diff --git a/cblexicon.py b/cblexicon.py
index 2afaa4d..d07521c 100644
--- a/cblexicon.py
+++ b/cblexicon.py
@@ -1,3 +1,4 @@
+from __future__ import division
 import math
 import nltk
 from nltk.corpus import wordnet as wn
@@ -16,14 +17,46 @@ class cblexicon:
 
     def process(self):
 
+        def cluster(set1,set2,conjSet,defSet,dis):
+            for word in set1:
+                score1 = calcScore(word,set1,conjSet,dis)
+                #print "Score 1: %f" % score1
+                score2 = calcScore(word,set2,conjSet,dis)
+                #print "Score 2: %f" % score2
+                if score2 < score1:
+                    print "swap"
+                    set1.remove(word)
+                    set2.append(word)
+            for word in set2:
+                score1 = calcScore(word,set1,conjSet,dis)
+                score2 = calcScore(word,set2,conjSet,dis)
+                if score1 < score2:
+                    set2.remove(word)
+                    set1.append(word)
+            return set1,set2
+
+        def calcScore(curr,set,conjSet,dis):
+            score = 0
+            for word in set:
+                if word != curr:
+                    cats = dis[conjSet[curr][0]][conjSet[word][0]]
+                    score = score + cats
+            return score * (1.0/len(set))
+
         def normalize_word(word):
             return SnowballStemmer("english").stem(word)
 
-        def vectorspaced(title,CS,DF):
-            title_components =  CS[title][1]
-            return numpy.array([
-                 word in title_components
-                 for word in DF], numpy.short)
+        def vectorize(conjSet,defSet):
+            dis = numpy.zeros((len(defSet),len(defSet)))
+            dis.fill(.5)
+            for word in defSet:
+                similar = conjSet[word][1]
+                dissimilar = conjSet[word][2]
+                for sim in similar:
+                    dis[conjSet[word][0]][conjSet[sim][0]] = 0
+                for d in dissimilar:
+                    dis[conjSet[word][0]][conjSet[d][0]] = 1
+            return dis
 
         def word_feats(words):
             return dict([(word, True) for word in words])
@@ -44,24 +77,35 @@ class cblexicon:
             return positive,negative
 
         def getConj():
+            # Set up the tuple (index, similar, dissimilar)
             f = open('conj.txt', 'r+')
             content = f.readlines()
             d = dict()
             i = 0
             for line in content:
                 current = line.split(' ')
-                #Add the first adjective
-                if current[0] in d:
-                    d[current[0]][1].add(current[1])
-                else:
-                    d[current[0]] = (i,Set([current[1]]))
-                    i = i+1
-                #Add the second adjective
-                if current[1] in d:
-                    d[current[1]][1].add(current[0])
+                if current[2] == "but":
+                    if current[0] in d:
+                        d[current[0]][2].add(current[1])
+                    else:
+                        d[current[0]] = (i,Set(),Set([current[1]]))
+                        i = i+1
+                    if current[1] in d:
+                        d[current[1]][2].add(current[0])
+                    else:
+                        d[current[1]] = (i,Set(),Set([current[0]]))
+                        i = i+1
                 else:
-                    d[current[1]] = (i,Set([current[0]]))
-                    i = i+1
+                    if current[0] in d:
+                        d[current[0]][1].add(current[1])
+                    else:
+                        d[current[0]] = (i,Set([current[1]]),Set())
+                        i = i+1
+                    if current[1] in d:
+                        d[current[1]][1].add(current[0])
+                    else:
+                        d[current[1]] = (i,Set([current[0]]),Set())
+                        i = i+1
             return d
 
         #Get the Data#
@@ -73,38 +117,29 @@ class cblexicon:
         sets = genSets()
         positive = random.sample(sets[0], min(len(sets[0]), len(sets[1])))
         negative = random.sample(sets[1], min(len(sets[0]), len(sets[1])))
-        print len(positive)
-        print len(negative)
 
         # Clustering Setup
         stopwords = set(nltk.corpus.stopwords.words('english'))
-        # Create dictionary (adj, (index,[associated words]))
+        # Create dictionary (adj, (index, similar, dissimilar))
         conjSet = getConj()
-        print conjSet
 
