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new file mode 100644
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diff --git a/output/features_dt_wnut16.csv b/output/features_dt_wnut16.csv
index 4822b89..f0643b6 100644
--- a/output/features_dt_wnut16.csv
+++ b/output/features_dt_wnut16.csv
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+0,17,32,1,0,0,0,1,0,0,20,6,0,7,1,-52,0,1,39,38.0,0.0
+17,32,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
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+32,12,20,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+12,20,33,0,0,0,0,1,0,1,10,1,3,0,2,-26,27,6,17,10.0,0.0
+20,33,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
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+32,17,18,0,0,0,0,0,0,0,19,0,8,0,8,42,33,2,10,23.0,0.0
+17,18,9,1,0,0,0,1,0,0,10,5,0,0,5,-62,15,8,27,12.0,0.0
+18,9,17,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+9,17,7,0,0,0,0,0,0,0,18,0,5,1,4,22,6,5,29,23.0,0.0
+17,7,19,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+7,19,38,0,0,0,0,0,0,0,0,0,0,0,0,0,16,10,24,8.0,0.0
+19,38,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+38,6,29,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+6,29,18,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+29,18,6,1,0,0,0,1,0,0,0,0,0,0,0,0,30,7,13,17.0,0.0
+18,6,31,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+6,31,22,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0.0,0.0
+31,22,28,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0.0,0.0
+22,28,11,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+28,11,29,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+11,29,18,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+29,18,8,1,0,0,0,1,0,0,10,3,2,1,1,-30,0,0,50,50.0,0.0
+18,8,2,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+8,2,8,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+2,8,12,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+8,12,8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+12,8,35,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+8,35,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0.0,0.0
+0,29,18,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+29,18,18,1,0,0,0,1,0,0,10,3,0,0,3,-64,32,1,17,15.0,0.0
+18,18,17,1,0,0,0,1,0,0,20,0,9,1,8,54,32,2,6,26.0,0.0
+18,17,8,1,0,0,0,1,0,0,18,2,2,0,0,-54,39,0,1,38.0,0.0
+17,8,6,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+8,6,15,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+6,15,18,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+15,18,18,0,0,0,0,1,0,1,10,1,8,0,7,34,36,0,14,22.0,0.0
+18,18,18,0,0,0,0,1,0,1,0,0,0,0,0,0,45,0,5,40.0,0.0
+18,18,17,0,0,0,0,1,0,0,0,0,0,0,0,0,22,6,7,15.0,0.0
+18,17,12,1,0,0,0,1,0,0,0,0,0,0,0,0,25,4,21,4.0,0.0
+17,12,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+12,18,8,1,0,0,0,1,0,0,10,2,2,0,0,-46,0,0,50,50.0,0.0
+18,8,11,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+8,11,29,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+11,29,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+0,30,28,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+30,28,28,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+28,28,13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+28,13,36,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+13,36,20,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+36,20,9,0,0,0,0,0,0,0,10,3,4,0,1,-12,25,2,23,2.0,0.0
+20,9,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+9,5,7,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+5,7,20,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+7,20,16,0,0,0,0,0,0,0,10,6,1,0,5,-44,15,0,35,20.0,0.0
+20,16,31,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+16,31,22,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+31,22,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+22,12,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+12,18,17,0,0,1,0,0,0,0,10,8,1,0,7,-64,21,3,26,5.0,0.0
+18,17,33,0,0,0,0,0,0,0,10,5,3,0,2,-22,23,0,27,4.0,0.0
+17,33,17,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+33,17,12,0,0,0,0,0,0,0,10,4,4,0,0,-12,18,0,32,14.0,0.0
+17,12,17,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+12,17,36,0,0,0,0,0,0,0,10,2,5,0,3,12,20,4,26,6.0,0.0
+17,36,32,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+36,32,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+32,12,17,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+12,17,5,0,0,0,0,0,0,0,10,6,1,0,5,-48,17,0,33,16.0,0.0
+17,5,31,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+5,31,17,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0
+31,17,0,0,0,0,0,0,0,0,10,9,0,0,9,-74,26,0,24,2.0,0.0
diff --git a/scripts/example.py b/scripts/example.py
index e83aa02..d185d74 100644
--- a/scripts/example.py
+++ b/scripts/example.py
@@ -5,12 +5,12 @@
 #a = [l[0].decode('utf8')]
 #print a[0]
 
-#text = u"diego esteves lives in sao paulo".encode('utf8')
-text3 = 'Driving , driving , driving away to Phil . Tasty dinner tonight with the Society of Mining and Metallurgy Engineers .'
-text = u"paris hilton was once the toast of the town".encode('utf8')
-text2 = u"bullshit about airports/coffee/conferences".encode('utf8')
+text = "diego's estees-III @sajdh yo yo go!brow. ha!"
+#text = 'Driving , driving , driving away to Phil . Tasty dinner tonight with the Society of Mining and Metallurgy Engineers .'
+#text = "paris hilton was once the toast of the town"
+#text = u"bullshit about airports/coffee/conferences".encode('utf8')
 horus = Core(False, 5)
-horus.annotate(text3)
+horus.annotate(text)
 #print horus.get_cv_annotation()
 
