diff --git a/.rvmrc b/.rvmrc
index 7eabdcc..975a479 100644
--- a/.rvmrc
+++ b/.rvmrc
@@ -1 +1,2 @@
-rvm use jruby-1.6.6
\ No newline at end of file
+rvm use jruby-1.6.7
+export JRUBY_OPTS=--1.9
\ No newline at end of file
diff --git a/Gemfile b/Gemfile
index 293cb17..873af94 100644
--- a/Gemfile
+++ b/Gemfile
@@ -1,11 +1,12 @@
 source 'https://rubygems.org'
 
-gem 'rails', '3.2.1'
+gem 'rails', '3.2.0'
 
 # Bundle edge Rails instead:
 # gem 'rails', :git => 'git://github.com/rails/rails.git'
 
-gem 'sqlite3'
+# gem 'sqlite3'
+# gem 'mysql2'
 
 
 # Gems used only for assets and not required
diff --git a/Gemfile.lock b/Gemfile.lock
index 6f5da20..ef57838 100644
--- a/Gemfile.lock
+++ b/Gemfile.lock
@@ -1,31 +1,31 @@
 GEM
   remote: https://rubygems.org/
   specs:
-    actionmailer (3.2.1)
-      actionpack (= 3.2.1)
+    actionmailer (3.2.0)
+      actionpack (= 3.2.0)
       mail (~> 2.4.0)
-    actionpack (3.2.1)
-      activemodel (= 3.2.1)
-      activesupport (= 3.2.1)
+    actionpack (3.2.0)
+      activemodel (= 3.2.0)
+      activesupport (= 3.2.0)
       builder (~> 3.0.0)
       erubis (~> 2.7.0)
-      journey (~> 1.0.1)
+      journey (~> 1.0.0)
       rack (~> 1.4.0)
       rack-cache (~> 1.1)
       rack-test (~> 0.6.1)
       sprockets (~> 2.1.2)
-    activemodel (3.2.1)
-      activesupport (= 3.2.1)
+    activemodel (3.2.0)
+      activesupport (= 3.2.0)
       builder (~> 3.0.0)
-    activerecord (3.2.1)
-      activemodel (= 3.2.1)
-      activesupport (= 3.2.1)
+    activerecord (3.2.0)
+      activemodel (= 3.2.0)
+      activesupport (= 3.2.0)
       arel (~> 3.0.0)
       tzinfo (~> 0.3.29)
-    activeresource (3.2.1)
-      activemodel (= 3.2.1)
-      activesupport (= 3.2.1)
-    activesupport (3.2.1)
+    activeresource (3.2.0)
+      activemodel (= 3.2.0)
+      activesupport (= 3.2.0)
+    activesupport (3.2.0)
       i18n (~> 0.6)
       multi_json (~> 1.0)
     arel (3.0.2)
@@ -36,7 +36,7 @@ GEM
     coffee-script (2.2.0)
       coffee-script-source
       execjs
-    coffee-script-source (1.2.0)
+    coffee-script-source (1.3.1)
     erubis (2.7.0)
     execjs (1.3.0)
       multi_json (~> 1.0)
@@ -47,6 +47,7 @@ GEM
       railties (>= 3.2.0, < 5.0)
       thor (~> 0.14)
     json (1.6.6)
+    json (1.6.6-java)
     mail (2.4.4)
       i18n (>= 0.4.0)
       mime-types (~> 1.16)
@@ -61,17 +62,17 @@ GEM
       rack
     rack-test (0.6.1)
       rack (>= 1.0)
-    rails (3.2.1)
-      actionmailer (= 3.2.1)
-      actionpack (= 3.2.1)
-      activerecord (= 3.2.1)
-      activeresource (= 3.2.1)
-      activesupport (= 3.2.1)
+    rails (3.2.0)
+      actionmailer (= 3.2.0)
+      actionpack (= 3.2.0)
+      activerecord (= 3.2.0)
+      activeresource (= 3.2.0)
+      activesupport (= 3.2.0)
       bundler (~> 1.0)
-      railties (= 3.2.1)
-    railties (3.2.1)
-      actionpack (= 3.2.1)
-      activesupport (= 3.2.1)
+      railties (= 3.2.0)
+    railties (3.2.0)
+      actionpack (= 3.2.0)
+      activesupport (= 3.2.0)
       rack-ssl (~> 1.3.2)
       rake (>= 0.8.7)
       rdoc (~> 3.4)
@@ -88,7 +89,6 @@ GEM
       hike (~> 1.2)
       rack (~> 1.0)
       tilt (~> 1.1, != 1.3.0)
-    sqlite3 (1.3.5)
     thor (0.14.6)
     tilt (1.3.3)
     treetop (1.4.10)
@@ -100,12 +100,12 @@ GEM
       multi_json (>= 1.0.2)
 
