For the follow data df
and plot, I hope to smooth the line, especially for the sharp corners parts marked by the blue rectangles in the figure below:
df <- structure(list(date = c("2022-2-1", "2022-2-2", "2022-2-3", "2022-2-4",
"2022-2-5", "2022-2-6", "2022-2-7", "2022-2-8", "2022-2-9", "2022-2-10",
"2022-2-11", "2022-2-12", "2022-2-13", "2022-2-14", "2022-2-15",
"2022-2-16", "2022-2-17"), pct_change = c(4, 4, 4.04, 4.04, 4.04,
4.44, 4.88, 4.62, 4.8, 5.2, 4.7, 5.06, 4.56, 4.8, 4.32, 4.02,
4.01)), class = "data.frame", row.names = c(NA, -17L))
df1 <- df %>%
mutate_at(vars(-date), funs(./100))
df1 %>%
ggplot(aes(x=as.POSIXct(date), y=pct_change)) +
geom_line(size=1, alpha=0.7, color='red') +
geom_hline(yintercept=c(min(df1$pct_change), max(df1$pct_change)), linetype='solid', col='black')
With ggalt::geom_xspline(spline_shape=0.3, size=1, alpha=0.7, color='red')
, I get the smoothed line, but the filled area is not perfect (as you see, it filled the area under the original curve plotted by geom_line(size=1, alpha=0.7, color='red')
.
library(ggalt)
df1 %>%
ggplot(aes(x=as.POSIXct(date), y=pct_change)) +
# geom_line(size=1, alpha=0.7, color='red') +
geom_xspline(spline_shape=0.3, size=1, alpha=0.7, color='red') +
geom_ribbon(aes(ymin = min(pct_change), ymax = pct_change), fill = 'red', alpha=0.3, position = "identity") +
# ggforce::stat_bspline(geom = "area", alpha = 0.3, color='red') +
geom_hline(yintercept=c(min(df1$pct_change), max(df1$pct_change)), linetype='solid', col='black')
How do I fill the area under a curve such as one created by geom_xspline()
or we have alternative solution to this? Thanks for your help at advance.
Here's an alternative using stat_smooth()
with geom = "area"
instead of geom_xspline()
, and using coord_cartesian
to set plot limits:
library(tidyverse)
df1 %>%
ggplot(aes(x=as.POSIXct(date), y=pct_change)) +
stat_smooth(
geom = "area",
size = 1,
fill = "red",
color = "red",
alpha = 0.3,
span = .3
) +
coord_cartesian(ylim = c(.04, .0525), expand = FALSE)
Created on 2022-03-01 by the reprex package (v2.0.1)