Created
April 2, 2021 17:34
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Plot two different axis in ggplot
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# set the limits of each axis | |
# these will need to be changed for each data | |
# use summary(df) to get metrics | |
ylim_prime <- c(0.35, 0.76) | |
ylim_sec <- c(6200, 12000) | |
# calculate values for use in plot | |
b <- diff(ylim_prime)/diff(ylim_sec) | |
a <- ylim_prime[1] - b*ylim_sec[1] | |
# grab color variable | |
col1 <- unname(cadmus_palettes$cool2)[1] | |
col2 <- unname(cadmus_palettes$cool2)[2] | |
load_emssions %>% | |
arrange(Month, Day, HourBeginning) %>% | |
group_by(Month, HourBeginning) %>% | |
summarise(co2_per_mwh = mean(co2_per_mwh), | |
load = mean(load), | |
co2 = mean(co2)) %>% | |
mutate(Month = as.factor(month.abb[Month])) %>% # match month names to number | |
ggplot(aes(x = HourBeginning, y = co2_per_mwh)) + | |
geom_line(color = col1) + | |
geom_line(aes(y = a + load * b), color = col2) + | |
# Create the second axis and name it | |
scale_y_continuous(sec.axis = sec_axis(~(. - a) / b, name = "Demand", labels = comma)) + | |
facet_wrap(~ Month) + | |
labs(x = "Hour Beginning", | |
y = bquote(~'CO'^2~'/MWh'), | |
col = "Value") + | |
# Set the labels to color coordinate with the lines | |
theme( | |
axis.line.y.right = element_line(colour = col2), | |
axis.ticks.y.right = element_line(colour = col2), | |
axis.text.y.right = element_text(colour = col2), | |
axis.line.y.left = element_line(colour = col1), | |
axis.ticks.y.left = element_line(colour = col1), | |
axis.text.y.left = element_text(colour = col1), | |
) |
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