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	<title>Conversition Social Media Market Research &#187; emotions</title>
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		<title>Sentiment Analysis 101</title>
		<link>http://www.conversition.com/sentiment-analysis-101/</link>
		<comments>http://www.conversition.com/sentiment-analysis-101/#comments</comments>
		<pubDate>Fri, 17 Jul 2009 18:04:32 +0000</pubDate>
		<dc:creator>Conversition Team</dc:creator>
				<category><![CDATA[tweetfeel]]></category>
		<category><![CDATA[chuck norris]]></category>
		<category><![CDATA[conversition]]></category>
		<category><![CDATA[emotions]]></category>
		<category><![CDATA[feelings]]></category>
		<category><![CDATA[sentiment]]></category>

		<guid isPermaLink="false">http://www.conversition.com/?p=496</guid>
		<description><![CDATA[tweetfeel gives you a taste of it, but really, what is sentiment analysis all about? At it&#8217;s most basic level, sentiment analysis involves reviewing messages or conversations and evaluating the writer&#8217;s opinion towards the topic. For instance, someone who tweets a message such as &#8220;I like Chuck Norris&#8221; is telling people they have a positive [...]]]></description>
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<p><a href="http://www.tweetfeel.com"><span style="color: #0000ff;"><strong>tweet</strong></span><strong><span style="color: #ffcc00;">feel</span></strong></a> gives you a taste of it, but really, what is sentiment analysis all about?</p>
<p>At it&#8217;s most basic level, sentiment analysis involves reviewing messages or conversations and evaluating the writer&#8217;s opinion towards the topic. For instance, someone who tweets a message such as &#8220;I like Chuck Norris&#8221; is telling people they have a positive opinion towards Chuck Norris. On the other hand, someone who writes &#8220;Chuck Norris sucks&#8221; clearly has a negative opinion. After assembling all of the messages that mention Chuck Norris, one can easily bucket them into messages with positive opinions and messages with negative opinions.</p>
<p>But, the easy part isn&#8217;t so easy. First, one needs to determine which sentiments are positive or negative. Obviously, we&#8217;re talking automated sentiment analysis so we need some solid indicators for positive opinions such as words like happy, love, or delightful. Solid indicators for negative opinions would be words such as hate, stupid, or ugly. Simply coming up with that list is difficult enough, but some words just aren&#8217;t so easy to assign to buckets. For instance, is &#8220;Way to go&#8221; positive or negative? People often use this phrase in a positive way but in recent years, it has become a very sarcastic remark that one uses in a negative fashion. The written word is full of words and phrases that have contradictory, ambiguous, or sarcastic meanings. Humans can only catch about 85% of those which means it&#8217;s pretty much impossible for an automated process to catch all of them either.</p>
<p>Another problem with bucketing messages is that people don&#8217;t think linearly. If I say &#8220;I love Chuck Norris and football sucks,&#8221; it&#8217;s clear to people that I&#8217;ve messaged two distinct opinions about two distinct topics. Once you start getting into more complicated grammar though, it can become impossible to tell which topic was rated which way. Automated evaluations of the message have a much harder time differentiating the two. It&#8217;s a topic of great interest to academics and eventually, we&#8217;ll figure it out.</p>
<p>In the end though, it&#8217;s not about individual messages. It&#8217;s not about me and what I have to say. It doesn&#8217;t matter that your uncle Bob is always wrong and that your Aunt Mary doesn&#8217;t know who Chuck Norris is. It doesn&#8217;t matter that 5% or 10% of the messages are in the wrong bucket. What matters is the collective wisdom, the wisdom that comes from large sample sizes. When you average opinions across hundreds or thousands of people, the final answer is usually the right one.</p>
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		<title>TweetFeel Testimonials</title>
		<link>http://www.conversition.com/tweetfeel-testimonials/</link>
		<comments>http://www.conversition.com/tweetfeel-testimonials/#comments</comments>
