Normal model with unknown mean and variance (BDA3 section 3.2 on p. 64).
Multivariate joint distribution, conditional distribution, marginal distribution, marginalization and posterior predictive distribution
ggplot2, grid, and gridExtra are used for plotting, tidyr for manipulating data frames
library(ggplot2)
theme_set(theme_minimal())
library(grid)
library(gridExtra)
library(tidyr)
Generic part common for Demos 3.1-3.4
Data
y <- c(93, 112, 122, 135, 122, 150, 118, 90, 124, 114)
Sufficient statistics
n <- length(y)
s2 <- var(y)
my <- mean(y)
Factorize the joint posterior p(mu,sigma2|y) to p(sigma2|y)p(mu|sigma2,y) Sample from the joint posterior using this factorization
# helper functions to sample from and evaluate
# scaled inverse chi-squared distribution
rsinvchisq <- function(n, nu, s2, ...) nu*s2 / rchisq(n , nu, ...)
dsinvchisq <- function(x, nu, s2){
exp(log(nu/2)*nu/2 - lgamma(nu/2) + log(s2)/2*nu - log(x)*(nu/2+1) - (nu*s2/2)/x)
}
Sample 1000 random numbers from p(sigma2|y)
ns <- 1000
sigma2 <- rsinvchisq(ns, n-1, s2)
Sample from p(mu|sigma2,y)
mu <- my + sqrt(sigma2/n)*rnorm(length(sigma2))
Create a variable sigma and sample from predictive distribution p(ynew|y) for each draw of (mu, sigma)
sigma <- sqrt(sigma2)
ynew <- rnorm(ns, mu, sigma)
For mu, sigma and ynew compute the density in a grid ranges for the grids
t1l <- c(90, 150)
t2l <- c(10, 60)
nl <- c(50, 185)
t1 <- seq(t1l[1], t1l[2], length.out = ns)
t2 <- seq(t2l[1], t2l[2], length.out = ns)
xynew <- seq(nl[1], nl[2], length.out = ns)
Compute the exact marginal density of mu
# multiplication by 1./sqrt(s2/n) is due to the transformation of
# variable z=(x-mean(y))/sqrt(s2/n), see BDA3 p. 21
pm <- dt((t1-my) / sqrt(s2/n), n-1) / sqrt(s2/n)
Estimate the marginal density using samples and ad hoc Gaussian kernel approximation
pmk <- density(mu, adjust = 2, n = ns, from = t1l[1], to = t1l[2])$y
Compute the exact marginal density of sigma
# the multiplication by 2*t2 is due to the transformation of
# variable z=t2^2, see BDA3 p. 21
ps <- dsinvchisq(t2^2, n-1, s2) * 2*t2
Estimate the marginal density using samples and ad hoc Gaussian kernel approximation
psk <- density(sigma, n = ns, from = t2l[1], to = t2l[2])$y
Compute the exact predictive density
# multiplication by 1./sqrt(s2/n) is due to the transformation of variable
# see BDA3 p. 21
p_new <- dt((xynew-my) / sqrt(s2*(1+1/n)), n-1) / sqrt(s2*(1+1/n))
Evaluate the joint density in a grid. Note that the following is not normalized, but for plotting contours it does not matter.
# Combine grid points into another data frame
# with all pairwise combinations
dfj <- data.frame(t1 = rep(t1, each = length(t2)),
t2 = rep(t2, length(t1)))
dfj$z <- dsinvchisq(dfj$t2^2, n-1, s2) * 2*dfj$t2 * dnorm(dfj$t1, my, dfj$t2/sqrt(n))
# breaks for plotting the contours
cl <- seq(1e-5, max(dfj$z), length.out = 6)
Demo 3.1 Visualise the joint and marginal densities
Visualise the joint density and marginal densities of the posterior of normal distribution with unknown mean and variance.
Create a plot of the marginal density of mu
dfm <- data.frame(t1, Exact = pm, Empirical = pmk) %>%
pivot_longer(cols = !t1, names_to="grp", values_to="p")
margmu <- ggplot(dfm) +
geom_line(aes(t1, p, color = grp)) +
coord_cartesian(xlim = t1l) +
labs(title = 'Marginal of mu', x = '', y = '') +
scale_y_continuous(breaks = NULL) +
theme(legend.background = element_blank(),
legend.position = c(0.75, 0.8),
legend.title = element_blank())
Create a plot of the marginal density of sigma
dfs <- data.frame(t2, Exact = ps, Empirical = psk) %>%
pivot_longer(cols = !t2, names_to="grp", values_to="p")
margsig <- ggplot(dfs) +
geom_line(aes(t2, p, color = grp)) +
coord_cartesian(xlim = t2l) +
coord_flip() +