         # Create list out of all keys of conjSet
         defSet = conjSet.keys()
 
-        # Its Cluster time
-        cluster = KMeansClusterer(2, euclidean_distance)
-        print conjSet["young"]
-        z =  vectorspaced("young",conjSet,defSet)
-
-        for num in z:
-            if num == 1:
-                print "one"
-
+        # Generate dissimilarity matrix
+        dis = vectorize(conjSet,defSet)
 
-        #cluster.cluster([vectorspaced(title,conjSet,defSet) for title in defSet if title])
-        cluster.cluster(vectorspaced("young",conjSet,defSet))
-        cluster.cluster(vectorspaced("stiff",conjSet,defSet))
-        classified_examples = [
-                cluster.classify(vectorspaced(title,conjSet,defSet)) for title in defSet
-        ]
-        print classified_examples
 
+        # Its Cluster time
+        set1 = defSet[len(defSet)//2:]
+        set2 = defSet[:len(defSet)//2]
 
+        for i in range(0,10):
+            sets = cluster(set1,set2,conjSet,defSet,dis)
+            set1 = sets[0]
+            set2 = sets[1]
 
+        print len(set2)
 
         # Can we classify and then run bag of words?
         #negfeats = [(word_feats(movie_reviews.words(fileids=[f])), 'neg') for f in negids]
diff --git a/conj.txt b/conj.txt
new file mode 100644
index 0000000..e91d9f6
--- /dev/null
+++ b/conj.txt
@@ -0,0 +1,1851 @@
+fair equitable and 
+rural urban and 
+medical dental and 
+ambitious costly and 
+medical dental and
+daily limited but 
+tentative exploratory and 
+military economic and 
+firmer tougher and 
+amateurish monumental and 
+burglary larceny and 
+limited vital but 
+democratic republican and 
+technical military and 
+long detailed and 
+administrative budgetary and 
+right many and 
+political governmental and 
+regular special or 
+genuine token or 
+green al and 
+old new and 
+eighth ninth and 
+third gentile and 
+streamlined workable and 
+modest happy and 
+american national or 
+major minor or 
+second third and 
+kentucky notre and 
+junior senior and 
+general mrs. and
+vast lovely and 
+new fast-grossing and 
+bric-a-brac such and 
+second third and 
+national international and 
+tomato-red bright and 
+economic personal and
+american british and 
+american british and 
+white jeremiah and 
+first second-degree and 
+medical funeral and 
+vicky sympathy and 
+ex-marine havana and 
+constitutional statutory and
+intellectual moral and 
+orderly effective and 
+legal nonviolent and 
+little mrs. and 
+feted honored and
+second baton and 
+french german and 
+u.s. foreign and 
+limited slow and 
+limited questionable and 
+one-third more or 
+simple elegant and 
+black white and
+afro-cuban oriental and 
+danish straight-line nor 
+sanger-harris anderson's and 
+drs. mmes. and 
+bible pray and 
+traditional traditional but 
+big spacious and 
+cultural religious and 
+cardiac blind and 
+white blue and 
+soldier musician and 
+dull monotonous and 
+cheery gay and 
+economic ideological and 
+hard complex and 
+west neutral and 
+military diplomatic and 
+cocky aggressive and 
+timely convenient and 
+well-informed confident and 
+broad flattering and 
+first second and 
+useful artificial but 
+ordinary necessary and 
+marginal average or 
+wednesday friday and 
+moral logical and 
+effective rational and 
+effective rational nor 
+eighteenth- nineteenth-century and 
+officious improper and 
+forced artificial and 
+successful many and 
+military foreign-policy and 
+british french and 
+economic military and 
+french indian and 
+british french and 
+russian communist and 
+second third and 
+lean leathery and 
+moist soft and 
+flag-stick putt and 
+air-conditioning new and 
+tall weigh and 
+surprising pleasant and 
+left-handed right-handed and 
+old new and 
+pro amateur or 
+surprised pleased and 
+political historical or 
+british french and 
+belgian other and 
+military political and 
+economic social and 
+january february and 
+spanish portuguese and 
+county-wide regional or 
+informed concerned and 
+cultural spiritual and 
+fiscal social and 
+helpful inadequate but 
+british other and 
+trivial communist but 
+ecological statistical and 
+honest public-spirited and 
