diff --git a/results/trial_with_lemma.log b/results/trial_with_lemma.log
new file mode 100644
index 0000000000000000000000000000000000000000..066dba2a10f69840458dab5bac537e05e096742e
--- /dev/null
+++ b/results/trial_with_lemma.log
@@ -0,0 +1,276 @@
+[ INFO  ] Configuration - Loading /eval.properties FROM /home/students/zimmermann/Courses/ws17/fsem/absinth/WSI-Evaluator/config/eval.properties
+[ INFO  ] WSIEvaluator - Run started at 18:54
+[ INFO  ] Dataset - Loading the datasets/trial/  
+[ INFO  ] Dataset - Loading the topics data datasets/trial/
+[ INFO  ] Dataset - Loading the subtopics data
+[ INFO  ] Dataset - Loading the snippets data
+[ INFO  ] Dataset - Loading the relations data
+[ INFO  ] Dataset - Loading the relations data
+[ INFO  ] WSIEvaluator - 
+===================================================
+Starting the evaluation 
+===================================================
+[ INFO  ] WSIEvaluator - 
+===================================================
+subtopic-recall@K default: 100
+===================================================
+[ WARN  ] WSIEvaluator - 
+============= Query 1 : "soul food" ==============
+
+[ INFO  ] WSIEvaluator - 
+============== Cluster creation phase ==================
+
+[ WARN  ] WSIEvaluator - ClusteredSnippets:
+
+================== 2 snippet clusters: ====================
+The cluster 1 contains the snippets: [1, 2, 3, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 19, 20, 26, 28, 30, 32, 33, 35, 39, 45, 46, 47, 48, 49, 50, 59, 60, 61, 66, 67, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 84, 85, 86, 87, 94, 95, 96, 97]
+The cluster 2 contains the snippets: [9, 11, 17, 18, 21, 22, 23, 24, 25, 27, 31, 34, 36, 37, 38, 40, 41, 42, 43, 44, 51, 52, 53, 54, 55, 56, 57, 58, 62, 63, 64, 65, 68, 69, 81, 82, 83, 88, 90, 91, 92, 93, 98, 99, 100]
+
+[ INFO  ] WSIEvaluator - 
+==================  Starting Evaluation  ==================
+Resulting list: [1, 9, 2, 11, 3, 17, 4, 18, 5, 21, 6, 22, 7, 23, 8, 24, 10, 25, 12, 27, 13, 31, 14, 34, 15, 36, 16, 37, 19, 38, 20, 40, 26, 41, 28, 42, 30, 43, 32, 44, 33, 51, 35, 52, 39, 53, 45, 54, 46, 55, 47, 56, 48, 57, 49, 58, 50, 62, 59, 63, 60, 64, 61, 65, 66, 68, 67, 69, 70, 81, 71, 82, 72, 83, 73, 88, 74, 90, 75, 91, 76, 92, 77, 93, 78, 98, 79, 99, 80, 100, 84, 85, 86, 87, 94, 95, 96, 97, 29, 89]
+[ WARN  ] WSIEvaluator - 
+================ Results of Rand Index for the topic "soul food" ===============
+============ Value of Rand Index = 0.5 =================================
+============ Partial average Rand Index = 0.5 ======
+============ Value of Adjusted Rand Index = 0.011326779883708487 =================================
+============ Partial average of Adjusted Rand Index = 0.011326779883708487 =================================
+============ Value of Jaccard Index = 0.3743680485338726 =================================
+============ Partial average of Jaccard Index = 0.3743680485338726 ======
+============ Precision = 0.7857142857142857, Recall = 0.8279569892473119, F1 = 0.806282722513089 ============
+
+[ WARN  ] WSIEvaluator - 
+================ Statistics: ====================================
+============ number of created clusters: 2 ============ 
+============ average size of the created clusters: 49.0 ============ 
+===========================================================================
+
+[ WARN  ] WSIEvaluator - 
