diff --git a/BrownIC.py b/BrownIC.py
new file mode 100644
index 0000000..2c61fb4
--- /dev/null
+++ b/BrownIC.py
@@ -0,0 +1,50 @@
+import nltk
+from nltk.corpus import wordnet as wn
+from nltk.corpus import wordnet_ic
+import math,csv
+import scipy
+
+brown_ic = wordnet_ic.ic('ic-brown.dat')
+
+def sim_lin(syns1,syns2):
+    maxSim=None
+    for s1 in syns1:
+        for s2 in syns2:
+            sim=s1.lin_similarity(s2,brown_ic)
+            if maxSim==None or maxSim<sim:
+                maxSim=sim
+    return maxSim
+
+def sim_resnik(syns1,syns2):
+    maxSim=None
+    for s1 in syns1:
+        for s2 in syns2:
+            sim=s1.res_similarity(s2,brown_ic)
+            if maxSim==None or maxSim<sim:
+                maxSim=sim
+    return maxSim
+
+train = csv.reader(open("rg.csv",'rb'),delimiter=';')
+
+word1=[]
+word2=[]
+hr=[]
+LinS=[]
+    
+for row in train:
+    word1.append(row[0])
+    word2.append(row[1])
+    hr.append(row[2])
+
+#f=open("BrownIC.txt","w")
+
+for i in range(1,len(hr)):
+    a=wn.synsets(word1[i],pos="n")
+    b=wn.synsets(word2[i],pos="n")
+    LinS.append(sim_resnik(a,b))
+    #print sim_lin(a,b)
+    #f.write("%s\t%s\t%.5s\t%.5s\t%.5s\n"%(word1[i],word2[i],sim_lin(a,b),sim_resnik(a,b),hr[i]))
+
+#f.close()
+hr.pop(0)
+print scipy.stats.spearmanr(LinS,hr)
\ No newline at end of file
diff --git a/BrownIC.txt b/BrownIC.txt
new file mode 100644
index 0000000..cad140f
--- /dev/null
+++ b/BrownIC.txt
@@ -0,0 +1,350 @@
+love	sex	0.851	6.690	6.77
+tiger	cat	0.894	9.840	7.35
+tiger	tiger	1.0	12.26	10
+book	paper	0.674	5.454	7.46
+computer	keyboard	0.373	4.076	7.62
+computer	internet	0.330	3.257	7.58
+plane	car	0.719	5.921	5.77
+train	car	0.678	5.768	6.31
+telephone	communication	-0.0	-0.0	7.5
+television	radio	0.919	9.123	6.77
+media	radio	0.832	7.020	7.42
+drug	abuse	-0.0	-0.0	6.85
+bread	butter	0.711	6.879	6.19
+cucumber	potato	0.659	9.441	5.92
+doctor	nurse	0.835	7.930	7
+professor	doctor	0.703	6.394	6.62
+student	professor	0.276	2.333	6.81
+smart	student	-0.0	-0.0	4.62
+smart	stupid	-0.0	-0.0	5.81
+company	stock	0.483	3.335	7.08
+stock	market	0.455	3.335	8.08
+stock	phone	0.414	4.076	1.62
+stock	CD	0.371	4.076	1.31
+stock	jaguar	0.493	5.413	0.92
+stock	egg	0.545	5.279	1.81
+fertility	egg	-0.0	-0.0	6.69
+stock	live	None	None	3.73
+stock	life	0.367	3.139	0.92
+book	library	0.537	5.052	7.46
+bank	money	0.482	4.469	8.12
+wood	forest	1.0	9.001	7.73
+money	cash	0.788	6.445	9.15
+professor	cucumber	0.065	2.224	0.31
+king	cabbage	0.305	3.336	0.23
+king	queen	1.0	9.567	8.58
+king	rook	0.772	8.504	5.92
+bishop	rabbi	0.665	6.961	6.69
+Jerusalem	Israel	0.366	4.389	8.46
+Jerusalem	Palestinian	2.580	1.290	7.65
+holy	sex	0.091	0.801	1.62
+fuck	sex	0.770	6.690	9.44
+football	soccer	0.905	11.06	9.03
+football	basketball	0.753	8.716	6.81
+football	tennis	0.769	8.716	6.63
+tennis	racket	0.262	3.143	7.56
+Arafat	peace	-0.0	-0.0	6.73
+Arafat	terror	4.667	2.333	7.65
+Arafat	Jackson	1.347	6.737	2.5
+law	lawyer	-0.0	-0.0	8.38
+movie	star	0.189	1.592	7.38
+movie	popcorn	3.063	1.531	6.19
+movie	critic	0.180	1.531	6.73
+movie	theater	0.293	2.305	7.92
+physics	proton	0.066	0.801	8.12
+physics	chemistry	0.817	8.716	7.35
+space	chemistry	0.089	0.801	4.88
+alcohol	chemistry	0.398	3.885	5.54
+vodka	gin	1.771	8.856	8.46
+vodka	brandy	1.771	8.856	8.13
+drink	car	0.112	0.801	3.04
+drink	ear	0.395	3.967	1.31
+drink	mouth	0.426	3.967	5.96
+drink	eat	None	None	6.87
+baby	mother	0.683	6.257	7.85
+drink	mother	0.594	4.615	2.65
+car	automobile	1.0	7.591	8.94
+gem	jewel	1.0	12.06	8.96
+journey	voyage	0.777	6.825	9.29
+boy	lad	0.830	8.399	8.83
+coast	shore	0.963	9.415	9.1
+asylum	madhouse	0.855	9.475	8.87
+magician	wizard	1.0	11.98	9.02
+midday	noon	1.0	11.06	9.29
+furnace	stove	0.228	2.305	8.79
+food	fruit	0.160	1.592	7.52
+bird	cock	0.773	7.677	7.1
+bird	crane	0.747	7.677	7.38
+tool	implement	0.947	5.877	6.46
+brother	monk	0.986	9.261	6.27
+crane	implement	0.359	3.257	2.69
+lad	brother	0.255	2.333	4.46
+journey	car	-0.0	-0.0	5.85
+monk	oracle	0.225	2.333	5
+cemetery	woodland	0.123	1.290	2.08
+food	rooster	0.091	0.801	4.42
+coast	hill	0.599	5.884	4.38
+forest	graveyard	0.123	1.290	1.85
+shore	woodland	0.135	1.290	3.08
+monk	slave	0.254	2.333	0.92
+coast	forest	0.130	1.290	3.15
+lad	wizard	0.255	2.333	0.92
+chord	smile	0.246	2.619	0.54
+glass	magician	0.214	2.282	2.08
+noon	string	0.066	0.596	0.54
+rooster	voyage	-0.0	-0.0	0.62
+money	dollar	0.722	6.445	8.42
+money	cash	0.788	6.445	9.08
+money	currency	0.863	6.445	9.04
+money	wealth	0.996	8.660	8.27
+money	property	0.882	6.896	7.57
+money	possession	0.677	4.469	7.29
+money	bank	0.482	4.469	8.5
+money	deposit	0.812	8.042	7.73
+money	withdrawal	0.067	0.596	6.88
+money	laundering	0.058	0.596	5.65
+money	operation	0.095	0.596	3.31
+tiger	jaguar	0.797	9.840	8
+tiger	feline	0.831	8.663	8
+tiger	carnivore	0.788	7.911	7.08
+tiger	mammal	0.615	5.405	6.85
+tiger	animal	0.578	4.946	7
+tiger	organism	0.309	2.224	4.77
+tiger	fauna	0.578	4.946	5.62
+tiger	zoo	0.125	1.531	5.87
+psychology	psychiatry	0.655	7.186	8.08
+psychology	anxiety	0.067	0.596	7
+psychology	fear	0.065	0.596	6.85
+psychology	depression	0.153	1.592	7.42
+psychology	clinic	0.052	0.596	6.58
+psychology	doctor	0.165	1.592	6.42
+psychology	Freud	-0.0	-0.0	8.21
+psychology	mind	0.373	3.292	7.69
+psychology	health	0.060	0.596	7.23
+psychology	science	0.847	7.186	6.71
+psychology	discipline	0.727	5.588	5.58
+psychology	cognition	0.425	2.644	7.48
+planet	star	0.874	6.931	8.45
+planet	constellation	0.591	4.940	8.06
+planet	moon	0.780	6.931	8.08
+planet	sun	0.810	6.931	8.02
+planet	galaxy	0.197	2.224	8.11
+planet	space	0.190	1.531	7.92
+planet	astronomer	0.242	2.333	7.94
+precedent	example	0.817	8.077	5.85
+precedent	information	0.605	5.081	3.85
+precedent	cognition	0.368	2.644	2.81
+precedent	law	0.839	8.372	6.65
+precedent	collection	0.607	5.052	2.5
+precedent	group	0.395	2.855	1.77
+precedent	antecedent	0.304	3.847	6.04
+cup	coffee	0.651	6.692	6.58
+cup	tableware	0.840	7.490	6.85
+cup	article	0.829	7.332	2.4
+cup	artifact	0.364	2.305	2.92
+cup	object	0.261	2.619	3.69
+cup	drink	0.782	6.692	7.25
+cup	food	0.672	5.279	5
+cup	substance	0.613	4.615	1.92
+cup	liquid	0.764	6.443	5.9
+jaguar	cat	0.880	9.840	7.42
+jaguar	car	0.152	1.531	7.27
+energy	secretary	0.102	0.801	1.81
+secretary	senate	-0.0	-0.0	5.06
+energy	laboratory	0.093	0.801	5.09
+computer	laboratory	0.133	1.290	6.78
+weapon	secret	0.066	0.596	6.06
+FBI	fingerprint	0.051	0.596	6.94
+FBI	investigation	0.064	0.596	8.31
+investigation	effort	0.693	4.805	4.59
+Mars	water	0.154	1.531	2.94
+Mars	scientist	0.176	1.531	5.63
+news	report	0.988	7.742	8.16
+canyon	landscape	0.113	1.290	7.53
+image	surface	0.378	3.292	4.56
+discovery	space	0.088	0.596	6.34
+water	seepage	0.056	0.596	6.56
+sign	recess	0.438	3.979	2.38
+Wednesday	news	0.066	0.596	2.22
+mile	kilometer	0.578	6.060	8.66
+computer	news	-0.0	-0.0	4.47
+territory	surface	0.557	3.292	5.34
+atmosphere	landscape	0.298	3.011	3.69
+president	medal	0.063	0.596	3
+war	troops	0.071	0.596	8.13
+record	number	0.796	5.819	6.31
+skin	eye	0.490	4.402	6.22
+Japanese	American	0.695	6.423	6.5
+theater	history	0.182	1.592	3.91
+volunteer	motto	-0.0	-0.0	2.56
+prejudice	recognition	0.555	6.039	3
+decoration	valor	0.052	0.596	5.63
+century	year	0.484	3.800	7.59
+century	nation	0.082	0.596	3.16
+delay	racism	0.211	2.332	1.19
+delay	news	0.212	2.036	3.31
+minister	party	0.259	2.333	6.63
+peace	plan	0.076	0.596	4.75
+minority	peace	0.302	3.139	3.69
+attempt	peace	0.076	0.596	4.25
+government	crisis	0.235	2.036	6.56
+deployment	departure	0.211	2.332	4.25
+deployment	withdrawal	0.650	8.771	5.88
+energy	crisis	0.443	4.234	5.94
+announcement	news	0.489	3.847	7.56
+announcement	effort	0.085	0.596	2.75
+stroke	hospital	0.154	1.531	7.03
+disability	death	0.335	3.139	5.47
+victim	emergency	0.159	1.531	6.47
+treatment	recovery	0.278	2.332	7.91
+journal	association	0.081	0.801	4.97
+doctor	personnel	0.076	0.596	5
+doctor	liability	0.064	0.596	5.19
+liability	insurance	0.360	4.234	7.03
+school	center	0.669	5.715	3.44
+reason	hypertension	0.385	4.234	2.31
+reason	criterion	0.316	2.644	5.91
+hundred	percent	0.068	0.596	7.38
+Harvard	Yale	0.860	9.922	8.13
+hospital	infrastructure	0.061	0.596	4.63
+death	row	0.266	2.332	5.25
+death	inmate	0.079	0.801	5.03
+lawyer	evidence	-0.0	-0.0	6.69
+life	death	0.888	7.411	7.88
+life	term	0.904	6.493	4.5
+word	similarity	0.334	3.292	4.75
+board	recommendation	0.067	0.596	4.47
+governor	interview	-0.0	-0.0	3.25
+OPEC	country	7.813	3.906	5.63
+peace	atmosphere	0.501	4.234	3.69
+peace	insurance	0.841	8.459	2.94
+territory	kilometer	0.052	0.596	5.28
+travel	activity	0.500	2.332	5
+competition	price	0.321	3.036	6.44
+consumer	confidence	-0.0	-0.0	4.13
+consumer	energy	0.113	0.801	4.75
+problem	airport	-0.0	-0.0	2.38
+car	flight	0.256	2.305	4.94
+credit	card	0.428	4.004	8.06
+credit	information	0.551	4.934	5.31
+hotel	reservation	0.141	1.290	8.03
+grocery	money	-0.0	-0.0	5.94
+registration	arrangement	0.359	3.143	6
+arrangement	accommodation	0.409	4.384	5.41
+month	hotel	-0.0	-0.0	1.81
+type	kind	0.896	6.421	8.97
+arrival	hotel	0.160	1.531	6
+bed	closet	0.739	6.616	6.72
+closet	clothes	0.245	2.305	8
+situation	conclusion	0.346	2.332	4.81
+situation	isolation	0.403	3.139	3.88
+impartiality	interest	0.156	1.592	5.16
+direction	combination	0.333	3.143	2.25
+street	place	0.365	3.139	6.44
+street	avenue	0.912	8.669	8.88
+street	block	0.306	2.855	6.88
+street	children	0.197	1.531	4.94
+listing	proximity	0.135	1.592	2.56
+listing	category	0.189	1.592	6.38
+cell	phone	0.959	8.722	7.81
+production	hike	0.232	2.332	1.75