+australian thai or 
+unprovocative ready but 
+flamboyant theatrical or 
+political legislative and 
+economic social and 
+industrial military and 
+unsupportable wild and 
+un-american subversive or 
+brief hectic but 
+pro-trujillo pro-castro and 
+rare needed but 
+common cattle and 
+blue black-crowned and 
+political other and 
+administrative legislative and 
+broad little but 
+local borough or 
+more more and 
+individual national or 
+moderate unemotional and 
+open permissive or 
+oldest toughest and 
+peaceful progressive and 
+white negro and 
+surprised impressed and 
+courteous competent and 
+straight stiff and 
+4- 5-to-1 and 
+domestic foreign and 
+internal external and 
+conventional nuclear nor 
+political economic and 
+warm friendly and 
+more more and 
+key doorknob or 
+poetic beautiful and 
+second third and 
+british foreign and 
+soft light and 
+high little and 
+navy taffy and 
+overactive high and 
+listen learn and 
+german japanese and 
+ambitious useful and 
+simple honest but 
+confused unmoved and 
+cruel sad and 
+fleeting casual and 
+loose monstrous and 
+industrial commercial and 
+helpful good and 
+european asian and 
+able willing and 
+service-connected non-service-connected and 
+impractical out-of-step and 
+old young and 
+fairest least and 
+unwarranted unfair and 
+ethical professional and 
+geographic natural and 
+french british and 
+united neutral and 
+terrorized tortured and 
+thirty-ninth fifty-ninth and 
+general complete and 
+good bad or 
+bigger better and 
+inadequate tardy and 
+tiny innocent and 
+innocent dependent and 
+fair accurate and 
+30- 50-megaton and 
+common hydrogen or 
+sixty-five older or 
+sudden tragic and 
+new enlarged and 
+cynical irresponsible and 
+biological genetic and 
+physical mental or 
+neonatal childhood or 
+catholic protestant and 
+sharp abrupt and 
+eastern western and 
+economic military and 
+first foremost and 
+pro-western anti-communist and 
+more more and 
+more more and 
+greek turkish and 
+slow fast and 
+european u.s. and 
+angular knobby-knuckled and 
+dark murky and 
+immediate tangible and 
+direct active and 
+industrial agricultural and 
+secret genuine but 
+hot cold and 
+30- 50-megaton or 
+vietnamese north and 
+good bad and 
+political legal and 
+political legal or 
+reasonable fair and 
+beautiful light-hearted and 
+fair objective and 
+black white and 
+surprised sorry and 
+long detailed and 
+mysterious marvelous and 
+entertaining irresponsible and 
+table-tennis other and 
+fit contented and 
+odd ironic and 
+handsome impressive and 
+warm human and 
+technical detailed and 
+outfought outgeneraled and 
+chinese british and 
+able intelligent and 
+intellectual self-critical and 
+dramatic lively and 
+american chinese and 
+new desirable and 
+serious high-minded and 
+untrained unsettled and 
+young handsome and 
+high-spirited communicative and 
+exuberant sentimental or 
+flirtatious funny or 
+witty candid and 
+earlier delightful and 
+deep abiding and 
+sharp whipping and 
+fresh unstilted and 
+intellectual spiritual and 
+political diplomatic and 
+reliable readable and 
+critical pessimistic and 
+disloyal pro-communist and 
+admirable fascinating and 
+wily aggressive and 
+political domestic or 
+sweet sad and 
+delightful heart-warming and 
+delicate perilous and 
+intelligent natural and 
+non-sentimental ultra-efficient and 
+strong musical and 
+italian english and 
+charming elegant and 
+intense baroque and 
+evocative gracious and 
+bawdy mawkish or 
+attentive quiet and 
+soft lyrical and 
+second successful and 
+soviet nazi and 
+lyrical forceful and 
+vivid unabashed and 
+hostile quite and 
+mediocre lazy and 
+loud clear and 
+french american and 
+able ambitious and 
+courageous honest and 
+direct powerful and 
+large intimate and 
+solid sensible and 
+equal opposite and 
+intellectual spiritual and 
+dramatical musical and 
+musical poetic and 
+contemptuous ecstatic and 
+wide shaggy and 
+historical technical or 
+slow modest and 
+more more and 
+purple white and 
+dead wilted or 
+gentle nostalgic and 
+rich foot-loose and 
+new complete and 
+venomous pitiful and 
