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How can I change the legend linetype in ggplot2?

I have this simple plot where I cannot change the linetype in the legend according to the linetype in the plot using scale_linetype_manual.

The code to produce the plot is :

library(ggplot2)

x_1 <- rep(0:6, each = 2)
pdf_1 <- c(0,0.05,0.05,0.1,0.1,0.15,0.15,0.3,0.3,0.25,0.25,0.15,0.15,0)

x_2 <- rep(3:9, each = 2)
pdf_2 <- c(0,0.05,0.05,0.1,0.1,0.15,0.15,0.3,0.3,0.25,0.25,0.15,0.15,0)

data_1 <- data.frame(x_1, pdf_1,x_2,pdf_2)

ggplot()+
  geom_line(data=data_1,aes(x=x_1, y=pdf_1, color="Forecaster_1"),linetype='solid',size=1)+
  geom_line(data=data_1,aes(x=x_2, y=pdf_2, color="Forecaster_2"),linetype='dashed',size=1)+
  labs(x = "x") +
  labs(y = "PDF") +
  scale_colour_manual(values = c('Forecaster_1' = 'cornflowerblue', 'Forecaster_2' = 'coral2')) +
  scale_linetype_manual(values = c('Forecaster_1' = 'solid', 'Forecaster_2' = 'dashed')) 

在此处输入图片说明

I would appreciate someone help me with this.

It would be better if you mapped the line type as an aethetic and then make sure you use the same name for both guides. For example

ggplot()+
  geom_line(data=data_1,aes(x=x_1, y=pdf_1, color="Forecaster_1", linetype='Forecaster_1'),size=1)+
  geom_line(data=data_1,aes(x=x_2, y=pdf_2, color="Forecaster_2", linetype='Forecaster_2'),size=1)+
  labs(x = "x") +
  labs(y = "PDF") +
  scale_colour_manual("Line", values = c('Forecaster_1' = 'cornflowerblue', 'Forecaster_2' = 'coral2')) +
  scale_linetype_manual("Line", values = c('Forecaster_1' = 'solid', 'Forecaster_2' = 'dashed'))

在此处输入图片说明

You could override the default legend like so:

ggplot() +
  geom_line(
    data = data_1,
    aes(
      x     = x_1,
      y     = pdf_1,
      color = "Forecaster_1"
    ),
    linetype = 'solid', 
    size = 1
  ) +
  geom_line(
    data = data_1,
    aes(
      x = x_2,
      y = pdf_2,
      color = "Forecaster_2"
    ),
    linetype = 'dashed',
    size = 1
  ) +
  labs(x = "x") +
  labs(y = "PDF") +
  scale_colour_manual(
    values = c('Forecaster_1' = 'cornflowerblue', 'Forecaster_2' = 'coral2'),
    guide = guide_legend(
      override.aes = list(
        linetype = c("solid", "dotted")
      )
    )
  )

linetype can be replaced with any of the values listed here .

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