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## Function to implment the MCMC sampler | |
polling.gibbs.kal <- function(y, size, dates, states, big, ## data | |
F, X=NULL, XL = NULL, Z=NULL, ## covariates | |
m.0, C.0, b = NULL, B = NULL, ## hyper-parameters | |
c.0, d.0, e.0, f.0, g.0, h.0, | |
starts, phi, sigma.a, nu, beta, ## starting values | |
tune, A, tune.phi, | |
iters = 10000, thin = 1, burnin = 0) { ## mcmc stuff | |
aa <- proc.time() |
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### Create plots for MO talk | |
library(tikzDevice) | |
x <- rnorm(200,0,.4) | |
y <- x + rnorm(200, 0, .4) | |
night <- rgb(26,31,30, max=255) | |
beach <- rgb(227,223,186, max=255) |
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## Function to implment the MCMC sampler | |
polling.gibbs.kal.fixedS <- function(y, size, dates, states, big, ## data | |
F, X=NULL, XL = NULL, Z=NULL, ## covariates | |
m.0, C.0, b = NULL, B = NULL, ## hyper-parameters | |
starts, phi, sigma.a, nu, beta, k, ## starting values | |
tune, A, | |
iters = 10000, thin = 1, burnin = 0) { ## mcmc stuff | |
aa <- proc.time() | |
## pre-gibbs cleaning (calculate variances, setup times, etc) |
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library(Amelia) | |
data(africa) | |
a.out <- amelia(africa, ts = "year", cs = "country") | |
overimpute(a.out, "gdp_pc") | |
overimpute(a.out, "gdp_pc", subset = country == "Burkina Faso") | |
overimpute(a.out, "gdp_pc", subset = gdp_pc >=500) |
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#! /bin/sh | |
if [ -r "$1" ]; then | |
mdfile="$1" | |
Rscript -e "rmarkdown::render('${mdfile}', 'all')" | |
else | |
exit 0 | |
fi |
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fips | county_name.x | trump.share | blkprop2010 | blkprop40 | w.med.income2014 | |
---|---|---|---|---|---|---|
45001 | Abbeville | 0.369 | 0.282763504740921 | 0.424796127512974 | 39287 | |
45003 | Aiken | 0.316 | 0.245810404812023 | 0.41912412853594 | 52247 | |
45007 | Anderson | 0.3195 | 0.160426664386563 | 0.26353819100009 | 45788 | |
45009 | Bamberg | 0.401 | 0.615312441358604 | 0.606340181301293 | 44127 | |
45011 | Barnwell | 0.427 | 0.442730206445338 | 0.626576621312941 | 44781 | |
45013 | Beaufort | 0.301 | 0.192870747628411 | 0.670735581068204 | 65475 | |
45015 | Berkeley | 0.3398 | 0.250299421399774 | 0.64711736950752 | 58645 | |
45019 | Charleston | 0.264 | 0.297647975922949 | 0.491911977209859 | 64441 | |
45021 | Cherokee | 0.42 | 0.203787358606483 | 0.234154400720937 | 38562 |
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group.mean <- function(x, group) { | |
out <- tapply(x, group, mean, na.rm = TRUE) | |
out[group] | |
} | |
data(state.fips, package = "maps") | |
state.fips <- unique(state.fips[,c("fips","abb")]) | |
state.fips$abb <- as.character(state.fips$abb) | |
state.fips <- rbind(state.fips, c(2, "AK")) | |
state.fips <- rbind(state.fips, c(15, "HI")) |
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--- | |
title: 'Beamer Overlay Test' | |
output: | |
beamer_presentation: | |
incremental: true | |
theme: CambridgeUS | |
--- | |
```{r, echo = FALSE} |