diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 123c142..4113fdf 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
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diff --git a/run.py b/run.py
index 5b8592c..78e0124 100644
--- a/run.py
+++ b/run.py
@@ -36,28 +36,6 @@ def train_model(data, model):
             model[w2][w1] /= total_count
 
 
-def predict(word, model):
-    predictions = dict(model[word])
-    most_common = dict(Counter(predictions).most_common(5))
-
-    total_prob = 0.0
-    str_prediction = ""
-
-    for word, prob in most_common.items():
-        total_prob += prob
-        str_prediction += f"{word}:{prob} "
-
-    if not total_prob:
-        return "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1"
-
-    if 1 - total_prob >= 0.01:
-        str_prediction += f":{1-total_prob}"
-    else:
-        str_prediction += f":0.01"
-
-    return str_prediction
-
-
 def predict_data(read_path, save_path, model):
     data = get_csv(read_path)
 
@@ -67,9 +45,32 @@ def predict_data(read_path, save_path, model):
             if len(words) < 3:
                 prediction = "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1"
             else:
-                prediction = predict(words[-1], model)
+                prediction = predict(words[0], model)
             f.write(prediction + "\n")
 
 
+def predict(word, model):
+    predictions = dict(model[word])
+    most_common = dict(Counter(predictions).most_common(6))
+
+    total_prob = 0.0
+    str_prediction = ""
+
+    for word, prob in most_common.items():
+        total_prob += prob
+        str_prediction += f"{word}:{prob} "
+
+    if total_prob == 0.0:
+        return "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1"
+
+    rem_prob = 1 - total_prob
+    if rem_prob < 0.01:
+        rem_prob = 0.01
+
+    str_prediction += f":{rem_prob}"
+
+    return str_prediction
+
+
 if __name__ == "__main__":
     main()
diff --git a/test-A/out.tsv b/test-A/out.tsv
index 1a885e4..6007cee 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
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+one:0.013494123598613976 out:0.009331779260877858 day:0.00874354933441884 part:0.008422838277276409 state:0.00578682040025007 number:0.00560788099015811 :0.9486130081384048
+the:0.18504672897196262 assistant:0.05420560747663551 and:0.05046728971962617 private:0.04672897196261682 his:0.028037383177570093 two:0.024299065420560748 :0.611214953271028
+of:0.14313493520444934 in:0.061246413467683815 to:0.05559635023592924 on:0.028209521478399217 and:0.02728484205659582 for:0.0247011789662628 :0.6598267585906799
+the:0.10412815773259396 musical:0.06469500924214418 of:0.035736290819470114 other:0.03512014787430684 their:0.024029574861367836 and:0.022181146025878003 :0.7141096734442391
+rock:0.134375 held:0.046875 put:0.04375 them:0.021875 used:0.01875 are:0.01875 :0.715625
diff --git a/utils.py b/utils.py
index f06d970..3d8e332 100644
--- a/utils.py
+++ b/utils.py
@@ -5,9 +5,19 @@ from csv import QUOTE_NONE
 
 ENCODING = "utf-8"
 
+REP = re.compile(r"[{}\[\]\&%^$*#\(\)@\t\n0123456789]+")
+REM = re.compile(r"'s|[\-]\\n|\-\\n|\p{P}")
+
 
 def clean_text(text):
-    return re.sub(r"\p{P}", "", str(text).lower().replace("-\\n", "").replace("\\n", " "))
+    res = str(text).lower().strip()
+    res = res.replace("’", "'")
+    res = REM.sub("", res)
+    res = REP.sub(" ", res)
+    res = res.replace("'s", " is")
+    res = res.replace("'ll", " will")
+    res = res.replace("won't", "will not")
+    return res.replace("'m", " am")
 
 
 def get_csv(fname):