 PLATFORMS
+  java
   ruby
 
 DEPENDENCIES
   coffee-rails (~> 3.2.1)
   jquery-rails
-  rails (= 3.2.1)
+  rails (= 3.2.0)
   sass-rails (~> 3.2.3)
-  sqlite3
   uglifier (>= 1.0.3)
diff --git a/app/assets/javascripts/sentiment_predictor.js.coffee b/app/assets/javascripts/sentiment_predictor.js.coffee
new file mode 100644
index 0000000..7615679
--- /dev/null
+++ b/app/assets/javascripts/sentiment_predictor.js.coffee
@@ -0,0 +1,3 @@
+# Place all the behaviors and hooks related to the matching controller here.
+# All this logic will automatically be available in application.js.
+# You can use CoffeeScript in this file: http://jashkenas.github.com/coffee-script/
diff --git a/app/assets/stylesheets/sentiment_predictor.css.scss b/app/assets/stylesheets/sentiment_predictor.css.scss
new file mode 100644
index 0000000..5290197
--- /dev/null
+++ b/app/assets/stylesheets/sentiment_predictor.css.scss
@@ -0,0 +1,3 @@
+// Place all the styles related to the SentimentPredictor controller here.
+// They will automatically be included in application.css.
+// You can use Sass (SCSS) here: http://sass-lang.com/
diff --git a/app/controllers/sentiment_predictor_controller.rb b/app/controllers/sentiment_predictor_controller.rb
new file mode 100644
index 0000000..c312187
--- /dev/null
+++ b/app/controllers/sentiment_predictor_controller.rb
@@ -0,0 +1,46 @@
+require 'java'
+
+# Set the weka home
+ENV['WEKA_HOME'] = File.join(Rails.root, '/lib/weka-3-7-5/packages')
+require Rails.root + 'lib/weka-3-7-5/packages/packages/LibSVM/LibSVM.jar'
+require Rails.root + 'lib/weka-3-7-5/packages/packages/LibSVM/lib/libsvm.jar'
+require Rails.root + 'lib/weka-3-7-5/packages/packages/LibLINEAR/LibLINEAR.jar'
+require Rails.root + 'lib/weka-3-7-5/packages/packages/LibSVM/lib/libsvm.jar'
+require Rails.root + 'lib/weka-3-7-5/packages/packages/LibLINEAR/lib/liblinear-1.8.jar'
+require Rails.root + 'lib/weka-3-7-5/weka.jar'
+
+include_class "weka.core.Instances"
+include_class "weka.core.Instance"
+include_class "java.io.FileReader"
+include_class "weka.core.Utils"
+include_class "weka.core.SerializationHelper"
+include_class "weka.core.DenseInstance"
+include_class "weka.core.SparseInstance"
+
+
+
+
+class SentimentPredictorController < ApplicationController
+  def index
+    
+    @arff ||= FileReader.new(Rails.root.join("data/sentiment.arff").to_s)
+    @classifier ||= SerializationHelper.read(Rails.root.join("models/sentiment.model").to_s)
+    
+    @data ||= begin
+      Instances.new(@arff,1).tap do |data|
+        data.setClassIndex data.num_attributes - 1 if data.class_index == -1
+      end
+    end
+    
+    instance = SparseInstance.new(@data.num_attributes)
+    instance.set_dataset(@data)
+    instance.set_value(@data.attribute(0), params[:text])
+    
+    result = @classifier.distribution_for_instance(instance).first
+    
+    render :text => result    
+  end
+  
+  def create
+  end
+end
diff --git a/app/helpers/sentiment_predictor_helper.rb b/app/helpers/sentiment_predictor_helper.rb
new file mode 100644
index 0000000..7a98c1c
--- /dev/null
+++ b/app/helpers/sentiment_predictor_helper.rb
@@ -0,0 +1,2 @@
+module SentimentPredictorHelper
+end
diff --git a/app/views/sentiment_predictor/index.html.erb b/app/views/sentiment_predictor/index.html.erb
new file mode 100644
index 0000000..028081e
--- /dev/null
+++ b/app/views/sentiment_predictor/index.html.erb
@@ -0,0 +1,3 @@
+<h1>Sentiment Predictor</h1>
+
+<%= form_for %>
\ No newline at end of file
diff --git a/config/application.rb b/config/application.rb
index a55b2c8..51c0a1e 100644
--- a/config/application.rb
+++ b/config/application.rb
@@ -1,6 +1,12 @@
 require File.expand_path('../boot', __FILE__)
 