labs(title = 'Marginal of sigma', x = '', y = '') +
scale_y_continuous(breaks = NULL) +
theme(legend.background = element_blank(),
legend.position = c(0.75, 0.8),
legend.title = element_blank())
## Coordinate system already present. Adding new coordinate system, which will replace the existing one.
Create a plot of the joint density
joint1labs <- c('Samples','Exact contour')
joint1 <- ggplot() +
geom_point(data = data.frame(mu,sigma), aes(mu, sigma, col = '1'), size = 0.1) +
geom_contour(data = dfj, aes(t1, t2, z = z, col = '2'), breaks = cl) +
coord_cartesian(xlim = t1l,ylim = t2l) +
labs(title = 'Joint posterior', x = '', y = '') +
scale_y_continuous(labels = NULL) +
scale_x_continuous(labels = NULL) +
scale_color_manual(values=c('blue', 'black'), labels = joint1labs) +
guides(color = guide_legend(nrow = 1, override.aes = list(
shape = c(16, NA), linetype = c(0, 1), size = c(2, 1)))) +
theme(legend.background = element_blank(),
legend.position = c(0.5, 0.9),
legend.title = element_blank())
Combine the plots
# blank plot for combining the plots
bp <- grid.rect(gp = gpar(col = 'white'))
grid.arrange(joint1, margsig, margmu, bp, nrow = 2)
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)
Demo 3.2 Visualise factored distribution
Visualise factored sampling and the corresponding marginal and conditional densities.
Create another plot of the joint posterior
# data frame for the conditional of mu and marginal of sigma
dfc <- data.frame(mu = t1, marg = rep(sigma[1], length(t1)),
cond = sigma[1] + dnorm(t1 ,my, sqrt(sigma2[1]/n)) * 100) %>%
pivot_longer(cols = c(marg,cond), names_to="grp", values_to="p")
# legend labels for the following plot
joint2labs <- c('Exact contour plot', 'Sample from joint post.',
'Cond. distribution of mu', 'Sample from the marg. of sigma')
joint2 <- ggplot() +
geom_contour(data = dfj, aes(t1, t2, z = z, col = '1'), breaks = cl) +
geom_point(data = data.frame(m = mu[1], s = sigma[1]), aes(m , s, color = '2')) +
geom_line(data = dfc, aes(mu, p, color = grp), linetype = 'dashed') +
coord_cartesian(xlim = t1l,ylim = t2l) +
labs(title = 'Joint posterior', x = '', y = '') +
scale_x_continuous(labels = NULL) +
scale_color_manual(values=c('blue', 'darkgreen','darkgreen','black'), labels = joint2labs) +
guides(color = guide_legend(nrow = 2, override.aes = list(
shape = c(NA, 16, NA, NA), linetype = c(1, 0, 1, 1)))) +
theme(legend.background = element_blank(),
legend.position = c(0.5, 0.85),
legend.title = element_blank())
Create another plot of the marginal density of sigma
margsig2 <- ggplot(data = data.frame(t2, ps)) +
geom_line(aes(t2, ps), color = 'blue') +
coord_cartesian(xlim = t2l) +
coord_flip() +
labs(title = 'Marginal of sigma', x = '', y = '') +
scale_y_continuous(labels = NULL)
## Coordinate system already present. Adding new coordinate system, which will replace the existing one.
Combine the plots
grid.arrange(joint2, margsig2, ncol = 2)
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)
Demo 3.3 Visualise the marginal distribution of mu
Visualise the marginal distribution of mu as a mixture of normals.
Calculate conditional pdfs for each sample
condpdfs <- sapply(t1, function(x) dnorm(x, my, sqrt(sigma2/n)))
Create a plot of some of them
# data frame of 25 first samples
dfm25 <- data.frame(t1, t(condpdfs[1:25,])) %>%
pivot_longer(cols = !t1, names_to="grp", values_to="p")
condmu <- ggplot(data = dfm25) +
geom_line(aes(t1, p, group = grp), linetype = 'dashed') +
labs(title = 'Conditional distribution of mu for first 25 samples', y = '', x = '') +
scale_y_continuous(breaks = NULL)
create a plot of their mean
dfsam <- data.frame(t1, colMeans(condpdfs), pm) %>%
pivot_longer(cols = !t1, names_to="grp", values_to="p")
