prrace08 | R Documentation |
Election results for the 2008 U.S. Presidential race
prrace08
A data frame with 51 observations on the following 7 variables.
State name abbreviation
Full state name
Number of votes for Barack Obama
Proportion of votes for Barack Obama
Number of votes for John McCain
Proportion of votes for John McCain
Number of electoral votes for a state
In Nebraska, 4 electoral votes went to McCain and 1 to Obama. Otherwise the electoral votes were a winner-take-all.
Presidential Election of 2008, Electoral and Popular Vote Summary, retrieved 2011-04-21.
# ===> Obtain 2010 US House Election Data <===#
hr <- table(houserace10[, c("abbr", "party1")])
nr <- apply(hr, 1, sum)
# ===> Obtain 2008 President Election Data <===#
pr <- prrace08[prrace08$state != "DC", c("state", "p_obama")]
hr <- hr[as.character(pr$state), ]
(fit <- glm(hr ~ pr$p_obama, family = binomial))
# ===> Visualizing Binomial outcomes <===#
x <- pr$p_obama[pr$state != "DC"]
nr <- apply(hr, 1, sum)
plot(x, hr[, "Democrat"] / nr,
pch = 19, cex = sqrt(nr), col = "#22558844",
xlim = c(20, 80), ylim = c(0, 1), xlab = "Percent vote for Obama in 2008",
ylab = "Probability of Democrat winning House seat"
)
# ===> Logistic Regression <===#
x1 <- pr$p_obama[match(houserace10$abbr, pr$state)]
y1 <- (houserace10$party1 == "Democrat") + 0
g <- glm(y1 ~ x1, family = binomial)
X <- seq(0, 100, 0.1)
lo <- -5.6079 + 0.1009 * X
p <- exp(lo) / (1 + exp(lo))
lines(X, p)
abline(h = 0:1, lty = 2, col = "#888888")
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