-require 'rails/all'
+# Pick the frameworks you want:
+# require "active_record/railtie"
+require "action_controller/railtie"
+require "action_mailer/railtie"
+require "active_resource/railtie"
+require "sprockets/railtie"
+require "rails/test_unit/railtie"
 
 if defined?(Bundler)
   # If you precompile assets before deploying to production, use this line
diff --git a/config/database.yml b/config/database.yml
deleted file mode 100644
index 51a4dd4..0000000
--- a/config/database.yml
+++ /dev/null
@@ -1,25 +0,0 @@
-# SQLite version 3.x
-#   gem install sqlite3
-#
-#   Ensure the SQLite 3 gem is defined in your Gemfile
-#   gem 'sqlite3'
-development:
-  adapter: sqlite3
-  database: db/development.sqlite3
-  pool: 5
-  timeout: 5000
-
-# Warning: The database defined as "test" will be erased and
-# re-generated from your development database when you run "rake".
-# Do not set this db to the same as development or production.
-test:
-  adapter: sqlite3
-  database: db/test.sqlite3
-  pool: 5
-  timeout: 5000
-
-production:
-  adapter: sqlite3
-  database: db/production.sqlite3
-  pool: 5
-  timeout: 5000
diff --git a/config/environments/development.rb b/config/environments/development.rb
index 414d425..0fe82d0 100644
--- a/config/environments/development.rb
+++ b/config/environments/development.rb
@@ -22,12 +22,6 @@
   # Only use best-standards-support built into browsers
   config.action_dispatch.best_standards_support = :builtin
 
-  # Raise exception on mass assignment protection for Active Record models
-  config.active_record.mass_assignment_sanitizer = :strict
-
-  # Log the query plan for queries taking more than this (works
-  # with SQLite, MySQL, and PostgreSQL)
-  config.active_record.auto_explain_threshold_in_seconds = 0.5
 
   # Do not compress assets
   config.assets.compress = false
diff --git a/config/environments/production.rb b/config/environments/production.rb
index 5b6d029..de98333 100644
--- a/config/environments/production.rb
+++ b/config/environments/production.rb
@@ -61,7 +61,4 @@
   # Send deprecation notices to registered listeners
   config.active_support.deprecation = :notify
 
-  # Log the query plan for queries taking more than this (works
-  # with SQLite, MySQL, and PostgreSQL)
-  # config.active_record.auto_explain_threshold_in_seconds = 0.5
 end
diff --git a/config/routes.rb b/config/routes.rb
index f389cdb..1ff2096 100644
--- a/config/routes.rb
+++ b/config/routes.rb
@@ -1,4 +1,6 @@
 Mlexample::Application.routes.draw do
+  resources :sentiment_predictor
+  
   # The priority is based upon order of creation:
   # first created -> highest priority.
 