# labels
mulabs <- c('avg of sampled conds', 'exact marginal of mu')
meanmu <- ggplot(data = dfsam) +
geom_line(aes(t1, p, size = grp, color = grp)) +
labs(y = '', x = 'mu') +
scale_y_continuous(breaks = NULL) +
scale_size_manual(values = c(2, 0.8), labels = mulabs) +
scale_color_manual(values = c('orange', 'black'), labels = mulabs) +
theme(legend.position = c(0.8, 0.8),
legend.background = element_blank(),
legend.title = element_blank())
Combine the plots
grid.arrange(condmu, meanmu, ncol = 1)
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)
Demo 3.4 Visualise posterior predictive distribution.
Visualise sampling from the posterior predictive distribution. Calculate each predictive pdf with given mu and sigma
ynewdists <- sapply(xynew, function(x) dnorm(x, mu, sigma))
Create plot of the joint posterior with a draw from the posterior predictive distribution, highlight the first sample create a plot of the joint density
# data frame of dirst draw from sample the predictive along with the exact value for plotting
dfp <- data.frame(xynew, draw = ynewdists[1,], exact = p_new)
# data frame for plotting the samples
dfy <- data.frame(ynew, p = 0.02*max(ynewdists))
# legend labels
pred1labs <- c('Sample from the predictive distribution', 'Predictive distribution given the posterior sample')
pred2labs <- c('Samples from the predictive distribution', 'Exact predictive distribution')
joint3labs <- c('Samples', 'Exact contour')
joint3 <- ggplot() +
geom_point(data = data.frame(mu, sigma), aes(mu, sigma, col = '1'), size = 0.1) +
geom_contour(data = dfj, aes(t1, t2, z = z, col = '2'), breaks = cl) +
geom_point(data = data.frame(x = mu[1], y = sigma[1]), aes(x, y), color = 'red') +
coord_cartesian(xlim = t1l,ylim = t2l) +
labs(title = 'Joint posterior', x = 'mu', y = 'sigma') +
scale_color_manual(values=c('blue', 'black'), labels = joint3labs) +
guides(color = guide_legend(nrow = 1, override.aes = list(
shape = c(16, NA), linetype = c(0, 1), size = c(2, 1)))) +
theme(legend.background = element_blank(),
legend.position=c(0.5 ,0.9),
legend.title = element_blank())
Create a plot of the predicitive distribution and the respective sample
pred1 <- ggplot() +
geom_line(data = dfp, aes(xynew, draw, color = '2')) +
geom_point(data = dfy, aes(ynew[1], p, color = '1')) +
coord_cartesian(xlim = nl, ylim = c(0,0.04)) +
labs(title = 'Posterior predictive distribution', x = 'ytilde', y = '') +
scale_y_continuous(breaks = NULL) +
scale_color_manual(values = c('red', 'blue'), labels = pred1labs) +
guides(color = guide_legend(nrow = 2, override.aes = list(
linetype = c(0, 1), shape=c(16, NA), labels = pred1labs))) +
theme(legend.background = element_blank(),
legend.position = c(0.5 ,0.9),
legend.title = element_blank())
Create a plot for all ynews
pred2 <- ggplot() +
geom_line(data = dfp, aes(xynew, draw, color = '2')) +
geom_point(data = dfy, aes(ynew, p, color = '1'), alpha = 0.05) +
coord_cartesian(xlim = nl, ylim = c(0,0.04)) +
labs(x = 'ytilde', y = '') +
scale_y_continuous(breaks=NULL) +
scale_color_manual(values=c('darkgreen','blue'),labels=pred2labs) +
guides(color = guide_legend(nrow = 2, override.aes=list(
linetype = c(0, 1), shape = c(16, NA), alpha = c(1, 1) ,labels = pred2labs))) +
theme(legend.background = element_blank(),
legend.position = c(0.5 ,0.9),
legend.title = element_blank())
Combine the plots
grid.arrange(joint3, pred1, bp, pred2, nrow = 2)
![](data:image/png;base64,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---
title: "Bayesian data analysis demos 3.1, 3.2, 3.3, 3.4"
author: "Aki Vehtari, Markus Paasiniemi"
date: "`r format(Sys.Date())`"
output:
  html_document:
    theme: readable
    code_download: true
---
## Normal model with unknown mean and variance (BDA3 section 3.2 on p. 64).