 
diff --git a/src/horus/components/core.py b/src/horus/components/core.py
index e98be01..16d24a8 100644
--- a/src/horus/components/core.py
+++ b/src/horus/components/core.py
@@ -604,6 +604,7 @@ def convert_dataset_to_horus_matrix(self, sentences):
         try:
             for sent in sentences:
                 sent_index+=1
+                ipositionstartterm = 0
                 for c in range(len(sent[6][self.config.models_pos_tag_lib])):
                     word_index_ref = sent[6][self.config.models_pos_tag_lib][c][0]
                     compound = sent[6][self.config.models_pos_tag_lib][c][1]
@@ -654,7 +655,24 @@ def convert_dataset_to_horus_matrix(self, sentences):
                     temp = [is_entity, sent_index, word_index, term, tag_pos_uni, tag_pos, tag_ner, 0, 0] # 0-8
                     temp.extend(self.populate_matrix_new_columns())
                     temp.extend([tag_ner_y])
+                    # that is a hack to integrate to GERBIL
+
+                    if ipositionstartterm >= len(sent[1][0]):
+                        ipositionstartterm-=1
+                    if sent[1][0][ipositionstartterm] == term[0]:
+                        if sent[1][0][ipositionstartterm:ipositionstartterm+len(term)] != term:
+                            raise Exception("GERBIL integration: error 1!")
+                    else:
+                        ipositionstartterm-=1
+                        if sent[1][0][ipositionstartterm] == term[0]:
+                            if sent[1][0][ipositionstartterm:ipositionstartterm+len(term)] != term:
+                                raise Exception("GERBIL integration: error 2!")
+                        else:
+                            raise Exception("GERBIL integration: error 3!")
+
+                    temp[27] = ipositionstartterm
                     converted.append(temp)
+                    ipositionstartterm += (len(term) + 1)
 
         except Exception as error:
             self.sys.log.error(':: Erro! %s' % str(error))
diff --git a/src/horus/experiments/horus_dt_layer.py b/src/horus/experiments/horus_dt_layer.py
index 344860d..7837fc3 100644
--- a/src/horus/experiments/horus_dt_layer.py
+++ b/src/horus/experiments/horus_dt_layer.py
@@ -60,6 +60,8 @@
             special_char = 1 if len(re.findall('(http://\S+|\S*[^\w\s]\S*)', token))>0 else 0
             first_capitalized = 1 if token[0].isupper() else 0
             capitalized = 1 if token.isupper() else 0
+            title = 1 if token.istitle() else 0
+            digit = 1 if token.isdigit() else 0
             nr_images_returned = linha[17]
             nr_websites_returned = linha[25]
             hyphen = 1 if '-' in token else 0
@@ -80,17 +82,11 @@
             elif linha[6] in definitions.NER_TAGS_PER: ner = definitions.KLASSES2["PER"]
             else: ner = definitions.KLASSES2["O"]
 
-
-            '''
-            pos-1; pos; pos+1; cv_loc; cv_org; cv_per; cv_dist; cv_plc; 
-            tx_loc; tx_org; tx_per; tx_err; tx_dist; 
-            one_char; special_char; first_cap; cap
-            '''
-            features.append((pos_bef, pos, pos_aft,
+            features.append((pos_bef, pos, pos_aft, title, digit,
                              one_char_token, special_char, first_capitalized, hyphen,
                              capitalized, nr_images_returned,
-                             cv_org, cv_loc, cv_per, cv_dist, cv_plc))
-                             #tx_org, tx_loc, tx_per, tx_dist, tx_err))
+                             cv_org, cv_loc, cv_per, cv_dist, cv_plc,
+                             tx_org, tx_loc, tx_per, tx_dist, tx_err))
 print len(Y)
 print set(Y)
 print set(teste)
diff --git a/src/horus/experiments/horus_dt_layer_bkp.py b/src/horus/experiments/horus_dt_layer_bkp.py
index 1a66367..870064b 100644
--- a/src/horus/experiments/horus_dt_layer_bkp.py
+++ b/src/horus/experiments/horus_dt_layer_bkp.py
@@ -15,7 +15,7 @@
 from horus.components.config import HorusConfig
 
 config = HorusConfig()
-#file1reader = csv.reader(open(config.output_path + "experiments/ritter/EXP_000/out_exp000_1.csv"), delimiter=",")
+#file1reader = csv.reader(open(config.output_path + "experiments/ritter/EXP_000/out_exp000_1_NLTK.csv"), delimiter=",")
 #header1 = file1reader.next()
 
 features = []
@@ -27,7 +27,7 @@
             'PL_CV_I', 'CV_KLASS', 'TOT_RESULTS_TX', 'TOT_TX_LOC', 'TOT_TX_ORG', 'TOT_TX_PER',
             'TOT_ERR_TRANS', 'DIST_TX_I', 'TX_KLASS', 'HORUS_KLASS']
 
-data = pandas.read_csv((config.output_path + "experiments/ritter/EXP_000/out_exp000_1.csv"), sep=',',
+data = pandas.read_csv((config.output_path + "experiments/ritter/EXP_000/out_exp000_1_NLTK.csv"), sep=',',
                        names=colnames, na_values=['*'], header=0,
                        dtype={"IS_ENTITY?": int, "ID_SENT": int, "ID_WORD": int, "WORD_TERM": str,
                               "POS_UNI": str, "POS": str, "NER": str, "COMPOUND": int, "COMPOUND_SIZE": int,
diff --git a/src/horus/experiments/report.py b/src/horus/experiments/report.py
index f54c70c..f291c68 100644
--- a/src/horus/experiments/report.py
+++ b/src/horus/experiments/report.py
@@ -13,7 +13,7 @@
 from horus.components.config import HorusConfig
 
 config = HorusConfig()
-file1reader = csv.reader(open(config.output_path + "experiments/ritter/EXP_000/out_exp000_1.csv"), delimiter=",")
+file1reader = csv.reader(open(config.output_path + "experiments/ritter/EXP_000/out_exp000_1_NLTK.csv"), delimiter=",")
 header1 = file1reader.next() #header
 
 tot = 0