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twitter_sentiment_analysis.html
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<h3>twitter_sentiment_analysis.R</h3>
<p>shill — <em>May 25, 2013, 7:10 AM</em></p>
<pre><code class="r"># required pakacges
setwd('/Users/shill/documents/R scripts')
library(twitteR)
</code></pre>
<pre><code>Loading required package: RCurl
</code></pre>
<pre><code>Loading required package: bitops
</code></pre>
<pre><code>Loading required package: rjson
</code></pre>
<pre><code class="r">library(sentiment)
</code></pre>
<pre><code>Loading required package: tm
</code></pre>
<pre><code>Loading required package: Rstem
</code></pre>
<pre><code class="r">library(plyr)
</code></pre>
<pre><code>Attaching package: 'plyr'
</code></pre>
<pre><code>The following object(s) are masked from 'package:twitteR':
id
</code></pre>
<pre><code class="r">library(ggplot2)
library(wordcloud)
</code></pre>
<pre><code>Loading required package: Rcpp
</code></pre>
<pre><code>Warning: package 'Rcpp' was built under R version 2.15.3
</code></pre>
<pre><code>Loading required package: RColorBrewer
</code></pre>
<pre><code class="r">library(RColorBrewer)
reqURL <- "https://api.twitter.com/oauth/request_token"
accessURL <- "http://api.twitter.com/oauth/access_token"
authURL <- "http://api.twitter.com/oauth/authorize"
consumerKey <- "v9Cj7tF5EkTf4ePAQNExg"
consumerSecret <- "pv3H5henMHmCetABqWMW4vyiUUFvqWteE9q853grs"
#twitCred <- OAuthFactory$new(consumerKey=consumerKey,
# consumerSecret=consumerSecret,
# requestURL=reqURL,
# accessURL=accessURL,
# authURL=authURL)
#twitCred$handshake()
load("twitCred.sav")
registerTwitterOAuth(twitCred)
</code></pre>
<pre><code>Loading required package: ROAuth
</code></pre>
<pre><code>Loading required package: digest
</code></pre>
<pre><code>[1] TRUE
</code></pre>
<pre><code class="r">
# harvest some tweets
some_tweets = searchTwitter("starbucks", n=1500, lang="en")
# get the text
some_txt = sapply(some_tweets, function(x) x$getText())
# remove retweet entities
some_txt = gsub("(RT|via)((?:\\b\\W*@\\w+)+)", "", some_txt)
# remove at people
some_txt = gsub("@\\w+", "", some_txt)
# remove punctuation
some_txt = gsub("[[:punct:]]", "", some_txt)
# remove numbers
some_txt = gsub("[[:digit:]]", "", some_txt)
# remove html links
some_txt = gsub("http\\w+", "", some_txt)
# remove unnecessary spaces
some_txt = gsub("[ \t]{2,}", "", some_txt)
some_txt = gsub("^\\s+|\\s+$", "", some_txt)
# define "tolower error handling" function
try.error = function(x)
{
# create missing value
y = NA
# tryCatch error
try_error = tryCatch(tolower(x), error=function(e) e)
# if not an error
if (!inherits(try_error, "error"))
y = tolower(x)
# result
return(y)
}
# lower case using try.error with sapply
some_txt = sapply(some_txt, try.error)
# remove NAs in some_txt
some_txt = some_txt[!is.na(some_txt)]
names(some_txt) = NULL
# classify emotion
class_emo = classify_emotion(some_txt, algorithm="bayes", prior=1.0)
# get emotion best fit
emotion = class_emo[,7]
# substitute NA's by "unknown"
emotion[is.na(emotion)] = "unknown"
# classify polarity
class_pol = classify_polarity(some_txt, algorithm="bayes")
# get polarity best fit
polarity = class_pol[,4]
# data frame with results
sent_df = data.frame(text=some_txt, emotion=emotion,
polarity=polarity, stringsAsFactors=FALSE)
# sort data frame
sent_df = within(sent_df,
emotion <- factor(emotion, levels=names(sort(table(emotion), decreasing=TRUE))))
# plot distribution of emotions
ggplot(sent_df, aes(x=emotion)) +
geom_bar(aes(y=..count.., fill=emotion)) +
scale_fill_brewer(palette="Dark2") +
labs(x="emotion categories", y="number of tweets") +
opts(title = "Sentiment Analysis of Tweets about Starbucks\n(classification by emotion)",
plot.title = theme_text(size=12))
</code></pre>
<pre><code>'opts' is deprecated. Use 'theme' instead. (Deprecated; last used in
version 0.9.1)
</code></pre>
<pre><code>theme_text is deprecated. Use 'element_text' instead. (Deprecated; last
used in version 0.9.1)
</code></pre>
<pre><code>Setting the plot title with opts(title="...") is deprecated. Use
labs(title="...") or ggtitle("...") instead. (Deprecated; last used in
version 0.9.1)
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-1"/> </p>
<pre><code class="r">
# plot distribution of polarity
ggplot(sent_df, aes(x=polarity)) +
geom_bar(aes(y=..count.., fill=polarity)) +
scale_fill_brewer(palette="RdGy") +
labs(x="polarity categories", y="number of tweets") +
opts(title = "Sentiment Analysis of Tweets about Starbucks\n(classification by polarity)",
plot.title = theme_text(size=12))
</code></pre>
<pre><code>'opts' is deprecated. Use 'theme' instead. (Deprecated; last used in
version 0.9.1)
</code></pre>
<pre><code>theme_text is deprecated. Use 'element_text' instead. (Deprecated; last
used in version 0.9.1)
</code></pre>
<pre><code>Setting the plot title with opts(title="...") is deprecated. Use
labs(title="...") or ggtitle("...") instead. (Deprecated; last used in
version 0.9.1)
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-1"/> </p>
<pre><code class="r">
# separating text by emotion
emos = levels(factor(sent_df$emotion))
nemo = length(emos)
emo.docs = rep("", nemo)
for (i in 1:nemo)
{
tmp = some_txt[emotion == emos[i]]
emo.docs[i] = paste(tmp, collapse=" ")
}
# remove stopwords
emo.docs = removeWords(emo.docs, stopwords("english"))
# create corpus
corpus = Corpus(VectorSource(emo.docs))
tdm = TermDocumentMatrix(corpus)
tdm = as.matrix(tdm)
colnames(tdm) = emos
# comparison word cloud
comparison.cloud(tdm, colors = brewer.pal(nemo, "Dark2"),
scale = c(3,.5), random.order = FALSE, title.size = 1.5)
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-1"/> </p>
<pre><code class="r">
</code></pre>
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