Multivariate joint distribution, conditional distribution, marginal
distribution, marginalization and posterior predictive distribution

ggplot2, grid, and gridExtra are used for plotting, tidyr for manipulating data frames

```{r setup, message=FALSE, error=FALSE, warning=FALSE}
library(ggplot2)
theme_set(theme_minimal())
library(grid)
library(gridExtra)
library(tidyr)
```

#### Generic part common for Demos 3.1-3.4
Data

```{r }
y <- c(93, 112, 122, 135, 122, 150, 118, 90, 124, 114)
```

Sufficient statistics

```{r }
n <- length(y)
s2 <- var(y)
my <- mean(y)
```

Factorize the joint posterior p(mu,sigma2|y) to p(sigma2|y)p(mu|sigma2,y)
Sample from the joint posterior using this factorization

```{r }
# helper functions to sample from and evaluate
# scaled inverse chi-squared distribution
rsinvchisq <- function(n, nu, s2, ...) nu*s2 / rchisq(n , nu, ...)
dsinvchisq <- function(x, nu, s2){
  exp(log(nu/2)*nu/2 - lgamma(nu/2) + log(s2)/2*nu - log(x)*(nu/2+1) - (nu*s2/2)/x)
}
```

Sample 1000 random numbers from p(sigma2|y)

```{r }
ns <- 1000
sigma2  <- rsinvchisq(ns, n-1, s2)
```

Sample from p(mu|sigma2,y)

```{r }
mu <- my + sqrt(sigma2/n)*rnorm(length(sigma2))
```

Create a variable sigma and
sample from predictive distribution p(ynew|y) for each draw of (mu, sigma)

```{r }
sigma <- sqrt(sigma2)
ynew <- rnorm(ns, mu, sigma)
```

For mu, sigma and ynew compute the density in a grid
ranges for the grids

```{r }
t1l <- c(90, 150)
t2l <- c(10, 60)
nl <- c(50, 185)
t1 <- seq(t1l[1], t1l[2], length.out = ns)
t2 <- seq(t2l[1], t2l[2], length.out = ns)
xynew <- seq(nl[1], nl[2], length.out = ns)
```

Compute the exact marginal density of mu

```{r }
# multiplication by 1./sqrt(s2/n) is due to the transformation of
# variable z=(x-mean(y))/sqrt(s2/n), see BDA3 p. 21
pm <- dt((t1-my) / sqrt(s2/n), n-1) / sqrt(s2/n)
```

Estimate the marginal density using samples
and ad hoc Gaussian kernel approximation

```{r }
pmk <- density(mu, adjust = 2, n = ns, from = t1l[1], to = t1l[2])$y
```

Compute the exact marginal density of sigma

```{r }
# the multiplication by 2*t2 is due to the transformation of
# variable z=t2^2, see BDA3 p. 21
ps <- dsinvchisq(t2^2, n-1, s2) * 2*t2
```

Estimate the marginal density using samples
and ad hoc Gaussian kernel approximation

```{r }
psk <- density(sigma, n = ns, from = t2l[1], to = t2l[2])$y
```

Compute the exact predictive density

```{r }
# multiplication by 1./sqrt(s2/n) is due to the transformation of variable
# see BDA3 p. 21
p_new <- dt((xynew-my) / sqrt(s2*(1+1/n)), n-1) / sqrt(s2*(1+1/n))
```

Evaluate the joint density in a grid.
Note that the following is not normalized, but for plotting
contours it does not matter.

```{r }
# Combine grid points into another data frame
# with all pairwise combinations
dfj <- data.frame(t1 = rep(t1, each = length(t2)),
                  t2 = rep(t2, length(t1)))
dfj$z <- dsinvchisq(dfj$t2^2, n-1, s2) * 2*dfj$t2 * dnorm(dfj$t1, my, dfj$t2/sqrt(n))
# breaks for plotting the contours
cl <- seq(1e-5, max(dfj$z), length.out = 6)
```

### Demo 3.1 Visualise the joint and marginal densities
Visualise the joint density and marginal densities of the posterior
of normal distribution with unknown mean and variance.