+benchmark	index	0.513	6.110	4.25
+media	trading	0.230	2.332	3.88
+media	gain	0.369	3.036	2.88
+dividend	payment	0.725	6.737	7.63
+dividend	calculation	0.061	0.596	6.48
+calculation	computation	1.0	7.759	8.44
+currency	market	0.079	0.596	7.5
+OPEC	oil	1.192	0.596	8.59
+oil	stock	0.524	5.118	6.34
+announcement	production	0.301	2.619	3.38
+announcement	warning	0.457	3.847	6
+profit	warning	0.073	0.596	3.88
+profit	loss	0.769	6.161	7.63
+dollar	yen	0.609	6.875	7.78
+dollar	buck	1.0	9.283	9.22
+dollar	profit	0.071	0.596	7.38
+dollar	loss	0.069	0.596	6.09
+computer	software	-0.0	-0.0	8.5
+network	hardware	0.292	3.257	8.31
+phone	equipment	0.753	5.268	7.13
+equipment	maker	0.233	1.531	5.91
+luxury	car	-0.0	-0.0	6.47
+five	month	0.373	2.691	3.38
+report	gain	0.084	0.596	3.63
+liquid	water	0.994	8.114	7.89
+baseball	season	0.069	0.596	5.97
+game	victory	0.263	2.036	7.03
+game	team	0.083	0.596	7.69
+marathon	sprint	0.189	2.332	7.47
+game	series	0.699	6.608	6.19
+game	defeat	0.235	2.036	6.97
+seven	series	0.315	3.036	3.56
+seafood	sea	0.085	0.801	7.47
+seafood	food	0.789	6.109	8.34
+seafood	lobster	0.809	9.359	8.7
+lobster	food	0.614	6.109	7.81
+lobster	wine	0.296	3.336	5.7
+food	preparation	0.461	3.336	6.22
+video	archive	0.205	2.305	6.34
+start	year	0.384	2.691	4.06
+start	match	0.307	2.691	4.47
+game	round	0.743	6.963	5.97
+boxing	round	0.688	7.432	7.61
+championship	tournament	0.633	6.608	8.36
+fighting	defeating	None	None	7.41
+line	insurance	0.559	5.175	2.69
+day	summer	0.474	3.800	3.94
+summer	drought	0.351	3.800	7.16
+summer	nature	0.071	0.596	5.63
+day	dawn	0.428	3.800	7.53
+nature	environment	0.336	2.298	8.31
+environment	ecology	1.292	6.463	8.81
+nature	man	0.301	2.282	6.25
+man	woman	0.787	4.910	8.3
+man	governor	0.401	3.257	5.25
+murder	manslaughter	0.784	8.560	8.53
+soap	opera	0.075	0.801	7.94
+opera	performance	0.083	0.801	6.88
+life	lesson	0.310	2.619	5.94
+focus	life	0.371	3.139	4.06
+production	crew	0.070	0.596	6.25
+television	film	0.719	7.020	7.72
+lover	quarrel	0.168	1.531	6.19
+viewer	serial	0.212	2.305	2.97
+possibility	girl	-0.0	-0.0	1.94
+population	development	0.641	5.653	3.75
+morality	importance	0.582	3.964	3.31
+morality	marriage	0.306	2.298	3.69
+Mexico	Brazil	0.494	6.133	7.44
+gender	equality	0.234	2.298	6.41
+change	attitude	0.350	3.036	5.44
+family	planning	0.082	0.596	6.25
+opera	industry	0.065	0.596	2.63
+sugar	approach	0.087	0.801	0.88
+practice	institution	0.871	7.354	3.19
+ministry	culture	0.313	3.335	4.69
+problem	challenge	0.420	3.847	6.75
+size	prominence	0.312	3.139	5.31
+country	citizen	0.178	1.290	7.31
+planet	people	-0.0	-0.0	5.75
+development	issue	0.566	4.088	3.97
+experience	music	0.329	2.644	3.47
+music	project	0.431	3.143	3.63
+glass	metal	0.453	3.336	5.56
+aluminum	metal	0.666	5.442	7.83
+chance	credibility	0.268	2.298	3.88
+exhibit	memorabilia	0.213	2.619	5.31
+concert	virtuoso	-0.0	-0.0	6.81
+rock	jazz	0.864	8.408	7.59
+museum	theater	0.248	2.305	7.19
+observation	architecture	0.294	3.143	4.38
+space	world	0.334	2.298	6.53
+preservation	world	0.444	4.234	6.19
+admission	ticket	0.359	3.847	7.69
+shower	thunderstorm	1.312	6.560	6.31
+shower	flood	0.451	4.936	6.03
+weather	forecast	-0.0	-0.0	8.34
+disaster	area	0.353	3.139	6.25
+governor	office	0.249	2.305	6.34
+architecture	century	0.063	0.596	3.78
diff --git a/DavidModel.txt b/DavidModel.txt
new file mode 100644
index 0000000..1c55b15
--- /dev/null
+++ b/DavidModel.txt
@@ -0,0 +1,350 @@
+love	sex	0.897	3.971	6.77
+tiger	cat	0.968	4.573	7.35
+tiger	tiger	1.0	4.874	10
+book	paper	0.784	3.494	7.46
+computer	keyboard	0.515	2.388	7.62
+computer	internet	0.428	1.987	7.58
+plane	car	0.696	3.126	5.77
+train	car	0.663	3.035	6.31
+telephone	communication	1.336	5.819	7.5
+television	radio	1.0	4.874	6.77
+media	radio	0.905	4.029	7.42
+drug	abuse	1.577	5.819	6.85
+bread	butter	0.664	2.982	6.19
+cucumber	potato	0.709	3.459	5.92
+doctor	nurse	0.900	4.175	7
+professor	doctor	0.845	3.920	6.62
+student	professor	0.448	2.118	6.81
+smart	student	1.231	5.819	4.62
+smart	stupid	1.193	5.819	5.81
+company	stock	0.309	1.507	7.08
+stock	market	0.330	1.612	8.08
+stock	phone	0.490	2.388	1.62
+stock	CD	0.490	2.388	1.31
+stock	jaguar	0.611	2.982	0.92
+stock	egg	0.507	2.473	1.81
+fertility	egg	1.193	5.819	6.69
+stock	live	1.193	5.819	3.73
+stock	life	0.309	1.507	0.92
+book	library	0.362	1.612	7.46
+bank	money	0.554	2.704	8.12
+wood	forest	1.0	4.573	7.73
+money	cash	0.804	3.920	9.15
+professor	cucumber	0.309	1.507	0.31
+king	cabbage	0.309	1.507	0.23
+king	queen	1.0	4.874	8.58
+king	rook	1.0	4.874	5.92
+bishop	rabbi	0.876	4.272	6.69
+Jerusalem	Israel	0.826	4.029	8.46
+Jerusalem	Palestinian	0.193	0.944	7.65
+holy	sex	0.123	0.547	1.62
+fuck	sex	0.897	3.971	9.44
+football	soccer	1.0	4.874	9.03
+football	basketball	0.876	4.272	6.81
+football	tennis	0.876	4.272	6.63
+tennis	racket	0.458	2.233	7.56
+Arafat	peace	1.193	5.819	6.73
+Arafat	terror	0.434	2.118	7.65
+Arafat	Jackson	0.902	4.397	2.5
+law	lawyer	1.272	5.819	8.38
+movie	star	0.243	1.093	7.38
+movie	popcorn	0.231	1.093	6.19
+movie	critic	0.231	1.093	6.73
+movie	theater	0.352	1.612	7.92
+physics	proton	0.112	0.547	8.12
+physics	chemistry	0.790	3.494	7.35
+space	chemistry	0.148	0.663	4.88
+alcohol	chemistry	0.518	2.344	5.54
+vodka	gin	1.0	4.874	8.46
+vodka	brandy	1.0	4.874	8.13
+drink	car	0.132	0.547	3.04
+drink	ear	0.280	1.368	1.31
+drink	mouth	0.382	1.866	5.96
+drink	eat	1.377	5.819	6.87
+baby	mother	0.876	4.272	7.85
+drink	mother	0.491	2.114	2.65
+car	automobile	1.0	4.573	8.94
+gem	jewel	1.0	4.874	8.96
+journey	voyage	0.922	4.175	9.29
+boy	lad	0.968	4.573	8.83
+coast	shore	0.968	4.573	9.1
+asylum	madhouse	1.0	4.874	8.87
+magician	wizard	1.0	4.874	9.02
+midday	noon	1.0	4.874	9.29
+furnace	stove	0.341	1.612	8.79
+food	fruit	0.280	1.368	7.52
+bird	cock	0.771	3.061	7.1
+bird	crane	0.434	2.118	7.38
+tool	implement	0.940	2.934	6.46
+brother	monk	1.0	4.874	6.27
+crane	implement	0.508	1.987	2.69
+lad	brother	0.434	2.118	4.46
+journey	car	1.330	5.819	5.85
+monk	oracle	0.434	2.118	5
+cemetery	woodland	0.193	0.944	2.08
+food	rooster	0.149	0.547	4.42
+coast	hill	0.713	3.369	4.38
+forest	graveyard	0.193	0.944	1.85
+shore	woodland	0.199	0.944	3.08
+monk	slave	0.434	2.118	0.92
+coast	forest	0.193	0.944	3.15
+lad	wizard	0.434	2.118	0.92
+chord	smile	0.367	1.790	0.54
+glass	magician	0.231	1.093	2.08
+noon	string	0.136	0.663	0.54
+rooster	voyage	1.193	5.819	0.62
+money	dollar	0.804	3.920	8.42
+money	cash	0.804	3.920	9.08
+money	currency	0.891	3.920	9.04
+money	wealth	1.0	4.874	8.27
+money	property	0.875	3.795	7.57
+money	possession	0.713	2.704	7.29
+money	bank	0.554	2.704	8.5
+money	deposit	0.948	4.397	7.73
+money	withdrawal	0.143	0.663	6.88
+money	laundering	0.143	0.663	5.65
+money	operation	0.143	0.663	3.31
+tiger	jaguar	0.938	4.573	8
+tiger	feline	0.934	4.272	8
+tiger	carnivore	0.835	3.494	7.08
+tiger	mammal	0.750	2.925	6.85
+tiger	animal	0.624	2.211	7
+tiger	organism	0.472	1.507	4.77
+tiger	fauna	0.624	2.211	5.62
+tiger	zoo	0.224	1.093	5.87
+psychology	psychiatry	0.690	3.261	8.08
+psychology	anxiety	0.140	0.663	7
+psychology	fear	0.148	0.663	6.85
+psychology	depression	0.289	1.368	7.42
+psychology	clinic	0.140	0.663	6.58
+psychology	doctor	0.289	1.368	6.42
+psychology	Freud	1.231	5.819	8.21
+psychology	mind	0.507	2.395	7.69
+psychology	health	0.140	0.663	7.23
+psychology	science	0.832	3.261	6.71
+psychology	discipline	0.788	2.976	5.58
+psychology	cognition	0.607	1.996	7.48
+planet	star	0.434	2.118	8.45
+planet	constellation	0.534	2.604	8.06
+planet	moon	0.434	2.118	8.08
+planet	sun	0.434	2.118	8.02
+planet	galaxy	0.309	1.507	8.11
+planet	space	0.224	1.093	7.92
+planet	astronomer	0.434	2.118	7.94
+precedent	example	0.968	4.573	5.85
+precedent	information	0.739	2.861	3.85
+precedent	cognition	0.581	1.996	2.81
+precedent	law	0.934	4.272	6.65
+precedent	collection	0.768	3.041	2.5
+precedent	group	0.464	1.475	1.77
+precedent	antecedent	0.527	2.573	6.04
+cup	coffee	0.764	3.728	6.58
+cup	tableware	0.891	3.920	6.85
+cup	article	0.870	3.760	2.4
+cup	artifact	0.497	1.612	2.92
+cup	object	0.324	0.944	3.69
+cup	drink	0.866	3.728	7.25
+cup	food	0.673	2.473	5
+cup	substance	0.649	2.344	1.92
+cup	liquid	0.832	3.476	5.9
+jaguar	cat	0.968	4.573	7.42
+jaguar	car	0.231	1.093	7.27
+energy	secretary	0.126	0.547	1.81
+secretary	senate	1.193	5.819	5.06
+energy	laboratory	0.126	0.547	5.09
+computer	laboratory	0.203	0.944	6.78
+weapon	secret	0.136	0.663	6.06
+FBI	fingerprint	0.136	0.663	6.94
+FBI	investigation	0.136	0.663	8.31
+investigation	effort	0.793	3.118	4.59
+Mars	water	0.224	1.093	2.94
+Mars	scientist	0.247	1.093	5.63
+news	report	0.948	4.397	8.16
+canyon	landscape	0.193	0.944	7.53
+image	surface	0.491	2.395	4.56
+discovery	space	0.153	0.663	6.34
+water	seepage	0.136	0.663	6.56
+sign	recess	0.533	2.600	2.38
+Wednesday	news	0.136	0.663	2.22
+mile	kilometer	0.778	3.795	8.66
+computer	news	1.255	5.819	4.47
+territory	surface	0.491	2.395	5.34
+atmosphere	landscape	0.507	2.474	3.69
+president	medal	0.143	0.663	3
+war	troops	0.136	0.663	8.13
+record	number	0.803	3.512	6.31
+skin	eye	0.495	2.416	6.22
+Japanese	American	0.747	3.383	6.5
+theater	history	0.280	1.368	3.91
+volunteer	motto	1.193	5.819	2.56
+prejudice	recognition	0.735	3.476	3
+decoration	valor	0.143	0.663	5.63
+century	year	0.609	2.825	7.59
+century	nation	0.140	0.663	3.16
+delay	racism	0.395	1.866	1.19
+delay	news	0.351	1.659	3.31
+minister	party	0.448	2.118	6.63
+peace	plan	0.151	0.663	4.75
+minority	peace	0.412	2.009	3.69
+attempt	peace	0.152	0.663	4.25
+government	crisis	0.340	1.659	6.56
+deployment	departure	0.408	1.866	4.25
+deployment	withdrawal	0.902	4.397	5.88
