Created
April 14, 2016 00:22
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library(rvest) | |
library(magrittr) | |
library(stringr) | |
library(lubridate) | |
library(tidyr) | |
library(ggplot2) | |
library(dplyr) | |
library(ggthemes) | |
library(RColorBrewer) | |
#state = state_nodes[[i]] | |
state_results = function(state){ | |
state_id = state %>% html_attr("id") %>% str_replace("state", "") | |
state_name = state %>% html_node(".timeline-header h3 a") %>% html_text() %>% str_trim() | |
date = state %>% html_nodes(".results-header .timestamp time") %>% html_attr("datetime") | |
results = state %>% html_nodes(".results-dataset") | |
allocated = results %>% html_nodes(".results-headings ,pos-1") | |
results_table = results %>% html_nodes(".results-table") %>% html_table() | |
#the state's results are available (for at least one party) | |
if(length(results_table) > 0){ | |
results_meta = results %>% html_nodes(".results-meta h5") %>% html_text() | |
for(i in 1:length(results_table)){ | |
colnames(results_table[[i]]) = c("Candidate", "VotesPercentage", "Votes", "Delegates") | |
results_table[[i]]$Candidate = str_trim(str_replace(results_table[[i]]$Candidate, "Winner", "")) | |
results_table[[i]]$Votes = as.numeric(str_replace_all(results_table[[i]]$Votes, ",", "")) | |
results_table[[i]]$Delegates = ifelse(is.na(results_table[[i]]$Delegates), 0, results_table[[i]]$Delegates) | |
results_table[[i]]$State = state_name | |
results_table[[i]]$Party = results_meta[i] | |
results_table[[i]]$Date = date[min(i, length(date))] | |
delegates = allocated[i] %>% html_text() %>% str_trim() %>% str_match("(\\d+)/(\\d+)") | |
results_table[[i]]$Allocated = delegates[,2] | |
results_table[[i]]$InPlay = delegates[,3] | |
} | |
do.call(rbind, results_table) | |
} | |
#state hasnt voted yet | |
else{ | |
NULL | |
} | |
} | |
results = NULL | |
html = read_html("http://www.politico.com/2016-election/results/map/president") | |
state_nodes = html %>% html_nodes(".timeline-group") | |
for(i in 1:length(state_nodes)){ | |
results = rbind(results, state_results(state_nodes[[i]])) | |
} | |
write.csv(results, "state_results.csv", row.names=FALSE) | |
#setwd("C:/Users/karim/Documents/R/usa_2016") | |
#results = read.csv("state_results.csv") | |
results$Date = as.Date(ymd(results$Date)) | |
results$InPlay = as.numeric(results$InPlay) | |
results_sum = results %>% | |
group_by(Party, Candidate, Date) %>% | |
summarise(Delegates = sum(Delegates), InPlay = sum(InPlay)) %>% | |
mutate(Delegates = cumsum(Delegates)) %>% | |
mutate(InPlay = cumsum(InPlay)) | |
republican = results_sum %>% filter(Party == "Republican" & max(Delegates) > 10) | |
rmajority = republican[republican$Candidate=="D. Trump", ] | |
rmajority$Candidate = "0. Majority" | |
rmajority$Delegates = 0.5 * rmajority$InPlay | |
rwinner = republican[republican$Candidate=="D. Trump", ] | |
rwinner$Candidate = "1. Winner" | |
rwinner$Delegates = 1237 | |
democrat = results_sum %>% filter(Party == "Democratic" & max(Delegates) > 10) | |
dmajority = democrat[democrat$Candidate=="H. Clinton", ] | |
dmajority$Candidate = "Majority" | |
dmajority$Delegates = 0.5 * dmajority$InPlay | |
dwinner = democrat[democrat$Candidate=="H. Clinton", ] | |
dwinner$Candidate = "Winner" | |
dwinner$Delegates = 2383 | |
rcolors = brewer.pal(4, "Set1") | |
republican_plot = ggplot(republican, aes(x=Date, y=Delegates)) | |
republican_plot + | |
theme_wsj() + | |
theme(axis.text.x = element_text(angle=90)) + | |
scale_x_date(breaks=republican$Date) + | |
geom_line(size=1.25, aes(colour=Candidate)) + | |
geom_line(data=rmajority, aes(col="Majority"), size=1.05, linetype="dashed") + | |
geom_line(data=rwinner, aes(col="Winning"), size=2) + | |
scale_color_manual(breaks=c("Winning", "Majority", unique(republican$Candidate)), | |
limits=c("Winning", "Majority", unique(republican$Candidate)), | |
values=c("grey55", | |
"grey75", | |
rcolors)) | |
dcolors = brewer.pal(3, "Set2") | |
democrat_plot = ggplot(democrat, aes(x=Date, y=Delegates)) | |
democrat_plot + | |
theme_wsj() + | |
theme(axis.text.x = element_text(angle=90)) + | |
scale_x_date(breaks=democrat$Date) + | |
geom_line(size=1.25, aes(colour=Candidate)) + | |
geom_line(data=dmajority, aes(col="Majority"), size=1.05, linetype="dashed") + | |
geom_line(data=dwinner, aes(col="Winning"), size=2) + | |
scale_color_manual(breaks=c("Winning", "Majority", unique(democrat$Candidate)), | |
limits=c("Winning", "Majority", unique(democrat$Candidate)), | |
values=c("grey55", | |
"grey75", | |
dcolors)) | |
#theme(panel.grid.minor=element_blank()) + | |
#theme(panel.grid.major=element_blank()) + | |
#theme(plot.margin=unit(c(0.35,0.2,0.30,0.35), "cm")) | |
#trump = results[str_detect(Candidate, "Trump"),] | |
#a = aggregate(Delegates ~ Candidate + Date, data=results, sum) | |
#plot(trump$Date, trump$Delegates, xaxt="n") | |
#axis.Date(1, at=seq(min(trump$Date), max(trump$Date), by=7), format="%Y-%m-%d") |
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