+============= Query 2 : "the block" ==============
+
+[ INFO  ] WSIEvaluator - 
+============== Cluster creation phase ==================
+
+[ WARN  ] WSIEvaluator - ClusteredSnippets:
+
+================== 3 snippet clusters: ====================
+The cluster 1 contains the snippets: [1, 2, 3, 4, 5, 6, 7, 8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 38, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 58, 60, 61, 62, 63, 64, 65, 66, 68, 70, 71, 72, 73, 74, 75, 76, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 97, 98, 99, 100]
+The cluster 3 contains the snippets: [22, 33, 37, 39, 56, 57, 67, 69, 77, 96]
+The cluster 2 contains the snippets: [12, 40, 59]
+
+[ INFO  ] WSIEvaluator - 
+==================  Starting Evaluation  ==================
+Resulting list: [1, 12, 22, 2, 40, 33, 3, 59, 37, 4, 39, 5, 56, 6, 57, 7, 67, 8, 69, 9, 77, 11, 96, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 38, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 58, 60, 61, 62, 63, 64, 65, 66, 68, 70, 71, 72, 73, 74, 75, 76, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 97, 98, 99, 100, 10]
+[ WARN  ] WSIEvaluator - 
+================ Results of Rand Index for the topic "the block" ===============
+============ Value of Rand Index = 0.518989898989899 =================================
+============ Partial average Rand Index = 0.5094949494949494 ======
+============ Value of Adjusted Rand Index = -0.0317214098770107 =================================
+============ Partial average of Adjusted Rand Index = -0.010197314996651106 =================================
+============ Value of Jaccard Index = 0.46470323741007197 =================================
+============ Partial average of Jaccard Index = 0.4195356429719723 ======
+============ Precision = 0.1919191919191919, Recall = 0.7037037037037037, F1 = 0.30158730158730157 ============
+
+[ WARN  ] WSIEvaluator - 
+================ Statistics: ====================================
+============ number of created clusters: 3 ============ 
+============ average size of the created clusters: 33.0 ============ 
+===========================================================================
+
+[ WARN  ] WSIEvaluator - 
+============= Query 3 : "stephen king" ==============
+
+[ INFO  ] WSIEvaluator - 
+============== Cluster creation phase ==================
+
+[ WARN  ] WSIEvaluator - ClusteredSnippets:
+
+================== 1 snippet clusters: ====================
+The cluster 1 contains the snippets: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]
+
+[ INFO  ] WSIEvaluator - 
+==================  Starting Evaluation  ==================
+Resulting list: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]
+[ WARN  ] WSIEvaluator - 
+================ Results of Rand Index for the topic "stephen king" ===============
+============ Value of Rand Index = 0.98 =================================
+============ Partial average Rand Index = 0.6663299663299663 ======
+============ Value of Adjusted Rand Index = 0.0 =================================
+============ Partial average of Adjusted Rand Index = -0.006798209997767404 =================================
+============ Value of Jaccard Index = 0.98 =================================
+============ Partial average of Jaccard Index = 0.6063570953146482 ======
+============ Precision = 0.99, Recall = 1.0, F1 = 0.9949748743718593 ============
+
+[ WARN  ] WSIEvaluator - 