+energy	crisis	0.468	2.283	5.94
+announcement	news	0.527	2.573	7.56
+announcement	effort	0.152	0.663	2.75
+stroke	hospital	0.224	1.093	7.03
+disability	death	0.451	2.009	5.47
+victim	emergency	0.224	1.093	6.47
+treatment	recovery	0.453	1.866	7.91
+journal	association	0.150	0.663	4.97
+doctor	personnel	0.150	0.663	5
+doctor	liability	0.136	0.663	5.19
+liability	insurance	0.468	2.283	7.03
+school	center	0.719	3.397	3.44
+reason	hypertension	0.468	2.283	2.31
+reason	criterion	0.409	1.996	5.91
+hundred	percent	0.136	0.663	7.38
+Harvard	Yale	1.0	4.874	8.13
+hospital	infrastructure	0.136	0.663	4.63
+death	row	0.382	1.866	5.25
+death	inmate	0.112	0.547	5.03
+lawyer	evidence	1.470	5.819	6.69
+life	death	0.826	4.029	7.88
+life	term	0.968	4.573	4.5
+word	similarity	0.491	2.395	4.75
+board	recommendation	0.140	0.663	4.47
+governor	interview	1.193	5.819	3.25
+OPEC	country	0.544	2.573	5.63
+peace	atmosphere	0.483	2.283	3.69
+peace	insurance	0.902	4.397	2.94
+territory	kilometer	0.136	0.663	5.28
+travel	activity	0.611	1.866	5
+competition	price	0.434	2.118	6.44
+consumer	confidence	1.272	5.819	4.13
+consumer	energy	0.135	0.547	4.75
+problem	airport	1.193	5.819	2.38
+car	flight	0.341	1.612	4.94
+credit	card	0.527	2.573	8.06
+credit	information	0.635	3.096	5.31
+hotel	reservation	0.199	0.944	8.03
+grocery	money	1.255	5.819	5.94
+registration	arrangement	0.472	2.233	6
+arrangement	accommodation	0.472	2.233	5.41
+month	hotel	1.384	5.819	1.81
+type	kind	0.934	4.272	8.97
+arrival	hotel	0.231	1.093	6
+bed	closet	0.770	3.573	6.72
+closet	clothes	0.330	1.612	8
+situation	conclusion	0.502	1.866	4.81
+situation	isolation	0.436	1.866	3.88
+impartiality	interest	0.280	1.368	5.16
+direction	combination	0.472	2.233	2.25
+street	place	0.412	2.009	6.44
+street	avenue	1.0	4.874	8.88
+street	block	0.359	1.612	6.88
+street	children	0.231	1.093	4.94
+listing	proximity	0.280	1.368	2.56
+listing	category	0.299	1.368	6.38
+cell	phone	1.0	4.874	7.81
+production	hike	0.395	1.866	1.75
+benchmark	index	0.733	3.573	4.25
+media	trading	0.382	1.866	3.88
+media	gain	0.385	1.716	2.88
+dividend	payment	0.875	3.795	7.63
+dividend	calculation	0.143	0.663	6.48
+calculation	computation	1.0	4.573	8.44
+currency	market	0.156	0.663	7.5
+OPEC	oil	0.143	0.663	8.59
+oil	stock	0.562	2.744	6.34
+announcement	production	0.367	1.790	3.38
+announcement	warning	0.527	2.573	6
+profit	warning	0.148	0.663	3.88
+profit	loss	0.835	3.874	7.63
+dollar	yen	0.708	3.241	7.78
+dollar	buck	1.0	4.874	9.22
+dollar	profit	0.153	0.663	7.38
+dollar	loss	0.150	0.663	6.09
+computer	software	1.414	5.819	8.5
+network	hardware	0.407	1.987	8.31
+phone	equipment	0.787	3.166	7.13
+equipment	maker	0.294	1.093	5.91
+luxury	car	1.231	5.819	6.47
+five	month	0.475	2.068	3.38
+report	gain	0.140	0.663	3.63
+liquid	water	0.832	3.476	7.89
+baseball	season	0.143	0.663	5.97
+game	victory	0.395	1.659	7.03
+game	team	0.170	0.663	7.69
+marathon	sprint	0.382	1.866	7.47
+game	series	0.776	3.670	6.19
+game	defeat	0.395	1.659	6.97
+seven	series	0.352	1.716	3.56
+seafood	sea	0.128	0.547	7.47
+seafood	food	0.833	2.624	8.34
+seafood	lobster	0.859	3.670	8.7
+lobster	food	0.699	2.624	7.81
+lobster	wine	0.326	1.543	5.7
+food	preparation	0.409	1.996	6.22
+video	archive	0.330	1.612	6.34
+start	year	0.446	2.068	4.06
+start	match	0.369	1.659	4.47
+game	round	0.876	4.272	5.97
+boxing	round	0.742	3.619	7.61
+championship	tournament	0.752	3.670	8.36
+fighting	defeating	0.594	2.896	7.41
+line	insurance	0.620	2.810	2.69
+day	summer	0.579	2.825	3.94
+summer	drought	0.579	2.825	7.16
+summer	nature	0.136	0.663	5.63
+day	dawn	0.579	2.825	7.53
+nature	environment	0.348	1.614	8.31
+environment	ecology	0.948	4.397	8.81
+nature	man	0.235	1.093	6.25
+man	woman	0.780	3.383	8.3
+man	governor	0.456	2.118	5.25
+murder	manslaughter	0.930	4.397	8.53
+soap	opera	0.136	0.663	7.94
+opera	performance	0.140	0.663	6.88
+life	lesson	0.280	1.368	5.94
+focus	life	0.409	1.996	4.06
+production	crew	0.140	0.663	6.25
+television	film	0.826	4.029	7.72
+lover	quarrel	0.235	1.093	6.19
+viewer	serial	0.330	1.612	2.97
+possibility	girl	1.193	5.819	1.94
+population	development	0.675	3.294	3.75
+morality	importance	0.640	2.508	3.31
+morality	marriage	0.402	1.614	3.69
+Mexico	Brazil	0.938	4.573	7.44
+gender	equality	0.331	1.614	6.41
+change	attitude	0.490	1.866	5.44
+family	planning	0.140	0.663	6.25
+opera	industry	0.146	0.663	2.63
+sugar	approach	0.116	0.547	0.88
+practice	institution	0.430	1.866	3.19
+ministry	culture	0.382	1.866	4.69
+problem	challenge	0.412	2.009	6.75
+size	prominence	0.412	2.009	5.31
+country	citizen	0.199	0.944	7.31
+planet	people	1.402	5.819	5.75
+development	issue	0.458	2.233	3.97
+experience	music	0.409	1.996	3.47
+music	project	0.533	2.233	3.63
+glass	metal	0.374	1.543	5.56
+aluminum	metal	0.897	3.971	7.83
+chance	credibility	0.353	1.614	3.88
+exhibit	memorabilia	0.367	1.790	5.31
+concert	virtuoso	1.193	5.819	6.81
+rock	jazz	0.902	4.397	7.59
+museum	theater	0.341	1.612	7.19
+observation	architecture	0.458	2.233	4.38
+space	world	0.224	1.093	6.53
+preservation	world	0.468	2.283	6.19
+admission	ticket	0.527	2.573	7.69
+shower	thunderstorm	0.737	3.595	6.31
+shower	flood	0.560	2.731	6.03
+weather	forecast	1.336	5.819	8.34
+disaster	area	0.425	2.009	6.25
+governor	office	0.341	1.612	6.34
+architecture	century	0.136	0.663	3.78
diff --git a/DavidModelIC.py b/DavidModelIC.py
new file mode 100644
index 0000000..66e284d
--- /dev/null
+++ b/DavidModelIC.py
@@ -0,0 +1,79 @@
+from nltk.corpus import wordnet as wn
+import math,csv,Hyponym
+import scipy
+
+def hypernym_paths(c):
+    paths=[]
+    k=0
+    a=[]
+    hypernyms = c.hypernyms() + c.instance_hypernyms()
+    if len(hypernyms) == 0:
+        paths = [c]
+    for hypernym in hypernyms:
+        for ancestor_list in hypernym.hypernym_paths():
+            ancestor_list.append(c)
+            paths.append(ancestor_list)
+            k=k+1
+    for i in range(0,k):
+        for j in paths[i]:
+            a.append(j)
+    return a
+
+def LCS(a,b):
+    dpt=-1
+    it2=0
+    it1=0
+    item=''
+    for i in range(0,len(a)):
+        for j in range(0,len(b)):
+            for i1 in hypernym_paths(a[i]):
+                for i2 in hypernym_paths(b[j]):
+                    if i1==i2:
+                        if len(hypernym_paths(i1))>dpt:
+                            dpt=len(hypernym_paths(i1))
+                            item=i1
+                            it1=i
+                            it2=j             
+    return item,a[it1],b[it2]
+                
+def IC(a):
+    if len(hypernym_paths(a))==0:
+        return (-1)*math.log(0.9999866)
+    return (-1)*math.log((float(len(Hyponym.leaf_nodes(a))/len(hypernym_paths(a)))+1)/74898)
+    
+def Prob(a):
+    if len(hypernym_paths(a))==0:
+        return math.exp(math.log(0.9999866))
+    return math.exp(math.log((float(len(Hyponym.leaf_nodes(a))/len(hypernym_paths(a)))+1)/74898))
+
+def Lin_Sim(item,it1,it2):
+    return 2*IC(item)/(IC(it1)+IC(it2))
+
+def Res_Sim(item):
+    return IC(item)
+
+train = csv.reader(open("mc.csv",'rb'),delimiter=';')
+
+word1=[]
+word2=[]
+hr=[]
+LinS=[]
+
+for row in train:
+    word1.append(row[0])
+    word2.append(row[1])
+    hr.append(row[2])
+
+#f=open("DavidModel.txt","w")
+
+for i in range(1,len(hr)):
+    a=wn.synsets(word1[i])
+    b=wn.synsets(word2[i])
+    [item,it1,it2]=LCS(a,b)
+    LinS.append(Lin_Sim(item,it1,it2)*(1-Prob(item)))
+    #print Prob(item)
+    #f.write("%s\t%s\t%.5s\t%.5s\t%.5s\n"%(word1[i],word2[i],Lin_Sim(item,it1,it2),Res_Sim(item),hr[i]))
+
+#f.close()
+hr.pop(0)
+print scipy.stats.spearmanr(LinS,hr)
diff --git a/GenesisIC.py b/GenesisIC.py
new file mode 100644
index 0000000..fafc002
--- /dev/null
+++ b/GenesisIC.py
@@ -0,0 +1,50 @@
+import nltk
+from nltk.corpus import wordnet as wn
+from nltk.corpus import genesis
+import math,csv
+import scipy
+
+genesis_ic=wn.ic(genesis, False, 0.0)
+
+def sim_lin(syns1,syns2):
+    maxSim=None
+    for s1 in syns1:
+        for s2 in syns2:
+            sim=s1.lin_similarity(s2,genesis_ic)
+            if maxSim==None or maxSim<sim:
+                maxSim=sim
+    return maxSim
+
+def sim_resnik(syns1,syns2):
+    maxSim=None
+    for s1 in syns1:
+        for s2 in syns2:
+            sim=s1.res_similarity(s2,genesis_ic)
+            if maxSim==None or maxSim<sim:
+                maxSim=sim
+    return maxSim
+
+train = csv.reader(open("combined.csv",'rb'))
+
+word1=[]
+word2=[]
+hr=[]
+LinS=[]
+
+for row in train:
+    word1.append(row[0])
+    word2.append(row[1])
+    hr.append(row[2])
+
+#f=open("GenesisIC.txt","w")
+
+for i in range(1,len(hr)):
+    a=wn.synsets(word1[i],pos="n")
+    b=wn.synsets(word2[i],pos="n")
+    LinS.append(sim_lin(a,b))
+    #f.write("%s\t%s\t%.5s\t%.5s\t%.5s\n"%(word1[i],word2[i],sim_lin(a,b),sim_resnik(a,b),hr[i]))
+
+#f.close()
+
+hr.pop(0)
+print scipy.stats.spearmanr(LinS,hr)
\ No newline at end of file
diff --git a/GenesisIC.txt b/GenesisIC.txt
new file mode 100644
index 0000000..c92901e
--- /dev/null
+++ b/GenesisIC.txt
@@ -0,0 +1,350 @@
+love	sex	0.864	8.434	6.77
+tiger	cat	1.623	8.115	7.35
+tiger	tiger	1.0	1e+30	10
+book	paper	0.523	7.976	7.46
+computer	keyboard	1.038	5.193	7.62
+computer	internet	7.827	3.913	7.58
+plane	car	0.600	6.010	5.77
+train	car	1.150	5.752	6.31
+telephone	communication	-8.30	-0.08	7.5
+television	radio	1.0	1e+30	6.77
+media	radio	2.140	10.70	7.42
+drug	abuse	-0.00	-0.08	6.85
+bread	butter	0.738	7.217	6.19
+cucumber	potato	1.075	10.75	5.92
+doctor	nurse	0.898	8.011	7
+professor	doctor	8.132	4.066	6.62
+student	professor	3.021	1.510	6.81
