How to use the magrittr package for pipeline operations in the R language?

In R language, you can simplify the data processing workflow by using the pipeline operator %>% in the magrittr package. Here is an example of using the magrittr package for pipeline operations:

# 首先安装并加载magrittr包
install.packages("magrittr")
library(magrittr)

# 创建一个数据框
df <- data.frame(x = c(1, 2, 3), y = c(4, 5, 6))

# 使用管道操作符%>%进行数据处理
df %>%
  filter(x > 1) %>%   # 过滤x大于1的行
  mutate(z = x + y)   # 添加新的列z，值为x+y

# 上述代码等价于以下代码
df <- filter(df, x > 1)
df <- mutate(df, z = x + y)

By using the pipe operator %>% in the magrittr package, data processing code can become clearer and easier to read, especially when performing multiple data processing operations.