+green purple and 
+more more and 
+gusty undependable and 
+good creole and 
+pale low-key and 
+wartorn poverty-stricken and 
+able willing and 
+clear sensible and 
+public non-public and 
+vast vigilant and 
+psychological physiological or 
+vegetable animal and 
+mono-unsaturated poly-unsaturated and 
+populous real and 
+extraneous illusory and 
+important valuable and 
+great superficial but 
+positive negative and 
+steady methodical and 
+distinct separable and 
+present operative and 
+incredible irrelevant and 
+industrial technological and 
+incredible irrelevant and 
+long diverse and 
+american english and 
+strongest longest and 
+lapsed nonchurchgoing or 
+respectable friendly and 
+moderate real but 
+unique universal and 
+interminable irremediable and 
+tatian cyprian and 
+ecclesiastical social and 
+old new and 
+nearest dearest and 
+strong united and 
+large small and 
+large small and 
+religious philosophical and 
+pre-han han and 
+yin-yang five-elements and 
+loyal active and 
+unfair unchristian and 
+easy painless and 
+natural logical and 
+unconcerned inactive and 
+social recreational and 
+uniformity god nor 
+traditional indigenous and 
+political religious and 
+sacral secular and 
+fallible corruptible and 
+remote speculative and 
+good evil or 
+certain extensive and 
+extensive immediate and 
+moral political and 
+ethical theological and 
+objective explicit or 
+social professional and 
+legal political and 
+sociological psychological and 
+legal political and 
+negative positive or 
+legal political and 
+legal political and 
+cultural moral and 
+new difficult and 
+hundred fifty and 
+much empty but 
+smaller smaller and 
+greater lesser or 
+trinitarian unitarian or 
+immediate unconditional and 
+moral ethical and 
+moral material and 
+fourth third and 
+divine holy and 
+great precious and 
+miraculous mysterious and 
+immediate instantaneous and 
+honest sincere and 
+final extreme and 
+spiritual moral and 
+world-famous norm and 
+greater greater and 
+quick-wate super-protein and 
+longer longer and 
+short long or 
+healthy perky and 
+b-52 b-70 or 
+mobile hardened and 
+successful unsuccessful or 
+b-52 b-70 or 
+many frequent and 
+interesting effective and 
+open natural and 
+overage cannot and 
+regional local and 
+green yellow and 
+unsolder disassemble and 
+active successful and 
+scale much and 
+new better and 
+light sharp and 
+fine familiar and 
+small-game plinking and 
+seven- 12-shot or 
+bright light-reflecting and 
+french spanish and 
+jamestown yorktown and 
+fern other and 
+british french and 
+christian moslem and 
+famous excellent and 
+blue white and 
+red cream and 
+wine- beer-cooling or 
+white buff or 
+clear transparent or 
+top bottom and 
+wide 3-1/2'' and 
+glue one-inch and 
+final careful and 
+bottled l-p or 
+new-england new-york and 
+more more and 
+unexpected unsettling and 
+constant careful and 
+weekly bi-monthly or 
+colonial contemporary or 
+high low or 
+logical effective and 
+inexpensive available and 
+available interested and 
+stagnant dry or 
+quick easy and 
+fluent spontaneous and 
+young mature or 
+large circumspect and 
+large eager and 
+good solid and 
+large enthusiastic and 
+fatigue emotional and 
+high high or 
+upper lower and 
+slower slower and 
+higher higher and 
+artistic psychological and 
+upper lower and 
+warm friendly and 
+german danish and 
+medical pharmaceutical and 
+electrical magnetic and 
+bacterial fungal and 
+new exciting and 
+5- 10-yr. or 
+commercial institutional and 
+full complete and 
+prominent accomplished and 
+rare undeveloped and 
+severe separate and 
+larger fancier or 
+second- third-shift and 
+efficient necessary and 
+older disabled or 
+job- non-job-connected and 
+annual regular or 
+rural urban or 
+long ever-increasing and 
+new modern and 
+possible legal and 
+commercial private and 
+physical mental and 
+good bad or 
+many varied and 
+supervisory individual-contributor and 
+second third and 
+central satellite and 
+new future or 
+salary prestige and 
+unpleasant costly and 
+vacuum- pressure-formed and 
+large small and 
+thick thin and 
+quick economical and 