+================ Statistics: ====================================
+============ number of created clusters: 1 ============ 
+============ average size of the created clusters: 100.0 ============ 
+===========================================================================
+
+[ WARN  ] WSIEvaluator - 
+============= Query 4 : "cool water" ==============
+
+[ INFO  ] WSIEvaluator - 
+============== Cluster creation phase ==================
+
+[ WARN  ] WSIEvaluator - ClusteredSnippets:
+
+================== 1 snippet clusters: ====================
+The cluster 1 contains the snippets: [1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]
+
+[ INFO  ] WSIEvaluator - 
+==================  Starting Evaluation  ==================
+Resulting list: [1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 3, 10, 28, 40, 55, 56, 82]
+[ WARN  ] WSIEvaluator - 
+================ Results of Rand Index for the topic "cool water" ===============
+============ Value of Rand Index = 0.585050505050505 =================================
+============ Partial average Rand Index = 0.6460101010101009 ======
+============ Value of Adjusted Rand Index = 0.020819043799792002 =================================
+============ Partial average of Adjusted Rand Index = 1.0610345162244753E-4 =================================
+============ Value of Jaccard Index = 0.5601713062098501 =================================
+============ Partial average of Jaccard Index = 0.5948106480384487 ======
+============ Precision = 0.21505376344086022, Recall = 0.8, F1 = 0.3389830508474576 ============
+
+[ WARN  ] WSIEvaluator - 
+================ Statistics: ====================================
+============ number of created clusters: 1 ============ 
+============ average size of the created clusters: 93.0 ============ 
+===========================================================================
+
+[ INFO  ] WSIEvaluator - 
+
+=========== Final average value of S-recall@K: =============
+1 0.3958
+2 0.6250
+3 0.7083
+4 0.7083
+5 0.7708
+6 0.7708
+7 0.8542
+8 0.9167
+9 0.9167
+10 0.9167
+11 0.9167
+12 0.9167
+13 1.0000
+14 1.0000
+15 1.0000
+16 1.0000
+17 1.0000
+18 1.0000
+19 1.0000
+20 1.0000
+21 1.0000
+22 1.0000
+23 1.0000
+24 1.0000
+25 1.0000
+26 1.0000
+27 1.0000
+28 1.0000
+29 1.0000
+30 1.0000
+31 1.0000
+32 1.0000
+33 1.0000
+34 1.0000
+35 1.0000
+36 1.0000
+37 1.0000
+38 1.0000
+39 1.0000
+40 1.0000
+41 1.0000
+42 1.0000
+43 1.0000
+44 1.0000
+45 1.0000
+46 1.0000
+47 1.0000
+48 1.0000
+49 1.0000
+50 1.0000
+51 1.0000
+52 1.0000
+53 1.0000
+54 1.0000
+55 1.0000
+56 1.0000
+57 1.0000
+58 1.0000
+59 1.0000
+60 1.0000
+61 1.0000
+62 1.0000
+63 1.0000
+64 1.0000
+65 1.0000
+66 1.0000
+67 1.0000
+68 1.0000
+69 1.0000
+70 1.0000
+71 1.0000
+72 1.0000
+73 1.0000
+74 1.0000
+75 1.0000
+76 1.0000
+77 1.0000
+78 1.0000
+79 1.0000
+80 1.0000
+81 1.0000
+82 1.0000
+83 1.0000
+84 1.0000
+85 1.0000
+86 1.0000
+87 1.0000
+88 1.0000
+89 1.0000
+90 1.0000
+91 1.0000
+92 1.0000
+93 1.0000
+94 1.0000
+95 1.0000
+96 1.0000
+97 1.0000
+98 1.0000
+99 1.0000
+100 1.0000
+
+=========== Final average value of S-precision@r: =============
+0.4000 0.8333
+0.4500 0.5833
+0.5000 0.4111
+0.5500 0.3958
+0.6000 0.3655
+0.6500 0.3140
+0.7000 0.3017
+0.7500 0.2709
+0.8000 0.2460
+0.8500 0.2253
+0.9000 0.2079
+0.9500 0.1930
+1.0000 0.0267
+
+=========== Final average value of F1: =====================