+smart	student	-1.66	-0.08	4.62
+smart	stupid	-8.30	-0.08	5.81
+company	stock	0.422	3.358	7.08
+stock	market	0.164	3.059	8.08
+stock	phone	0.149	5.193	1.62
+stock	CD	5.193	5.193	1.31
+stock	jaguar	9.330	4.665	0.92
+stock	egg	0.048	3.799	1.81
+fertility	egg	-8.30	-0.08	6.69
+stock	live	None	None	3.73
+stock	life	0.167	3.358	0.92
+book	library	1.276	6.384	7.46
+bank	money	0.460	5.104	8.12
+wood	forest	1.0	10.47	7.73
+money	cash	0.654	6.366	9.15
+professor	cucumber	1.438	1.438	0.31
+king	cabbage	0.058	1.828	0.23
+king	queen	1.0	9.043	8.58
+king	rook	0.816	8.910	5.92
+bishop	rabbi	6.237	6.237	6.69
+Jerusalem	Israel	4.542	2.271	8.46
+Jerusalem	Palestinian	8.360	0.836	7.65
+holy	sex	0.051	0.491	1.62
+fuck	sex	0.933	8.434	9.44
+football	soccer	1.0	1e+30	9.03
+football	basketball	1.0	1e+30	6.81
+football	tennis	1.121	11.21	6.63
+tennis	racket	4.655	4.655	7.56
+Arafat	peace	-1.66	-0.08	6.73
+Arafat	terror	3.021	1.510	7.65
+Arafat	Jackson	8.506	8.506	2.5
+law	lawyer	-0.01	-0.08	8.38
+movie	star	5.006	2.503	7.38
+movie	popcorn	1.226	1.226	6.19
+movie	critic	1.226	1.226	6.73
+movie	theater	5.875	3.670	7.92
+physics	proton	4.918	0.491	8.12
+physics	chemistry	9.467	9.467	7.35
+space	chemistry	9.965	0.498	4.88
+alcohol	chemistry	4.098	2.049	5.54
+vodka	gin	1.028	10.28	8.46
+vodka	brandy	1.028	10.28	8.13
+drink	car	0.072	0.491	3.04
+drink	ear	0.437	4.162	1.31
+drink	mouth	0.428	4.162	5.96
+drink	eat	None	None	6.87
+baby	mother	0.506	4.491	7.85
+drink	mother	0.441	3.522	2.65
+car	automobile	1.0	6.653	8.94
+gem	jewel	1.0	10.88	8.96
+journey	voyage	0.891	8.198	9.29
+boy	lad	0.969	8.324	8.83
+coast	shore	0.983	10.81	9.1
+asylum	madhouse	1.0	1e+30	8.87
+magician	wizard	1.0	10.47	9.02
+midday	noon	1.0	9.785	9.29
+furnace	stove	5.875	2.937	8.79
+food	fruit	0.282	2.503	7.52
+bird	cock	0.055	6.971	7.1
+bird	crane	0.369	6.971	7.38
+tool	implement	0.992	6.124	6.46
+brother	monk	1.0	7.007	6.27
+crane	implement	0.442	3.913	2.69
+lad	brother	0.195	1.510	4.46
+journey	car	-0.01	-0.08	5.85
+monk	oracle	0.170	1.510	5
+cemetery	woodland	1.672	0.836	2.08
+food	rooster	9.837	0.491	4.42
+coast	hill	0.619	6.502	4.38
+forest	graveyard	1.672	0.836	1.85
+shore	woodland	0.080	0.836	3.08
+monk	slave	0.193	1.510	0.92
+coast	forest	0.079	0.836	3.15
+lad	wizard	0.159	1.510	0.92
+chord	smile	2.230	2.230	0.54
+glass	magician	2.998	1.499	2.08
+noon	string	0.046	0.498	0.54
+rooster	voyage	-1.66	-0.08	0.62
+money	dollar	1.273	6.366	8.42
+money	cash	0.654	6.366	9.08
+money	currency	0.880	6.366	9.04
+money	wealth	0.997	8.040	8.27
+money	property	0.900	6.617	7.57
+money	possession	0.774	5.104	7.29
+money	bank	0.460	5.104	8.5
+money	deposit	1.479	7.395	7.73
+money	withdrawal	9.965	0.498	6.88
+money	laundering	9.965	0.498	5.65
+money	operation	0.072	0.498	3.31
+tiger	jaguar	8.115	8.115	8
+tiger	feline	1.467	7.339	8
+tiger	carnivore	1.440	7.204	7.08
+tiger	mammal	9.330	4.665	6.85
+tiger	animal	8.832	4.416	7
+tiger	organism	2.877	1.438	4.77
+tiger	fauna	8.832	4.416	5.62
+tiger	zoo	1.226	1.226	5.87
+psychology	psychiatry	9.300	9.300	8.08
+psychology	anxiety	9.965	0.498	7
+psychology	fear	9.965	0.498	6.85
+psychology	depression	2.503	2.503	7.42
+psychology	clinic	4.982	0.498	6.58
+psychology	doctor	2.503	2.503	6.42
+psychology	Freud	-8.30	-0.08	8.21
+psychology	mind	6.175	3.087	7.69
+psychology	health	9.965	0.498	7.23
+psychology	science	1.860	9.300	6.71
+psychology	discipline	8.982	4.491	5.58
+psychology	cognition	5.782	2.891	7.48
+planet	star	0.882	7.489	8.45
+planet	constellation	0.662	5.857	8.06
+planet	moon	0.748	7.489	8.08
+planet	sun	0.819	7.489	8.02
+planet	galaxy	2.453	1.438	8.11
+planet	space	0.122	1.226	7.92
+planet	astronomer	2.453	1.510	7.94
+precedent	example	1.0	1e+30	5.85
+precedent	information	1.426	7.130	3.85
+precedent	cognition	5.782	2.891	2.81
+precedent	law	2.017	10.08	6.65
+precedent	collection	1.276	6.384	2.5
+precedent	group	5.545	2.772	1.77
+precedent	antecedent	5.378	5.378	6.04
+cup	coffee	1.376	6.884	6.58
+cup	tableware	0.944	9.341	6.85
+cup	article	0.931	9.104	2.4
+cup	artifact	0.439	2.937	2.92
+cup	object	0.148	2.230	3.69
+cup	drink	0.795	6.884	7.25
+cup	food	0.533	3.799	5
+cup	substance	0.504	3.522	1.92
+cup	liquid	0.785	6.742	5.9
+jaguar	cat	1.623	8.115	7.42
+jaguar	car	2.453	1.226	7.27
+energy	secretary	9.837	0.491	1.81
+secretary	senate	-8.30	-0.08	5.06
+energy	laboratory	9.837	0.491	5.09
+computer	laboratory	1.672	0.836	6.78
+weapon	secret	0.050	0.498	6.06
+FBI	fingerprint	4.982	0.498	6.94
+FBI	investigation	9.965	0.498	8.31
+investigation	effort	0.701	6.180	4.59
+Mars	water	0.059	1.226	2.94
+Mars	scientist	2.453	1.226	5.63
+news	report	0.992	10.95	8.16
+canyon	landscape	8.360	0.836	7.53
+image	surface	0.459	3.087	4.56
+discovery	space	0.055	0.498	6.34
+water	seepage	9.965	0.498	6.56
+sign	recess	0.330	4.011	2.38
+Wednesday	news	9.965	0.498	2.22
+mile	kilometer	7.326	3.663	8.66
+computer	news	-0.00	-0.08	4.47
+territory	surface	0.398	3.087	5.34
+atmosphere	landscape	4.009	2.004	3.69
+president	medal	4.982	0.498	3
+war	troops	0.061	0.498	8.13
+record	number	0.872	7.538	6.31
+skin	eye	0.596	4.601	6.22
+Japanese	American	1.214	6.074	6.5
+theater	history	5.006	2.503	3.91
+volunteer	motto	-1.66	-0.08	2.56
+prejudice	recognition	8.701	8.701	3
+decoration	valor	4.982	0.498	5.63
+century	year	0.276	4.243	7.59
+century	nation	0.071	0.498	3.16
+delay	racism	7.670	3.835	1.19
+delay	news	0.305	3.670	3.31
+minister	party	0.131	3.670	6.63
+peace	plan	0.052	0.498	4.75
+minority	peace	6.717	3.358	3.69
+attempt	peace	0.057	0.498	4.25
+government	crisis	7.341	3.670	6.56
+deployment	departure	7.670	3.835	4.25
+deployment	withdrawal	1.311	13.11	5.88
+energy	crisis	7.323	3.661	5.94
+announcement	news	0.447	5.378	7.56
+announcement	effort	0.046	0.498	2.75
+stroke	hospital	1.226	1.226	7.03
+disability	death	0.335	3.358	5.47
+victim	emergency	2.453	1.226	6.47
+treatment	recovery	0.348	3.835	7.91
+journal	association	9.965	0.498	4.97
+doctor	personnel	9.965	0.498	5
+doctor	liability	9.965	0.498	5.19
+liability	insurance	5.840	3.661	7.03
+school	center	0.055	6.381	3.44
+reason	hypertension	7.323	3.661	2.31
+reason	criterion	0.247	2.891	5.91
+hundred	percent	9.965	0.498	7.38
+Harvard	Yale	1.0	1e+30	8.13
+hospital	infrastructure	9.965	0.498	4.63
+death	row	0.375	3.835	5.25
+death	inmate	9.837	0.491	5.03
+lawyer	evidence	-0.01	-0.08	6.69
+life	death	0.921	9.239	7.88
+life	term	0.965	8.945	4.5
+word	similarity	0.066	3.087	4.75
+board	recommendation	4.982	0.498	4.47
+governor	interview	-1.66	-0.08	3.25
+OPEC	country	7.579	3.789	5.63
+peace	atmosphere	0.386	3.661	3.69
+peace	insurance	1.981	9.907	2.94
+territory	kilometer	4.982	0.498	5.28
+travel	activity	0.623	3.835	5
+competition	price	0.150	1.749	6.44
+consumer	confidence	-1.66	-0.08	4.13
+consumer	energy	0.050	0.491	4.75
+problem	airport	-1.66	-0.08	2.38
+car	flight	5.875	2.937	4.94
+credit	card	0.453	5.378	8.06
+credit	information	0.556	6.423	5.31
+hotel	reservation	0.077	0.836	8.03
+grocery	money	-1.66	-0.08	5.94
+registration	arrangement	9.310	4.655	6
+arrangement	accommodation	0.417	6.311	5.41
+month	hotel	-0.00	-0.08	1.81
+type	kind	0.802	7.765	8.97
+arrival	hotel	0.122	1.226	6
+bed	closet	0.645	7.448	6.72
+closet	clothes	0.270	2.937	8
+situation	conclusion	0.439	3.835	4.81
+situation	isolation	0.358	3.835	3.88
+impartiality	interest	2.503	2.503	5.16
+direction	combination	0.436	4.655	2.25
+street	place	0.308	3.358	6.44
+street	avenue	2.273	11.36	8.88
+street	block	0.325	2.937	6.88
+street	children	0.158	1.226	4.94
+listing	proximity	2.503	2.503	2.56
+listing	category	0.054	2.503	6.38
+cell	phone	1.0	1e+30	7.81
+production	hike	0.045	3.835	1.75
+benchmark	index	5.890	5.890	4.25
+media	trading	7.670	3.835	3.88
+media	gain	0.048	2.920	2.88
+dividend	payment	1.605	8.025	7.63
+dividend	calculation	9.965	0.498	6.48
+calculation	computation	1.0	13.20	8.44
+currency	market	9.965	0.498	7.5
+OPEC	oil	9.965	0.498	8.59
+oil	stock	0.309	5.648	6.34
+announcement	production	0.166	2.230	3.38
+announcement	warning	1.075	5.378	6
+profit	warning	9.965	0.498	3.88
+profit	loss	0.812	8.248	7.63
+dollar	yen	4.089	4.089	7.78
+dollar	buck	1.0	1e+30	9.22
+dollar	profit	9.965	0.498	7.38
+dollar	loss	9.965	0.498	6.09
+computer	software	-0.00	-0.08	8.5
+network	hardware	0.077	3.913	8.31
+phone	equipment	1.249	6.247	7.13
+equipment	maker	0.142	1.226	5.91
+luxury	car	-1.66	-0.08	6.47
+five	month	0.287	1.986	3.38
+report	gain	0.052	0.498	3.63
+liquid	water	1.0	8.603	7.89
+baseball	season	0.047	0.498	5.97
+game	victory	0.378	3.670	7.03
+game	team	0.061	0.498	7.69
+marathon	sprint	7.670	3.835	7.47
+game	series	0.056	9.138	6.19
+game	defeat	0.367	3.670	6.97
+seven	series	0.059	1.749	3.56
+seafood	sea	0.044	0.491	7.47
+seafood	food	0.640	6.183	8.34
+seafood	lobster	2.623	13.11	8.7
+lobster	food	1.236	6.183	7.81
+lobster	wine	3.656	1.828	5.7
+food	preparation	0.307	2.891	6.22
+video	archive	2.937	2.937	6.34
+start	year	0.233	1.986	4.06
+start	match	0.046	3.670	4.47
+game	round	0.784	7.867	5.97
+boxing	round	0.795	10.16	7.61
+championship	tournament	1.827	9.138	8.36
+fighting	defeating	None	None	7.41
+line	insurance	1.144	5.723	2.69
+day	summer	0.443	4.243	3.94
+summer	drought	0.373	4.243	7.16
+summer	nature	0.049	0.498	5.63
+day	dawn	0.060	4.243	7.53
+nature	environment	0.373	2.920	8.31
+environment	ecology	1.419	7.095	8.81
+nature	man	0.064	1.499	6.25
+man	woman	0.712	3.542	8.3
+man	governor	0.447	3.913	5.25
+murder	manslaughter	2.055	10.27	8.53
+soap	opera	4.982	0.498	7.94
+opera	performance	9.965	0.498	6.88
+life	lesson	5.006	2.503	5.94
+focus	life	6.717	3.358	4.06
+production	crew	0.046	0.498	6.25
+television	film	1.249	10.70	7.72