+human animal or 
+regular impact and 
+red black or 
+strange new and 
+german french and 
+economical satisfactory and 
+4- 5-passenger and 
+european american or 
+imperial cadillac or 
+monetary sentimental and 
+reasonable appropriate and 
+second third and 
+therapeutic diagnostic and 
+skilled sensitive and 
+geographical socio-economic and 
+vocal non-verbal but 
+literary scientific or 
+linguistic paralinguistic and 
+new modern and 
+terrible inhumane and 
+older wiser and 
+young energetic and 
+mantic prophetic or 
+realistic unbroken and 
+inaudible intactible and 
+assyrian cassite nor 
+german english or 
+quick-drying subject and 
+sulphured sprayed nor 
+green silver-painted and 
+complete unabridged and 
+calm relaxed and 
+wide varied and 
+many varied and 
+non-instinctive conscious and 
+nest hive or 
+new ever-changing and 
+new better and 
+freer easier and 
+thin fragile and 
+physical psychological and 
+physical emotional and 
+unpleasant difficult and 
+cold frigid or 
+understanding patient and 
+complex multiple and 
+bestial unworthy and 
+open direct and 
+more more and 
+vigorous assertive and 
+italian french or 
+electrical atomic and 
+scientific impressive or 
+hot cold and 
+upper lower or 
+thumb- finger-sucking or 
+normal excessive and 
+continuous intermittent or 
+personal specific and 
+conscious unconscious or 
+objective careful and 
+expensive specialized and 
+non-police non-party and 
+stimulated transformed and 
+divisive nettlesome and 
+political social and 
+economic social and 
+mechanical chemical or 
+secondary subjective and 
+powerful dominant or 
+evil sinful and 
+painful costly and 
+unnatural contrary and 
+open secret or 
+radical revolutionary and 
+profound far-reaching and 
+religious moral and 
+north south and 
+red assiniboine and 
+discontented disappointed and 
+colorful expressive and 
+short sweet and 
+fall-in close-up and 
+cultural political and 
+egocentric isolationistic and 
+economic governmental and 
+cultural political and 
+new ever-changing and 
+propagandistic commercial and 
+subliterary bogus and 
+isolated semi-isolated and 
+regional occupational and 
+regional occupational and 
+uncritical many and 
+ethnic occupational and 
+powerful most and 
+low rowdy and 
+clear syrupy and 
+moral financial and 
+municipal county and 
+bigger better and 
+high dry and 
+third fourth and 
+simple ingenious and 
+civil military and 
+plastic adjust and 
+chinese north and 
+sharp confident and 
+ready willing and 
+sharp military and 
+obvious overwhelming and 
+greater less or 
+greater less or 
+spectacular definitive and 
+good thick and 
+chinese indian and 
+religious ethnic and 
+social economic and 
+social sexual and 
+provincial overprotective and 
+psychological sociological and 
+best quickest and 
+sudden frequent or 
+cheap poor or 
+several more or 
+ten fifteen or 
+bitter acid or 
+noble humane and 
+free equal and 
+educational cultural and 
+deep awesome and 
+authentic aesthetic or 
+spacious beautiful and 
+favorite most and 
+shady undesirable and 
+free easy and 
+scientific philosophical and 
+lucy winslow and 
+quiet energetic and 
+vocational technical or 
+red white and 
+eastern foreign and 
+confident ulyate and 
+spun spurred and 
+short thick and 
+national international and 
+local ecumenical and 
+unspectacular indispensable but 
+introverted self-centered and 
+private domestic and 
+sick troubled and 
+economic industrial and 
+thick small and 
+more more and 
+higher higher and 
+able agile and 
+successful positive and 
+preliminary preparatory and 
+nursery- elementary-school and 
+different difficult and 
+enduring stable and 
+small simple or 
+present future and 
+dull unrewarding and 
+black white or 
+stable definite and 
+forceful overt and 
+previous present and 
+pronounced most and 
+dependent relativistic and 
+physical emotional and 
+long angry and 
+responsive relevant and 
+complex expensive and 
+actual potential or 
+interesting beautiful and 
+narrow dark and 
+largest best-preserved and 
+extensive expensive and 
+social economic and 
+social economic and 
+higher- lower-status and 
+social economic and 