+average F1 = 0.6593683761975361
+
+=========== Final average value of Rand Index: =============
+average Rand Index = 0.6460101010101009
+
+=========== Final average value of Adjusted Rand Index: ====
+average Adj Rand Index = 1.0610345162244753E-4
+
+=========== Final average value of Jaccard Index: ==========
+average Jaccard Index = 0.5948106480384487
+
+================ Statistics: ====================================
+============ average number of created clusters: 1.75
+============ average cluster size: 68.75
+
+[ WARN  ] WSIEvaluator - Simulation started at: 18:54 and completed at 18:54
+Execution time: 1.026 sec
diff --git a/results/trial_without_lemma.log b/results/trial_without_lemma.log
new file mode 100644
index 0000000000000000000000000000000000000000..9f3644fb3d1734011ed7e8a43f2b5fe00da860f6
--- /dev/null
+++ b/results/trial_without_lemma.log
@@ -0,0 +1,279 @@
+[ INFO  ] Configuration - Loading /eval.properties FROM /home/students/zimmermann/Courses/ws17/fsem/absinth/WSI-Evaluator/config/eval.properties
+[ INFO  ] WSIEvaluator - Run started at 17:56
+[ INFO  ] Dataset - Loading the datasets/trial/  
+[ INFO  ] Dataset - Loading the topics data datasets/trial/
+[ INFO  ] Dataset - Loading the subtopics data
+[ INFO  ] Dataset - Loading the snippets data
+[ INFO  ] Dataset - Loading the relations data
+[ INFO  ] Dataset - Loading the relations data
+[ INFO  ] WSIEvaluator - 
+===================================================
+Starting the evaluation 
+===================================================
+[ INFO  ] WSIEvaluator - 
+===================================================
+subtopic-recall@K default: 100
+===================================================
+[ WARN  ] WSIEvaluator - 
+============= Query 1 : "soul food" ==============
+
+[ INFO  ] WSIEvaluator - 
+============== Cluster creation phase ==================
+
+[ WARN  ] WSIEvaluator - ClusteredSnippets:
+
+================== 3 snippet clusters: ====================
+The cluster 1 contains the snippets: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 17, 18, 19, 20, 22, 24, 25, 26, 30, 31, 33, 35, 39, 45, 46, 47, 48, 49, 50, 60, 61, 62, 63, 64, 65, 66, 67, 73, 74, 75, 76, 77, 78, 79, 80, 84, 85, 86, 87, 88, 90, 91, 93, 94, 95, 96, 97]
+The cluster 2 contains the snippets: [21, 23, 27, 28, 34, 36, 37, 38, 40, 41, 42, 43, 44, 51, 52, 53, 54, 55, 56, 57, 58, 68, 69, 70, 71, 72, 81, 82, 83, 92, 98, 99, 100]
+The cluster 3 contains the snippets: [15, 32]
+
+[ INFO  ] WSIEvaluator - 
+==================  Starting Evaluation  ==================
+Resulting list: [1, 21, 15, 2, 23, 32, 3, 27, 4, 28, 5, 34, 6, 36, 7, 37, 8, 38, 9, 40, 10, 41, 11, 42, 12, 43, 13, 44, 14, 51, 17, 52, 18, 53, 19, 54, 20, 55, 22, 56, 24, 57, 25, 58, 26, 68, 30, 69, 31, 70, 33, 71, 35, 72, 39, 81, 45, 82, 46, 83, 47, 92, 48, 98, 49, 99, 50, 100, 60, 61, 62, 63, 64, 65, 66, 67, 73, 74, 75, 76, 77, 78, 79, 80, 84, 85, 86, 87, 88, 90, 91, 93, 94, 95, 96, 97, 16, 29, 59, 89]
+[ WARN  ] WSIEvaluator - 
+================ Results of Rand Index for the topic "soul food" ===============
+============ Value of Rand Index = 0.5040404040404041 =================================
+============ Partial average Rand Index = 0.5040404040404041 ======
+============ Value of Adjusted Rand Index = 0.025197274115047952 =================================
+============ Partial average of Adjusted Rand Index = 0.025197274115047952 =================================