		<pubDate>Wed, 15 Jul 2009 18:55:09 +0000</pubDate>
		<dc:creator>Conversition Team</dc:creator>
				<category><![CDATA[footer]]></category>
		<category><![CDATA[Recent Blog Post (Footer)]]></category>
		<category><![CDATA[tweetfeel]]></category>
		<category><![CDATA[emotions]]></category>
		<category><![CDATA[feelings]]></category>
		<category><![CDATA[sentiment]]></category>

		<guid isPermaLink="false">http://www.conversition.com/?p=535</guid>
		<description><![CDATA[0 more result since you started searching. Refresh to see them. Well, tweetfeel officially launched yesterday and we&#8217;ve had an amazing response! We are delighted to hear that so many people are having fun checking it out. In fact, so many people have been checking it out that we hit our Twitter API call rates [...]]]></description>
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<div id="results_update" class="minor-notification" style="display: none;"><span id="new_results_count">0</span> more result since you started searching. <a id="search_refresh_link" href="http://twitter.com/search?q=">Refresh</a> to see them.</div>
<p>Well, <a href="http://www.tweetfeel.com"><span style="color: #0000ff;"><strong>tweet</strong></span><span style="color: #ffff00;"><strong>feel</strong></span></a> officially launched yesterday and we&#8217;ve had an amazing response! We are delighted to hear that so many people are having fun checking it out. In fact, so many people have been checking it out that we hit our Twitter API call rates and haven&#8217;t been able to run everybody&#8217;s search! Don&#8217;t worry, though. We&#8217;re speeded things up from our end so you should see some improvements soon!</p>
<p>We&#8217;ve been reading all the comments people are making about <a href="http://www.tweetfeel.com"><span style="color: #0000ff;"><strong>tweet</strong></span><span style="color: #ffff00;"><strong>feel</strong></span></a>.  You&#8217;re right, it&#8217;s not perfect nor will it ever be perfect. But, it&#8217;s fun, it&#8217;s pretty quick, it&#8217;s pretty accurate, and it&#8217;s free. How can anyone resist that?</p>
<p>Below are just a few testimonials from our friends. Thanks guys!</p>
<ol id="timeline" class="statuses">
<li id="status_2633167307" class="hentry status u-bootdisk">
<div class="listable"><span class="thumb vcard author"><a class="url" href="http://twitter.com/bootdisk"><img class="photo fn" src="http://s3.amazonaws.com/twitter_production/profile_images/78332476/Bootdisk_normal.jpg" alt="Lee Fisher" width="48" height="48" /></a></span><span class="status-body"><strong><a class="screen-name" title="Lee Fisher" href="http://twitter.com/bootdisk"> bootdisk</a></strong><span class="entry-content"> If you&#8217;ve not checked out <a rel="nofollow" href="http://www.tweetfeel.com/" target="_blank">http://www.tweetfeel.com/</a> yet &#8211; have a look, interesting way of measuring &#8216;feelings&#8217; towards people&#8217;s tweets!</span></span></div>
</li>
<li id="status_2632563777" class="hentry status u-chrish10">
<div class="listable"><span class="thumb vcard author"><a class="url" href="http://twitter.com/chrish10"><img class="photo fn" src="http://s3.amazonaws.com/twitter_production/profile_images/118506651/ch2_normal.JPG" alt="chris hall" width="48" height="48" /></a></span><span class="status-body"><strong><a class="screen-name" title="chris hall" href="http://twitter.com/chrish10"> chrish10</a></strong><span class="entry-content"> @<a href="http://twitter.com/VolumeGroup">VolumeGroup</a> im impressed with <a class="hashtag" title="#tweetfeel" href="http://twitter.com/search?q=%23tweetfeel">#tweetfeel</a>, looks very good and extremely useful</span></span></div>
</li>
<li id="status_2631889854" class="hentry status u-LenKendall">
<div class="listable"><span class="thumb vcard author"><a class="url" href="http://twitter.com/LenKendall"><img class="photo fn" src="http://s3.amazonaws.com/twitter_production/profile_images/308497937/fbnew4959_818601693618_13703232_47457402_5506151_n_normal.jpg" alt="Len Kendall" width="48" height="48" /></a></span><span class="status-body"><strong><a class="screen-name" title="Len Kendall" href="http://twitter.com/LenKendall"> LenKendall</a></strong><span class="entry-content"> Have you checked out Tweetfeel.com? It&#8217;s a very cool tweet sentiment application. Simple/Pretty interface. <a rel="nofollow" href="http://is.gd/1ytSQ" target="_blank">http://is.gd/1ytSQ</a></span><span class="meta entry-meta"> </span></span></div>
