Created
April 22, 2014 13:04
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Plot sentiment for candidates
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#!/usr/bin/env Rscript | |
library(ggplot2) | |
library(grid) | |
library(lubridate) | |
library(scales) | |
# datetimeToEasternDate <- function(x) { | |
# ## create as UTC | |
# x <- as.POSIXct(x, format="%Y-%m-%d %H:%M", tz="UTC") | |
# ## convert to Eastern time | |
# x <- format(x, tz="America/New_York") | |
# x <- strptime(x, "%Y-%m-%d") | |
# x <- as.POSIXct(x) | |
# } | |
# df <- rbind( | |
# read.delim("../data/sentiment-wave2.csv", sep = "\t", header = F), | |
# read.delim("../data/sentiment-wave3.csv", sep = "\t", header = F) | |
# ) | |
# names(df) <- c("Date", "Candidate", "Average") | |
# df$Date <- datetimeToEasternDate(df$Date) | |
# df <- ddply(df, c("Date", "Candidate"), function(d) mean(d$Average)) | |
# names(df) <- c("Date", "Candidate", "Average") | |
# p <- ggplot(df) | |
# p <- p + geom_line( aes(Date, Average, color = factor(Candidate) ) ) | |
# p <- p + scale_color_manual(name = "Candidate", | |
# values = c("#000099", "#990000")) | |
# p <- p + ylab("Average sentiment") | |
# ggsave(p, file = "../pdf/sentimentExample.pdf", width=12, height=8) | |
boundaries <- c(ymd_hms("2012-10-04 01:00:00"), ymd_hms("2012-10-04 02:30:00")) | |
df <- read.csv("../data/elex2012-us-debate-sentiment.csv", header = TRUE) | |
df$date <- ymd_hms(as.character(df$date)) | |
df <- df[which(df$user.level %in% c(1,2)),] | |
df <- df[which(df$date >= ymd_hms("2012-10-04 00:30:00") & df$date <= ymd_hms("2012-10-04 04:30:00")), ] | |
p <- ggplot(df, aes(date, mean, color = person)) | |
p <- p + geom_point(aes(shape = factor(user.level)), size = 2, alpha = 0.5) + geom_smooth(aes(linetype = factor(user.level)), method = "loess", alpha = 0) | |
#p <- p + geom_errorbar( aes(date, mean, ymin = mean - 1.96 * std, ymax = mean + 1.96 * std), alpha = 0.2 ) | |
p <- p + geom_vline( xintercept = as.numeric(boundaries), linetype = 2 ) | |
p <- p + scale_color_manual(name = "Candidates", labels = c("Obama", "Romney"), values = c("blue", "red")) | |
p <- p + theme_bw() + theme( | |
legend.text = element_text(size = 24), | |
legend.title = element_blank(), | |
# legend.position = c(0.15,0.8), | |
legend.key.size = unit(1, 'cm'), | |
axis.text.x = element_text(size = 24, angle = 45, vjust = 0.5), | |
axis.text.y = element_text(size = 24, hjust = 0), | |
axis.title.x = element_blank(), | |
axis.title.y = element_blank()) | |
ggsave(p, file = "../img/elex2012-us-debate-sentiment.png") |
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