+============ Value of Jaccard Index = 0.3775354969574036 =================================
+============ Partial average of Jaccard Index = 0.3775354969574036 ======
+============ Precision = 0.8020833333333334, Recall = 0.8279569892473119, F1 = 0.8148148148148148 ============
+
+[ WARN  ] WSIEvaluator - 
+================ Statistics: ====================================
+============ number of created clusters: 3 ============ 
+============ average size of the created clusters: 32.0 ============ 
+===========================================================================
+
+[ WARN  ] WSIEvaluator - 
+============= Query 2 : "the block" ==============
+
+[ INFO  ] WSIEvaluator - 
+============== Cluster creation phase ==================
+
+[ WARN  ] WSIEvaluator - ClusteredSnippets:
+
+================== 3 snippet clusters: ====================
+The cluster 1 contains the snippets: [2, 3, 4, 5, 6, 7, 8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 99, 100]
+The cluster 2 contains the snippets: [12, 21, 22, 23, 29, 76, 77, 91, 95, 97, 98]
+The cluster 3 contains the snippets: [39, 56, 57, 96]
+
+[ INFO  ] WSIEvaluator - 
+==================  Starting Evaluation  ==================
+Resulting list: [2, 12, 39, 3, 21, 56, 4, 22, 57, 5, 23, 96, 6, 29, 7, 76, 8, 77, 9, 91, 11, 95, 13, 97, 14, 98, 15, 16, 17, 18, 19, 20, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 99, 100, 1, 10]
+[ WARN  ] WSIEvaluator - 
+================ Results of Rand Index for the topic "the block" ===============
+============ Value of Rand Index = 0.5921212121212122 =================================
+============ Partial average Rand Index = 0.5480808080808082 ======
+============ Value of Adjusted Rand Index = 0.13725322621998112 =================================
+============ Partial average of Adjusted Rand Index = 0.08122525016751454 =================================
+============ Value of Jaccard Index = 0.5132594021215043 =================================
+============ Partial average of Jaccard Index = 0.445397449539454 ======
+============ Precision = 0.20408163265306123, Recall = 0.7407407407407407, F1 = 0.32 ============
+
+[ WARN  ] WSIEvaluator - 
+================ Statistics: ====================================
+============ number of created clusters: 3 ============ 
+============ average size of the created clusters: 32.666666666666664 ============ 
+===========================================================================
+
+[ WARN  ] WSIEvaluator - 
+============= Query 3 : "stephen king" ==============
+
+[ INFO  ] WSIEvaluator - 
+============== Cluster creation phase ==================
+
+[ WARN  ] WSIEvaluator - ClusteredSnippets:
+
+================== 3 snippet clusters: ====================
+The cluster 3 contains the snippets: [1, 2, 3, 4, 6, 8, 10, 11, 12, 14, 16, 17, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 35, 36, 37, 40, 41, 43, 44, 45, 46, 49, 50, 51, 52, 53, 55, 58, 59, 60, 62, 68, 70, 71, 72, 73, 74, 75, 77, 79, 80, 84, 86, 91, 92, 94, 95, 96, 97]
+The cluster 1 contains the snippets: [5, 9, 13, 15, 18, 23, 33, 38, 39, 42, 47, 48, 54, 56, 57, 61, 63, 64, 65, 66, 67, 69, 76, 78, 81, 82, 85, 87, 88, 89, 90, 93, 98, 99, 100]
+The cluster 2 contains the snippets: [7, 32, 34, 83]
+
+[ INFO  ] WSIEvaluator - 
+==================  Starting Evaluation  ==================
