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.pdf image files were not rendering in html, converted to .png and modified source to reflect change. Left .pdfs in img/Fixes issue 160
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src/stan-users-guide/latent-discrete.Rmd

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@@ -236,14 +236,14 @@ default MCMC implementation is shown in the posterior plot.
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Log probability of change point being in year, calculated analytically.
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```{r include=TRUE, fig.align="center", fig.cap=c("Analytical change-point posterior"), echo=FALSE}
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knitr::include_graphics("./img/change-point-posterior.pdf", auto_pdf = TRUE)
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knitr::include_graphics("./img/change-point-posterior.png", auto_pdf = TRUE)
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```
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The frequency of change points generated by sampling the discrete change
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points.
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```{r include=TRUE, fig.align="center", fig.cap=c("Sampled change-point posterior"), echo=FALSE}
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knitr::include_graphics("./img/s-discrete-posterior.pdf", auto_pdf = TRUE)
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knitr::include_graphics("./img/s-discrete-posterior.png", auto_pdf = TRUE)
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```
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In order their range of estimates be visible, the first plot is on the log

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