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Add grid lines to minor breaks only (ggplot)

I was trying to make a chart as the below in ggplot . I wanted the y labels to show the entire set of values from 1 to 50 but I only wanted to generate horizontal gridlines every 10 numbers. I thought adding minor_breaks and then controlling the theme would work. However, setting the major grid lines to element_blank seems to be overriding the minor gridlines as well. I found some questions here where people have asked about adding more gridlines than labels, but I want the reverse.

How can I set the number of gridlines to be smaller than the number of breaks? Thanks!

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Here is the code for the plot:

 library(nsRFA)
library(ggplot2)
library(dplyr)

data(hydroSIMN)
annualflows %>% ggplot(aes(x = anno, y = cod)) + 
    geom_point(
        shape = 45,
        size = 5,
        col = "blue"
    ) + 
    scale_y_reverse(
        breaks = 1:50,
        labels = 1:50,
        minor_breaks = seq(10, 50, by = 10)
    ) +
    scale_x_continuous(breaks = seq(1920, 1980, by = 10)) +
    labs(
        x = "Year",
        y = "Code"
    ) + 
    theme(
        panel.background = element_blank(),
        panel.border = element_rect(fill = NA),
        text = element_text(size = 10),
        panel.grid.major.x = element_line(color = "grey80"),
        panel.grid.major.y = element_blank(),
        panel.grid.minor.y = element_line(color = "grey80") # This doesn't work

    )

From reading this https://github.com/tidyverse/ggplot2/issues/403 , it would appear that there are some issues surround minor_breaks . However, using geom_hline() should get you what you want.

library(nsRFA)
library(ggplot2)
library(dplyr)


data(hydroSIMN)

minors<-seq(10,50,by=10)

annualflows %>% ggplot(aes(x = anno, y = cod)) + 
  geom_point(
    shape = 45,
    size = 5,
    col = "blue"
  ) + 
  scale_y_reverse(
    breaks = 1:50,
    labels = 1:50,
    minor_breaks = seq(10, 50, by = 10)
  ) +
  scale_x_continuous(breaks = seq(1920, 1980, by = 10)) +
  labs(
    x = "Year",
    y = "Code"
  ) + 
  theme(
    panel.background = element_blank(),
    panel.border = element_rect(fill = NA),
    text = element_text(size = 10),
    panel.grid.major.x = element_line(color = "grey80"),
    #panel.grid.major.y = element_blank(),
    #panel.grid.minor.y = element_line(color = "grey80") # This doesn't work
  )+
  geom_hline(mapping=NULL, yintercept=minors,colour='grey80')

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