diff --git a/lib/sentiment/train.rb b/lib/sentiment/train.rb
index a0c3d19..783c93d 100644
--- a/lib/sentiment/train.rb
+++ b/lib/sentiment/train.rb
@@ -26,8 +26,8 @@
 
 arff_file = File.dirname(__FILE__) + "/../../data/sentiment.arff"
 
-# options = "weka.classifiers.meta.FilteredClassifier -F \"weka.filters.unsupervised.attribute.StringToWordVector -R first-last -P wv- -W 50000 -prune-rate -1.0 -T -N 0 -L -stemmer weka.core.stemmers.NullStemmer -M 1 -tokenizer \\\"weka.core.tokenizers.NGramTokenizer -delimiters \\\\\\\" \\\\\\\\\\r\\\\\\\\\\n\\\\\\\\\\t.,;:\\\\\\\\\\'\\\\\\\\\\\\\\\"()?!\\\\\\\" -max 2 -min 1\\\"\" -W weka.classifiers.functions.LibLINEAR -- -S 0 -C 1.0 -E 0.01 -B 1.0 -P"
-options = "weka.classifiers.meta.FilteredClassifier -F \"weka.filters.unsupervised.attribute.StringToWordVector -R first-last -P wv- -W 1000 -prune-rate -1.0 -T -N 0 -L -stemmer weka.core.stemmers.NullStemmer -M 1 \" -W weka.classifiers.functions.LibLINEAR -- -S 0 -C 1.0 -E 0.01 -B 1.0 -P"
+options = "weka.classifiers.meta.FilteredClassifier -F \"weka.filters.unsupervised.attribute.StringToWordVector -R first-last -P wv- -W 50000 -prune-rate -1.0 -T -N 0 -L -stemmer weka.core.stemmers.NullStemmer -M 1 -tokenizer \\\"weka.core.tokenizers.NGramTokenizer -delimiters \\\\\\\" \\\\\\\\\\r\\\\\\\\\\n\\\\\\\\\\t.,;:\\\\\\\\\\'\\\\\\\\\\\\\\\"()?!\\\\\\\" -max 2 -min 1\\\"\" -W weka.classifiers.functions.LibLINEAR -- -S 0 -C 1.0 -E 0.01 -B 1.0 -P"
+# options = "weka.classifiers.meta.FilteredClassifier -F \"weka.filters.unsupervised.attribute.StringToWordVector -R first-last -P wv- -W 1000 -prune-rate -1.0 -T -N 0 -L -stemmer weka.core.stemmers.NullStemmer -M 1 \" -W weka.classifiers.functions.LibLINEAR -- -S 0 -C 1.0 -E 0.01 -B 1.0 -P"
 
