") %>% # 拆分数据
ggplot(aes(x = value, fill = variable)) +
geom_histogram(binwidth = 1, position = "identity", alpha = 0.7) + # 绘制分布图
facet_wrap(~variable, scales = "free") + # 划分子图,每列代表一个变量
labs(title = "各变量值分布", x = "值", y = "频数") + # 图形标题和轴标签
theme_minimal() # 简洁主题
```
这段代码会生成三个子图,每个子图对应一个变量,展示了该变量值的分布情况。
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