+lover	quarrel	0.128	1.226	6.19
+viewer	serial	2.937	2.937	2.97
+possibility	girl	-1.66	-0.08	1.94
+population	development	0.290	8.328	3.75
+morality	importance	0.607	5.631	3.31
+morality	marriage	0.297	2.920	3.69
+Mexico	Brazil	4.951	4.951	7.44
+gender	equality	0.295	2.920	6.41
+change	attitude	0.353	3.835	5.44
+family	planning	0.067	0.498	6.25
+opera	industry	9.965	0.498	2.63
+sugar	approach	0.048	0.498	0.88
+practice	institution	0.059	8.467	3.19
+ministry	culture	3.835	3.835	4.69
+problem	challenge	1.075	5.378	6.75
+size	prominence	0.268	3.358	5.31
+country	citizen	1.672	0.836	7.31
+planet	people	-1.66	-0.08	5.75
+development	issue	0.597	6.239	3.97
+experience	music	0.349	3.670	3.47
+music	project	0.486	4.655	3.63
+glass	metal	3.656	1.828	5.56
+aluminum	metal	0.634	3.204	7.83
+chance	credibility	5.840	2.920	3.88
+exhibit	memorabilia	2.230	2.230	5.31
+concert	virtuoso	-8.30	-0.08	6.81
+rock	jazz	0.705	8.055	7.59
+museum	theater	5.875	2.937	7.19
+observation	architecture	5.782	4.655	4.38
+space	world	0.378	2.920	6.53
+preservation	world	0.049	3.661	6.19
+admission	ticket	0.051	5.378	7.69
+shower	thunderstorm	8.660	8.660	6.31
+shower	flood	1.479	7.395	6.03
+weather	forecast	-1.66	-0.08	8.34
+disaster	area	0.066	3.358	6.25
+governor	office	0.257	2.937	6.34
+architecture	century	9.965	0.498	3.78
diff --git a/Hyponym.py b/Hyponym.py
new file mode 100644
index 0000000..048eb96
--- /dev/null
+++ b/Hyponym.py
@@ -0,0 +1,18 @@
+from nltk.corpus import wordnet as wn  
+
+def hyponym_paths(c):
+
+    paths = []
+    hyponyms = c.hyponyms()
+    for hyponym in hyponyms:
+        paths.append(hyponym)
+        for descendants in hyponym_paths(hyponym):
+            paths.append(descendants)
+    return (paths)
+
+def leaf_nodes(c):
+    ln=[]
+    for j in hyponym_paths(c):
+        if len(j.hyponyms())==0:
+            ln.append(j)
+    return ln
diff --git a/NunoModel.txt b/NunoModel.txt
new file mode 100644
index 0000000..b9bc8b0
--- /dev/null
+++ b/NunoModel.txt
@@ -0,0 +1,350 @@
+love	sex	0.794	0.658	6.77
+tiger	cat	0.909	0.759	7.35
+tiger	tiger	1.0	0.910	10
+book	paper	0.682	0.558	7.46
+computer	keyboard	0.436	0.349	7.62
+computer	internet	0.335	0.287	7.58
+plane	car	0.678	0.479	5.77
+train	car	0.630	0.473	6.31
+telephone	communication	0.085	0.062	7.5
+television	radio	0.860	0.811	6.77
+media	radio	0.796	0.661	7.42
+drug	abuse	0.108	0.062	6.85
+bread	butter	0.656	0.481	6.19
+cucumber	potato	0.538	0.538	5.92
+doctor	nurse	0.865	0.638	7
+professor	doctor	0.754	0.582	6.62
+student	professor	0.335	0.265	6.81
+smart	student	0.072	0.062	4.62
+smart	stupid	0.065	0.062	5.81
+company	stock	0.200	0.200	7.08
+stock	market	0.243	0.232	8.08
+stock	phone	0.366	0.349	1.62
+stock	CD	0.366	0.349	1.31
+stock	jaguar	0.425	0.425	0.92
+stock	egg	0.422	0.398	1.81
+fertility	egg	0.067	0.062	6.69
+stock	live	0.426	0.414	3.73
+stock	life	0.200	0.200	0.92
+book	library	0.283	0.232	7.46
+bank	money	0.481	0.454	8.12
+wood	forest	1.0	0.830	7.73
+money	cash	0.702	0.656	9.15
+professor	cucumber	0.214	0.200	0.31
+king	cabbage	0.220	0.200	0.23
+king	queen	0.910	0.910	8.58
+king	rook	0.853	0.853	5.92
+bishop	rabbi	0.711	0.641	6.69
+Jerusalem	Israel	0.668	0.668	8.46
+Jerusalem	Palestinian	0.150	0.150	7.65
+holy	sex	0.131	0.108	1.62
+fuck	sex	0.794	0.658	9.44
+football	soccer	0.929	0.868	9.03
+football	basketball	0.698	0.652	6.81
+football	tennis	0.743	0.652	6.63
+tennis	racket	0.353	0.333	7.56
+Arafat	peace	0.067	0.062	6.73
+Arafat	terror	0.265	0.265	7.65
+Arafat	Jackson	0.702	0.702	2.5
+law	lawyer	0.082	0.062	8.38
+movie	star	0.204	0.154	7.38
+movie	popcorn	0.177	0.154	6.19
+movie	critic	0.191	0.154	6.73
+movie	theater	0.298	0.232	7.92
+physics	proton	0.118	0.108	8.12
+physics	chemistry	0.736	0.537	7.35
+space	chemistry	0.166	0.130	4.88
+alcohol	chemistry	0.417	0.324	5.54
+vodka	gin	0.731	0.698	8.46
+vodka	brandy	0.767	0.698	8.13
+drink	car	0.178	0.108	3.04
+drink	ear	0.225	0.225	1.31
+drink	mouth	0.277	0.277	5.96
+drink	eat	0.779	0.617	6.87
+baby	mother	0.602	0.602	7.85
+drink	mother	0.456	0.347	2.65
+car	automobile	1.0	0.696	8.94
+gem	jewel	1.0	1.0	8.96
+journey	voyage	0.839	0.682	9.29
+boy	lad	0.866	0.763	8.83
+coast	shore	0.973	0.841	9.1
+asylum	madhouse	1.0	1.0	8.87
+magician	wizard	1.0	0.841	9.02
+midday	noon	1.0	1.0	9.29
+furnace	stove	0.292	0.232	8.79
+food	fruit	0.225	0.225	7.52
+bird	cock	0.617	0.446	7.1
+bird	crane	0.265	0.265	7.38
+tool	implement	0.939	0.456	6.46
+brother	monk	0.953	0.910	6.27
+crane	implement	0.420	0.287	2.69
+lad	brother	0.278	0.265	4.46
+journey	car	0.090	0.062	5.85
+monk	oracle	0.292	0.265	5
+cemetery	woodland	0.160	0.150	2.08
+food	rooster	0.155	0.108	4.42
+coast	hill	0.669	0.578	4.38
+forest	graveyard	0.160	0.150	1.85
+shore	woodland	0.175	0.150	3.08
+monk	slave	0.308	0.265	0.92
+coast	forest	0.170	0.150	3.15
+lad	wizard	0.265	0.265	0.92
+chord	smile	0.336	0.308	0.54
+glass	magician	0.179	0.154	2.08
+noon	string	0.130	0.130	0.54
+rooster	voyage	0.064	0.062	0.62
+money	dollar	0.656	0.656	8.42
+money	cash	0.702	0.656	9.08
+money	currency	0.792	0.656	9.04
+money	wealth	0.970	0.943	8.27
+money	property	0.787	0.649	7.57
+money	possession	0.624	0.454	7.29
+money	bank	0.481	0.454	8.5
+money	deposit	0.853	0.743	7.73
+money	withdrawal	0.150	0.130	6.88
+money	laundering	0.150	0.130	5.65
+money	operation	0.158	0.130	3.31
+tiger	jaguar	0.795	0.759	8
+tiger	feline	0.845	0.666	8
+tiger	carnivore	0.725	0.517	7.08
+tiger	mammal	0.633	0.422	6.85
+tiger	animal	0.514	0.315	7
+tiger	organism	0.334	0.200	4.77
+tiger	fauna	0.514	0.315	5.62
+tiger	zoo	0.154	0.154	5.87
+psychology	psychiatry	0.613	0.500	8.08
+psychology	anxiety	0.160	0.130	7
+psychology	fear	0.174	0.130	6.85
+psychology	depression	0.256	0.225	7.42
+psychology	clinic	0.148	0.130	6.58
+psychology	doctor	0.256	0.225	6.42
+psychology	Freud	0.070	0.062	8.21
+psychology	mind	0.444	0.379	7.69
+psychology	health	0.148	0.130	7.23
+psychology	science	0.791	0.500	6.71
+psychology	discipline	0.752	0.460	5.58
+psychology	cognition	0.593	0.322	7.48
+planet	star	0.265	0.265	8.45
+planet	constellation	0.454	0.421	8.06
+planet	moon	0.265	0.265	8.08
+planet	sun	0.265	0.265	8.02
+planet	galaxy	0.200	0.200	8.11
+planet	space	0.166	0.154	7.92
+planet	astronomer	0.273	0.265	7.94
+precedent	example	0.891	0.804	5.85
+precedent	information	0.641	0.471	3.85
+precedent	cognition	0.487	0.322	2.81
+precedent	law	0.860	0.755	6.65
+precedent	collection	0.684	0.520	2.5
+precedent	group	0.416	0.263	1.77
+precedent	antecedent	0.429	0.429	6.04
+cup	coffee	0.608	0.522	6.58
+cup	tableware	0.878	0.636	6.85
+cup	article	0.868	0.622	2.4
+cup	artifact	0.445	0.232	2.92
+cup	object	0.311	0.150	3.69
+cup	drink	0.712	0.522	7.25
+cup	food	0.593	0.398	5
+cup	substance	0.511	0.324	1.92
+cup	liquid	0.701	0.509	5.9
+jaguar	cat	0.863	0.759	7.42
+jaguar	car	0.182	0.154	7.27
+energy	secretary	0.156	0.108	1.81
+secretary	senate	0.070	0.062	5.06
+energy	laboratory	0.144	0.108	5.09
+computer	laboratory	0.187	0.150	6.78
+weapon	secret	0.137	0.130	6.06
+FBI	fingerprint	0.134	0.130	6.94
+FBI	investigation	0.130	0.130	8.31
+investigation	effort	0.777	0.487	4.59
+Mars	water	0.154	0.154	2.94
+Mars	scientist	0.192	0.154	5.63
+news	report	0.961	0.768	8.16
+canyon	landscape	0.150	0.150	7.53
+image	surface	0.415	0.379	4.56
+discovery	space	0.170	0.130	6.34
+water	seepage	0.148	0.130	6.56
+sign	recess	0.472	0.403	2.38
+Wednesday	news	0.137	0.130	2.22
+mile	kilometer	0.648	0.648	8.66
+computer	news	0.076	0.062	4.47
+territory	surface	0.379	0.379	5.34
+atmosphere	landscape	0.415	0.415	3.69
+president	medal	0.147	0.130	3
+war	troops	0.154	0.130	8.13
+record	number	0.774	0.593	6.31
+skin	eye	0.469	0.386	6.22
+Japanese	American	0.646	0.494	6.5
+theater	history	0.225	0.225	3.91
+volunteer	motto	0.065	0.062	2.56
+prejudice	recognition	0.642	0.584	3
+decoration	valor	0.147	0.130	5.63
+century	year	0.543	0.469	7.59
+century	nation	0.151	0.130	3.16
+delay	racism	0.311	0.277	1.19
+delay	news	0.288	0.256	3.31
+minister	party	0.310	0.265	6.63
+peace	plan	0.177	0.130	4.75
+minority	peace	0.351	0.323	3.69
+attempt	peace	0.178	0.130	4.25
+government	crisis	0.276	0.256	6.56
+deployment	departure	0.320	0.277	4.25
+deployment	withdrawal	0.751	0.751	5.88
+energy	crisis	0.398	0.358	5.94
+announcement	news	0.463	0.429	7.56
+announcement	effort	0.166	0.130	2.75
+stroke	hospital	0.169	0.154	7.03
+disability	death	0.424	0.323	5.47
+victim	emergency	0.173	0.154	6.47
+treatment	recovery	0.403	0.277	7.91
+journal	association	0.157	0.130	4.97
+doctor	personnel	0.157	0.130	5
+doctor	liability	0.134	0.130	5.19
+liability	insurance	0.368	0.358	7.03
+school	center	0.636	0.543	3.44
+reason	hypertension	0.383	0.358	2.31
+reason	criterion	0.331	0.322	5.91
+hundred	percent	0.141	0.130	7.38
+Harvard	Yale	1.0	1.0	8.13
+hospital	infrastructure	0.130	0.130	4.63
+death	row	0.294	0.277	5.25
+death	inmate	0.116	0.108	5.03
+lawyer	evidence	0.099	0.062	6.69
+life	death	0.758	0.687	7.88
+life	term	0.887	0.796	4.5
+word	similarity	0.379	0.379	4.75
+board	recommendation	0.148	0.130	4.47
+governor	interview	0.071	0.062	3.25
+OPEC	country	0.466	0.416	5.63
+peace	atmosphere	0.391	0.358	3.69
+peace	insurance	0.692	0.692	2.94
+territory	kilometer	0.130	0.130	5.28
+travel	activity	0.585	0.277	5
+competition	price	0.298	0.265	6.44
+consumer	confidence	0.075	0.062	4.13
+consumer	energy	0.171	0.108	4.75
+problem	airport	0.064	0.062	2.38
+car	flight	0.274	0.232	4.94
+credit	card	0.459	0.429	8.06
+credit	information	0.523	0.508	5.31
+hotel	reservation	0.177	0.150	8.03
+grocery	money	0.075	0.062	5.94
+registration	arrangement	0.414	0.333	6
+arrangement	accommodation	0.398	0.333	5.41