+Resulting list: [5, 7, 1, 9, 32, 2, 13, 34, 3, 15, 83, 4, 18, 6, 23, 8, 33, 10, 38, 11, 39, 12, 42, 14, 47, 16, 48, 17, 54, 19, 56, 20, 57, 21, 61, 22, 63, 24, 64, 25, 65, 26, 66, 27, 67, 28, 69, 29, 76, 30, 78, 31, 81, 35, 82, 36, 85, 37, 87, 40, 88, 41, 89, 43, 90, 44, 93, 45, 98, 46, 99, 49, 100, 50, 51, 52, 53, 55, 58, 59, 60, 62, 68, 70, 71, 72, 73, 74, 75, 77, 79, 80, 84, 86, 91, 92, 94, 95, 96, 97]
+[ WARN  ] WSIEvaluator - 
+================ Results of Rand Index for the topic "stephen king" ===============
+============ Value of Rand Index = 0.49737373737373736 =================================
+============ Partial average Rand Index = 0.5311784511784512 ======
+============ Value of Adjusted Rand Index = 0.011615896775833764 =================================
+============ Partial average of Adjusted Rand Index = 0.05802213237028762 =================================
+============ Value of Jaccard Index = 0.4906857727737973 =================================
+============ Partial average of Jaccard Index = 0.4604935572842351 ======
+============ Precision = 0.99, Recall = 1.0, F1 = 0.9949748743718593 ============
+
+[ WARN  ] WSIEvaluator - 
+================ Statistics: ====================================
+============ number of created clusters: 3 ============ 
+============ average size of the created clusters: 33.333333333333336 ============ 
+===========================================================================
+
+[ WARN  ] WSIEvaluator - 
+============= Query 4 : "cool water" ==============
+
+[ INFO  ] WSIEvaluator - 
+============== Cluster creation phase ==================
+
+[ WARN  ] WSIEvaluator - ClusteredSnippets:
+
+================== 1 snippet clusters: ====================
+The cluster 1 contains the snippets: [1, 2, 4, 5, 6, 7, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]
+
+[ INFO  ] WSIEvaluator - 
+==================  Starting Evaluation  ==================
+Resulting list: [1, 2, 4, 5, 6, 7, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 3, 8, 9, 10, 12, 25, 26, 28, 40, 50, 55, 56, 82, 87]
+[ WARN  ] WSIEvaluator - 
+================ Results of Rand Index for the topic "cool water" ===============
+============ Value of Rand Index = 0.5541414141414142 =================================
+============ Partial average Rand Index = 0.5369191919191919 ======
+============ Value of Adjusted Rand Index = 0.002291925310413701 =================================
+============ Partial average of Adjusted Rand Index = 0.04408958060531914 =================================
+============ Value of Jaccard Index = 0.5062639821029082 =================================
+============ Partial average of Jaccard Index = 0.4719361634889034 ======
+============ Precision = 0.23255813953488372, Recall = 0.8, F1 = 0.36036036036036034 ============
+
+[ WARN  ] WSIEvaluator - 
+================ Statistics: ====================================
+============ number of created clusters: 1 ============ 
+============ average size of the created clusters: 86.0 ============ 
+===========================================================================
+
+[ INFO  ] WSIEvaluator - 
+
+=========== Final average value of S-recall@K: =============
+1 0.3958
+2 0.4792
+3 0.5625
+4 0.5625
+5 0.6250
+6 0.7083
+7 0.7708
+8 0.7708
+9 0.7708
+10 0.8542
+11 0.8542
+12 0.8542
+13 0.8542
+14 0.8542
+15 0.8542
+16 0.8542
+17 0.8542
+18 0.8542
