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tweet-collector's Introduction

Tweet Collector

Initial stages -- just collects tweets pertaining to a certain topic and stores them in a MongoDB.

Next steps -- do some cool analysis.

Run by entering "node testnodetwitter.js" on the command line.

Preprocessing ideas (some taken from http://www.cs.columbia.edu/~julia/papers/Agarwaletal11.pdf):

  1. Remove words beginning with "@"" (mentions) and URLs, delete "#" from hashtags
  2. Use emoticon dict to link emoticons with various levels of sentiment (http://en.wikipedia.org/wiki/List of emoticons)
  3. Use abbreviation dict to replace words like "lol" and "gr8" with their written out versions (http://noslang.com)
  4. Filter out "stop words" (those commonly ignored by search engines) (http://www.webconfs.com/stop-words.php)
  5. Replace words with repeating character sequences with 3 charactes: i.e. "coooooool" to "coool" to standardize yet also retain emphasis.
  6. Link negation words with the words they follow... i.e "isn't good" should mean that "good" is replaced by "NOT_good"
  7. run the

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