+month	hotel	0.087	0.062	1.81
+type	kind	0.876	0.709	8.97
+arrival	hotel	0.185	0.154	6
+bed	closet	0.687	0.568	6.72
+closet	clothes	0.264	0.232	8
+situation	conclusion	0.464	0.277	4.81
+situation	isolation	0.346	0.277	3.88
+impartiality	interest	0.239	0.225	5.16
+direction	combination	0.370	0.333	2.25
+street	place	0.323	0.323	6.44
+street	avenue	0.896	0.811	8.88
+street	block	0.310	0.232	6.88
+street	children	0.200	0.154	4.94
+listing	proximity	0.232	0.225	2.56
+listing	category	0.274	0.225	6.38
+cell	phone	0.907	0.830	7.81
+production	hike	0.307	0.277	1.75
+benchmark	index	0.608	0.608	4.25
+media	trading	0.306	0.277	3.88
+media	gain	0.353	0.294	2.88
+dividend	payment	0.756	0.608	7.63
+dividend	calculation	0.161	0.130	6.48
+calculation	computation	1.0	0.763	8.44
+currency	market	0.177	0.130	7.5
+OPEC	oil	0.159	0.130	8.59
+oil	stock	0.432	0.432	6.34
+announcement	production	0.332	0.308	3.38
+announcement	warning	0.442	0.429	6
+profit	warning	0.173	0.130	3.88
+profit	loss	0.778	0.646	7.63
+dollar	yen	0.588	0.512	7.78
+dollar	buck	1.0	1.0	9.22
+dollar	profit	0.179	0.130	7.38
+dollar	loss	0.173	0.130	6.09
+computer	software	0.093	0.062	8.5
+network	hardware	0.301	0.287	8.31
+phone	equipment	0.746	0.494	7.13
+equipment	maker	0.265	0.154	5.91
+luxury	car	0.073	0.062	6.47
+five	month	0.440	0.364	3.38
+report	gain	0.143	0.130	3.63
+liquid	water	0.776	0.509	7.89
+baseball	season	0.170	0.130	5.97
+game	victory	0.380	0.256	7.03
+game	team	0.201	0.130	7.69
+marathon	sprint	0.285	0.277	7.47
+game	series	0.686	0.612	6.19
+game	defeat	0.363	0.256	6.97
+seven	series	0.294	0.294	3.56
+seafood	sea	0.135	0.108	7.47
+seafood	food	0.822	0.425	8.34
+seafood	lobster	0.814	0.608	8.7
+lobster	food	0.648	0.425	7.81
+lobster	wine	0.343	0.263	5.7
+food	preparation	0.355	0.322	6.22
+video	archive	0.239	0.232	6.34
+start	year	0.440	0.364	4.06
+start	match	0.332	0.256	4.47
+game	round	0.737	0.716	5.97
+boxing	round	0.611	0.570	7.61
+championship	tournament	0.649	0.612	8.36
+fighting	defeating	0.542	0.542	7.41
+line	insurance	0.543	0.459	2.69
+day	summer	0.483	0.469	3.94
+summer	drought	0.469	0.469	7.16
+summer	nature	0.130	0.130	5.63
+day	dawn	0.483	0.469	7.53
+nature	environment	0.308	0.270	8.31
+environment	ecology	0.857	0.751	8.81
+nature	man	0.187	0.154	6.25
+man	woman	0.789	0.494	8.3
+man	governor	0.367	0.265	5.25
+murder	manslaughter	0.827	0.724	8.53
+soap	opera	0.152	0.130	7.94
+opera	performance	0.157	0.130	6.88
+life	lesson	0.249	0.225	5.94
+focus	life	0.322	0.322	4.06
+production	crew	0.152	0.130	6.25
+television	film	0.680	0.661	7.72
+lover	quarrel	0.181	0.154	6.19
+viewer	serial	0.252	0.232	2.97
+possibility	girl	0.072	0.062	1.94
+population	development	0.551	0.508	3.75
+morality	importance	0.621	0.410	3.31
+morality	marriage	0.403	0.270	3.69
+Mexico	Brazil	0.773	0.773	7.44
+gender	equality	0.312	0.270	6.41
+change	attitude	0.392	0.277	5.44
+family	planning	0.158	0.130	6.25
+opera	industry	0.164	0.130	2.63
+sugar	approach	0.138	0.108	0.88
+practice	institution	0.342	0.277	3.19
+ministry	culture	0.294	0.277	4.69
+problem	challenge	0.333	0.323	6.75
+size	prominence	0.346	0.323	5.31
+country	citizen	0.191	0.150	7.31
+planet	people	0.086	0.062	5.75
+development	issue	0.362	0.333	3.97
+experience	music	0.331	0.322	3.47
+music	project	0.482	0.333	3.63
+glass	metal	0.386	0.263	5.56
+aluminum	metal	0.781	0.604	7.83
+chance	credibility	0.340	0.270	3.88
+exhibit	memorabilia	0.308	0.308	5.31
+concert	virtuoso	0.062	0.062	6.81
+rock	jazz	0.823	0.702	7.59
+museum	theater	0.256	0.232	7.19
+observation	architecture	0.333	0.333	4.38
+space	world	0.161	0.154	6.53
+preservation	world	0.358	0.358	6.19
+admission	ticket	0.442	0.429	7.69
+shower	thunderstorm	0.577	0.577	6.31
+shower	flood	0.412	0.412	6.03
+weather	forecast	0.080	0.062	8.34
+disaster	area	0.357	0.323	6.25
+governor	office	0.271	0.232	6.34
+architecture	century	0.141	0.130	3.78
diff --git a/NunoModelIC.py b/NunoModelIC.py
new file mode 100644
index 0000000..2594e8b
--- /dev/null
+++ b/NunoModelIC.py
@@ -0,0 +1,86 @@
+from nltk.corpus import wordnet as wn
+import math,csv,Hyponym
+import scipy
+
+global node_max
+
+node_max=206941
+
+def hypernym_paths(c):
+    paths=[]
+    k=0
+    a=[]
+    hypernyms = c.hypernyms() + c.instance_hypernyms()
+    if len(hypernyms) == 0:
+        paths = [c]
+    for hypernym in hypernyms:
+        for ancestor_list in hypernym.hypernym_paths():
+            ancestor_list.append(c)
+            paths.append(ancestor_list)
+            k=k+1
+    for i in range(0,k):
+        for j in paths[i]:
+            a.append(j)
+    return a
+
+def LCS(a,b):
+    dpt=-1
+    it2=0
+    it1=0
+    item=''
+    for i in range(0,len(a)):
+        for j in range(0,len(b)):
+            for i1 in hypernym_paths(a[i]):
+                for i2 in hypernym_paths(b[j]):
+                    if i1==i2:
+                        if len(hypernym_paths(i1))>dpt:
+                            dpt=len(hypernym_paths(i1))
+                            item=i1
+                            it1=i
+                            it2=j             
+    return item,a[it1],b[it2]
+                
+def IC(a):
+    if (Hyponym.hyponym_paths(a))==[]:
+        return 1-(math.log10(1)/math.log10(node_max))
+    return 1-(math.log10(len(Hyponym.hyponym_paths(a)))/math.log10(node_max))
+    
+def Prob(a):
+    if (Hyponym.hyponym_paths(a))==[]:
+        return 1-(math.log10(1)/math.log10(node_max))
+    return (math.log10(len(Hyponym.hyponym_paths(a))+1)/math.log10(node_max+1))
+    """(1/(1-(math.log10(len(Hyponym.hyponym_paths(a))+2)/math.log10(node_max+1))))
+    """
+
+def Lin_Sim(item,it1,it2):
+    return 2*IC(item)/(IC(it1)+IC(it2))
+
+def Res_Sim(item):
+    return IC(item)
+
+train = csv.reader(open("rg.csv",'rb'),delimiter=';')
+
+word1=[]
+word2=[]
+hr=[]
+LinS=[]
+
+for row in train:
+    word1.append(row[0])
+    word2.append(row[1])
+    hr.append(row[2])    
+
+#f=open("NunoModel.txt","w")
+
+for i in range(1,len(hr)):
+    a=wn.synsets(word1[i])
+    b=wn.synsets(word2[i])
+    [item,it1,it2]=LCS(a,b)
+    LinS.append(Res_Sim(item))
+    #print Prob(item),Lin_Sim(item,it1,it2)
+    #f.write("%s\t%s\t%.5s\t%.5s\t%.5s\n"%(word1[i],word2[i],Lin_Sim(item,it1,it2),Res_Sim(item),hr[i]))
+    
+#f.close()
+hr.pop(0)    
+#print len(LinS), len(hr1)
+print scipy.stats.spearmanr(LinS,hr)
diff --git a/SemcorIC.py b/SemcorIC.py
new file mode 100644
index 0000000..729d79d
--- /dev/null
+++ b/SemcorIC.py
@@ -0,0 +1,49 @@
+import nltk
+from nltk.corpus import wordnet as wn
+from nltk.corpus import wordnet_ic
+import math,csv
+import scipy
+
+semcor_ic = wordnet_ic.ic('ic-semcor.dat')
+
+def sim_lin(syns1,syns2):
+    maxSim=None
+    for s1 in syns1:
+        for s2 in syns2:
+            sim=s1.lin_similarity(s2,semcor_ic)
+            if maxSim==None or maxSim<sim:
+                maxSim=sim
+    return maxSim
+
+def sim_resnik(syns1,syns2):
+    maxSim=None
+    for s1 in syns1:
+        for s2 in syns2:
+            sim=s1.res_similarity(s2,semcor_ic)
+            if maxSim==None or maxSim<sim:
+                maxSim=sim
+    return maxSim
+
+train = csv.reader(open("combined.csv",'rb'))
+
+word1=[]
+word2=[]
+hr=[]
+LinS=[]
+
+for row in train:
+    word1.append(row[0])
+    word2.append(row[1])
+    hr.append(row[2])
+
+#f=open("SemcorIC.txt","w")
+
+for i in range(1,len(hr)):
+    a=wn.synsets(word1[i],pos="n")
+    b=wn.synsets(word2[i],pos="n")
+    LinS.append(sim_lin(a,b))
+    #f.write("%s\t%s\t%.5s\t%.5s\t%.5s\n"%(word1[i],word2[i],sim_lin(a,b),sim_resnik(a,b),hr[i]))
+
+#f.close()
+hr.pop(0)
+print scipy.stats.spearmanr(LinS,hr)
\ No newline at end of file
diff --git a/SemcorIC.txt b/SemcorIC.txt
new file mode 100644
index 0000000..79297af
--- /dev/null
+++ b/SemcorIC.txt
@@ -0,0 +1,350 @@
+love	sex	0.252	8.028	6.77
+tiger	cat	0.926	10.15	7.35
+tiger	tiger	1.0	11.76	10
+book	paper	0.632	5.654	7.46
+computer	keyboard	0.418	4.367	7.62
+computer	internet	0.341	3.445	7.58
+plane	car	0.741	5.531	5.77
+train	car	0.713	5.455	6.31
+telephone	communication	-0.0	-0.0	7.5
+television	radio	0.904	9.057	6.77
+media	radio	0.828	6.761	7.42
+drug	abuse	-0.0	-0.0	6.85
+bread	butter	0.726	6.969	6.19
+cucumber	potato	1.610	9.280	5.92
+doctor	nurse	0.780	6.890	7
+professor	doctor	0.777	6.102	6.62
+student	professor	0.245	1.903	6.81
+smart	student	-0.0	-0.0	4.62
+smart	stupid	-0.0	-0.0	5.81
+company	stock	0.450	3.526	7.08
+stock	market	0.364	3.526	8.08
+stock	phone	0.407	4.367	1.62
+stock	CD	8.735	4.367	1.31
+stock	jaguar	0.540	5.613	0.92
+stock	egg	0.506	5.463	1.81
+fertility	egg	-0.0	-0.0	6.69
+stock	live	None	None	3.73
+stock	life	0.329	3.168	0.92
+book	library	0.285	5.254	7.46
+bank	money	0.099	4.645	8.12
+wood	forest	1.0	7.211	7.73
+money	cash	0.813	7.937	9.15
+professor	cucumber	3.646	1.823	0.31
+king	cabbage	0.059	3.448	0.23
+king	queen	1.0	1e+30	8.58
+king	rook	1.0	1e+30	5.92
+bishop	rabbi	0.752	7.211	6.69
+Jerusalem	Israel	9.002	4.501	8.46
+Jerusalem	Palestinian	2.338	1.169	7.65
+holy	sex	1.228	0.614	1.62
+fuck	sex	1.605	8.028	9.44
+football	soccer	1.913	9.568	9.03
+football	basketball	0.770	8.004	6.81
+football	tennis	0.730	7.795	6.63
+tennis	racket	0.287	3.382	7.56
+Arafat	peace	-0.0	-0.0	6.73
+Arafat	terror	3.806	1.903	7.65
+Arafat	Jackson	7.654	7.654	2.5
+law	lawyer	-0.0	-0.0	8.38
+movie	star	0.182	1.779	7.38
+movie	popcorn	2.739	1.369	6.19
+movie	critic	0.160	1.369	6.73
+movie	theater	0.312	2.493	7.92
+physics	proton	0.053	0.614	8.12
+physics	chemistry	0.829	7.531	7.35
+space	chemistry	0.094	0.779	4.88
+alcohol	chemistry	0.091	3.975	5.54