+19 0.8542
+20 0.8542
+21 0.8542
+22 0.8542
+23 0.8542
+24 0.8542
+25 0.8542
+26 0.8542
+27 0.8542
+28 0.8542
+29 0.8542
+30 0.8542
+31 0.8542
+32 0.8542
+33 0.9167
+34 0.9167
+35 0.9167
+36 0.9167
+37 0.9167
+38 0.9167
+39 0.9167
+40 0.9167
+41 0.9167
+42 0.9167
+43 0.9167
+44 0.9167
+45 0.9167
+46 0.9167
+47 0.9167
+48 0.9167
+49 0.9167
+50 0.9167
+51 0.9167
+52 0.9167
+53 0.9167
+54 0.9167
+55 0.9167
+56 0.9167
+57 0.9167
+58 0.9167
+59 0.9167
+60 0.9167
+61 0.9167
+62 0.9167
+63 0.9167
+64 0.9167
+65 0.9167
+66 0.9167
+67 0.9167
+68 0.9167
+69 0.9167
+70 0.9167
+71 0.9167
+72 0.9167
+73 0.9167
+74 0.9167
+75 0.9167
+76 0.9167
+77 0.9167
+78 0.9167
+79 0.9167
+80 0.9167
+81 0.9167
+82 0.9167
+83 0.9167
+84 0.9167
+85 0.9167
+86 0.9167
+87 0.9167
+88 1.0000
+89 1.0000
+90 1.0000
+91 1.0000
+92 1.0000
+93 1.0000
+94 1.0000
+95 1.0000
+96 1.0000
+97 1.0000
+98 1.0000
+99 1.0000
+100 1.0000
+
+=========== Final average value of S-precision@r: =============
+0.4000 0.6000
+0.4500 0.3730
+0.5000 0.3530
+0.5500 0.2951
+0.6000 0.2798
+0.6500 0.2473
+0.7000 0.1749
+0.7500 0.1277
+0.8000 0.1191
+0.8500 0.1118
+0.9000 0.1055
+0.9500 0.1000
+1.0000 0.0267
+
+=========== Final average value of F1: =====================
+average F1 = 0.6706566012253643
+
+=========== Final average value of Rand Index: =============
+average Rand Index = 0.5369191919191919
+
+=========== Final average value of Adjusted Rand Index: ====
+average Adj Rand Index = 0.04408958060531914
+
+=========== Final average value of Jaccard Index: ==========
+average Jaccard Index = 0.4719361634889034
+
+================ Statistics: ====================================
+============ average number of created clusters: 2.5
+============ average cluster size: 46.0
+
+[ WARN  ] WSIEvaluator - Simulation started at: 17:56 and completed at 17:56
+Execution time: 0.355 sec
diff --git a/src/config.py b/src/config.py
index cf97fedea72f3d4d53f9c6e1deb6f45f86a8098e..5e22df01c61feb62847707c886ace5225efc4d8a 100644
--- a/src/config.py
+++ b/src/config.py
@@ -6,8 +6,8 @@ Configuration file
 Choose paths for corpus, dataset and output.
 - The output directory should be empty when starting absinth.
 '''
-corpus = "/proj/absinth/wikipedia_reduced/"
-dataset = "../WSI-Evaluator/datasets/MORESQUE/"
+corpus = "/proj/absinth/wikipedia_shuffled2/"
+dataset = "../WSI-Evaluator/datasets/dataset/"
 test = "../WSI-Evaluator/datasets/trial/"
 output = "../output/"
 
@@ -16,7 +16,7 @@ Choose stop words and allowed pos-tags.
 - Stop words will not be considered for nodes.
 - Only tokens with allowed pos-tags will be considered.
 '''
-stop_words = ['utc', "'s", 'new', 'other', 'talk', 'wikipedia', 'article', 'topic', 'page', 'editors', 'encyclopedia', 'free', 'pp']
+stop_words = ['utc', "'s", 'new', 'p.', 'first', 'other', 'talk', 'wikipedia', 'article', 'topic', 'page', 'editors', 'encyclopedia', 'free', 'pp', 'twitter', 'facebook', 'youtube', 'copyright', '®', '|']
 allowed_tags = ['NN','NNS','JJ','JJS','JJR','NNP']
 
 '''
@@ -43,5 +43,10 @@ max_weight = 0.9
 Choose minimum number of neighbors and maximum median weight of the most frequent neighbors of a node for root hubs.
 - the threshold is calculated using the media of the same number of neighbors declared in min_neighbors.
 '''
-min_neighbors = 6
+min_neighbors = 5
 threshold = 0.8
+
+'''
+Choose whether or not the tokens should be lemmatised.
+'''
+lemma = True