Create a plot of the marginal density of mu

```{r }
dfm <- data.frame(t1, Exact = pm, Empirical = pmk) %>%
   pivot_longer(cols = !t1, names_to="grp", values_to="p")
margmu <- ggplot(dfm) +
  geom_line(aes(t1, p, color = grp)) +
  coord_cartesian(xlim = t1l) +
  labs(title = 'Marginal of mu', x = '', y = '') +
  scale_y_continuous(breaks = NULL) +
  theme(legend.background = element_blank(),
        legend.position = c(0.75, 0.8),
        legend.title = element_blank())
```

Create a plot of the marginal density of sigma

```{r }
dfs <- data.frame(t2, Exact = ps, Empirical = psk) %>% 
   pivot_longer(cols = !t2, names_to="grp", values_to="p")
margsig <- ggplot(dfs) +
  geom_line(aes(t2, p, color = grp)) +
  coord_cartesian(xlim = t2l) +
  coord_flip() +
  labs(title = 'Marginal of sigma', x = '', y = '') +
  scale_y_continuous(breaks = NULL) +
  theme(legend.background = element_blank(),
        legend.position = c(0.75, 0.8),
        legend.title = element_blank())
```

Create a plot of the joint density

```{r }
joint1labs <- c('Samples','Exact contour')
joint1 <- ggplot() +
  geom_point(data = data.frame(mu,sigma), aes(mu, sigma, col = '1'), size = 0.1) +
  geom_contour(data = dfj, aes(t1, t2, z = z, col = '2'), breaks = cl) +
  coord_cartesian(xlim = t1l,ylim = t2l) +
  labs(title = 'Joint posterior', x = '', y = '') +
  scale_y_continuous(labels = NULL) +
  scale_x_continuous(labels = NULL) +
  scale_color_manual(values=c('blue', 'black'), labels = joint1labs) +
  guides(color = guide_legend(nrow  = 1, override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), size = c(2, 1)))) +
  theme(legend.background = element_blank(),
        legend.position = c(0.5, 0.9),
        legend.title = element_blank())
```

Combine the plots

```{r blank, fig.show='hide'}
# blank plot for combining the plots
bp <- grid.rect(gp = gpar(col = 'white'))
```
```{r combined}
grid.arrange(joint1, margsig, margmu, bp, nrow = 2)
```

### Demo 3.2 Visualise factored distribution
Visualise factored sampling and the corresponding
marginal and conditional densities.

Create another plot of the joint posterior

```{r }
# data frame for the conditional of mu and marginal of sigma
dfc <- data.frame(mu = t1, marg = rep(sigma[1], length(t1)),
                  cond = sigma[1] + dnorm(t1 ,my, sqrt(sigma2[1]/n)) * 100) %>%
  pivot_longer(cols = c(marg,cond), names_to="grp", values_to="p")
# legend labels for the following plot
joint2labs <- c('Exact contour plot', 'Sample from joint post.',
               'Cond. distribution of mu', 'Sample from the marg. of sigma')
joint2 <- ggplot() +
  geom_contour(data = dfj, aes(t1, t2, z = z, col = '1'), breaks = cl) +
  geom_point(data = data.frame(m = mu[1], s = sigma[1]), aes(m , s, color = '2')) +
  geom_line(data = dfc, aes(mu, p, color = grp), linetype = 'dashed') +
  coord_cartesian(xlim = t1l,ylim = t2l) +
  labs(title = 'Joint posterior', x = '', y = '') +
  scale_x_continuous(labels = NULL) +
  scale_color_manual(values=c('blue', 'darkgreen','darkgreen','black'), labels = joint2labs) +
  guides(color = guide_legend(nrow  = 2, override.aes = list(
    shape = c(NA, 16, NA, NA), linetype = c(1, 0, 1, 1)))) +
  theme(legend.background = element_blank(),
        legend.position = c(0.5, 0.85),
        legend.title = element_blank())
```

Create another plot of the marginal density of sigma

```{r }
margsig2 <- ggplot(data = data.frame(t2, ps)) +
  geom_line(aes(t2, ps), color = 'blue') +
  coord_cartesian(xlim = t2l) +
  coord_flip() +
  labs(title = 'Marginal of sigma', x = '', y = '') +
  scale_y_continuous(labels = NULL)
```

Combine the plots

```{r }
grid.arrange(joint2, margsig2, ncol = 2)
```

### Demo 3.3 Visualise the marginal distribution of mu
Visualise the marginal distribution of mu as a mixture of normals.

