Created
October 4, 2014 10:53
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Allow ggplot2 to handle survival::survfit result
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library(survival) | |
library(ggplot2) | |
library(scales) | |
d.survfit <- survival::survfit(survival::Surv(time, status) ~ sex, | |
data = lung) | |
fortify.survfit <- function(survfit.data) { | |
data.frame(time = survfit.data$time, | |
n.risk = survfit.data$n.risk, | |
n.event = survfit.data$n.event, | |
n.censor = survfit.data$n.censor, | |
surv = survfit.data$surv, | |
std.err = survfit.data$std.err, | |
upper = survfit.data$upper, | |
lower = survfit.data$lower, | |
strata = rep(names(survfit.data$strata), survfit.data$strata)) | |
} | |
head(ggplot2::fortify(d.survfit)) | |
ggplot(data = d.survfit) + | |
geom_line(aes_string(x = 'time', y = 'surv', colour = 'strata')) + | |
geom_ribbon(aes_string(x = 'time', ymin = 'lower', ymax = 'upper', fill = 'strata'), alpha = 0.5) + | |
scale_y_continuous(labels = scales::percent) | |
# plot censors | |
fortified <- ggplot2::fortify(d.survfit) | |
ggplot(data = fortified) + | |
geom_line(aes_string(x = 'time', y = 'surv', colour = 'strata')) + | |
geom_ribbon(aes_string(x = 'time', ymin = 'lower', ymax = 'upper', fill = 'strata'), alpha = 0.5) + | |
geom_point(data = fortified[fortified$n.censor > 0, ], | |
aes_string(x = 'time', y = 'surv'), shape = '+', size = 3) + | |
scale_y_continuous(labels = scales::percent) |
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