From 1891e58676eec1501eff192072023f49da106e5c Mon Sep 17 00:00:00 2001 From: Rishabh Jain Date: Tue, 7 May 2013 12:32:19 +0530 Subject: [PATCH 1/7] Sentiment Value Agent --- app/assets/all.csv | 1031 ++++++++++++++++++++ app/models/agents/sentiment_value_agent.rb | 83 ++ 2 files changed, 1114 insertions(+) create mode 100644 app/assets/all.csv create mode 100644 app/models/agents/sentiment_value_agent.rb diff --git a/app/assets/all.csv b/app/assets/all.csv new file mode 100644 index 00000000..f07c4ced --- /dev/null +++ b/app/assets/all.csv @@ -0,0 +1,1031 @@ +Description,Word No.,Valence Mean,Valence SD,Arousal Mean,Arousal SD,Dominance Mean,Dominance SD,Word Frequency +grin,773,7.40,1.87,5.27,2.64,6.00,1.86,13 +honest,210,7.70,1.43,5.32,1.92,6.24,2.13,47 +gripe,774,3.14,1.56,5.00,2.19,4.67,1.79,. +honey,792,6.73,1.70,4.51,2.25,5.44,1.47,25 +guillotine,196,2.48,2.11,6.56,2.54,4.64,2.63,. +honor,211,7.66,1.24,5.90,1.83,6.70,2.04,66 +guilty,197,2.63,1.98,6.04,2.76,3.09,2.22,29 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valence or happiness index),`active-passive` (arousal), and `strong-weak` (dominance) score. It will output a value between 1 and 9. Make sure the content this agent is running on have sufficient length. + Add more stuff + MD + + event_description <<-MD + Events look like: + { + :valence => 4.5 + :arousal => 4.5 + :dominance => 4.5 + } + MD + + default_schedule "every_1h" + + def default_options + { + + } + end + + def working? + true + end + + def receive(incoming_events) + incoming_events.each do |event| + self.memory[:queue] ||= [] + self.memory[:queue] << event.payload + end + end + + def validate_options + end + + def sentiment_hash + anew = {} + CSV.foreach Rails.root.join('app/assets/anew.csv') do |row| + anew[row[0]] = [row[2],row[4],row[6]].map {|val| val.to_f} + end + anew + end + + def sentiment_values(anew,text) + valence, arousal, dominance, freq = [0] * 4 + text.downcase.strip.gsub(/[^a-z ]/,"").split.each do |word| + if anew.has_key?(word) + valence += anew[word][0] + arousal += anew[word][1] + dominance += anew[word][2] + freq += 1 + end + end + if valence != 0 + [valence/freq, arousal/freq, dominance/freq] + else + ["Insufficient data for meaningful answer"] * 3 + end + + + end + + def check + if self.memory[:queue] && self.memory[:queue].length > 0 + anew = sentiment_hash + self.memory[:queue].each do |text| + if text[:message] + sent_values = sentiment_values anew, text[:message] + create_event :payload => {:content => text[:message], :valence => sent_values[0], :arousal => sent_values[1], :dominance => sent_values[2]} + end + end + self.memory[:queue] = [] + end + end + + + end +end \ No newline at end of file From 7985d1d1c65c03727d846fa7eb1cdc8f5bc92fbb Mon Sep 17 00:00:00 2001 From: Rishabh Jain Date: Tue, 7 May 2013 12:36:20 +0530 Subject: [PATCH 2/7] SentimentValueAgent Indentation --- app/models/agents/sentiment_value_agent.rb | 108 ++++++++++----------- 1 file changed, 52 insertions(+), 56 deletions(-) diff --git a/app/models/agents/sentiment_value_agent.rb b/app/models/agents/sentiment_value_agent.rb index 4e61c905..3d27f7f4 100644 --- a/app/models/agents/sentiment_value_agent.rb +++ b/app/models/agents/sentiment_value_agent.rb @@ -1,34 +1,34 @@ require 'csv' module Agents - class SentimentValueAgent < Agent - description <<-MD - The SentimentValueAgent generates `good-bad` (psychological valence or happiness index),`active-passive` (arousal), and `strong-weak` (dominance) score. It will output a value between 1 and 9. Make sure the content this agent is running on have sufficient length. - Add more stuff - MD + class SentimentValueAgent < Agent + description <<-MD + The SentimentValueAgent generates `good-bad` (psychological valence or happiness index),`active-passive` (arousal), and `strong-weak` (dominance) score. It will output a value between 1 and 9. Make sure the content this agent is running on have sufficient length. + Add more stuff + MD - event_description <<-MD - Events look like: - { - :valence => 4.5 - :arousal => 4.5 - :dominance => 4.5 - } - MD + event_description <<-MD + Events look like: + { + :valence => 4.5 + :arousal => 4.5 + :dominance => 4.5 + } + MD - default_schedule "every_1h" + default_schedule "every_1h" - def default_options - { + def default_options + { - } - end + } + end - def working? - true - end + def working? + true + end - def receive(incoming_events) + def receive(incoming_events) incoming_events.each do |event| self.memory[:queue] ||= [] self.memory[:queue] << event.payload @@ -39,45 +39,41 @@ module Agents end def sentiment_hash - anew = {} - CSV.foreach Rails.root.join('app/assets/anew.csv') do |row| - anew[row[0]] = [row[2],row[4],row[6]].map {|val| val.to_f} - end - anew + anew = {} + CSV.foreach Rails.root.join('app/assets/anew.csv') do |row| + anew[row[0]] = [row[2],row[4],row[6]].map {|val| val.to_f} + end + anew end def sentiment_values(anew,text) - valence, arousal, dominance, freq = [0] * 4 - text.downcase.strip.gsub(/[^a-z ]/,"").split.each do |word| - if anew.has_key?(word) - valence += anew[word][0] - arousal += anew[word][1] - dominance += anew[word][2] - freq += 1 - end - end - if valence != 0 - [valence/freq, arousal/freq, dominance/freq] - else - ["Insufficient data for meaningful answer"] * 3 - end - - + valence, arousal, dominance, freq = [0] * 4 + text.downcase.strip.gsub(/[^a-z ]/,"").split.each do |word| + if anew.has_key?(word) + valence += anew[word][0] + arousal += anew[word][1] + dominance += anew[word][2] + freq += 1 + end + end + if valence != 0 + [valence/freq, arousal/freq, dominance/freq] + else + ["Insufficient data for meaningful answer"] * 3 + end end def check - if self.memory[:queue] && self.memory[:queue].length > 0 - anew = sentiment_hash - self.memory[:queue].each do |text| - if text[:message] - sent_values = sentiment_values anew, text[:message] - create_event :payload => {:content => text[:message], :valence => sent_values[0], :arousal => sent_values[1], :dominance => sent_values[2]} - end - end - self.memory[:queue] = [] - end + if self.memory[:queue] && self.memory[:queue].length > 0 + anew = sentiment_hash + self.memory[:queue].each do |text| + if text[:message] + sent_values = sentiment_values anew, text[:message] + create_event :payload => {:content => text[:message], :valence => sent_values[0], :arousal => sent_values[1], :dominance => sent_values[2]} + end + end + self.memory[:queue] = [] + end end - - - end + end end \ No newline at end of file From a03126f132df48f46c153f41875e4dfddc5513c8 Mon Sep 17 00:00:00 2001 From: Rishabh Jain Date: Tue, 7 May 2013 12:45:24 +0530 Subject: [PATCH 3/7] SentimentalValueAgent cleanup --- app/models/agents/sentiment_value_agent.rb | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/app/models/agents/sentiment_value_agent.rb b/app/models/agents/sentiment_value_agent.rb index 3d27f7f4..7181533c 100644 --- a/app/models/agents/sentiment_value_agent.rb +++ b/app/models/agents/sentiment_value_agent.rb @@ -10,9 +10,10 @@ module Agents event_description <<-MD Events look like: { - :valence => 4.5 - :arousal => 4.5 - :dominance => 4.5 + :content => "The quick brown fox jumps over the lazy dog." + :valence => 6.199999 + :arousal => 5.432212 + :dominance => 4.346312 } MD From 5d63df8d18b237285fd1a796140428a73dbf9b24 Mon Sep 17 00:00:00 2001 From: Rishabh Jain Date: Wed, 8 May 2013 22:36:06 +0530 Subject: [PATCH 4/7] Added JSONPath --- app/models/agents/sentiment_value_agent.rb | 30 +- data/anew.csv | 1030 ++++++++++++++++++++ 2 files changed, 1047 insertions(+), 13 deletions(-) create mode 100644 data/anew.csv diff --git a/app/models/agents/sentiment_value_agent.rb b/app/models/agents/sentiment_value_agent.rb index 7181533c..76b8acd8 100644 --- a/app/models/agents/sentiment_value_agent.rb +++ b/app/models/agents/sentiment_value_agent.rb @@ -3,17 +3,18 @@ require 'csv' module Agents class SentimentValueAgent < Agent description <<-MD - The SentimentValueAgent generates `good-bad` (psychological valence or happiness index),`active-passive` (arousal), and `strong-weak` (dominance) score. It will output a value between 1 and 9. Make sure the content this agent is running on have sufficient length. - Add more stuff + The SentimentValueAgent generates `good-bad` (psychological valence or happiness index), `active-passive` (arousal), and `strong-weak` (dominance) score. It will output a value between 1 and 9. Make sure the content this agent is analyzing have sufficient length to get respectable results. + + Provide a JSONPath in `content` field where content is residing and set `expected_receive_period_in_days` to the maximum number of days you would allow to be passed between events being received by this agent. MD event_description <<-MD Events look like: { - :content => "The quick brown fox jumps over the lazy dog." - :valence => 6.199999 - :arousal => 5.432212 - :dominance => 4.346312 + :content => "The quick brown fox jumps over the lazy dog.", + :valence => 6.196666666666666, + :arousal => 4.993333333333333, + :dominance => 5.63 } MD @@ -21,12 +22,13 @@ module Agents def default_options { - + :content => "$.message.text", + :expected_receive_period_in_days => 1 } end def working? - true + last_receive_at && last_receive_at > options[:expected_receive_period_in_days].to_i.days.ago end def receive(incoming_events) @@ -37,12 +39,13 @@ module Agents end def validate_options + errors.add(:base, "content and expected_receive_period_in_days must be present") unless options[:content].present? && options[:expected_receive_period_in_days].present? end def sentiment_hash anew = {} - CSV.foreach Rails.root.join('app/assets/anew.csv') do |row| - anew[row[0]] = [row[2],row[4],row[6]].map {|val| val.to_f} + CSV.foreach Rails.root.join('data/anew.csv') do |row| + anew[row[0]] = row.values_at(2,4,6).map {|val| val.to_f} end anew end @@ -68,9 +71,10 @@ module Agents if self.memory[:queue] && self.memory[:queue].length > 0 anew = sentiment_hash self.memory[:queue].each do |text| - if text[:message] - sent_values = sentiment_values anew, text[:message] - create_event :payload => {:content => text[:message], :valence => sent_values[0], :arousal => sent_values[1], :dominance => sent_values[2]} + if Utils.values_at(text, options[:content])[0] + content = Utils.values_at(text, options[:content])[0] + sent_values = sentiment_values anew, content + create_event :payload => {:content => content, :valence => sent_values[0], :arousal => sent_values[1], :dominance => sent_values[2]} end end self.memory[:queue] = [] diff --git a/data/anew.csv b/data/anew.csv new file mode 100644 index 00000000..ecddcd3e --- /dev/null +++ b/data/anew.csv @@ -0,0 +1,1030 @@ 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+flirt,754,7.52,1.19,6.91,1.69,6.24,2.33,1 +golfer,535,5.61,1.93,3.73,2.26,5.55,1.79,3 +flood,755,3.19,1.66,6.00,2.02,3.24,2.14,19 +good,766,7.47,1.45,5.43,2.85,6.41,2.05,807 +flower,168,6.64,1.78,4.00,2.44,4.98,2.17,23 +gossip,767,3.48,2.33,5.74,2.38,3.57,2.26,13 +foam,756,6.07,2.03,5.26,2.54,5.24,1.97,37 +graduate,192,8.19,1.13,7.25,2.25,6.94,2.44,30 +food,514,7.65,1.37,5.92,2.11,6.18,2.48,147 +grass,768,6.12,1.44,4.14,2.11,5.44,1.36,53 +foot,757,5.02,0.93,3.27,1.98,4.98,1.42,70 +grateful,193,7.37,0.97,4.58,2.14,6.18,1.77,25 +fork,560,5.29,0.97,3.96,1.94,5.74,1.52,14 +greed,769,3.51,1.93,4.71,2.26,4.88,2.03,3 +foul,169,2.81,1.52,4.93,2.23,4.51,1.89,4 +green,194,6.18,2.05,4.28,2.46,4.82,2.05,116 +fragrance,170,6.07,1.97,4.79,2.54,5.14,1.91,6 +greet,770,7.00,1.52,5.27,2.31,5.95,2.07,7 +fraud,171,2.67,1.66,5.75,2.45,3.58,2.50,8 +grenade,771,3.60,1.88,5.70,2.52,4.29,2.50,3 +free,172,8.26,1.31,5.15,3.04,6.35,2.40,260 +grief,195,1.69,1.04,4.78,2.84,3.50,2.35,10 +freedom,173,7.58,2.04,5.52,2.72,6.76,2.29,128 +grime,772,3.37,1.34,3.98,2.29,4.47,1.28,. From fb0d38eac38e32a203ec12f4338fc6110c9e8a5f Mon Sep 17 00:00:00 2001 From: Rishabh Jain Date: Wed, 8 May 2013 22:50:41 +0530 Subject: [PATCH 5/7] Removed all.csv --- app/assets/all.csv | 1031 -------------------------------------------- 1 file changed, 1031 deletions(-) delete mode 100644 app/assets/all.csv diff --git a/app/assets/all.csv b/app/assets/all.csv deleted file mode 100644 index f07c4ced..00000000 --- a/app/assets/all.csv +++ /dev/null @@ -1,1031 +0,0 @@ -Description,Word No.,Valence Mean,Valence SD,Arousal Mean,Arousal SD,Dominance Mean,Dominance SD,Word Frequency -grin,773,7.40,1.87,5.27,2.64,6.00,1.86,13 -honest,210,7.70,1.43,5.32,1.92,6.24,2.13,47 -gripe,774,3.14,1.56,5.00,2.19,4.67,1.79,. -honey,792,6.73,1.70,4.51,2.25,5.44,1.47,25 -guillotine,196,2.48,2.11,6.56,2.54,4.64,2.63,. -honor,211,7.66,1.24,5.90,1.83,6.70,2.04,66 -guilty,197,2.63,1.98,6.04,2.76,3.09,2.22,29 -hooker,793,3.34,2.31,4.93,2.82,4.73,2.48,. -gun,593,3.47,2.48,7.02,1.84,3.53,2.72,118 -hope,794,7.05,1.96,5.44,2.47,5.52,2.20,178 -gymnast,515,6.35,1.79,5.02,2.20,5.31,1.79,1 -hopeful,212,7.10,1.46,5.78,2.09,5.41,1.92,12 -habit,775,4.11,1.77,3.95,2.11,4.30,1.79,23 -horror,213,2.76,2.25,7.21,2.14,4.63,2.70,17 -hairdryer,561,4.84,0.84,3.71,1.75,5.57,1.27,. -horse,214,5.89,1.55,3.89,2.17,4.67,1.60,117 -hairpin,776,5.26,1.45,3.27,2.41,5.05,1.32,1 -hospital,215,5.04,2.45,5.98,2.54,4.69,2.16,110 -hamburger,777,6.27,1.50,4.55,2.14,5.32,1.21,6 -hostage,216,2.20,1.80,6.76,2.63,2.83,2.32,2 -hammer,198,4.88,1.16,4.58,2.02,4.75,1.88,9 -hostile,217,2.73,1.50,6.44,2.28,4.85,2.58,19 -hand,778,5.95,1.38,4.40,2.07,5.35,1.49,431 -hotel,795,6.00,1.77,4.80,2.53,5.12,1.84,126 -handicap,779,3.29,1.69,3.81,2.27,4.00,2.24,6 -house,563,7.26,1.72,4.56,2.41,6.08,2.12,591 -handsome,199,7.93,1.47,5.95,2.73,5.19,2.22,40 -hug,218,8.00,1.55,5.35,2.76,5.79,2.41,3 -haphazard,780,4.02,1.41,4.07,2.18,4.29,1.67,2 -humane,796,6.89,1.70,4.50,1.91,5.70,1.91,5 -happy,200,8.21,1.82,6.49,2.77,6.63,2.43,98 -humble,219,5.86,1.42,3.74,2.33,4.76,2.25,18 -hard,781,5.22,1.82,5.12,2.19,5.59,1.63,202 -humiliate,797,2.24,1.34,6.14,2.42,2.60,1.94,. -hardship,782,2.45,1.61,4.76,2.55,4.22,2.40,9 -humor,220,8.56,0.81,5.50,2.91,6.08,2.14,47 -hat,783,5.46,1.36,4.10,2.00,5.39,1.43,56 -hungry,221,3.58,2.01,5.13,2.44,4.68,2.05,23 -hate,201,2.12,1.72,6.95,2.56,5.05,2.95,42 -hurricane,798,3.34,2.12,6.83,2.06,3.07,2.18,8 -hatred,202,1.98,1.92,6.66,2.56,4.30,2.76,20 -hurt,222,1.90,1.26,5.85,2.49,3.33,2.22,37 -hawk,536,5.88,1.62,4.39,2.29,5.50,1.69,14 -hydrant,564,5.02,0.93,3.71,1.75,5.53,1.30,. -hay,784,5.24,1.24,3.95,2.58,5.37,1.64,19 -icebox,799,4.95,1.00,4.17,2.11,5.05,1.05,3 -headache,203,2.02,1.06,5.07,2.74,3.60,1.98,5 -idea,800,7.00,1.34,5.86,1.81,6.26,2.00,195 -headlight,785,5.24,1.51,3.81,2.22,4.88,1.47,. -identity,801,6.57,1.99,4.95,2.24,6.40,1.89,55 -heal,786,7.09,1.46,4.77,2.23,5.79,1.80,2 -idiot,223,3.16,1.91,4.21,2.47,3.18,2.13,2 -health,204,6.81,1.88,5.13,2.35,5.83,1.91,105 -idol,802,6.12,1.86,4.95,2.14,5.37,2.17,7 -heart,787,7.39,1.53,6.34,2.25,5.49,2.11,173 -ignorance,803,3.07,2.25,4.39,2.49,4.41,2.38,16 -heaven,205,7.30,2.39,5.61,3.20,6.15,2.56,43 -illness,804,2.48,1.40,4.71,2.24,3.21,1.85,20 -hell,788,2.24,1.62,5.38,2.62,3.24,2.36,95 -imagine,805,7.32,1.52,5.98,2.14,7.07,1.99,61 -helpless,206,2.20,1.42,5.34,2.52,2.27,1.83,21 -immature,806,3.39,1.70,4.15,1.96,4.85,2.20,7 -heroin,789,4.36,2.73,5.11,2.72,4.80,2.54,2 -immoral,807,3.50,2.16,4.98,2.48,4.66,2.33,5 -hide,207,4.32,1.91,5.28,2.51,3.40,2.12,22 -impair,808,3.18,1.86,4.04,2.14,4.09,2.18,4 -highway,562,5.92,1.72,5.16,2.44,5.66,1.81,40 -impotent,224,2.81,1.92,4.57,2.59,3.43,2.43,2 -hinder,790,3.81,1.42,4.12,2.01,4.21,1.54,. -impressed,225,7.33,1.84,5.42,2.65,5.51,2.21,30 -history,208,5.24,2.01,3.93,2.29,4.83,2.08,286 -improve,226,7.65,1.16,5.69,2.15,6.08,2.25,39 -hit,594,4.33,2.35,5.73,2.09,4.88,2.01,115 -incentive,809,7.00,1.72,5.69,2.45,5.93,2.02,12 -holiday,791,7.55,2.14,6.59,2.73,6.30,2.17,17 -indifferent,810,4.61,1.28,3.18,1.85,4.84,1.67,11 -home,209,7.91,1.63,4.21,2.94,5.90,2.30,547 -industry,227,5.30,1.61,4.47,2.43,4.91,2.04,171 -infant,811,6.95,2.08,5.05,2.66,5.67,2.48,11 -kettle,832,5.22,0.91,3.22,2.23,5.00,1.40,3 -infatuation,516,6.73,2.08,7.02,1.87,4.90,2.28,4 -key,833,5.68,1.62,3.70,2.18,4.98,2.04,88 -infection,228,1.66,1.34,5.03,2.77,3.61,2.64,8 -kick,834,4.31,2.18,4.90,2.35,5.50,1.93,16 -inferior,812,3.07,1.57,3.83,2.05,2.78,2.08,7 -kids,835,6.91,1.99,5.27,2.36,5.07,2.03,32 -inhabitant,813,5.05,1.34,3.95,1.97,5.37,1.43,. -killer,244,1.89,1.39,7.86,1.89,4.54,3.11,21 -injury,595,2.49,1.76,5.69,2.06,3.57,1.62,27 -kind,245,7.59,1.67,4.46,2.55,5.95,1.93,313 -ink,229,5.05,0.81,3.84,1.88,4.61,2.13,7 -kindness,246,7.82,1.39,4.30,2.62,5.67,2.63,5 -innocent,814,6.51,1.34,4.21,1.99,5.28,2.08,37 -king,247,7.26,1.67,5.51,2.77,7.38,2.10,88 -insane,815,2.85,1.94,5.83,2.45,4.12,2.23,13 -kiss,248,8.26,1.54,7.32,2.03,6.93,2.28,17 -insect,816,4.07,2.16,4.07,2.46,4.56,2.47,14 -kitten,517,6.86,2.13,5.08,2.45,6.86,2.01,5 -insecure,230,2.36,1.33,5.56,2.34,2.33,1.95,3 -knife,596,3.62,2.18,5.80,2.00,4.12,2.18,76 -insolent,231,4.35,1.76,5.38,2.37,4.50,2.06,2 -knot,836,4.64,1.36,4.07,2.15,4.67,1.65,8 -inspire,232,6.97,1.91,5.00,2.53,6.34,2.11,3 -knowledge,249,7.58,1.32,5.92,2.32,6.78,2.41,145 -inspired,233,7.15,1.85,6.02,2.67,6.67,2.31,25 -lake,250,6.82,1.54,3.95,2.44,4.90,2.10,54 -insult,817,2.29,1.33,6.00,2.46,3.62,2.05,7 -lamb,837,5.89,1.73,3.36,2.18,4.91,1.96,7 -intellect,818,6.82,1.96,4.75,2.50,6.30,1.98,5 -lamp,838,5.41,1.00,3.80,2.12,5.27,1.61,18 -intercourse,819,7.36,1.57,7.00,2.07,6.40,1.78,9 -lantern,839,5.57,1.19,4.05,2.28,5.07,1.82,13 -interest,234,6.97,1.53,5.66,2.26,5.88,1.78,330 -laughter,251,8.45,1.08,6.75,2.50,6.45,2.45,22 -intimate,821,7.61,1.51,6.98,2.21,5.86,2.29,21 -lavish,840,6.21,2.03,4.93,2.40,5.64,1.61,3 -intruder,822,2.77,2.32,6.86,2.41,4.00,2.68,1 -lawn,841,5.24,0.86,4.00,1.79,5.37,1.11,15 -invader,823,3.05,2.01,5.50,2.40,4.00,2.60,1 -lawsuit,842,3.37,2.00,4.93,2.44,3.92,2.02,1 -invest,824,5.93,2.10,5.12,2.42,5.88,1.95,3 -lazy,843,4.38,2.02,2.65,2.06,4.07,1.93,9 -iron,565,4.90,1.02,3.76,2.06,5.10,1.27,43 -leader,844,7.63,1.59,6.27,2.18,7.88,1.60,74 -irritate,235,3.11,1.67,5.76,2.15,5.03,2.05,. -learn,252,7.15,1.49,5.39,2.22,6.34,2.17,84 -item,825,5.26,0.86,3.24,2.08,5.26,1.67,54 -legend,845,6.39,1.34,4.88,1.76,5.54,1.64,26 -jail,236,1.95,1.27,5.49,2.67,3.81,2.71,21 -leisurely,253,6.88,1.81,3.80,2.38,5.15,1.90,5 -jealousy,237,2.51,1.83,6.36,2.66,3.80,2.41,4 -leprosy,254,2.09,1.40,6.29,2.23,4.00,2.30,1 -jelly,238,5.66,1.44,3.70,2.29,4.53,1.77,3 -lesbian,597,4.67,2.45,5.12,2.27,5.35,2.20,. -jewel,239,7.00,1.72,5.38,2.54,5.59,2.19,1 -letter,846,6.61,1.59,4.90,2.37,5.73,1.48,145 -joke,826,8.10,1.36,6.74,1.84,6.15,1.86,22 -liberty,255,7.98,1.22,5.60,2.65,6.29,2.44,46 -jolly,827,7.41,1.92,5.57,2.80,6.39,1.72,4 -lice,256,2.31,1.78,5.00,2.26,3.95,2.29,2 -journal,828,5.14,1.49,4.05,1.96,5.26,1.42,42 -lie,257,2.79,1.92,5.96,2.63,3.30,2.42,59 -joy,240,8.60,0.71,7.22,2.13,6.28,2.15,40 -life,258,7.27,1.88,6.02,2.62,5.72,2.51,715 -joyful,241,8.22,1.22,5.98,2.54,6.60,1.80,1 -lightbulb,566,5.61,1.28,4.10,2.02,5.82,1.56,. -jug,829,5.24,1.65,3.88,2.15,5.05,1.62,6 -lighthouse,847,5.89,2.08,4.41,2.44,5.25,2.02,. -justice,242,7.78,1.35,5.47,2.54,6.47,2.26,114 -lightning,598,4.57,2.66,6.61,1.77,3.67,2.19,14 -kerchief,830,5.11,1.33,3.43,2.08,5.25,1.28,1 -limber,848,5.68,1.49,4.57,2.26,5.34,1.84,2 -kerosene,243,4.80,1.59,4.34,2.51,4.63,1.99,6 -lion,518,5.57,1.99,6.20,2.16,4.12,2.33,17 -ketchup,831,5.60,1.35,4.09,2.08,5.29,1.81,1 -listless,259,4.12,1.73,4.10,2.31,4.14,1.73,1 -lively,849,7.20,1.97,5.53,2.90,6.09,1.95,26 -memories,871,7.48,1.61,6.10,2.10,5.88,1.92,15 -locker,850,5.19,1.31,3.38,2.13,5.36,1.87,9 -memory,274,6.62,1.50,5.42,2.25,5.11,2.12,76 -loneliness,260,1.61,1.02,4.56,2.97,2.51,2.27,9 -menace,275,2.88,1.64,5.52,2.45,4.98,2.25,9 -lonely,261,2.17,1.76,4.51,2.68,2.95,2.12,25 -merry,872,7.90,1.49,5.90,2.42,6.64,1.66,8 -loser,851,2.25,1.48,4.95,2.57,3.02,2.17,1 -messy,873,3.15,1.73,3.34,2.37,4.75,2.15,3 -lost,852,2.82,1.83,5.82,2.62,2.86,1.64,173 -metal,874,4.95,1.17,3.79,1.96,5.38,1.40,61 -lottery,853,6.57,2.04,5.36,2.45,4.81,2.11,1 -method,875,5.56,1.76,3.85,2.58,5.67,1.58,142 -louse,262,2.81,1.92,4.98,2.03,3.57,2.26,3 -mighty,276,6.54,2.19,5.61,2.38,7.23,2.11,29 -love,263,8.72,0.70,6.44,3.35,7.11,2.56,232 -mildew,277,3.17,1.36,4.08,1.79,4.40,1.79,1 -loved,264,8.64,0.71,6.38,2.68,6.62,2.53,56 -milk,876,5.95,2.16,3.68,2.57,5.83,1.50,49 -loyal,265,7.55,1.90,5.16,2.42,6.91,2.23,18 -millionaire,278,8.03,1.42,6.14,2.70,6.97,2.40,2 -lucky,266,8.17,1.06,6.53,2.34,6.05,2.25,21 -mind,877,6.68,1.84,5.00,2.68,6.37,2.19,325 -lump,854,4.16,2.34,4.80,2.82,4.32,2.18,7 -miracle,279,8.60,0.71,7.65,1.67,5.35,2.58,16 -luscious,267,7.50,1.08,5.34,2.51,5.68,1.84,2 -mischief,878,5.57,2.05,5.76,1.95,5.56,1.88,5 -lust,519,7.12,1.62,6.88,1.85,5.49,2.27,5 -misery,879,1.93,1.60,5.17,2.69,2.55,1.45,15 -luxury,268,7.88,1.49,4.75,2.91,6.40,2.45,21 -mistake,880,2.86,1.79,5.18,2.42,3.86,2.42,34 -machine,855,5.09,1.67,3.82,2.40,5.23,2.06,103 -mobility,881,6.83,1.79,5.00,2.18,6.43,1.48,8 -mad,856,2.44,1.72,6.76,2.26,5.86,2.20,39 -modest,280,5.76,1.28,3.98,2.24,4.96,2.16,29 -madman,857,3.91,2.49,5.56,2.78,4.79,2.55,2 -mold,882,3.55,1.70,4.07,1.98,4.33,1.83,45 -maggot,269,2.06,1.47,5.28,2.96,4.03,2.09,2 -moment,281,5.76,1.65,3.83,2.29,4.81,1.92,246 -magical,858,7.46,1.64,5.95,2.36,5.73,2.19,12 -money,282,7.59,1.40,5.70,2.66,6.25,2.33,265 -mail,859,6.88,1.74,5.63,2.36,5.67,1.79,47 -month,283,5.15,1.09,4.03,1.77,4.85,1.14,130 -malaria,860,2.40,1.38,4.40,2.54,3.22,1.90,3 -moody,883,3.20,1.58,4.18,2.38,4.39,1.71,5 -malice,270,2.69,1.84,5.86,2.75,4.74,2.72,2 -moral,884,6.20,1.85,4.49,2.28,5.90,2.20,142 -man,537,6.73,1.70,5.24,2.31,5.53,2.23,1207 -morbid,284,2.87,2.14,5.06,2.68,4.34,2.50,1 -mangle,861,3.90,2.01,5.44,2.10,4.61,1.84,. -morgue,285,1.92,1.32,4.84,2.96,3.61,1.94,1 -maniac,862,3.76,2.00,5.39,2.46,4.22,2.07,4 -mosquito,885,2.80,1.91,4.78,2.72,4.51,2.15,1 -manner,863,5.64,1.34,4.56,1.78,5.05,1.83,124 -mother,286,8.39,1.15,6.13,2.71,5.74,2.37,216 -mantel,864,4.93,1.40,3.27,2.23,4.95,1.61,3 -mountain,287,6.59,1.66,5.49,2.43,5.46,2.36,33 -manure,865,3.10,1.74,4.17,2.09,4.67,1.36,6 -movie,288,6.86,1.81,4.93,2.54,5.00,1.79,29 -market,866,5.66,1.02,4.12,1.83,5.27,1.40,155 -mucus,886,3.34,2.29,3.41,2.17,4.80,1.83,2 -massacre,867,2.28,1.74,5.33,2.63,3.50,2.26,1 -muddy,887,4.44,2.07,4.13,2.13,4.73,1.77,10 -masterful,271,7.09,1.78,5.20,2.85,7.18,2.56,2 -muffin,888,6.57,2.04,4.76,2.42,5.51,1.63,. -masturbate,599,5.45,2.02,5.67,2.18,5.63,2.25,. -murderer,289,1.53,0.96,7.47,2.18,3.77,3.06,19 -material,868,5.26,1.29,4.05,2.34,5.12,1.45,174 -muscular,290,6.82,1.63,5.47,2.20,6.58,2.28,16 -measles,272,2.74,1.97,5.06,2.44,4.13,2.16,2 -museum,889,5.54,1.86,3.60,2.13,5.32,1.68,32 -medicine,869,5.67,2.06,4.40,2.36,4.70,1.91,30 -mushroom,567,5.78,2.22,4.72,2.33,5.52,2.10,2 -meek,273,3.87,1.69,3.80,2.13,3.67,2.23,10 -music,291,8.13,1.09,5.32,3.19,6.39,2.44,216 -melody,870,7.07,1.79,4.98,2.52,5.46,1.78,21 -mutation,890,3.91,2.44,4.84,2.52,4.07,2.10,. -mutilate,292,1.82,1.45,6.41,2.94,3.41,2.71,3 -orchestra,299,6.02,1.89,3.52,2.29,5.17,2.14,60 -mystic,891,6.00,2.21,4.84,2.57,5.52,1.93,3 -orgasm,920,8.32,1.31,8.10,1.45,6.83,2.18,7 -naked,892,6.34,2.42,5.80,2.80,6.00,2.05,32 -outdoors,521,7.47,1.80,5.92,2.55,6.27,2.24,6 -name,893,5.55,2.24,4.25,2.47,5.16,2.08,294 -outrage,921,3.52,2.12,6.83,2.26,5.26,2.72,4 -narcotic,894,4.29,2.30,4.93,2.57,4.44,2.43,2 -outstanding,922,7.75,1.75,6.24,2.59,6.40,2.29,37 -nasty,895,3.58,2.38,4.89,2.50,5.00,2.17,5 -overcast,923,3.65,1.61,3.46,1.92,4.20,1.79,9 -natural,896,6.59,1.57,4.09,2.37,5.57,1.69,156 -overwhelmed,300,4.19,2.61,7.00,2.37,3.89,2.58,4 -nature,293,7.65,1.37,4.37,2.51,4.95,2.72,191 -owl,522,5.80,1.31,3.98,1.87,5.82,1.62,2 -nectar,294,6.90,1.53,3.89,2.48,4.54,2.06,3 -pain,301,2.13,1.81,6.50,2.49,3.71,2.53,88 -needle,897,3.82,1.73,5.36,2.89,3.95,2.17,15 -paint,924,5.62,1.72,4.10,2.36,5.75,1.71,37 -neglect,898,2.63,1.64,4.83,2.31,3.85,2.29,12 -palace,302,7.19,1.78,5.10,2.75,5.69,2.17,38 -nervous,899,3.29,1.47,6.59,2.07,3.56,1.73,24 -pamphlet,925,4.79,1.05,3.62,2.02,4.63,1.48,3 -neurotic,900,4.45,2.23,5.13,2.76,4.41,2.05,10 -pancakes,523,6.08,1.83,4.06,2.13,5.76,1.61,. -news,901,5.30,1.67,5.17,2.11,4.60,1.88,102 -panic,601,3.12,1.84,7.02,2.02,3.20,1.67,22 -nice,902,6.55,2.44,4.38,2.69,5.58,2.20,75 -paper,303,5.20,1.21,2.50,1.85,4.47,1.67,157 -nightmare,295,1.91,1.54,7.59,2.23,3.68,2.76,9 -paradise,304,8.72,0.60,5.12,3.38,6.03,2.79,12 -nipple,903,6.27,1.81,5.56,2.55,5.57,2.00,. -paralysis,926,1.98,1.44,4.73,2.83,2.56,1.82,6 -noisy,904,5.02,2.02,6.38,1.78,4.93,1.76,6 -part,927,5.11,1.78,3.82,2.24,4.75,1.59,500 -nonchalant,296,4.74,1.11,3.12,1.93,4.31,1.54,1 -party,305,7.86,1.83,6.69,2.84,5.83,2.46,216 -nonsense,905,4.61,1.63,4.17,2.02,4.90,1.55,13 -passage,928,5.28,1.44,4.36,2.13,5.02,1.62,49 -noose,906,3.76,1.64,4.39,2.08,4.17,1.92,3 -passion,306,8.03,1.27,7.26,2.57,6.13,2.24,28 -nourish,907,6.46,1.69,4.29,2.51,5.80,1.62,. -pasta,524,6.69,1.64,4.94,2.04,5.80,1.47,. -nude,520,6.82,1.63,6.41,2.09,5.96,2.29,20 -patent,307,5.29,1.08,3.50,1.84,4.90,1.79,35 -nuisance,908,3.27,1.86,4.49,2.69,4.36,1.73,5 -patient,929,5.29,1.89,4.21,2.37,4.90,2.31,86 -nun,909,4.93,1.89,2.93,1.80,4.93,1.69,2 -patriot,930,6.71,1.69,5.17,2.53,5.90,1.54,10 -nurse,538,6.08,2.08,4.84,2.04,4.84,2.20,17 -peace,308,7.72,1.75,2.95,2.55,5.45,2.84,198 -nursery,910,5.73,2.30,4.04,2.74,5.18,2.23,13 -penalty,931,2.83,1.56,5.10,2.31,3.95,1.97,14 -obesity,911,2.73,1.85,3.87,2.82,3.74,2.45,5 -pencil,309,5.22,0.68,3.14,1.90,4.78,1.73,34 -obey,912,4.52,1.88,4.23,1.72,4.26,2.40,8 -penis,932,5.90,1.72,5.54,2.63,5.92,2.54,. -obnoxious,913,3.50,2.18,4.74,2.42,5.39,2.20,5 -penthouse,933,6.81,1.64,5.52,2.49,6.52,1.82,1 -obscene,914,4.23,2.30,5.04,2.30,4.48,1.91,2 -people,525,7.33,1.70,5.94,2.09,6.14,2.02,847 -obsession,915,4.52,2.13,6.41,2.13,4.77,2.38,5 -perfection,310,7.25,2.05,5.95,2.73,6.71,2.26,11 -ocean,297,7.12,1.72,4.95,2.79,5.53,2.75,34 -perfume,934,6.76,1.48,5.05,2.36,5.93,1.69,10 -odd,916,4.82,2.04,4.27,2.46,4.77,1.89,44 -person,311,6.32,1.74,4.19,2.45,5.35,2.02,175 -offend,917,2.76,1.50,5.56,2.06,3.73,2.03,4 -pervert,312,2.79,2.12,6.26,2.61,4.72,2.83,1 -office,568,5.24,1.59,4.08,1.92,5.59,1.89,255 -pest,313,3.13,1.82,5.62,2.15,5.29,2.13,4 -opinion,298,6.28,1.45,4.89,2.46,5.53,1.93,96 -pet,935,6.79,2.32,5.10,2.59,5.85,2.28,8 -optimism,918,6.95,2.24,5.34,2.58,6.61,2.06,15 -phase,936,5.17,0.79,3.98,1.82,4.65,1.72,72 -option,919,6.49,1.31,4.74,2.23,6.34,1.80,5 -pie,314,6.41,1.89,4.20,2.40,5.35,1.78,14 -pig,937,5.07,1.97,4.20,2.42,5.34,1.88,8 -quality,950,6.25,1.59,4.48,2.12,5.64,1.59,114 -pillow,315,7.92,1.40,2.97,2.52,4.56,2.17,8 -quarrel,338,2.93,2.06,6.29,2.56,4.02,2.16,20 -pinch,938,3.83,1.70,4.59,2.10,4.76,1.73,6 -quart,951,5.39,2.01,3.59,2.51,5.20,1.86,3 -pistol,939,4.20,2.58,6.15,2.19,5.05,2.77,27 -queen,952,6.44,1.43,4.76,2.18,5.49,2.12,41 -pity,940,3.37,1.57,3.72,2.02,4.12,1.82,14 -quick,953,6.64,1.61,6.57,1.78,6.57,1.91,68 -pizza,526,6.65,2.23,5.24,2.09,5.69,1.90,3 -quiet,339,5.58,1.83,2.82,2.13,4.42,2.30,76 -plain,941,4.39,1.46,3.52,2.05,4.71,1.68,48 -rabbit,527,6.57,1.92,4.02,2.19,6.08,1.72,11 -plane,539,6.43,1.98,6.14,2.39,4.78,2.19,114 -rabies,340,1.77,0.97,6.10,2.62,3.85,2.34,1 -plant,316,5.98,1.83,3.62,2.25,4.71,2.12,125 -radiant,954,6.73,2.17,5.39,2.82,5.61,2.17,8 -pleasure,317,8.28,0.92,5.74,2.81,6.15,2.31,62 -radiator,955,4.67,1.05,4.02,1.94,4.81,1.38,4 -poetry,318,5.86,1.91,4.00,2.85,5.31,1.81,88 -radio,341,6.73,1.47,4.78,2.82,5.28,1.85,120 -poison,319,1.98,1.44,6.05,2.82,3.10,2.44,10 -rage,342,2.41,1.86,8.17,1.40,5.68,3.01,16 -politeness,320,7.18,1.50,3.74,2.37,5.74,1.70,5 -rain,569,5.08,2.51,3.65,2.35,4.78,1.68,70 -pollute,321,1.85,1.11,6.08,2.42,4.92,2.51,1 -rainbow,343,8.14,1.23,4.64,2.88,4.72,2.37,4 -poster,942,5.34,1.75,3.93,2.56,4.91,1.87,4 -rancid,956,4.34,2.28,5.04,2.27,4.59,1.86,. -poverty,322,1.67,0.90,4.87,2.66,3.21,2.21,20 -rape,344,1.25,0.91,6.81,3.17,2.97,2.94,5 -power,323,6.54,2.21,6.67,1.87,7.28,2.35,342 -rat,345,3.02,1.66,4.95,2.36,4.55,2.14,6 -powerful,324,6.84,1.80,5.83,2.69,7.19,2.52,63 -rattle,346,5.03,1.23,4.36,2.18,4.17,1.56,5 -prairie,325,5.75,1.43,3.41,2.17,4.62,2.13,21 -razor,957,4.81,2.16,5.36,2.44,4.91,1.95,15 -present,943,6.95,1.85,5.12,2.39,5.83,1.78,377 -red,570,6.41,1.61,5.29,2.04,5.78,1.59,197 -pressure,944,3.38,1.61,6.07,2.26,3.45,2.07,185 -refreshment,347,7.44,1.29,4.45,2.70,5.00,1.92,2 -prestige,945,7.26,1.90,5.86,2.08,6.90,1.96,29 -regretful,348,2.28,1.42,5.74,2.32,3.43,2.52,1 -pretty,326,7.75,1.26,6.03,2.22,5.50,1.97,107 -rejected,349,1.50,1.09,6.37,2.56,2.72,2.58,33 -prick,946,3.98,1.73,4.70,2.59,4.47,1.88,2 -relaxed,350,7.00,1.77,2.39,2.13,5.55,1.90,14 -pride,327,7.00,2.11,5.83,2.48,7.06,2.15,42 -repentant,351,5.53,1.86,4.69,1.98,5.42,2.06,1 -priest,328,6.42,2.00,4.41,2.71,4.88,2.07,16 -reptile,958,4.77,2.00,5.18,2.19,4.77,2.02,. -prison,329,2.05,1.34,5.70,2.56,4.20,2.58,42 -rescue,352,7.70,1.24,6.53,2.56,6.45,2.29,15 -privacy,330,5.88,1.50,4.12,1.83,5.66,1.78,12 -resent,959,3.76,1.90,4.47,2.12,4.46,2.09,8 -profit,331,7.63,1.30,6.68,1.78,5.85,2.47,28 -reserved,353,4.88,1.83,3.27,2.05,4.30,1.93,27 -progress,947,7.73,1.34,6.02,2.58,6.76,2.05,120 -respect,354,7.64,1.29,5.19,2.39,6.89,2.11,125 -promotion,332,8.20,1.15,6.44,2.58,6.79,2.28,26 -respectful,355,7.22,1.27,4.60,2.67,5.67,2.38,4 -protected,333,7.29,1.79,4.09,2.77,5.80,2.54,31 -restaurant,960,6.76,1.85,5.41,2.55,5.73,1.41,41 -proud,334,8.03,1.56,5.56,3.01,6.74,2.73,50 -reunion,961,6.48,2.45,6.34,2.35,5.64,1.95,11 -pungent,948,3.95,2.09,4.24,2.17,4.78,1.52,4 -reverent,356,5.35,1.21,4.00,1.60,4.67,1.68,3 -punishment,335,2.22,1.41,5.93,2.40,3.50,2.43,21 -revolt,357,4.13,1.78,6.56,2.34,6.18,2.11,8 -puppy,336,7.56,1.90,5.85,2.78,5.51,2.39,2 -revolver,962,4.02,2.44,5.55,2.39,4.39,2.47,14 -pus,602,2.86,1.91,4.82,2.06,4.35,1.82,. -reward,358,7.53,1.67,4.95,2.62,6.00,2.14,15 -putrid,337,2.38,1.71,5.74,2.26,4.89,2.09,. -riches,359,7.70,1.95,6.17,2.70,6.74,2.43,2 -python,949,4.05,2.48,6.18,2.25,4.52,2.56,14 -ridicule,360,3.13,2.24,5.83,2.73,3.87,2.70,5 -rifle,603,4.02,2.76,6.35,2.04,4.16,2.71,63 -seat,380,4.95,0.98,2.95,1.72,4.84,1.88,54 -rigid,963,3.66,2.12,4.66,2.47,4.61,2.04,24 -secure,381,7.57,1.76,3.14,2.47,5.93,2.57,30 -riot,361,2.96,1.93,6.39,2.63,4.18,2.47,7 -selfish,382,2.42,1.62,5.50,2.62,4.64,2.31,8 -river,362,6.85,1.69,4.51,2.42,5.10,1.86,165 -sentiment,977,5.98,1.71,4.41,2.30,5.09,1.46,23 -roach,363,2.35,1.70,6.64,2.64,4.82,2.94,2 -serious,383,5.08,1.59,4.00,1.87,5.12,1.65,116 -robber,964,2.61,1.69,5.62,2.72,3.62,2.38,2 -severe,978,3.20,1.74,5.26,2.36,3.83,1.91,39 -rock,965,5.56,1.38,4.52,2.37,5.15,2.01,75 -sex,384,8.05,1.53,7.36,1.91,5.75,2.25,84 -rollercoaster,528,8.02,1.63,8.06,1.71,5.10,2.76,. -sexy,530,8.02,1.12,7.36,1.91,6.82,2.13,2 -romantic,364,8.32,1.00,7.59,2.07,6.08,2.29,32 -shadow,385,4.35,1.23,4.30,2.26,4.19,1.82,36 -rotten,365,2.26,1.37,4.53,2.38,4.32,2.09,2 -shamed,386,2.50,1.34,4.88,2.27,2.98,1.94,1 -rough,966,4.74,2.00,5.33,2.04,4.81,1.70,41 -shark,606,3.65,2.47,7.16,1.96,2.63,2.16,. -rude,366,2.50,2.11,6.31,2.47,4.91,2.49,6 -sheltered,387,5.75,1.92,4.28,1.77,3.76,1.91,4 -runner,571,5.67,1.91,4.76,2.40,5.47,1.84,1 -ship,388,5.55,1.40,4.38,2.29,5.12,2.31,83 -rusty,367,3.86,1.47,3.77,2.16,4.53,1.62,8 -shotgun,979,4.37,2.75,6.27,1.94,5.29,2.67,8 -sad,368,1.61,0.95,4.13,2.38,3.45,2.18,35 -shriek,980,3.93,2.22,5.36,2.91,4.30,1.86,5 -safe,967,7.07,1.90,3.86,2.72,5.81,2.06,58 -shy,389,4.64,1.83,3.77,2.29,3.44,1.96,13 -sailboat,529,7.25,1.71,4.88,2.73,5.86,1.71,1 -sick,607,1.90,1.14,4.29,2.45,3.04,1.65,51 -saint,968,6.49,1.70,4.49,1.90,5.37,2.11,16 -sickness,390,2.25,1.71,5.61,2.67,3.84,2.50,6 -salad,369,5.74,1.62,3.81,2.29,5.47,1.68,9 -silk,391,6.90,1.27,3.71,2.51,4.81,1.93,12 -salute,370,5.92,1.57,5.31,2.23,5.46,2.05,3 -silly,981,7.41,1.80,5.88,2.38,6.00,2.09,15 -sapphire,371,7.00,1.88,5.00,2.72,5.55,2.24,. -sin,392,2.80,1.67,5.78,2.21,3.62,2.29,53 -satisfied,372,7.94,1.19,4.94,2.63,6.14,2.37,36 -sinful,393,2.93,2.15,6.29,2.43,4.24,2.73,3 -save,969,6.45,1.93,4.95,2.19,6.00,1.79,62 -sissy,394,3.14,1.96,5.17,2.57,3.58,2.74,. -savior,373,7.73,1.56,5.80,3.01,6.64,2.18,6 -skeptical,395,4.52,1.63,4.91,1.92,4.50,1.61,7 -scalding,970,2.82,2.12,5.95,2.55,3.82,2.30,1 -skijump,531,7.06,1.73,7.06,2.10,4.90,2.32,. -scandal,971,3.32,1.81,5.12,2.22,4.34,1.73,8 -skull,608,4.27,1.83,4.75,1.85,4.86,1.62,3 -scapegoat,972,3.67,1.65,4.53,2.13,3.52,1.70,1 -sky,572,7.37,1.40,4.27,2.17,5.16,2.00,58 -scar,973,3.38,1.70,4.79,2.11,3.88,1.71,10 -skyscraper,573,5.88,1.87,5.71,2.17,4.33,2.36,2 -scared,604,2.78,1.99,6.82,2.03,2.94,2.19,21 -slap,396,2.95,1.79,6.46,2.58,4.21,2.29,2 -scholar,374,7.26,1.42,5.12,2.46,6.59,2.02,15 -slaughter,397,1.64,1.18,6.77,2.42,3.82,2.75,10 -scissors,974,5.05,0.96,4.47,1.76,5.16,1.84,1 -slave,398,1.84,1.13,6.21,2.93,3.29,2.76,30 -scorching,975,3.76,1.83,5.00,2.74,4.10,2.01,. -sleep,399,7.20,1.77,2.80,2.66,5.41,2.41,65 -scorn,375,2.84,2.07,5.48,2.52,3.93,2.64,4 -slime,400,2.68,1.66,5.36,2.63,4.17,1.82,1 -scornful,376,3.02,2.03,5.04,2.56,4.59,2.18,5 -slow,982,3.93,1.60,3.39,2.22,4.35,1.61,60 -scorpion,976,3.69,2.63,5.38,3.08,3.98,2.44,. -slum,401,2.39,1.25,4.78,2.52,3.83,2.18,8 -scream,605,3.88,2.07,7.04,1.96,4.75,2.21,13 -slush,983,4.66,1.88,3.73,2.23,4.91,1.48,. -scum,377,2.43,1.56,4.88,2.36,4.26,1.99,. -smallpox,402,2.52,2.08,5.58,2.13,4.29,2.17,2 -scurvy,378,3.19,2.00,4.71,2.72,4.48,2.48,1 -smooth,984,6.58,1.78,4.91,2.57,5.09,2.09,42 -seasick,379,2.05,1.20,5.80,2.88,3.41,2.39,. -snake,609,3.31,2.20,6.82,2.10,3.78,2.05,44 -snob,403,3.36,1.81,5.65,2.36,5.11,2.25,1 -sun,532,7.55,1.85,5.04,2.66,6.16,2.09,112 -snow,575,7.08,1.83,5.75,2.47,5.80,1.97,59 -sunlight,1003,7.76,1.43,6.10,2.30,5.63,2.15,17 -snuggle,404,7.92,1.24,4.16,2.80,5.66,2.47,4 -sunrise,420,7.86,1.35,5.06,3.05,5.29,2.41,10 -social,985,6.88,1.82,4.98,2.59,5.91,2.07,380 -sunset,421,7.68,1.72,4.20,2.99,5.66,2.08,14 -soft,986,7.12,1.34,4.63,2.61,6.00,1.80,61 -surgery,612,2.86,2.19,6.35,2.32,2.75,1.86,6 -solemn,405,4.32,1.51,3.56,1.95,4.61,1.87,12 -surprised,422,7.47,1.56,7.47,2.09,6.11,2.19,58 -song,987,7.10,1.97,6.07,2.42,5.85,2.12,70 -suspicious,423,3.76,1.42,6.25,1.59,4.47,1.99,13 -soothe,988,7.30,1.85,4.40,3.08,5.36,2.24,2 -swamp,1004,5.14,2.24,4.86,2.36,5.29,1.63,5 -sour,989,3.93,1.98,5.10,1.95,4.64,1.50,3 -sweetheart,424,8.42,0.83,5.50,2.73,6.03,2.24,9 -space,574,6.78,1.66,5.14,2.54,5.20,2.44,184 -swift,1005,6.46,1.76,5.39,2.53,6.29,1.85,32 -spanking,990,3.55,2.54,5.41,2.73,3.91,2.51,. -swimmer,576,6.54,1.64,4.82,2.49,5.96,1.91,. -sphere,991,5.33,0.87,3.88,1.99,5.00,0.92,22 -syphilis,425,1.68,1.23,5.69,3.25,3.33,2.67,. -spider,610,3.33,1.72,5.71,2.21,4.75,2.11,2 -table,426,5.22,0.72,2.92,2.16,4.47,1.66,198 -spirit,406,7.00,1.32,5.56,2.62,5.82,2.42,182 -talent,427,7.56,1.25,6.27,1.80,6.49,1.75,40 -spouse,407,7.58,1.48,5.21,2.75,5.53,1.97,3 -tamper,1006,4.10,1.88,4.95,2.01,4.58,2.10,1 -spray,992,5.45,1.63,4.14,2.28,5.12,1.43,16 -tank,613,5.16,1.87,4.88,1.86,4.78,1.93,12 -spring,993,7.76,1.51,5.67,2.51,6.26,1.98,127 -taste,1007,6.66,1.57,5.22,2.38,5.50,1.65,59 -square,408,4.74,1.02,3.18,1.76,4.51,1.45,143 -taxi,1008,5.00,1.96,3.41,2.14,4.64,1.83,16 -stagnant,994,4.15,1.57,3.93,1.94,4.71,1.36,5 -teacher,1009,5.68,2.12,4.05,2.61,5.11,2.20,80 -star,409,7.27,1.66,5.83,2.44,4.68,2.15,25 -tease,1010,4.84,2.51,5.87,2.56,4.67,2.37,6 -startled,410,4.50,1.67,6.93,2.24,4.48,1.57,21 -tender,1011,6.93,1.28,4.88,2.30,5.33,1.75,11 -starving,611,2.39,1.82,5.61,2.53,3.63,2.10,6 -tennis,540,6.02,1.97,4.61,2.60,5.61,2.12,15 -statue,995,5.17,0.70,3.46,1.72,4.95,1.40,17 -tense,428,3.56,1.36,6.53,2.10,5.22,2.02,15 -stench,996,2.19,1.37,4.36,2.46,4.29,1.91,1 -termite,429,3.58,2.08,5.39,2.43,3.87,1.87,. -stiff,997,4.68,1.97,4.02,2.41,4.93,2.04,21 -terrible,430,1.93,1.44,6.27,2.44,3.58,2.34,45 -stink,411,3.00,1.79,4.26,2.10,4.16,1.98,3 -terrific,431,8.16,1.12,6.23,2.73,6.60,2.15,5 -stomach,998,4.82,2.06,3.93,2.49,4.68,1.85,37 -terrified,432,1.72,1.14,7.86,2.27,3.08,2.75,7 -stool,999,4.56,1.72,4.00,2.14,4.98,1.85,8 -terrorist,614,1.69,1.42,7.27,2.38,2.65,2.30,. -storm,1000,4.95,2.22,5.71,2.34,4.54,2.04,26 -thankful,433,6.89,2.29,4.34,2.31,5.32,2.00,6 -stove,1001,4.98,1.69,4.51,2.14,5.36,1.87,15 -theory,434,5.30,1.49,4.62,1.94,4.88,1.81,129 -street,412,5.22,0.72,3.39,1.87,4.81,1.21,244 -thermometer,1012,4.73,1.05,3.79,2.02,4.39,1.51,. -stress,413,2.09,1.41,7.45,2.38,3.93,2.75,107 -thief,435,2.13,1.69,6.89,2.13,3.79,2.55,8 -strong,414,7.11,1.48,5.92,2.28,6.92,2.43,202 -thorn,436,3.64,1.76,5.14,2.14,4.45,1.50,3 -stupid,415,2.31,1.37,4.72,2.71,2.98,2.18,24 -thought,1013,6.39,1.58,4.83,2.46,6.02,1.70,515 -subdued,416,4.67,1.31,2.90,1.81,4.08,1.56,8 -thoughtful,437,7.65,1.03,5.72,2.30,5.61,2.11,11 -success,417,8.29,0.93,6.11,2.65,6.89,2.40,93 -thrill,438,8.05,1.48,8.02,1.65,6.54,2.30,5 -suffocate,418,1.56,0.96,6.03,3.19,3.44,2.81,1 -tidy,1014,6.30,1.56,3.98,2.22,5.49,1.93,1 -sugar,1002,6.74,1.73,5.64,2.18,5.50,1.50,34 -time,439,5.31,2.02,4.64,2.75,4.63,2.24,1599 -suicide,419,1.25,0.69,5.73,3.14,3.58,3.02,17 -timid,440,3.86,1.55,4.11,2.09,3.09,1.91,5 -tobacco,441,3.28,2.16,4.83,2.90,4.08,2.27,19 -useful,466,7.14,1.60,4.26,2.47,5.93,2.10,58 -tomb,442,2.94,1.88,4.73,2.72,3.72,2.05,11 -useless,467,2.13,1.42,4.87,2.58,3.92,2.62,17 -tool,1015,5.19,1.27,4.33,1.78,5.67,1.62,40 -utensil,1024,5.14,1.39,3.57,1.98,5.40,1.47,. -toothache,443,1.98,1.15,5.55,2.51,3.90,1.85,. -vacation,468,8.16,1.36,5.64,2.99,6.80,2.08,47 -tornado,444,2.55,1.78,6.83,2.49,4.30,2.42,1 -vagina,1025,6.14,1.77,5.55,2.55,5.88,1.74,10 -torture,445,1.56,0.79,6.10,2.77,3.33,2.37,3 -valentine,469,8.11,1.35,6.06,2.91,5.81,2.45,2 -tower,1016,5.46,1.75,3.95,2.28,5.78,2.14,13 -vampire,470,4.26,1.86,6.37,2.35,5.05,2.27,1 -toxic,446,2.10,1.48,6.40,2.41,4.42,2.51,3 -vandal,471,2.71,1.91,6.40,1.88,3.91,2.49,1 -toy,1017,7.00,2.01,5.11,2.84,6.09,1.84,4 -vanity,472,4.30,1.91,4.98,2.31,4.80,2.03,7 -tragedy,447,1.78,1.31,6.24,2.64,3.50,2.34,49 -vehicle,473,6.27,2.34,4.63,2.81,5.77,2.61,35 -traitor,448,2.22,1.69,5.78,2.47,4.61,2.71,2 -venom,474,2.68,1.81,6.08,2.44,3.94,2.23,2 -trash,615,2.67,1.45,4.16,2.16,5.24,1.85,2 -vest,1026,5.25,1.33,3.95,2.09,5.09,1.24,4 -trauma,616,2.10,1.49,6.33,2.45,2.84,1.87,1 -victim,618,2.18,1.48,6.06,2.32,2.69,2.04,27 -travel,1018,7.10,2.00,6.21,2.51,6.31,2.08,61 -victory,475,8.32,1.16,6.63,2.84,7.26,2.14,61 -treasure,449,8.27,0.90,6.75,2.30,6.36,2.42,4 -vigorous,476,6.79,1.54,5.90,2.66,5.41,2.22,29 -treat,1019,7.36,1.38,5.62,2.25,5.78,1.82,26 -village,477,5.92,1.34,4.08,1.87,4.94,1.74,72 -tree,450,6.32,1.56,3.42,2.21,5.08,2.29,59 -violent,478,2.29,1.78,6.89,2.47,5.16,2.86,33 -triumph,451,7.80,1.83,5.78,2.60,6.98,2.20,22 -violin,579,5.43,1.98,3.49,2.26,5.18,2.01,11 -triumphant,452,8.82,0.73,6.78,2.58,6.95,2.55,5 -virgin,1027,6.45,1.76,5.51,2.06,6.24,2.48,35 -trophy,453,7.78,1.22,5.39,2.44,6.44,2.32,8 -virtue,479,6.22,2.06,4.52,2.52,6.13,2.09,30 -trouble,454,3.03,2.09,6.85,2.03,4.85,2.39,134 -vision,480,6.62,1.84,4.66,2.43,6.02,1.96,56 -troubled,455,2.17,1.21,5.94,2.36,3.91,2.33,31 -volcano,619,4.84,2.14,6.33,2.21,3.25,1.97,2 -truck,577,5.47,1.88,4.84,2.17,5.33,1.83,57 -vomit,481,2.06,1.57,5.75,2.84,3.58,2.45,3 -trumpet,456,5.75,1.38,4.97,2.13,4.57,1.72,7 -voyage,1028,6.25,1.91,5.55,2.23,5.18,1.98,17 -trunk,1020,5.09,1.57,4.18,2.19,5.14,1.90,8 -wagon,1029,5.37,0.97,3.98,2.04,5.05,1.20,55 -trust,457,6.68,2.71,5.30,2.66,6.61,2.04,52 -war,482,2.08,1.91,7.49,2.16,4.50,3.00,464 -truth,458,7.80,1.29,5.00,2.77,6.47,2.11,126 -warmth,483,7.41,1.81,3.73,2.40,5.61,1.67,28 -tumor,459,2.36,2.04,6.51,2.85,3.58,2.42,17 -wasp,484,3.37,1.63,5.50,2.17,3.76,1.82,2 -tune,1021,6.93,1.47,4.71,2.09,5.74,1.82,10 -waste,485,2.93,1.76,4.14,2.30,4.72,1.94,35 -twilight,1022,7.23,1.80,4.70,2.41,5.59,1.82,4 -watch,580,5.78,1.51,4.10,2.12,5.37,1.75,81 -ugly,460,2.43,1.27,5.38,2.23,4.26,2.33,21 -water,486,6.61,1.78,4.97,2.49,5.08,1.99,442 -ulcer,461,1.78,1.17,6.12,2.68,4.17,2.22,5 -waterfall,487,7.88,1.03,5.37,2.84,5.20,2.18,2 -umbrella,578,5.16,1.57,3.68,1.99,5.42,1.91,8 -wealthy,488,7.70,1.34,5.80,2.73,6.77,2.57,12 -unfaithful,462,2.05,1.55,6.20,2.70,3.02,2.54,1 -weapon,489,3.97,1.92,6.03,1.89,5.19,2.61,42 -unhappy,463,1.57,0.96,4.18,2.50,3.34,2.35,26 -weary,490,3.79,2.12,3.81,2.29,4.00,1.91,17 -unit,1023,5.59,1.87,3.75,2.49,5.11,1.74,103 -wedding,491,7.82,1.56,5.97,2.85,6.68,2.08,32 -untroubled,464,7.62,1.41,3.89,2.54,5.53,2.54,. -whistle,1030,5.81,1.21,4.69,1.99,5.27,1.87,4 -upset,465,2.00,1.18,5.86,2.40,4.08,2.31,14 -white,542,6.47,1.59,4.37,2.14,5.98,1.73,365 -urine,617,3.25,1.71,4.20,2.18,5.24,1.86,1 -whore,492,2.30,2.11,5.85,2.93,4.61,2.73,2 -wicked,493,2.96,2.37,6.09,2.44,4.36,2.65,9 -world,500,6.50,2.03,5.32,2.39,5.26,2.47,787 -wife,1031,6.33,1.97,4.93,2.22,5.57,1.68,228 -wounds,620,2.51,1.58,5.82,2.01,3.92,1.57,8 -win,494,8.38,0.92,7.72,2.16,7.39,2.36,55 -writer,1036,5.52,1.90,4.33,2.45,4.73,1.84,73 -windmill,1032,5.60,1.65,3.74,2.13,5.24,1.04,1 -yacht,1037,6.95,1.79,5.61,2.72,6.10,2.13,4 -window,495,5.91,1.38,3.97,2.01,4.91,1.60,119 -yellow,545,5.61,1.94,4.43,2.05,5.47,1.58,55 -wine,496,5.95,2.19,4.78,2.34,5.31,2.15,72 -young,1038,6.89,2.12,5.64,2.51,5.30,2.49,385 -wink,1033,6.93,1.83,5.44,2.68,5.70,1.77,7 -youth,1039,6.75,2.29,5.67,2.52,5.11,2.55,82 -wise,497,7.52,1.23,3.91,2.64,6.70,2.39,36 -zest,1040,6.79,2.04,5.59,2.66,6.00,1.99,5 -abduction,621,2.76,2.06,5.53,2.43,3.49,2.38,1 -anguished,19,2.12,1.56,5.33,2.69,3.45,2.37,2 -abortion,622,3.50,2.30,5.39,2.80,4.59,2.54,6 -ankle,638,5.27,1.54,4.16,2.03,4.77,1.74,8 -absurd,623,4.26,1.82,4.36,2.20,4.73,1.72,17 -annoy,20,2.74,1.81,6.49,2.17,5.09,2.04,2 -abundance,624,6.59,2.01,5.51,2.63,5.80,2.16,13 -answer,639,6.63,1.68,5.41,2.43,5.85,1.88,152 -abuse,1,1.80,1.23,6.83,2.70,3.69,2.94,18 -anxious,21,4.81,1.98,6.92,1.81,5.33,1.82,29 -acceptance,625,7.98,1.42,5.40,2.70,6.64,1.91,49 -applause,640,7.50,1.50,5.80,2.79,6.48,2.11,14 -accident,2,2.05,1.19,6.26,2.87,3.76,2.22,33 -appliance,641,5.10,1.21,4.05,2.06,5.05,1.34,5 -ace,626,6.88,1.93,5.50,2.66,6.39,2.31,15 -arm,642,5.34,1.82,3.59,2.40,5.07,1.50,94 -ache,627,2.46,1.52,5.00,2.45,3.54,1.73,4 -army,23,4.72,1.75,5.03,2.03,5.03,2.45,132 -achievement,3,7.89,1.38,5.53,2.81,6.56,2.35,65 -aroused,24,7.97,1.00,6.63,2.70,6.14,1.97,20 -activate,4,5.46,0.98,4.86,2.56,5.43,1.84,2 -arrogant,25,3.69,2.40,5.65,2.23,5.14,2.71,2 -addict,581,2.48,2.08,5.66,2.26,3.72,2.54,1 -art,643,6.68,2.10,4.86,2.88,5.30,2.33,208 -addicted,628,2.51,1.42,4.81,2.46,3.46,2.23,3 -assassin,26,3.09,2.09,6.28,2.53,4.33,2.68,6 -admired,5,7.74,1.84,6.11,2.36,7.53,1.94,17 -assault,27,2.03,1.55,7.51,2.28,3.94,3.10,15 -adorable,6,7.81,1.24,5.12,2.71,5.74,2.48,3 -astonished,28,6.56,1.61,6.58,2.22,5.16,1.79,6 -adult,546,6.49,1.50,4.76,1.95,5.75,2.21,25 -astronaut,501,6.66,1.60,5.28,2.11,5.20,1.95,2 -advantage,629,6.95,1.85,4.76,2.18,6.36,2.23,73 -athletics,644,6.61,2.08,6.10,2.29,6.12,2.12,9 -adventure,630,7.60,1.50,6.98,2.15,6.46,1.67,14 -autumn,29,6.30,2.14,4.51,2.50,5.15,1.85,22 -affection,7,8.39,0.86,6.21,2.75,6.08,2.22,18 -avalanche,645,3.29,1.95,5.54,2.37,3.61,2.00,1 -afraid,8,2.00,1.28,6.67,2.54,3.98,2.63,57 -avenue,646,5.50,1.37,4.12,2.01,5.40,1.53,46 -aggressive,9,5.10,1.68,5.83,2.33,5.59,2.40,17 -awed,30,6.70,1.38,5.74,2.31,5.30,2.03,5 -agility,22,6.46,1.57,4.85,1.80,5.87,1.52,3 -baby,31,8.22,1.20,5.53,2.80,5.00,2.80,62 -agony,10,2.43,2.17,6.06,2.67,4.02,2.49,9 -bake,647,6.17,1.71,5.10,2.30,5.49,1.88,12 -agreement,631,7.08,1.59,5.02,2.24,6.22,1.85,106 -bandage,648,4.54,1.75,3.90,2.07,4.52,1.89,4 -air,632,6.34,1.56,4.12,2.30,5.10,1.56,257 -bankrupt,32,2.00,1.31,6.21,2.79,3.27,2.39,5 -alcoholic,582,2.84,2.34,5.69,2.36,4.45,2.56,3 -banner,649,5.40,0.83,3.83,1.95,4.80,1.57,8 -alert,11,6.20,1.76,6.85,2.53,5.96,2.24,33 -bar,650,6.42,2.05,5.00,2.83,5.47,1.94,82 -alien,633,5.60,1.82,5.45,2.15,4.64,2.07,16 -barrel,651,5.05,1.46,3.36,2.28,4.89,1.57,24 -alimony,634,3.95,2.00,4.30,2.29,4.63,2.30,2 -basket,547,5.45,1.15,3.63,2.02,5.76,1.45,17 -alive,635,7.25,2.22,5.50,2.74,6.39,2.15,57 -bastard,33,3.36,2.16,6.07,2.15,4.17,2.40,12 -allergy,636,3.07,1.64,4.64,2.34,3.21,1.77,1 -bath,502,7.33,1.45,4.16,2.31,6.41,1.87,26 -alley,637,4.48,1.97,4.91,2.42,4.00,1.70,8 -bathroom,548,5.55,1.36,3.88,1.72,5.65,1.59,18 -alone,12,2.41,1.77,4.83,2.66,3.70,2.42,195 -bathtub,652,6.69,1.57,4.36,2.59,5.76,1.76,4 -aloof,13,4.90,1.92,4.28,2.10,4.69,1.92,5 -beach,34,8.03,1.59,5.53,3.07,5.44,2.52,61 -ambition,14,7.04,1.98,5.61,2.92,6.93,2.07,19 -beast,653,4.23,2.41,5.57,2.61,4.89,2.29,7 -ambulance,15,2.47,1.50,7.33,1.96,3.22,2.29,6 -beautiful,654,7.60,1.64,6.17,2.34,6.29,1.81,127 -angel,16,7.53,1.58,4.83,2.63,4.97,2.34,18 -beauty,35,7.82,1.16,4.95,2.57,5.53,2.10,71 -anger,17,2.34,1.32,7.63,1.91,5.50,2.82,48 -bed,549,7.51,1.38,3.61,2.56,6.88,1.78,127 -angry,18,2.85,1.70,7.17,2.07,5.55,2.74,45 -bees,583,3.20,2.07,6.51,2.14,4.16,2.11,15 -beggar,36,3.22,2.02,4.91,2.45,4.09,2.38,2 -brutal,53,2.80,1.90,6.60,2.36,4.59,2.70,7 -bench,655,4.61,1.40,3.59,2.07,4.68,1.38,35 -building,550,5.29,1.15,3.92,1.94,5.25,1.57,160 -bereavement,656,4.57,1.70,4.20,2.15,4.33,1.73,4 -bullet,673,3.29,2.06,5.33,2.48,3.90,2.61,28 -betray,37,1.68,1.02,7.24,2.06,4.92,2.97,4 -bunny,54,7.24,1.32,4.06,2.61,4.97,2.18,1 -beverage,657,6.83,1.48,5.21,2.46,5.63,2.17,5 -burdened,55,2.50,1.32,5.63,2.07,5.03,2.35,4 -bird,38,7.27,1.36,3.17,2.23,4.42,2.26,31 -burial,56,2.05,1.41,5.08,2.40,3.55,1.95,11 -birthday,39,7.84,1.92,6.68,2.11,5.89,2.61,18 -burn,586,2.73,1.72,6.22,1.91,4.22,1.83,15 -black,543,5.39,1.80,4.61,2.24,5.14,1.79,203 -bus,541,4.51,1.57,3.55,1.80,4.84,1.75,34 -blackmail,40,2.95,1.95,6.03,2.70,3.54,2.67,2 -busybody,674,5.17,2.02,4.84,2.41,5.45,1.97,. -bland,658,4.10,1.08,3.29,1.89,4.88,1.27,3 -butter,57,5.33,1.20,3.17,1.84,4.67,1.69,27 -blase,41,4.89,1.16,3.94,1.76,4.57,1.44,7 -butterfly,58,7.17,1.20,3.47,2.39,4.65,2.27,2 -blasphemy,659,3.75,2.26,4.93,2.34,4.75,1.59,4 -cabinet,675,5.05,0.31,3.43,1.85,4.73,1.66,17 -bless,42,7.19,1.69,4.05,2.59,5.52,2.22,9 -cake,59,7.26,1.27,5.00,2.37,5.16,2.05,9 -blind,43,3.05,1.99,4.39,2.36,3.28,1.91,47 -cancer,60,1.50,0.85,6.42,2.83,3.42,2.99,25 -bliss,660,6.95,2.24,4.41,2.95,6.12,2.15,4 -candy,61,6.54,2.09,4.58,2.40,5.33,1.91,16 -blister,661,2.88,1.75,4.10,2.34,3.98,1.90,3 -cane,677,4.00,1.80,4.20,1.93,4.27,1.95,12 -blond,662,6.43,2.04,5.07,2.70,5.74,1.67,11 -cannon,678,4.90,2.20,4.71,2.84,5.17,2.29,7 -bloody,584,2.90,1.98,6.41,2.00,3.96,1.89,8 -capable,62,7.16,1.39,5.08,2.07,6.47,1.94,66 -blossom,44,7.26,1.18,5.03,2.65,5.53,2.21,7 -car,551,7.73,1.63,6.24,2.04,6.98,2.06,274 -blubber,663,3.52,1.99,4.57,2.38,3.86,1.97,1 -carcass,679,3.34,1.92,4.83,2.07,4.90,1.79,7 -blue,544,6.76,1.78,4.31,2.20,5.63,1.64,143 -carefree,63,7.54,1.38,4.17,2.84,5.78,2.50,9 -board,664,4.82,1.23,3.36,2.12,4.98,1.77,239 -caress,64,7.84,1.16,5.14,3.00,5.83,2.13,1 -body,665,5.55,2.37,5.52,2.63,5.34,2.12,276 -cash,503,8.37,1.00,7.37,2.21,6.96,2.39,36 -bold,45,6.80,1.61,5.60,2.21,6.67,1.81,21 -casino,680,6.81,1.66,6.51,2.12,5.12,2.15,2 -bomb,46,2.10,1.19,7.15,2.40,4.54,2.88,36 -cat,504,5.72,2.43,4.38,2.24,6.16,2.05,. -book,47,5.72,1.54,4.17,2.49,5.30,2.05,193 -cell,587,3.82,1.70,4.08,2.19,4.12,2.13,65 -bored,48,2.95,1.35,2.83,2.31,4.11,1.70,14 -cellar,681,4.32,1.68,4.39,2.33,4.66,1.61,26 -bottle,666,6.15,1.49,4.79,2.44,4.78,1.65,76 -cemetery,65,2.63,1.40,4.82,2.66,4.27,2.14,15 -bouquet,667,7.02,1.84,5.46,2.47,6.15,1.80,4 -chair,66,5.08,0.98,3.15,1.77,4.56,1.60,66 -bowl,49,5.33,1.33,3.47,2.12,4.69,1.67,23 -champ,682,7.18,1.97,6.00,2.43,6.77,2.00,1 -boxer,585,5.51,1.80,5.12,2.26,5.10,1.64,1 -champion,67,8.44,0.90,5.85,3.15,6.50,2.85,23 -boy,50,6.32,1.60,4.58,2.37,5.34,2.20,242 -chance,683,6.02,1.77,5.38,2.58,4.64,1.93,131 -brave,668,7.15,1.64,6.15,2.45,7.22,1.86,24 -chaos,684,4.17,2.36,6.67,2.06,3.86,1.95,17 -breast,51,6.50,1.78,5.37,2.39,5.39,2.27,11 -charm,68,6.77,1.58,5.16,2.25,5.57,2.25,26 -breeze,669,6.85,1.71,4.37,2.32,5.54,1.67,14 -cheer,69,8.10,1.17,6.12,2.45,6.00,2.06,8 -bride,670,7.34,1.71,5.55,2.74,5.74,2.36,33 -child,70,7.08,1.98,5.55,2.29,5.10,2.30,213 -bright,671,7.50,1.55,5.40,2.33,6.34,1.82,87 -chin,685,5.29,1.27,3.31,1.98,5.26,1.48,27 -broken,672,3.05,1.92,5.43,2.42,4.14,1.62,63 -chocolate,505,6.88,1.89,5.29,2.55,5.18,1.97,9 -brother,52,7.11,2.17,4.71,2.68,5.12,2.31,73 -christmas,686,7.80,1.55,6.27,2.56,5.37,2.09,27 -church,71,6.28,2.31,4.34,2.45,5.00,2.42,348 -cozy,88,7.39,1.53,3.32,2.28,4.89,2.28,1 -circle,687,5.67,1.26,3.86,2.13,5.03,1.46,60 -crash,89,2.31,1.44,6.95,2.44,3.44,2.21,20 -circus,72,7.30,1.84,5.97,2.59,5.39,2.25,7 -crime,704,2.89,2.06,5.41,2.69,4.12,2.24,34 -city,73,6.03,1.37,5.24,2.53,5.74,2.08,393 -criminal,705,2.93,1.66,4.79,2.51,3.34,1.73,24 -cliff,553,4.67,2.08,6.25,2.15,4.35,2.11,11 -crisis,706,2.74,2.23,5.44,3.07,3.60,2.47,82 -clock,688,5.14,1.54,4.02,2.54,4.67,1.97,20 -crown,90,6.58,1.42,4.28,2.53,6.06,2.15,19 -clothing,74,6.54,1.85,4.78,2.88,5.33,2.14,20 -crucify,91,2.23,1.72,6.47,2.47,3.74,2.48,2 -clouds,533,6.18,2.18,3.30,2.08,5.22,1.66,38 -crude,707,3.12,1.65,5.07,2.37,4.27,1.94,15 -clumsy,689,4.00,2.22,5.18,2.40,3.86,1.79,6 -cruel,92,1.97,1.67,5.68,2.65,4.24,2.84,15 -coarse,690,4.55,1.42,4.21,1.84,5.00,1.43,10 -crushed,93,2.21,1.74,5.52,2.87,3.36,2.69,10 -coast,691,5.98,1.86,4.59,2.31,5.67,1.71,61 -crutch,708,3.43,1.62,4.14,2.05,3.91,1.79,1 -cockroach,75,2.81,2.11,6.11,2.78,4.74,2.58,2 -cuddle,94,7.72,1.92,4.40,2.67,5.85,2.42,. -coffin,76,2.56,1.96,5.03,2.79,4.08,2.54,7 -cuisine,709,6.64,1.48,4.39,1.99,5.41,1.19,1 -coin,692,6.02,1.96,4.29,2.48,5.66,1.68,10 -curious,95,6.08,1.63,5.82,1.64,5.42,1.60,46 -cold,693,4.02,1.99,5.19,2.23,4.69,1.73,171 -curtains,710,4.83,0.83,3.67,1.83,5.05,1.56,8 -color,694,7.02,1.57,4.73,2.64,6.17,1.82,141 -custom,96,5.85,1.53,4.66,2.12,5.00,1.87,14 -column,695,5.17,0.85,3.62,1.91,4.81,1.58,71 -cut,711,3.64,2.08,5.00,2.32,4.70,1.98,192 -comedy,77,8.37,0.94,5.85,2.81,5.44,2.08,39 -cute,97,7.62,1.01,5.53,2.71,4.86,2.32,5 -comfort,696,7.07,2.14,3.93,2.85,5.70,2.05,43 -cyclone,98,3.60,2.38,6.36,2.89,4.89,2.56,. -computer,552,6.24,1.61,4.75,1.93,5.29,1.99,13 -dagger,99,3.38,1.77,6.14,2.64,4.52,2.27,1 -concentrate,78,5.20,1.28,4.65,2.13,4.97,1.75,11 -damage,712,3.05,1.65,5.57,2.26,3.88,1.86,33 -confident,79,7.98,1.29,6.22,2.41,7.68,1.94,16 -dancer,507,7.14,1.56,6.00,2.20,6.02,1.93,31 -confused,80,3.21,1.51,6.03,1.88,4.24,1.91,44 -danger,713,2.95,2.22,7.32,2.07,3.59,2.31,70 -consoled,81,5.78,1.64,4.53,2.22,4.44,1.84,2 -dark,714,4.71,2.36,4.28,2.21,4.84,2.15,185 -contempt,82,3.85,2.13,5.28,2.04,5.13,1.73,15 -dawn,715,6.16,2.33,4.39,2.81,5.16,2.23,28 -contents,83,4.89,0.89,4.32,2.14,4.85,1.49,16 -daylight,716,6.80,2.17,4.77,2.50,5.48,2.14,15 -context,84,5.20,1.38,4.22,2.24,5.17,1.39,2 -dazzle,717,7.29,1.09,6.33,2.02,5.62,1.81,1 -controlling,85,3.80,2.25,6.10,2.19,5.17,3.15,23 -dead,588,1.94,1.76,5.73,2.73,2.84,2.32,174 -cook,697,6.16,1.89,4.44,1.96,5.14,1.49,47 -death,100,1.61,1.40,4.59,3.07,3.47,2.50,277 -cord,698,5.10,1.09,3.54,2.09,5.00,1.22,6 -debt,101,2.22,1.17,5.68,2.74,3.02,2.16,13 -cork,699,5.22,1.13,3.80,2.18,4.98,1.04,9 -deceit,718,2.90,1.63,5.68,2.46,3.95,2.12,2 -corner,700,4.36,1.21,3.91,1.92,4.12,1.66,115 -decompose,102,3.20,1.81,4.65,2.39,4.02,1.91,1 -corpse,86,2.18,1.48,4.74,2.94,3.59,2.44,7 -decorate,719,6.93,1.30,5.14,2.39,6.05,1.86,2 -corridor,701,4.88,1.14,3.63,2.41,5.00,1.48,17 -defeated,103,2.34,1.66,5.09,3.00,3.11,2.34,15 -corrupt,702,3.32,2.32,4.67,2.35,4.64,2.30,8 -defiant,104,4.26,2.12,6.10,2.51,5.77,2.40,3 -cottage,87,6.45,1.52,3.39,2.54,5.39,1.78,19 -deformed,720,2.41,1.66,4.07,2.34,3.95,2.18,. -couple,506,7.41,1.97,6.39,2.31,6.02,2.28,122 -delayed,721,3.07,1.74,5.62,2.39,3.64,1.94,25 -cow,554,5.57,1.53,3.49,2.13,5.32,1.61,29 -delight,105,8.26,1.04,5.44,2.88,5.79,2.24,29 -coward,703,2.74,1.64,4.07,2.19,2.83,1.61,8 -demon,106,2.11,1.56,6.76,2.68,4.89,2.89,9 -dentist,589,4.02,2.23,5.73,2.13,3.80,2.16,12 -dreadful,131,2.26,1.91,5.84,2.62,4.10,2.36,10 -depressed,107,1.83,1.42,4.72,2.95,2.74,2.13,11 -dream,132,6.73,1.75,4.53,2.72,5.53,1.98,64 -depression,108,1.85,1.67,4.54,3.19,2.91,2.27,24 -dreary,731,3.05,1.58,2.98,2.18,3.81,1.64,6 -derelict,722,4.28,1.84,4.10,1.94,4.78,1.56,1 -dress,133,6.41,1.34,4.05,1.89,5.00,1.89,67 -deserter,109,2.45,1.80,5.50,2.55,3.77,2.29,. -drown,591,1.92,1.48,6.57,2.33,2.86,1.99,3 -desire,508,7.69,1.39,7.35,1.76,6.49,1.83,79 -dummy,732,3.38,1.70,4.35,2.25,3.67,2.02,3 -despairing,110,2.43,1.47,5.68,2.37,3.43,2.11,4 -dump,733,3.21,1.87,4.12,2.36,3.83,1.87,4 -despise,111,2.03,1.38,6.28,2.43,4.72,2.80,7 -dustpan,555,3.98,1.68,3.43,2.00,5.45,1.81,. -destroy,112,2.64,2.03,6.83,2.38,4.94,2.86,48 -earth,134,7.15,1.67,4.24,2.49,5.61,2.30,150 -destruction,723,3.16,2.44,5.82,2.71,3.93,2.29,38 -easy,734,7.10,1.91,4.48,2.82,7.00,1.63,125 -detached,113,3.86,1.88,4.26,2.57,3.63,2.15,12 -easygoing,135,7.20,1.50,4.30,2.52,5.25,1.75,1 -detail,724,5.55,1.58,4.10,2.24,5.21,1.60,72 -eat,136,7.47,1.73,5.69,2.51,5.60,2.12,61 -detest,114,2.17,1.30,6.06,2.39,5.83,2.60,1 -ecstasy,735,7.98,1.52,7.38,1.92,6.68,2.08,6 -devil,115,2.21,1.99,6.07,2.61,5.35,2.75,25 -education,137,6.69,1.77,5.74,2.46,6.15,2.35,214 -devoted,116,7.41,1.37,5.23,2.21,6.18,2.36,51 -egg,736,5.29,1.82,3.76,2.39,4.49,2.16,12 -diamond,117,7.92,1.20,5.53,2.96,5.54,2.28,8 -elated,138,7.45,1.77,6.21,2.30,5.53,2.35,3 -dignified,118,7.10,1.26,4.12,2.29,6.12,2.40,7 -elbow,737,5.12,0.92,3.81,2.14,4.88,1.52,10 -dinner,509,7.16,1.50,5.43,2.14,6.10,1.87,91 -elegant,139,7.43,1.26,4.53,2.65,5.95,2.09,14 -diploma,119,8.00,1.39,5.67,2.80,6.76,2.50,. -elevator,738,5.44,1.18,4.16,1.99,4.32,1.69,12 -dirt,725,4.17,1.77,3.76,2.26,4.83,1.82,43 -embarrassed,140,3.03,1.85,5.87,2.55,2.87,1.99,8 -dirty,590,3.08,2.05,4.88,2.29,4.70,2.12,36 -embattled,141,4.39,1.63,5.36,2.37,4.81,1.79,1 -disappoint,120,2.39,1.44,4.92,2.64,3.29,2.32,. -employment,147,6.47,1.81,5.28,2.12,5.73,2.08,47 -disaster,121,1.73,1.13,6.33,2.70,3.52,2.42,26 -engaged,143,8.00,1.38,6.77,2.07,6.49,2.22,47 -discomfort,726,2.19,1.23,4.17,2.44,3.86,2.26,7 -engine,148,5.20,1.18,3.98,2.33,5.00,1.77,50 -discouraged,122,3.00,2.16,4.53,2.11,3.61,2.01,15 -enjoyment,145,7.80,1.20,5.20,2.72,6.46,1.77,21 -disdainful,123,3.68,1.90,5.04,2.14,4.55,1.92,2 -ennui,146,5.09,1.76,4.40,2.33,4.67,1.80,. -disgusted,124,2.45,1.41,5.42,2.59,4.34,1.94,6 -enraged,149,2.46,1.65,7.97,2.17,6.33,2.92,1 -disloyal,125,1.93,1.61,6.56,2.21,3.79,2.75,2 -erotic,512,7.43,1.53,7.24,1.97,6.39,2.16,8 -displeased,126,2.79,2.23,5.64,2.48,4.19,2.19,7 -errand,150,4.58,1.74,3.85,1.92,4.78,1.51,7 -distressed,127,1.94,1.10,6.40,2.38,3.76,2.41,4 -event,740,6.21,1.63,5.10,2.40,5.52,1.57,81 -disturb,727,3.66,2.00,5.80,2.39,4.55,1.90,10 -evil,741,3.23,2.64,6.39,2.44,5.25,2.60,72 -diver,510,6.45,1.55,5.04,2.10,5.04,1.91,1 -excellence,151,8.38,0.96,5.54,2.67,7.28,2.32,15 -divorce,128,2.22,1.88,6.33,2.71,3.26,2.24,29 -excitement,152,7.50,2.20,7.67,1.91,6.18,2.17,32 -doctor,129,5.20,2.54,5.86,2.70,4.89,2.75,100 -excuse,153,4.05,1.41,4.48,2.29,4.07,2.10,27 -dog,511,7.57,1.66,5.76,2.50,6.25,2.10,75 -execution,154,2.37,2.06,5.71,2.74,4.11,2.66,15 -doll,728,6.09,1.96,4.24,2.43,4.61,2.07,10 -exercise,155,7.13,1.58,6.84,2.06,5.68,2.44,58 -dollar,729,7.47,1.72,6.07,2.67,6.33,2.42,46 -fabric,742,5.30,1.20,4.14,1.98,5.03,1.61,15 -door,130,5.13,1.44,3.80,2.29,4.69,1.72,312 -face,556,6.39,1.60,5.04,2.18,5.67,1.58,371 -dove,730,6.90,1.54,3.79,2.28,5.48,1.70,4 -failure,156,1.70,1.07,4.95,2.81,2.40,2.18,89 -fall,743,4.09,2.21,4.70,2.48,4.00,2.15,147 -friend,174,7.74,1.24,5.74,2.57,6.74,1.89,133 -FALSE,744,3.27,1.40,3.43,2.09,4.10,1.56,29 -friendly,175,8.43,1.08,5.11,2.96,5.92,2.42,61 -fame,157,7.93,1.29,6.55,2.46,6.85,2.14,18 -frigid,758,3.50,1.85,4.75,2.56,4.27,1.98,5 -family,158,7.65,1.55,4.80,2.71,6.00,1.87,331 -frog,176,5.71,1.74,4.54,2.03,5.34,1.96,1 -famous,745,6.98,2.07,5.73,2.68,6.32,2.18,89 -frustrated,177,2.48,1.64,5.61,2.76,3.50,2.12,10 -fantasy,746,7.41,1.90,5.14,2.82,6.43,2.05,14 -fun,759,8.37,1.11,7.22,2.01,6.80,1.85,44 -farm,557,5.53,1.85,3.90,1.95,5.59,1.81,125 -funeral,178,1.39,0.87,4.94,3.21,2.97,2.55,33 -fascinate,159,7.34,1.68,5.83,2.73,6.15,1.89,3 -fungus,179,3.06,1.75,4.68,2.33,4.06,1.94,2 -fat,160,2.28,1.92,4.81,2.80,4.47,3.06,60 -fur,180,4.51,1.88,4.18,2.44,4.32,1.97,13 -father,161,7.08,2.20,5.92,2.60,5.63,2.89,383 -game,760,6.98,1.97,5.89,2.37,5.70,1.65,123 -fatigued,162,3.28,1.43,2.64,2.19,3.78,1.97,3 -gangrene,181,2.28,1.91,5.70,2.96,3.36,2.34,. -fault,747,3.43,1.38,4.07,1.69,4.02,1.66,22 -garbage,182,2.98,1.96,5.04,2.50,4.24,2.02,7 -favor,748,6.46,1.52,4.54,1.86,5.67,1.76,78 -garden,761,6.71,1.74,4.39,2.35,6.02,1.71,60 -fear,592,2.76,2.12,6.96,2.17,3.22,2.20,127 -garment,762,6.07,1.61,4.49,2.50,5.30,1.96,6 -fearful,163,2.25,1.18,6.33,2.28,3.64,2.18,13 -garter,534,6.22,1.59,5.47,2.15,5.82,1.62,2 -feeble,164,3.26,1.47,4.10,2.07,2.71,1.64,8 -gender,763,5.73,1.55,4.38,2.13,5.60,1.84,2 -festive,749,7.30,2.26,6.58,2.29,5.77,2.34,2 -gentle,183,7.31,1.30,3.21,2.57,5.10,2.16,27 -fever,750,2.76,1.64,4.29,2.31,3.52,2.15,19 -germs,764,2.86,1.39,4.49,2.24,3.79,1.59,1 -field,558,6.20,1.37,4.08,2.41,5.84,1.94,274 -gift,184,7.77,2.24,6.14,2.76,5.52,2.54,33 -fight,751,3.76,2.63,7.15,2.19,5.27,2.69,98 -girl,185,6.87,1.64,4.29,2.69,5.80,2.16,220 -filth,165,2.47,1.68,5.12,2.32,3.81,2.06,2 -glacier,186,5.50,1.25,4.24,2.29,4.92,2.12,1 -finger,752,5.29,1.42,3.78,2.42,5.05,1.70,40 -glamour,187,6.76,1.60,4.68,2.23,5.76,2.49,5 -fire,166,3.22,2.06,7.17,2.06,4.49,2.49,187 -glass,765,4.75,1.38,4.27,2.07,5.00,1.46,99 -fireworks,513,7.55,1.50,6.67,2.12,5.51,1.98,5 -gloom,188,1.88,1.23,3.83,2.33,3.55,2.07,14 -fish,559,6.04,1.94,4.00,2.19,6.02,1.68,35 -glory,189,7.55,1.68,6.02,2.71,6.85,2.23,21 -flabby,167,2.66,1.87,4.82,2.81,3.31,1.90,. -god,190,8.15,1.27,5.95,2.84,5.88,2.89,318 -flag,753,6.02,1.66,4.60,2.35,5.50,1.66,16 -gold,191,7.54,1.63,5.76,2.79,5.85,2.46,52 -flirt,754,7.52,1.19,6.91,1.69,6.24,2.33,1 -golfer,535,5.61,1.93,3.73,2.26,5.55,1.79,3 -flood,755,3.19,1.66,6.00,2.02,3.24,2.14,19 -good,766,7.47,1.45,5.43,2.85,6.41,2.05,807 -flower,168,6.64,1.78,4.00,2.44,4.98,2.17,23 -gossip,767,3.48,2.33,5.74,2.38,3.57,2.26,13 -foam,756,6.07,2.03,5.26,2.54,5.24,1.97,37 -graduate,192,8.19,1.13,7.25,2.25,6.94,2.44,30 -food,514,7.65,1.37,5.92,2.11,6.18,2.48,147 -grass,768,6.12,1.44,4.14,2.11,5.44,1.36,53 -foot,757,5.02,0.93,3.27,1.98,4.98,1.42,70 -grateful,193,7.37,0.97,4.58,2.14,6.18,1.77,25 -fork,560,5.29,0.97,3.96,1.94,5.74,1.52,14 -greed,769,3.51,1.93,4.71,2.26,4.88,2.03,3 -foul,169,2.81,1.52,4.93,2.23,4.51,1.89,4 -green,194,6.18,2.05,4.28,2.46,4.82,2.05,116 -fragrance,170,6.07,1.97,4.79,2.54,5.14,1.91,6 -greet,770,7.00,1.52,5.27,2.31,5.95,2.07,7 -fraud,171,2.67,1.66,5.75,2.45,3.58,2.50,8 -grenade,771,3.60,1.88,5.70,2.52,4.29,2.50,3 -free,172,8.26,1.31,5.15,3.04,6.35,2.40,260 -grief,195,1.69,1.04,4.78,2.84,3.50,2.35,10 -freedom,173,7.58,2.04,5.52,2.72,6.76,2.29,128 -grime,772,3.37,1.34,3.98,2.29,4.47,1.28,. From 4c8a9e3e5acc62c210f2d09631b65caf350eb0af Mon Sep 17 00:00:00 2001 From: Rishabh Jain Date: Thu, 9 May 2013 19:15:22 +0530 Subject: [PATCH 6/7] Realtime Analyzing in SentimentAgent --- app/models/agents/sentiment_agent.rb | 83 ++++++++++++++++++++++++++++ 1 file changed, 83 insertions(+) create mode 100644 app/models/agents/sentiment_agent.rb diff --git a/app/models/agents/sentiment_agent.rb b/app/models/agents/sentiment_agent.rb new file mode 100644 index 00000000..7c71e57d --- /dev/null +++ b/app/models/agents/sentiment_agent.rb @@ -0,0 +1,83 @@ +require 'csv' + +module Agents + class SentimentAgent < Agent + class_attribute :anew + + cannot_be_scheduled! + + description <<-MD + The SentimentAgent generates `good-bad` (psychological valence or happiness index), `active-passive` (arousal), + and `strong-weak` (dominance) score. It will output a value between 1 and 9. + + Make sure the content this agent is analyzing have sufficient length to get respectable results. + + Provide a JSONPath in `content` field where content is residing and set `expected_receive_period_in_days` to the maximum number of days you would allow to be passed between events being received by this agent. + MD + + event_description <<-MD + Events look like: + { + :content => "The quick brown fox jumps over the lazy dog.", + :valence => 6.196666666666666, + :arousal => 4.993333333333333, + :dominance => 5.63 + } + MD + + def default_options + { + :content => "$.message.text[*]", + :expected_receive_period_in_days => 1 + } + end + + def working? + last_receive_at && last_receive_at > options[:expected_receive_period_in_days].to_i.days.ago + end + + def receive(incoming_events) + anew = self.class.sentiment_hash + incoming_events.each do |event| + Utils.values_at(event.payload, options[:content]).each do |content| + sent_values = sentiment_values anew, content + create_event :payload => {:content => content, + :valence => sent_values[0], + :arousal => sent_values[1], + :dominance => sent_values[2]} + end + end + end + + def validate_options + errors.add(:base, "content and expected_receive_period_in_days must be present") unless options[:content].present? && options[:expected_receive_period_in_days].present? + end + + def self.sentiment_hash + unless self.anew + self.anew = {} + CSV.foreach Rails.root.join('data/anew.csv') do |row| + self.anew[row[0]] = row.values_at(2,4,6).map {|val| val.to_f} + end + end + self.anew + end + + def sentiment_values(anew,text) + valence, arousal, dominance, freq = [0] * 4 + text.downcase.strip.gsub(/[^a-z ]/,"").split.each do |word| + if anew.has_key? word + valence += anew[word][0] + arousal += anew[word][1] + dominance += anew[word][2] + freq += 1 + end + end + if valence != 0 + [valence/freq, arousal/freq, dominance/freq] + else + ["Insufficient data for meaningful answer"] * 3 + end + end + end +end \ No newline at end of file From de3fd1b395588d1efd6b02100bc449566f466e56 Mon Sep 17 00:00:00 2001 From: Rishabh Jain Date: Thu, 9 May 2013 19:18:54 +0530 Subject: [PATCH 7/7] Removal of old SentimentAgent file --- app/models/agents/sentiment_value_agent.rb | 84 ---------------------- 1 file changed, 84 deletions(-) delete mode 100644 app/models/agents/sentiment_value_agent.rb diff --git a/app/models/agents/sentiment_value_agent.rb b/app/models/agents/sentiment_value_agent.rb deleted file mode 100644 index 76b8acd8..00000000 --- a/app/models/agents/sentiment_value_agent.rb +++ /dev/null @@ -1,84 +0,0 @@ -require 'csv' - -module Agents - class SentimentValueAgent < Agent - description <<-MD - The SentimentValueAgent generates `good-bad` (psychological valence or happiness index), `active-passive` (arousal), and `strong-weak` (dominance) score. It will output a value between 1 and 9. Make sure the content this agent is analyzing have sufficient length to get respectable results. - - Provide a JSONPath in `content` field where content is residing and set `expected_receive_period_in_days` to the maximum number of days you would allow to be passed between events being received by this agent. - MD - - event_description <<-MD - Events look like: - { - :content => "The quick brown fox jumps over the lazy dog.", - :valence => 6.196666666666666, - :arousal => 4.993333333333333, - :dominance => 5.63 - } - MD - - default_schedule "every_1h" - - def default_options - { - :content => "$.message.text", - :expected_receive_period_in_days => 1 - } - end - - def working? - last_receive_at && last_receive_at > options[:expected_receive_period_in_days].to_i.days.ago - end - - def receive(incoming_events) - incoming_events.each do |event| - self.memory[:queue] ||= [] - self.memory[:queue] << event.payload - end - end - - def validate_options - errors.add(:base, "content and expected_receive_period_in_days must be present") unless options[:content].present? && options[:expected_receive_period_in_days].present? - end - - def sentiment_hash - anew = {} - CSV.foreach Rails.root.join('data/anew.csv') do |row| - anew[row[0]] = row.values_at(2,4,6).map {|val| val.to_f} - end - anew - end - - def sentiment_values(anew,text) - valence, arousal, dominance, freq = [0] * 4 - text.downcase.strip.gsub(/[^a-z ]/,"").split.each do |word| - if anew.has_key?(word) - valence += anew[word][0] - arousal += anew[word][1] - dominance += anew[word][2] - freq += 1 - end - end - if valence != 0 - [valence/freq, arousal/freq, dominance/freq] - else - ["Insufficient data for meaningful answer"] * 3 - end - end - - def check - if self.memory[:queue] && self.memory[:queue].length > 0 - anew = sentiment_hash - self.memory[:queue].each do |text| - if Utils.values_at(text, options[:content])[0] - content = Utils.values_at(text, options[:content])[0] - sent_values = sentiment_values anew, content - create_event :payload => {:content => content, :valence => sent_values[0], :arousal => sent_values[1], :dominance => sent_values[2]} - end - end - self.memory[:queue] = [] - end - end - end -end \ No newline at end of file