I am using the SPEI package along with its sample monthly data of 32 years. I want to modify the x-axis labels to reflect the years not the numbers. However, the hard coded
I did not quite understand the plot.spei
function, so I used ggplot2
.
Basically I built a data frame with ts of the fitted values and created a color/fill condition for positive (pos
) or negative (neg
) values.
library(zoo)
library(tidyverse)
DF <- zoo::fortify.zoo(SPEI_12$fitted)
DF <- DF %>%
dplyr::select(-Index) %>%
dplyr::mutate(Period = zoo::as.yearmon(paste(wichita$YEAR, wichita$MONTH), "%Y %m")) %>%
na.omit() %>%
dplyr::mutate(sign = ifelse(ET0_har >= 0, "pos", "neg"))
ggplot2::ggplot(DF) +
geom_bar(aes(x = Period, y = ET0_har, col = sign, fill = sign),
show.legend = F, stat = "identity") +
scale_color_manual(values = c("pos" = "darkblue", "neg" = "red")) +
scale_fill_manual(values = c("pos" = "darkblue", "neg" = "red")) +
scale_y_continuous(limits = c(-3, 3),
breaks = -3:3) +
ylab("SPEI") + ggtitle("12-Month SPEI") +
theme_bw() + theme(plot.title = element_text(hjust = 0.5))
Edit: An additional idea.
DF2 <- DF %>%
tidyr::spread(sign, ET0_har) %>%
replace(is.na(.), 0)
ggplot2::ggplot(DF2) +
geom_area(aes(x = Period, y = pos), fill = "blue", col = "black") +
geom_area(aes(x = Period, y = neg), fill = "red", col = "black") +
scale_y_continuous(limits = c(-3, 3),
breaks = -3:3) +
ylab("SPEI") + ggtitle("12-Month SPEI") +
theme_bw() + theme(plot.title = element_text(hjust = 0.5))