Calculate conditional pdfs for each sample

```{r }
condpdfs <- sapply(t1, function(x) dnorm(x, my, sqrt(sigma2/n)))
```

Create a plot of some of them

```{r }
# data frame of 25 first samples
dfm25 <- data.frame(t1, t(condpdfs[1:25,])) %>%
  pivot_longer(cols = !t1, names_to="grp", values_to="p")
condmu <- ggplot(data = dfm25) +
  geom_line(aes(t1, p, group = grp), linetype = 'dashed') +
  labs(title = 'Conditional distribution of mu for first 25 samples', y = '', x = '') +
  scale_y_continuous(breaks = NULL)
```

create a plot of their mean

```{r }
dfsam <- data.frame(t1, colMeans(condpdfs), pm) %>%
  pivot_longer(cols = !t1, names_to="grp", values_to="p")
# labels
mulabs <- c('avg of sampled conds', 'exact marginal of mu')
meanmu <- ggplot(data = dfsam) +
  geom_line(aes(t1, p, size = grp, color = grp)) +
  labs(y = '', x = 'mu') +
  scale_y_continuous(breaks = NULL) +
  scale_size_manual(values = c(2, 0.8), labels = mulabs) +
  scale_color_manual(values = c('orange', 'black'), labels = mulabs) +
  theme(legend.position = c(0.8, 0.8),
        legend.background = element_blank(),
        legend.title = element_blank())
```

Combine the plots

```{r }
grid.arrange(condmu, meanmu, ncol = 1)
```

### Demo 3.4 Visualise posterior predictive distribution.
Visualise sampling from the posterior predictive distribution.
Calculate each predictive pdf with given mu and sigma

```{r }
ynewdists <- sapply(xynew, function(x) dnorm(x, mu, sigma))
```

Create plot of the joint posterior with a draw
from the posterior predictive distribution, highlight the first sample
create a plot of the joint density

```{r }
# data frame of dirst draw from sample the predictive along with the exact value for plotting
dfp <- data.frame(xynew, draw = ynewdists[1,], exact = p_new)
# data frame for plotting the samples
dfy <- data.frame(ynew, p = 0.02*max(ynewdists))
# legend labels
pred1labs <- c('Sample from the predictive distribution', 'Predictive distribution given the posterior sample')
pred2labs <- c('Samples from the predictive distribution', 'Exact predictive distribution')
joint3labs <- c('Samples', 'Exact contour')
joint3 <- ggplot() +
  geom_point(data = data.frame(mu, sigma), aes(mu, sigma, col = '1'), size = 0.1) +
  geom_contour(data = dfj, aes(t1, t2, z = z, col = '2'), breaks = cl) +
  geom_point(data = data.frame(x = mu[1], y = sigma[1]), aes(x, y), color = 'red') +
  coord_cartesian(xlim = t1l,ylim = t2l) +
  labs(title = 'Joint posterior', x = 'mu', y = 'sigma') +
  scale_color_manual(values=c('blue', 'black'), labels = joint3labs) +
  guides(color = guide_legend(nrow  = 1, override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), size = c(2, 1)))) +
  theme(legend.background = element_blank(),
        legend.position=c(0.5 ,0.9),
        legend.title = element_blank())
```

Create a plot of the predicitive distribution and the respective sample

```{r }
pred1 <- ggplot() +
  geom_line(data = dfp, aes(xynew, draw, color = '2')) +
  geom_point(data = dfy, aes(ynew[1], p, color = '1')) +
  coord_cartesian(xlim = nl, ylim = c(0,0.04)) +
  labs(title = 'Posterior predictive distribution', x = 'ytilde', y = '') +
  scale_y_continuous(breaks = NULL) +
  scale_color_manual(values = c('red', 'blue'), labels = pred1labs) +
  guides(color = guide_legend(nrow = 2, override.aes = list(
    linetype = c(0, 1), shape=c(16, NA), labels = pred1labs))) +
  theme(legend.background = element_blank(),
        legend.position = c(0.5 ,0.9),
        legend.title = element_blank())
```

Create a plot for all ynews

```{r }
pred2 <- ggplot() +
  geom_line(data = dfp, aes(xynew, draw, color = '2')) +
  geom_point(data = dfy, aes(ynew, p, color = '1'), alpha = 0.05) +
  coord_cartesian(xlim = nl, ylim = c(0,0.04)) +
  labs(x = 'ytilde', y = '') +
  scale_y_continuous(breaks=NULL) +
  scale_color_manual(values=c('darkgreen','blue'),labels=pred2labs) +
  guides(color = guide_legend(nrow = 2, override.aes=list(
    linetype = c(0, 1), shape = c(16, NA), alpha = c(1, 1) ,labels = pred2labs))) +
  theme(legend.background = element_blank(),
        legend.position = c(0.5 ,0.9),
        legend.title = element_blank())
```

Combine the plots

```{r }
grid.arrange(joint3, pred1, bp, pred2, nrow = 2)
```