</li>
<li id="status_2630670492" class="hentry status u-zoodigital">
<div class="listable"><span class="thumb vcard author"><a class="url" href="http://twitter.com/zoodigital"><img class="photo fn" src="http://s3.amazonaws.com/twitter_production/profile_images/65412124/ZOO_ICON_normal.jpg" alt="ZOO." width="48" height="48" /></a></span><span class="status-body"><strong><a class="screen-name" title="ZOO." href="http://twitter.com/zoodigital"> zoodigital</a></strong><span class="entry-content"> Nice twitter tool &#8211; <a rel="nofollow" href="http://www.tweetfeel.com/" target="_blank">http://www.tweetfeel.com</a></span><span class="meta entry-meta"> </span></span></div>
</li>
<li id="status_2630299196" class="hentry status u-Legend_Kiiller">
<div class="listable"><span class="thumb vcard author"><a class="url" href="http://twitter.com/Legend_Kiiller"><img class="photo fn" src="http://s3.amazonaws.com/twitter_production/profile_images/290425977/IMG00163_normal.jpg" alt="Carlos Duran" width="48" height="48" /></a></span><span class="status-body"><strong><a class="screen-name" title="Carlos Duran" href="http://twitter.com/Legend_Kiiller"> Legend_Kiiller</a></strong><span class="entry-content"> Crazy! RT @<a href="http://twitter.com/mashable">mashable</a>: TweetFeel: Real-Time Sentiment Search for Twitter &#8211; <a rel="nofollow" href="http://bit.ly/JpBsj" target="_blank">http://bit.ly/JpBsj</a></span><span class="meta entry-meta"><a class="entry-date" rel="bookmark" href="http://twitter.com/Legend_Kiiller/status/2630299196"><span class="published">about </span></a></span></span></div>
</li>
<li id="status_2630188072" class="hentry status u-wearelondon">
<div class="listable"><span class="thumb vcard author"><a class="url" href="http://twitter.com/wearelondon"><img class="photo fn" src="http://s3.amazonaws.com/twitter_production/profile_images/74745314/we_logo_normal.gif" alt="Chris Averill" width="48" height="48" /></a></span><span class="status-body"><strong><a class="screen-name" title="Chris Averill" href="http://twitter.com/wearelondon"> wearelondon</a></strong><span class="entry-content"> tweetfeel.com cool error msg &#8220;We have failed you and we are sorry.Try another search term &amp; we promise, we&#8217;ll do better&#8230;&#8221; (@<a href="http://twitter.com/AndrewGrill">AndrewGrill</a>)</span><span class="meta entry-meta"> </span></span></div>
</li>
<li id="status_2629340410" class="hentry status u-hridayramshenoy">
<div class="listable"><span class="thumb vcard author"><a class="url" href="http://twitter.com/hridayramshenoy"><img class="photo fn" src="http://s3.amazonaws.com/twitter_production/profile_images/276009834/green_2859_Self_shot_-_socnet_thumbnail_normal.jpg" alt="Hriday Ram Shenoy" width="48" height="48" /></a></span><span class="status-body"><strong><a class="screen-name" title="Hriday Ram Shenoy" href="http://twitter.com/hridayramshenoy"> hridayramshenoy</a></strong><span class="entry-content"> checking out TweetFeel. Damn good idea.</span><span class="meta entry-meta"> </span></span></div>
<div><a id="status_star_2629340410" class="fav-action fav" title="un-favorite this update"> </a><a class="reply" title="reply to hridayramshenoy" href="http://twitter.com/home?status=@hridayramshenoy%20&amp;in_reply_to_status_id=2629340410&amp;in_reply_to=hridayramshenoy"> </a></div>
</li>
<li id="status_2625741490" class="hentry status u-vishnugopal">
<div class="listable"><span class="thumb vcard author"><a class="url" href="http://twitter.com/vishnugopal"><img class="photo fn" src="http://s3.amazonaws.com/twitter_production/profile_images/52142395/me-blue_normal.jpg" alt="Vishnu Gopal" width="48" height="48" /></a></span><span class="status-body"><strong><a class="screen-name" title="Vishnu Gopal" href="http://twitter.com/vishnugopal"> </a><a class="screen-name" title="Vishnu Gopal" href="http://twitter.com/vishnugopal">vishnugopal</a></strong><span class="entry-content"> TweetFeel &#8211; Really cool. Try Windows Vista or Macbook pro <a rel="nofollow" href="http://tr.im/sdwU" target="_blank">http://tr.im/sdwU</a> (via @<a href="http://twitter.com/brupm">brupm</a>)</span><span class="meta entry-meta"> </span></span></div>
</li>
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