 arff = FileReader.new(arff_file)
 data = Instances.new(arff)
diff --git a/lib/weka-3-7-5/packages/weka.log b/lib/weka-3-7-5/packages/weka.log
index 526f0e3..7ce3e8c 100644
--- a/lib/weka-3-7-5/packages/weka.log
+++ b/lib/weka-3-7-5/packages/weka.log
@@ -1,4 +1,4 @@
-2012-04-05 14:07:26 weka.gui.GUIChooser main
+2012-04-10 14:44:22 weka.gui.GUIChooser main
 INFO: Logging started
 Refreshing GOE props...
 ---Registering Weka Editors---
@@ -9,35 +9,47 @@ Trying to add database driver (JDBC): com.mckoi.JDBCDriver - Warning, not in CLA
 Trying to add database driver (JDBC): org.hsqldb.jdbcDriver - Warning, not in CLASSPATH?
 [KnowledgeFlow] Loading properties and plugins...
 [KnowledgeFlow] Initializing KF...
-2012-04-05 14:07:29 weka.gui.explorer.Explorer <init>
+2012-04-10 14:44:26 weka.gui.explorer.Explorer <init>
 INFO: Weka Explorer
-2012-04-05 14:07:29 weka.gui.explorer.Explorer <init>
+2012-04-10 14:44:26 weka.gui.explorer.Explorer <init>
 INFO: (c) 1999-2011 The University of Waikato, Hamilton, New Zealand
-2012-04-05 14:07:29 weka.gui.explorer.Explorer <init>
+2012-04-10 14:44:26 weka.gui.explorer.Explorer <init>
 INFO: web: http://www.cs.waikato.ac.nz/~ml/weka/
-2012-04-05 14:07:29 weka.gui.explorer.Explorer <init>
-INFO: Started on Thursday, 5 April 2012
-2012-04-05 14:07:49 weka.gui.explorer.PreprocessPanel$14 run
-INFO: Base relation is now Relationships (15570 instances)
-2012-04-05 14:07:59 weka.gui.explorer.AttributeSelectionPanel$10 run
+2012-04-10 14:44:26 weka.gui.explorer.Explorer <init>
+INFO: Started on Tuesday, 10 April 2012
+2012-04-10 14:44:37 weka.gui.explorer.PreprocessPanel$14 run
+INFO: Base relation is now Tweets (19999 instances)
+2012-04-10 14:44:54 weka.gui.explorer.PreprocessPanel$15 run
+INFO: Command: weka.filters.unsupervised.attribute.StringToWordVector -R first-last -P w- -W 1000 -prune-rate -1.0 -N 0 -L -stemmer weka.core.stemmers.NullStemmer -M 1 -tokenizer "weka.core.tokenizers.WordTokenizer -delimiters \" \\r\\n\\t.,;:\\\'\\\"()?!\""
+2012-04-10 14:44:55 weka.gui.explorer.PreprocessPanel$14 run
+INFO: Base relation is now Tweets-weka.filters.unsupervised.attribute.StringToWordVector-R1-Pw--W1000-prune-rate-1.0-N0-L-stemmerweka.core.stemmers.NullStemmer-M1-tokenizerweka.core.tokenizers.WordTokenizer -delimiters " \r\n\t.,;:\'\"()?!" (19999 instances)
+2012-04-10 14:45:07 weka.gui.explorer.AttributeSelectionPanel$10 run
 INFO: Started weka.attributeSelection.CfsSubsetEval
-2012-04-05 14:07:59 weka.gui.explorer.AttributeSelectionPanel$10 run
+2012-04-10 14:45:07 weka.gui.explorer.AttributeSelectionPanel$10 run
 INFO: Command: weka.attributeSelection.CfsSubsetEval -s "weka.attributeSelection.BestFirst -D 1 -N 5"
-2012-04-05 14:07:59 weka.gui.explorer.AttributeSelectionPanel$10 run
+2012-04-10 14:45:07 weka.gui.explorer.AttributeSelectionPanel$10 run
 INFO: Filter command: weka.filters.supervised.attribute.AttributeSelection -E "weka.attributeSelection.CfsSubsetEval " -S "weka.attributeSelection.BestFirst -D 1 -N 5"
-2012-04-05 14:07:59 weka.gui.explorer.AttributeSelectionPanel$10 run
+2012-04-10 14:45:07 weka.gui.explorer.AttributeSelectionPanel$10 run
 INFO: Meta-classifier command: weka.classifiers.meta.AttributeSelectedClassifier -E "weka.attributeSelection.CfsSubsetEval " -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W weka.classifiers.trees.J48 -- -C 0.25 -M 2
-2012-04-05 14:08:58 weka.gui.explorer.AttributeSelectionPanel$10 run
+2012-04-10 14:46:45 weka.gui.explorer.AttributeSelectionPanel$10 run
 INFO: Finished weka.attributeSelection.CfsSubsetEval weka.attributeSelection.BestFirst
