首页 > 解决方案 > 如何使用ggplot调整x轴上的时间?

问题描述

我正在尝试使用 ggplot 绘制(时间 VS 速度和降水),但我得到了一个凌乱的情节。数据低于(df),然后是我尝试过的代码。

    df <- structure(list(Agency.Station.ID = c("MI270N003.6D", "MI270N004.7D", 
"MI270N005.7D", "MI270N007.3D", "MI270N008.5D", "MI270N003.6D", 
"MI270N004.7D", "MI270N005.7D", "MI270N007.3D", "MI270N008.5D", 
"MI270N003.6D", "MI270N004.7D", "MI270N005.7D", "MI270N007.3D", 
"MI270N008.5D", "MI270N003.6D", "MI270N004.7D", "MI270N005.7D", 
"MI270N007.3D", "MI270N008.5D"), date_time = structure(c(1427846400, 
1427846400, 1427846400, 1427846400, 1427846400, 1427846700, 1427846700, 
1427846700, 1427846700, 1427846700, 1427847000, 1427847000, 1427847000, 
1427847000, 1427847000, 1427847300, 1427847300, 1427847300, 1427847300, 
1427847300), class = c("POSIXct", "POSIXt"), tzone = "UTC"), 
    Date = structure(c(16526, 16526, 16526, 16526, 16526, 16526, 
    16526, 16526, 16526, 16526, 16526, 16526, 16526, 16526, 16526, 
    16526, 16526, 16526, 16526, 16526), class = "Date"), Time = c("00:00:00", 
    "00:00:00", "00:00:00", "00:00:00", "00:00:00", "00:05:00", 
    "00:05:00", "00:05:00", "00:05:00", "00:05:00", "00:10:00", 
    "00:10:00", "00:10:00", "00:10:00", "00:10:00", "00:15:00", 
    "00:15:00", "00:15:00", "00:15:00", "00:15:00"), Speed = c(59, 
    34, 46, 61, 46, 58, 39, 51, 36, 52, 62, 47, 49, 57, 50, 59, 
    50, 35, 54, 44), Precipitation = c(0, 0, 0, 0, 0, 0, 0, 0, 
    0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0)), row.names = c(NA, 20L
), class = "data.frame")

这是我尝试过的代码:

df <- df %>% gather(Aspect, Value, -Agency.Station.ID, -Date, -Time)
df$Agency.Station.ID <- factor(df$Agency.Station.ID)
df$Date <- factor(df$Date)
for(i in levels(df$Agency.Station.ID)) {
  pdf(paste0(i,'.pdf'))

  for(j in levels(df$Date)) {
    subset.data <- df[which(df$Agency.Station.ID==i & df$Date==j),]
    if (nrow(subset.data)!=0) {
      p <- ggplot(data=subset.data, aes(Time, Value, group = 1)) +
        geom_line(aes(color=Aspect)) +
        labs(title=paste('Station:',i, " Date:",j)) +
        theme_bw()
      invisible(print(p))
    }
  }
  dev.off()
}

我担心的是时间(我每天有 288 次观察),因为它将在 x 轴上压缩。我的输出看起来如何

标签: rggplot2plottimevisualization

解决方案


您可以组合以下内容,而不是存储Date Time在单独的列中:

df$Datetime <- as.POSIXct(paste0(df$Date, df$Time))

现在ggplot打印 x 轴上的所有标签,Timecharacter. ggplot调用prettify轴标签的函数,即打印信息丰富的、不重叠的标签。但是,这需要变量的变化numeric,例如R日期时间表示POSIXct

PS:您的示例对我不起作用,Aspect丢失了。


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