Created
September 15, 2017 08:10
-
-
Save jwaage/4aa99783352100654980d20c93fae27e to your computer and use it in GitHub Desktop.
Sine curve function and plot
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# Season test | |
# Do a sine function with arbitrary phase shift and plot the results with confidence band. | |
library(tidyverse) | |
library(broom) | |
set.seed(1) | |
x <- runif(200, 1, 365) %>% round(0) | |
y <- sin(2*pi*x/365) + rnorm(200, 0, 0.5) | |
yshift <- sin(2*pi*x/365 - 0.3*pi) + rnorm(200, 0, 0.5) | |
df <- data.frame(x, y, yshift) | |
ggplot(df, aes(x, y)) + geom_point() | |
ggplot(df, aes(x, y)) + geom_point() + geom_smooth() | |
ggplot(df, aes(x, y)) + geom_point() + geom_smooth(method = "lm") | |
ggplot(df, aes(x, yshift)) + geom_point() + geom_smooth(method = "lm") | |
lm(y ~ x, data = df) %>% summary | |
lm(yshift ~ x, data = df) %>% summary | |
mod1 <- lm(y ~ cos(2*pi*x/365), data = df) | |
summary(mod1) | |
bind_cols(df, mod1 %>% augment) %>% | |
ggplot(aes(x, y)) + geom_point() + geom_line(mapping = aes(y = .fitted), col = "red") | |
mod1 <- lm(yshift ~ cos(2*pi*x/365) + sin(2*pi*x/365), data = df) | |
summary(mod1) | |
bind_cols(df, mod1 %>% augment) %>% | |
ggplot(aes(x, yshift)) + geom_point() + geom_ribbon(aes(ymin = .fitted - 1.96*.se.fit, ymax = .fitted + 1.96*.se.fit), alpha = 0.5) + geom_line(mapping = aes(y = .fitted), col = "red") | |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment