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August 29, 2015 14:19
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downloads user timeline and plots before and after interactions from a cutoff date and time
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# load packages | |
library("twitteR") | |
library("dplyr") | |
library("lubridate") | |
api_key <- "your key" | |
api_secret <- "your secret" | |
access_token <- "your token" | |
access_token_secret <- "your token secret" | |
setup_twitter_oauth(api_key, api_secret, access_token, access_token_secret) | |
# for @TurfDiseases account | |
tweets <- userTimeline("TurfDiseases", n = 1000, includeRts = TRUE) | |
tweetsDF <- twListToDF(tweets) | |
original <- filter(tweetsDF, isRetweet == FALSE) | |
# cutoff tweets from specified date and time | |
cutoff <- ymd_hms("2015-01-16 12:00:00") | |
original$created <- ymd_hms(original$created) | |
new <- filter(original, created > cutoff) | |
old <- filter(original, created < cutoff) | |
new$interaction <- new$favoriteCount + new$retweetCount | |
old$interaction <- old$favoriteCount + old$retweetCount | |
mean(old$interaction) | |
mean(new$interaction) | |
median(old$interaction) | |
median(new$interaction) | |
plot(density(old$interaction), col = "blue", | |
xlab = "interaction per tweet (favorite + retweet)", | |
main = "@TurfDiseases tweets before & after 2015-01-16 12:00") | |
lines(density(new$interaction), col = "red") | |
text(x = 5, y = .4, adj = 0, | |
labels = "before 2015-01-16 12:00\nn = 699\nmean = 1.49\nmedian = 0", | |
col = "blue") | |
text(x = 10, y = .2, adj = 0, | |
labels = "after 2015-01-16 12:00\nn = 39\nmean = 2.62\nmedian = 2", | |
col = "red") |
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