-2012-04-05 14:10:16 weka.gui.explorer.PreprocessPanel$14 run
-INFO: Base relation is now Relationships (15579 instances)
-2012-04-05 14:10:28 weka.gui.explorer.AttributeSelectionPanel$10 run
+2012-04-10 14:47:13 weka.gui.explorer.AttributeSelectionPanel$10 run
 INFO: Started weka.attributeSelection.InfoGainAttributeEval
-2012-04-05 14:10:28 weka.gui.explorer.AttributeSelectionPanel$10 run
+2012-04-10 14:47:13 weka.gui.explorer.AttributeSelectionPanel$10 run
 INFO: Command: weka.attributeSelection.InfoGainAttributeEval -s "weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1"
-2012-04-05 14:10:28 weka.gui.explorer.AttributeSelectionPanel$10 run
+2012-04-10 14:47:13 weka.gui.explorer.AttributeSelectionPanel$10 run
 INFO: Filter command: weka.filters.supervised.attribute.AttributeSelection -E "weka.attributeSelection.InfoGainAttributeEval " -S "weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1"
-2012-04-05 14:10:28 weka.gui.explorer.AttributeSelectionPanel$10 run
+2012-04-10 14:47:13 weka.gui.explorer.AttributeSelectionPanel$10 run
 INFO: Meta-classifier command: weka.classifiers.meta.AttributeSelectedClassifier -E "weka.attributeSelection.InfoGainAttributeEval " -S "weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1" -W weka.classifiers.trees.J48 -- -C 0.25 -M 2
-2012-04-05 14:10:35 weka.gui.explorer.AttributeSelectionPanel$10 run
+2012-04-10 14:47:57 weka.gui.explorer.AttributeSelectionPanel$10 run
+INFO: Finished weka.attributeSelection.InfoGainAttributeEval weka.attributeSelection.Ranker
+2012-04-10 15:07:31 weka.gui.explorer.AttributeSelectionPanel$10 run
+INFO: Started weka.attributeSelection.InfoGainAttributeEval
+2012-04-10 15:07:31 weka.gui.explorer.AttributeSelectionPanel$10 run
+INFO: Command: weka.attributeSelection.InfoGainAttributeEval -s "weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1"
+2012-04-10 15:07:31 weka.gui.explorer.AttributeSelectionPanel$10 run
+INFO: Filter command: weka.filters.supervised.attribute.AttributeSelection -E "weka.attributeSelection.InfoGainAttributeEval " -S "weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1"
+2012-04-10 15:07:31 weka.gui.explorer.AttributeSelectionPanel$10 run
+INFO: Meta-classifier command: weka.classifiers.meta.AttributeSelectedClassifier -E "weka.attributeSelection.InfoGainAttributeEval " -S "weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1" -W weka.classifiers.trees.J48 -- -C 0.25 -M 2
+2012-04-10 15:12:51 weka.gui.explorer.AttributeSelectionPanel$10 run
 INFO: Finished weka.attributeSelection.InfoGainAttributeEval weka.attributeSelection.Ranker
diff --git a/models/sentiment.model b/models/sentiment.model
index cb0b246..4035bf9 100644
Binary files a/models/sentiment.model and b/models/sentiment.model differ
diff --git a/test/functional/sentiment_predictor_controller_test.rb b/test/functional/sentiment_predictor_controller_test.rb
new file mode 100644
index 0000000..05351f9
--- /dev/null
+++ b/test/functional/sentiment_predictor_controller_test.rb
@@ -0,0 +1,7 @@
+require 'test_helper'
+
+class SentimentPredictorControllerTest < ActionController::TestCase
+  # test "the truth" do
+  #   assert true
+  # end
+end
diff --git a/test/unit/helpers/sentiment_predictor_helper_test.rb b/test/unit/helpers/sentiment_predictor_helper_test.rb
new file mode 100644
index 0000000..b92ee3a
--- /dev/null
+++ b/test/unit/helpers/sentiment_predictor_helper_test.rb
@@ -0,0 +1,4 @@
+require 'test_helper'
+
+class SentimentPredictorHelperTest < ActionView::TestCase
+end