+vodka	gin	1.591	7.959	8.46
+vodka	brandy	1.591	7.959	8.13
+drink	car	0.090	0.614	3.04
+drink	ear	0.184	3.558	1.31
+drink	mouth	0.245	3.558	5.96
+drink	eat	None	None	6.87
+baby	mother	0.654	5.636	7.85
+drink	mother	0.091	4.911	2.65
+car	automobile	1.0	7.003	8.94
+gem	jewel	1.0	1e+30	8.96
+journey	voyage	0.827	7.140	9.29
+boy	lad	0.797	6.741	8.83
+coast	shore	0.963	8.102	9.1
+asylum	madhouse	0.981	10.66	8.87
+magician	wizard	1.0	11.07	9.02
+midday	noon	1.0	9.568	9.29
+furnace	stove	0.229	2.493	8.79
+food	fruit	0.155	1.779	7.52
+bird	cock	0.788	6.937	7.1
+bird	crane	1.387	6.937	7.38
+tool	implement	0.914	6.310	6.46
+brother	monk	0.207	10.15	6.27
+crane	implement	6.890	3.445	2.69
+lad	brother	0.240	1.903	4.46
+journey	car	-0.0	-0.0	5.85
+monk	oracle	0.182	1.903	5
+cemetery	woodland	0.111	1.169	2.08
+food	rooster	0.076	0.614	4.42
+coast	hill	0.728	6.138	4.38
+forest	graveyard	0.111	1.169	1.85
+shore	woodland	0.121	1.169	3.08
+monk	slave	0.201	1.903	0.92
+coast	forest	0.118	1.169	3.15
+lad	wizard	0.224	1.903	0.92
+chord	smile	0.326	3.071	0.54
+glass	magician	0.142	1.874	2.08
+noon	string	0.092	0.779	0.54
+rooster	voyage	-0.0	-0.0	0.62
+money	dollar	0.818	7.937	8.42
+money	cash	0.813	7.937	9.08
+money	currency	0.891	7.937	9.04
+money	wealth	0.996	8.875	8.27
+money	property	0.878	7.003	7.57
+money	possession	0.684	4.645	7.29
+money	bank	0.099	4.645	8.5
+money	deposit	0.083	6.969	7.73
+money	withdrawal	0.094	0.779	6.88
+money	laundering	0.083	0.779	5.65
+money	operation	0.133	0.779	3.31
+tiger	jaguar	0.889	10.15	8
+tiger	feline	0.835	8.433	8
+tiger	carnivore	0.762	7.254	7.08
+tiger	mammal	0.645	5.602	6.85
+tiger	animal	0.574	4.741	7
+tiger	organism	0.268	1.823	4.77
+tiger	fauna	0.574	4.741	5.62
+tiger	zoo	0.119	1.369	5.87
+psychology	psychiatry	0.648	6.824	8.08
+psychology	anxiety	0.086	0.779	7
+psychology	fear	0.092	0.779	6.85
+psychology	depression	0.081	1.779	7.42
+psychology	clinic	1.558	0.779	6.58
+psychology	doctor	0.163	1.779	6.42
+psychology	Freud	-0.0	-0.0	8.21
+psychology	mind	0.387	3.392	7.69
+psychology	health	0.083	0.779	7.23
+psychology	science	0.812	6.824	6.71
+psychology	discipline	0.737	5.822	5.58
+psychology	cognition	0.435	2.775	7.48
+planet	star	0.860	6.208	8.45
+planet	constellation	9.429	4.714	8.06
+planet	moon	0.828	6.208	8.08
+planet	sun	0.847	6.208	8.02
+planet	galaxy	3.646	1.823	8.11
+planet	space	0.176	1.369	7.92
+planet	astronomer	3.806	1.903	7.94
+precedent	example	0.815	6.986	5.85
+precedent	information	0.665	5.254	3.85
+precedent	cognition	0.429	2.775	2.81
+precedent	law	0.793	7.277	6.65
+precedent	collection	0.643	5.254	2.5
+precedent	group	0.411	2.872	1.77
+precedent	antecedent	0.162	4.038	6.04
+cup	coffee	0.087	6.578	6.58
+cup	tableware	0.947	8.102	6.85
+cup	article	0.937	7.937	2.4
+cup	artifact	0.434	2.493	2.92
+cup	object	0.230	3.071	3.69
+cup	drink	0.604	6.578	7.25
+cup	food	0.084	5.463	5
+cup	substance	0.112	4.911	1.92
+cup	liquid	0.096	6.413	5.9
+jaguar	cat	0.956	10.15	7.42
+jaguar	car	0.151	1.369	7.27
+energy	secretary	0.086	0.614	1.81
+secretary	senate	-0.0	-0.0	5.06
+energy	laboratory	0.083	0.614	5.09
+computer	laboratory	0.126	1.169	6.78
+weapon	secret	0.079	0.779	6.06
+FBI	fingerprint	1.558	0.779	6.94
+FBI	investigation	1.558	0.779	8.31
+investigation	effort	0.739	4.763	4.59
+Mars	water	0.135	1.369	2.94
+Mars	scientist	0.166	1.369	5.63
+news	report	0.968	7.959	8.16
+canyon	landscape	0.120	1.169	7.53
+image	surface	0.377	3.392	4.56
+discovery	space	0.109	0.779	6.34
+water	seepage	0.084	0.779	6.56
+sign	recess	0.402	3.942	2.38
+Wednesday	news	0.090	0.779	2.22
+mile	kilometer	0.637	6.042	8.66
+computer	news	-0.0	-0.0	4.47
+territory	surface	0.532	3.392	5.34
+atmosphere	landscape	0.318	3.008	3.69
+president	medal	0.072	0.779	3
+war	troops	0.103	0.779	8.13
+record	number	0.716	6.268	6.31
+skin	eye	0.486	3.760	6.22
+Japanese	American	0.743	6.961	6.5
+theater	history	0.193	1.779	3.91
+volunteer	motto	-0.0	-0.0	2.56
+prejudice	recognition	0.314	5.939	3
+decoration	valor	0.080	0.779	5.63
+century	year	0.589	3.761	7.59
+century	nation	0.111	0.779	3.16
+delay	racism	0.197	2.604	1.19
+delay	news	0.228	2.254	3.31
+minister	party	0.213	2.254	6.63
+peace	plan	0.102	0.779	4.75
+minority	peace	0.236	3.168	3.69
+attempt	peace	0.101	0.779	4.25
+government	crisis	0.250	2.254	6.56
+deployment	departure	5.208	2.604	4.25
+deployment	withdrawal	7.531	7.531	5.88
+energy	crisis	0.397	4.142	5.94
+announcement	news	0.470	4.038	7.56
+announcement	effort	0.101	0.779	2.75
+stroke	hospital	2.739	1.369	7.03
+disability	death	0.355	3.168	5.47
+victim	emergency	0.135	1.369	6.47
+treatment	recovery	0.313	2.604	7.91
+journal	association	0.088	0.779	4.97
+doctor	personnel	0.087	0.779	5
+doctor	liability	0.074	0.779	5.19
+liability	insurance	0.082	4.142	7.03
+school	center	0.588	5.382	3.44
+reason	hypertension	8.285	4.142	2.31
+reason	criterion	0.292	2.775	5.91
+hundred	percent	0.099	0.779	7.38
+Harvard	Yale	0.802	11.76	8.13
+hospital	infrastructure	7.794	0.779	4.63
+death	row	0.268	2.604	5.25
+death	inmate	0.064	0.614	5.03
+lawyer	evidence	-0.0	-0.0	6.69
+life	death	0.842	7.873	7.88
+life	term	0.436	8.630	4.5
+word	similarity	0.111	3.392	4.75
+board	recommendation	0.094	0.779	4.47
+governor	interview	-0.0	-0.0	3.25
+OPEC	country	7.787	3.893	5.63
+peace	atmosphere	0.433	4.142	3.69
+peace	insurance	0.081	8.821	2.94
+territory	kilometer	0.070	0.779	5.28
+travel	activity	0.511	2.604	5
+competition	price	0.344	3.137	6.44
+consumer	confidence	-0.0	-0.0	4.13
+consumer	energy	0.090	0.614	4.75
+problem	airport	-0.0	-0.0	2.38
+car	flight	0.293	2.493	4.94
+credit	card	0.380	4.600	8.06
+credit	information	0.530	4.962	5.31
+hotel	reservation	0.134	1.169	8.03
+grocery	money	-0.0	-0.0	5.94
+registration	arrangement	0.287	3.382	6
+arrangement	accommodation	0.277	4.715	5.41
+month	hotel	-0.0	-0.0	1.81
+type	kind	0.910	5.681	8.97
+arrival	hotel	0.144	1.369	6
+bed	closet	0.693	6.186	6.72
+closet	clothes	0.282	2.493	8
+situation	conclusion	0.353	2.604	4.81
+situation	isolation	0.422	3.168	3.88
+impartiality	interest	3.559	1.779	5.16
+direction	combination	0.324	3.382	2.25
+street	place	0.305	3.168	6.44
+street	avenue	0.758	7.180	8.88
+street	block	0.334	2.872	6.88
+street	children	0.201	1.369	4.94
+listing	proximity	0.082	1.779	2.56
+listing	category	0.121	1.779	6.38
+cell	phone	0.675	8.331	7.81
+production	hike	0.273	2.604	1.75
+benchmark	index	1.287	6.437	4.25
+media	trading	0.235	2.604	3.88
+media	gain	0.397	3.137	2.88
+dividend	payment	0.560	6.418	7.63
+dividend	calculation	0.084	0.779	6.48
+calculation	computation	1.0	9.057	8.44
+currency	market	0.093	0.779	7.5
+OPEC	oil	1.558	0.779	8.59
+oil	stock	0.362	5.267	6.34
+announcement	production	0.332	3.071	3.38
+announcement	warning	0.448	4.038	6
+profit	warning	0.091	0.779	3.88
+profit	loss	0.687	6.641	7.63
+dollar	yen	0.076	7.654	7.78
+dollar	buck	1.0	9.280	9.22
+dollar	profit	0.092	0.779	7.38
+dollar	loss	0.092	0.779	6.09
+computer	software	-0.0	-0.0	8.5
+network	hardware	0.327	3.445	8.31
+phone	equipment	0.831	5.933	7.13
+equipment	maker	0.194	1.369	5.91
+luxury	car	-0.0	-0.0	6.47
+five	month	0.379	2.949	3.38
+report	gain	0.104	0.779	3.63
+liquid	water	0.998	6.755	7.89
+baseball	season	0.101	0.779	5.97
+game	victory	0.301	2.254	7.03
+game	team	0.106	0.779	7.69
+marathon	sprint	0.221	2.604	7.47
+game	series	0.788	7.160	6.19
+game	defeat	0.277	2.254	6.97
+seven	series	0.094	3.137	3.56
+seafood	sea	0.064	0.614	7.47
+seafood	food	0.745	6.578	8.34
+seafood	lobster	2.214	11.07	8.7
+lobster	food	1.315	6.578	7.81
+lobster	wine	6.897	3.448	5.7
+food	preparation	0.505	3.448	6.22
+video	archive	4.986	2.493	6.34
+start	year	0.427	2.949	4.06
+start	match	0.246	2.949	4.47
+game	round	0.756	7.915	5.97
+boxing	round	0.221	6.882	7.61
+championship	tournament	0.223	7.160	8.36
+fighting	defeating	None	None	7.41
+line	insurance	0.513	5.678	2.69
+day	summer	0.515	3.761	3.94
+summer	drought	0.386	3.761	7.16
+summer	nature	0.103	0.779	5.63
+day	dawn	0.101	3.761	7.53
+nature	environment	0.329	2.398	8.31
+environment	ecology	1.450	7.254	8.81
+nature	man	0.264	1.874	6.25
+man	woman	0.802	4.483	8.3
+man	governor	0.263	3.445	5.25
+murder	manslaughter	1.548	7.740	8.53
+soap	opera	0.084	0.779	7.94
+opera	performance	0.092	0.779	6.88
+life	lesson	0.316	3.071	5.94
+focus	life	0.347	3.168	4.06
+production	crew	0.091	0.779	6.25
+television	film	0.766	6.761	7.72
+lover	quarrel	2.739	1.369	6.19
+viewer	serial	0.145	2.493	2.97
+possibility	girl	-0.0	-0.0	1.94
+population	development	0.098	5.608	3.75
+morality	importance	0.604	4.103	3.31
+morality	marriage	0.323	2.398	3.69
+Mexico	Brazil	0.531	5.776	7.44
+gender	equality	0.227	2.398	6.41
+change	attitude	0.337	3.137	5.44
+family	planning	0.102	0.779	6.25
+opera	industry	0.093	0.779	2.63
+sugar	approach	0.091	0.779	0.88
+practice	institution	0.783	7.576	3.19
+ministry	culture	0.341	3.526	4.69
+problem	challenge	0.375	4.038	6.75
+size	prominence	0.286	3.168	5.31
+country	citizen	0.175	1.169	7.31
+planet	people	-0.0	-0.0	5.75
+development	issue	0.597	4.093	3.97
+experience	music	0.349	2.775	3.47
+music	project	0.429	3.382	3.63
+glass	metal	0.445	3.448	5.56
+aluminum	metal	0.824	7.121	7.83
+chance	credibility	0.296	2.398	3.88
+exhibit	memorabilia	0.261	3.071	5.31
+concert	virtuoso	-0.0	-0.0	6.81
+rock	jazz	9.974	9.974	7.59
+museum	theater	0.256	2.493	7.19
+observation	architecture	0.334	3.382	4.38
+space	world	0.286	2.398	6.53
+preservation	world	0.193	4.142	6.19
+admission	ticket	0.299	4.038	7.69
+shower	thunderstorm	1.308	6.540	6.31
+shower	flood	0.441	4.738	6.03
+weather	forecast	-0.0	-0.0	8.34
+disaster	area	0.358	3.168	6.25
+governor	office	0.160	2.493	6.34