+social economic and 
+social economic and 
+social economic and 
+social economic and 
+social economic and 
+social economic and 
+social economic and 
+social economic and 
+residential religious and 
+congregational parochial and 
+energetic resourceful and 
+french british and 
+english french and 
+slow difficult and 
+intensive thorough and 
+primary secondary and 
+non-violence good and 
+re-moralizing re-establishing and 
+violent non-violent and 
+additional more and 
+violent non-violent or 
+forced convict or 
+economic political and 
+north south and 
+individual local and 
+minor immoral and 
+social psychological and 
+social economic and 
+anglo-saxon celtic or 
+hot cold and 
+english scandinavian and 
+civil political and 
+educational cultural and 
+permanent unchanging and 
+technological industrial and 
+legal political and 
+quiet impressive but 
+quiet impressive but 
+clear quick and 
+separate deliberate and 
+lean tall and 
+tall angular and 
+constant unfulfilled and 
+difficult ambiguous and 
+australian i and 
+safe spacious and 
+blue yellow and 
+light-flared enormous and 
+energetic conscientious and 
+first fourth and 
+dramatic patriotic or 
+selfish parochial nor 
+french indian and 
+legal constitutional and 
+intellectual social and 
+respectable disinterested and 
+dramatic overwhelming and 
+cornbread mint and 
+useful reliable and 
+gradual abrupt and 
+major minor or 
+urban industrial and 
+narrative emotional and 
+spatial temporal or 
+pleased disturbed nor 
+legislative judicial and 
+obvious frequent and 
+terrestial celestial and 
+shorter shorter and 
+bio- physiological and 
+widespread quite and 
+dark light and 
+irksome i and 
+technological economic and 
+technological economic and 
+mysterious divine and 
+forthright earthy and 
+alive free and 
+good evil and 
+corner- gate and 
+rare delicate and 
+persistent longer-lived and 
+straw-colored transparent and 
+numerous distant and 
+ridiculous trivial and 
+destructive self-destructive and 
+light dark and 
+artistic erotic and 
+unknown empty and 
+philosophical religious and 
+personal spiritual and 
+sub-human quasi-mechanistic and 
+personal subjective and 
+religious philosophical and 
+new valid and 
+better worse or 
+artistic mythological and 
+serious important and 
+neutral rarified and 
+fresh primitive and 
+clear distinct and 
+isolated neutral and 
+positive negative and 
+positive negative or 
+elemental unavoidable and 
+abstractive rational and 
+such such and 
+broader full and 
+clear distinct and 
+partial local or 
+north south and 
+north south and 
+carolina georgia and 
+legendary historic and 
+shy solitary and 
+lively humorous and 
+nameless immortal and 
+first last and 
+intimate detailed and 
+desperate ill-fated and 
+independent self-reliant and 
+good bad and 
+legal illegal and 
+solitary difficult and 
+complete most and 
+social political and 
+radical conservative or 
+fourteen fifteen or 
+undeclared immoral and 
+limited precarious and 
+limited precarious and 
+clamorous confused and 
+uncertain uneasy and 
+democratic free or 
+economic religious or 
+economic philosophic and 
+industrial technological and 
+quarterly annual and 
+free untrammeled and 
+free open and 
+domestic international and 
+clumsy wasteful and 
+chaotic misleading and 
+national international and 
+practical legislative or 
+friendly hostile or 
+quiet deep but 
+spontaneous unanalyzed and 
+negative coercive and 
+stubborn simple but 
+unworthy trivial and 
+terrible ominous and 
+unspoken unconscious and 
+natural man-made or 
+more more and 
+arid cold and 
+pure elevated and 
+more more and 
+new beautiful and 
+familiar commonplace and 
+inadequate misleading or 
+political related and 
+mental physical or 
+english continental and 
+horse-trading eye-gouging and 
+supernormal extra-sensory or 
+political economic and 
+aesthetic cultural and 
+absent remain or 
+eternal perfect and 
+larger smaller and 
+disparate fervent and 
+physical mental and 
+shrewd ambitious and 
+high-spirited vivacious and 
+english german and 
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\ No newline at end of file