From 294e37250d5c155b1912a84f814107ef8eb7a7dc Mon Sep 17 00:00:00 2001
From: SubhasisChakraborty <sayanmutd@gmail.com>
Date: Sat, 1 Apr 2017 14:55:01 +0530
Subject: [PATCH] Semantic Similarity Files

---
 BrownIC.py      |  50 +++++++
 BrownIC.txt     | 350 +++++++++++++++++++++++++++++++++++++++++++++++
 DavidModel.txt  | 350 +++++++++++++++++++++++++++++++++++++++++++++++
 DavidModelIC.py |  79 +++++++++++
 GenesisIC.py    |  50 +++++++
 GenesisIC.txt   | 350 +++++++++++++++++++++++++++++++++++++++++++++++
 Hyponym.py      |  18 +++
 NunoModel.txt   | 350 +++++++++++++++++++++++++++++++++++++++++++++++
 NunoModelIC.py  |  86 ++++++++++++
 SemcorIC.py     |  49 +++++++
 SemcorIC.txt    | 350 +++++++++++++++++++++++++++++++++++++++++++++++
 combined.csv    | 351 ++++++++++++++++++++++++++++++++++++++++++++++++
 mc.csv          |  30 +++++
 rg.csv          |  65 +++++++++
 14 files changed, 2528 insertions(+)
 create mode 100644 BrownIC.py
 create mode 100644 BrownIC.txt
 create mode 100644 DavidModel.txt
 create mode 100644 DavidModelIC.py
 create mode 100644 GenesisIC.py
 create mode 100644 GenesisIC.txt
 create mode 100644 Hyponym.py
 create mode 100644 NunoModel.txt
 create mode 100644 NunoModelIC.py
 create mode 100644 SemcorIC.py
 create mode 100644 SemcorIC.txt
 create mode 100644 combined.csv
 create mode 100644 mc.csv
 create mode 100644 rg.csv

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