+architecture	century	0.085	0.779	3.78
diff --git a/combined.csv b/combined.csv
new file mode 100644
index 0000000..d90ea40
--- /dev/null
+++ b/combined.csv
@@ -0,0 +1,351 @@
+Word 1,Word 2,Human (mean)
+love,sex,6.77
+tiger,cat,7.35
+tiger,tiger,10
+book,paper,7.46
+computer,keyboard,7.62
+computer,internet,7.58
+plane,car,5.77
+train,car,6.31
+telephone,communication,7.5
+television,radio,6.77
+media,radio,7.42
+drug,abuse,6.85
+bread,butter,6.19
+cucumber,potato,5.92
+doctor,nurse,7
+professor,doctor,6.62
+student,professor,6.81
+smart,student,4.62
+smart,stupid,5.81
+company,stock,7.08
+stock,market,8.08
+stock,phone,1.62
+stock,CD,1.31
+stock,jaguar,0.92
+stock,egg,1.81
+fertility,egg,6.69
+stock,live,3.73
+stock,life,0.92
+book,library,7.46
+bank,money,8.12
+wood,forest,7.73
+money,cash,9.15
+professor,cucumber,0.31
+king,cabbage,0.23
+king,queen,8.58
+king,rook,5.92
+bishop,rabbi,6.69
+Jerusalem,Israel,8.46
+Jerusalem,Palestinian,7.65
+holy,sex,1.62
+fuck,sex,9.44
+football,soccer,9.03
+football,basketball,6.81
+football,tennis,6.63
+tennis,racket,7.56
+Arafat,peace,6.73
+Arafat,terror,7.65
+Arafat,Jackson,2.5
+law,lawyer,8.38
+movie,star,7.38
+movie,popcorn,6.19
+movie,critic,6.73
+movie,theater,7.92
+physics,proton,8.12
+physics,chemistry,7.35
+space,chemistry,4.88
+alcohol,chemistry,5.54
+vodka,gin,8.46
+vodka,brandy,8.13
+drink,car,3.04
+drink,ear,1.31
+drink,mouth,5.96
+drink,eat,6.87
+baby,mother,7.85
+drink,mother,2.65
+car,automobile,8.94
+gem,jewel,8.96
+journey,voyage,9.29
+boy,lad,8.83
+coast,shore,9.1
+asylum,madhouse,8.87
+magician,wizard,9.02
+midday,noon,9.29
+furnace,stove,8.79
+food,fruit,7.52
+bird,cock,7.1
+bird,crane,7.38
+tool,implement,6.46
+brother,monk,6.27
+crane,implement,2.69
+lad,brother,4.46
+journey,car,5.85
+monk,oracle,5
+cemetery,woodland,2.08
+food,rooster,4.42
+coast,hill,4.38
+forest,graveyard,1.85
+shore,woodland,3.08
+monk,slave,0.92
+coast,forest,3.15
+lad,wizard,0.92
+chord,smile,0.54
+glass,magician,2.08
+noon,string,0.54
+rooster,voyage,0.62
+money,dollar,8.42
+money,cash,9.08
+money,currency,9.04
+money,wealth,8.27
+money,property,7.57
+money,possession,7.29
+money,bank,8.5
+money,deposit,7.73
+money,withdrawal,6.88
+money,laundering,5.65
+money,operation,3.31
+tiger,jaguar,8
+tiger,feline,8
+tiger,carnivore,7.08
+tiger,mammal,6.85
+tiger,animal,7
+tiger,organism,4.77
+tiger,fauna,5.62
+tiger,zoo,5.87
+psychology,psychiatry,8.08
+psychology,anxiety,7
+psychology,fear,6.85
+psychology,depression,7.42
+psychology,clinic,6.58
+psychology,doctor,6.42
+psychology,Freud,8.21
+psychology,mind,7.69
+psychology,health,7.23
+psychology,science,6.71
+psychology,discipline,5.58
+psychology,cognition,7.48
+planet,star,8.45
+planet,constellation,8.06
+planet,moon,8.08
+planet,sun,8.02
+planet,galaxy,8.11
+planet,space,7.92
+planet,astronomer,7.94
+precedent,example,5.85
+precedent,information,3.85
+precedent,cognition,2.81
+precedent,law,6.65
+precedent,collection,2.5
+precedent,group,1.77
+precedent,antecedent,6.04
+cup,coffee,6.58
+cup,tableware,6.85
+cup,article,2.4
+cup,artifact,2.92
+cup,object,3.69
+cup,drink,7.25
+cup,food,5
+cup,substance,1.92
+cup,liquid,5.9
+jaguar,cat,7.42
+jaguar,car,7.27
+energy,secretary,1.81
+secretary,senate,5.06
+energy,laboratory,5.09
+computer,laboratory,6.78
+weapon,secret,6.06
+FBI,fingerprint,6.94
+FBI,investigation,8.31
+investigation,effort,4.59
+Mars,water,2.94
+Mars,scientist,5.63
+news,report,8.16
+canyon,landscape,7.53
+image,surface,4.56
+discovery,space,6.34
+water,seepage,6.56
+sign,recess,2.38
+Wednesday,news,2.22
+mile,kilometer,8.66
+computer,news,4.47
+territory,surface,5.34
+atmosphere,landscape,3.69
+president,medal,3
+war,troops,8.13
+record,number,6.31
+skin,eye,6.22
+Japanese,American,6.5
+theater,history,3.91
+volunteer,motto,2.56
+prejudice,recognition,3
+decoration,valor,5.63
+century,year,7.59
+century,nation,3.16
+delay,racism,1.19
+delay,news,3.31
+minister,party,6.63
+peace,plan,4.75
+minority,peace,3.69
+attempt,peace,4.25
+government,crisis,6.56
+deployment,departure,4.25
+deployment,withdrawal,5.88
+energy,crisis,5.94
+announcement,news,7.56
+announcement,effort,2.75
+stroke,hospital,7.03
+disability,death,5.47
+victim,emergency,6.47
+treatment,recovery,7.91
+journal,association,4.97
+doctor,personnel,5
+doctor,liability,5.19
+liability,insurance,7.03
+school,center,3.44
+reason,hypertension,2.31
+reason,criterion,5.91
+hundred,percent,7.38
+Harvard,Yale,8.13
+hospital,infrastructure,4.63
+death,row,5.25
+death,inmate,5.03
+lawyer,evidence,6.69
+life,death,7.88
+life,term,4.5
+word,similarity,4.75
+board,recommendation,4.47
+governor,interview,3.25
+OPEC,country,5.63
+peace,atmosphere,3.69
+peace,insurance,2.94
+territory,kilometer,5.28
+travel,activity,5
+competition,price,6.44
+consumer,confidence,4.13
+consumer,energy,4.75
+problem,airport,2.38
+car,flight,4.94
+credit,card,8.06
+credit,information,5.31
+hotel,reservation,8.03
+grocery,money,5.94
+registration,arrangement,6
+arrangement,accommodation,5.41
+month,hotel,1.81
+type,kind,8.97
+arrival,hotel,6
+bed,closet,6.72
+closet,clothes,8
+situation,conclusion,4.81
+situation,isolation,3.88
+impartiality,interest,5.16
+direction,combination,2.25
+street,place,6.44
+street,avenue,8.88
+street,block,6.88
+street,children,4.94
+listing,proximity,2.56
+listing,category,6.38
+cell,phone,7.81
+production,hike,1.75
+benchmark,index,4.25
+media,trading,3.88
+media,gain,2.88
+dividend,payment,7.63
+dividend,calculation,6.48
+calculation,computation,8.44
+currency,market,7.5
+OPEC,oil,8.59
+oil,stock,6.34
+announcement,production,3.38
+announcement,warning,6
+profit,warning,3.88
+profit,loss,7.63
+dollar,yen,7.78
+dollar,buck,9.22
+dollar,profit,7.38
+dollar,loss,6.09
+computer,software,8.5
+network,hardware,8.31
+phone,equipment,7.13
+equipment,maker,5.91
+luxury,car,6.47
+five,month,3.38
+report,gain,3.63
+liquid,water,7.89
+baseball,season,5.97
+game,victory,7.03
+game,team,7.69
+marathon,sprint,7.47
+game,series,6.19
+game,defeat,6.97
+seven,series,3.56
+seafood,sea,7.47
+seafood,food,8.34
+seafood,lobster,8.7
+lobster,food,7.81
+lobster,wine,5.7
+food,preparation,6.22
+video,archive,6.34
+start,year,4.06
+start,match,4.47
+game,round,5.97
+boxing,round,7.61
+championship,tournament,8.36
+fighting,defeating,7.41
+line,insurance,2.69
+day,summer,3.94
+summer,drought,7.16
+summer,nature,5.63
+day,dawn,7.53
+nature,environment,8.31
+environment,ecology,8.81
+nature,man,6.25
+man,woman,8.3
+man,governor,5.25
+murder,manslaughter,8.53
+soap,opera,7.94
+opera,performance,6.88
+life,lesson,5.94
+focus,life,4.06
+production,crew,6.25
+television,film,7.72
+lover,quarrel,6.19
+viewer,serial,2.97
+possibility,girl,1.94
+population,development,3.75
+morality,importance,3.31
+morality,marriage,3.69
+Mexico,Brazil,7.44
+gender,equality,6.41
+change,attitude,5.44
+family,planning,6.25
+opera,industry,2.63
+sugar,approach,0.88
+practice,institution,3.19
+ministry,culture,4.69
+problem,challenge,6.75
+size,prominence,5.31
+country,citizen,7.31
+planet,people,5.75
+development,issue,3.97
+experience,music,3.47
+music,project,3.63
+glass,metal,5.56
+aluminum,metal,7.83
+chance,credibility,3.88
+exhibit,memorabilia,5.31
+concert,virtuoso,6.81
+rock,jazz,7.59
+museum,theater,7.19
+observation,architecture,4.38
+space,world,6.53
+preservation,world,6.19
+admission,ticket,7.69
+shower,thunderstorm,6.31
+shower,flood,6.03
+weather,forecast,8.34
+disaster,area,6.25
+governor,office,6.34
+architecture,century,3.78
diff --git a/mc.csv b/mc.csv
new file mode 100644
index 0000000..d0c1920
--- /dev/null
+++ b/mc.csv
@@ -0,0 +1,30 @@
+automobile;car;3.92
+gem;jewel;3.84
+journey;voyage;3.84
+boy;lad;3.76
+coast;shore;3.70
+asylum;madhouse;3.61
+magician;wizard;3.50
+midday;noon;3.42
+furnace;stove;3.11
+food;fruit;3.08
+bird;cock;3.05
+bird;crane;2.97
+implement;tool;2.95
+brother;monk;2.82
+brother;lad;1.66
+crane;implement;1.68
+car;journey;1.16
+monk;oracle;1.10
+cemetery;woodland;0.95
+food;rooster;0.89
+coast;hill;0.87
+forest;graveyard;0.84
+shore;woodland;0.63
+monk;slave;0.55
+coast;forest;0.42
+lad;wizard;0.42
+cord;smile;0.13
+glass;magician;0.11
+rooster;voyage;0.08
+noon;string;0.08
diff --git a/rg.csv b/rg.csv
new file mode 100644
index 0000000..f61c202
--- /dev/null
+++ b/rg.csv
@@ -0,0 +1,65 @@
+cord;smile;0.02  
+rooster;voyage;0.04 
+noon;string;0.04  
+fruit;furnace;0.05  
+autograph;shore;0.06  
+automobile;wizard;0.11  
+mound;stove;0.14
+grin;implement;0.18
+asylum;fruit;0.19
+asylum;monk;0.39
+graveyard;madhouse;0.42
+glass;magician;0.44
+boy;rooster;0.44
+cushion;jewel;0.45
+monk;slave;0.57
+asylum;cemetery;0.79
+coast;forest;0.85
+grin;lad;0.88
+shore;woodland;0.90
+monk;oracle;0.91
+boy;sage;0.96
+automobile;cushion;0.97
+mound;shore;0.97
+lad;wizard;0.99
+forest;graveyard;1.00
+food;rooster;1.09
+cemetery;woodland;1.18
+shore;voyage;1.22
+bird;woodland;1.24
+coast;hill;1.26
+furnace;implement;1.37
+crane;rooster;1.41
+hill;woodland;1.48
+car;journey;1.55
+cemetery;mound;1.69
+glass;jewel;1.78
+magician;oracle;1.82
+crane;implement;2.37
+brother;lad;2.41
+sage;wizard;2.46
+oracle;sage;2.61
+bird;crane;2.63
+bird;cock;2.63
+food;fruit;2.69
+brother;monk;2.74
+asylum;madhouse;3.04
+furnace;stove;3.11
+magician;wizard;3.21
+hill;mound;3.29
+cord;string;3.41
+glass;tumbler;3.45
+grin;smile;3.46
+serf;slave;3.46
+journey;voyage;3.58
+autograph;signature;3.59
+coast;shore;3.60
+forest;woodland;3.65
+implement;tool;3.66
+cock;rooster;3.68
+boy;lad;3.82
+cushion;pillow;3.84
+cemetery;graveyard;3.88
+automobile;car;3.92
+midday;noon;3.94
+gem;jewel;3.94