README.markdown in stringfu-0.0.3 vs README.markdown in stringfu-0.0.4

@@ -1,3 +1,36 @@
 # StringFu
 
 StringFu are some simple methods to manipulate strings in order for them to be cleaned up for Natural Language Processing (NLP).
+
+## Install StringFu
+
+    gem install stringfu
+
+## Usage
+
+    wtf = 'Charlie the Unicorn is a potty mouth. He\'ll say things like, @!@#% !@$%$[@#$^!)'
+
+punc_strip will strip away all standard punctation.
+  
+    wtf.punc_strip  # => "Charlie the Unicorn is a potty mouth He'll say things like  "
+
+punc_gsub will replace punctionation with spaces if given no arguments
+
+    wtf.punc_gsub   # => "Charlie the Unicorn is a potty mouth  He'll say things like                    "
+
+punc_gsub can also take arguments
+
+    wtf.punc_gsub "?"   # => "Charlie the Unicorn is a potty mouth? He'll say things like? ????? ????????????"
+
+ngrams will generate ngrams for any string and returns an array of numbers corresponding to the ngrams
+
+    ftw = "I choose Whoppie Goldberg for the Win!"
+    ftw.ngrams  # => [1, 2, 3, 4, 5, 6, 7]
+    
+    ftw.unigrams  # => ["I", "choose", "Whoppie", "Goldberg", "for", "the", "Win!"]
+    ftw.bigrams   # => ["I choose", "choose Whoppie", "Whoppie Goldberg", "Goldberg for", "for the", "the Win!"]
+    ftw.trigrams  # => ["I choose Whoppie", "choose Whoppie Goldberg", "Whoppie Goldberg for", "Goldberg for the", "for the Win!"]
+    ftw._4grams   # => ["I choose Whoppie Goldberg", "choose Whoppie Goldberg for", "Whoppie Goldberg for the", "Goldberg for the Win!"]
+
+    ftw.ngrams 3..6   # => [3, 4, 5, 6]
+    ftw.ngrams 2, 7, 3..4   # => [2, 3, 4, 7]