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index 8c275e2..683a0e3 100644
--- a/dev-0/out.tsv
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diff --git a/run.py b/run.py
index 313497b..379162f 100644
--- a/run.py
+++ b/run.py
@@ -1,64 +1,38 @@
 import pandas as pd
-import csv
-import regex as re
 import nltk
 from collections import Counter, defaultdict
-import string
-import unicodedata
+from utils import get_csv, check_prerequisites, ENCODING, clean_text
+
 
 def main():
-    try:
-        nltk.data.find('tokenizers/punkt')
-    except LookupError:
-        nltk.download('punkt')
+    check_prerequisites()
 
-    with open("in-header.tsv") as f:
-        in_cols = f.read().strip().split("\t")
-    
-    with open("out-header.tsv") as f:
-        out_cols = f.read().strip().split("\t")
+    data = get_csv("train/in.tsv.xz")
 
-    data = pd.read_csv(
-        "train/in.tsv.xz",
-        sep="\t",
-        on_bad_lines='skip',
-        header=None,
-        # names=in_cols,
-        quoting=csv.QUOTE_NONE,
-    )
-
-    train_labels = pd.read_csv(
-        "train/expected.tsv",
-        sep="\t",
-        on_bad_lines='skip',
-        header=None,
-        # names=out_cols,
-        quoting=csv.QUOTE_NONE,
-    )
+    train_words = get_csv("train/expected.tsv")
 
     train_data = data[[7, 6]]
-    train_data = pd.concat([train_data, train_labels], axis=1)
+    train_data = pd.concat([train_data, train_words], axis=1)
 
-    train_data["final"] = train_data[7] + train_data[0] + train_data[6]
+    train_data[760] = train_data[7] + train_data[0] + train_data[6]
 
     model = defaultdict(lambda: defaultdict(lambda: 0))
 
     train_model(train_data, model)
+
     predict_data("dev-0/in.tsv.xz", "dev-0/out.tsv", model)
     predict_data("test-A/in.tsv.xz", "test-A/out.tsv", model)
 
-def clean_text(text): 
-    return re.sub(r"\p{P}", "", str(text).lower().replace("-\\n", "").replace("\\n", " "))
 
 def train_model(data, model):
     for _, row in data.iterrows():
-        words = nltk.word_tokenize(clean_text(row["final"]))
+        words = nltk.word_tokenize(clean_text(row[760]))
         for w1, w2 in nltk.bigrams(words, pad_left=True, pad_right=True):
             if w1 and w2:
                 model[w2][w1] += 1
-    for w1 in model:
-        total_count = float(sum(model[w1].values()))
-        for w2 in model[w1]:
+    for w2 in model:
+        total_count = float(sum(model[w2].values()))
+        for w1 in model[w2]:
             model[w2][w1] /= total_count
 
 
@@ -85,21 +59,16 @@ def predict(word, model):
 
 
 def predict_data(read_path, save_path, model):
-    data = pd.read_csv(
-        read_path,
-        sep="\t",
-        error_bad_lines=False,
-        header=None,
-        quoting=csv.QUOTE_NONE
-    )
-    with open(save_path, "w") as file:
+    data = get_csv(read_path)
+
+    with open(save_path, "w", encoding=ENCODING) as f:
         for _, row in data.iterrows():
-            words = nltk.word_tokenize(clean_text(row[6]))
+            words = nltk.word_tokenize(clean_text(row[7]))
             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)
-            file.write(prediction + "\n")
+            f.write(prediction + "\n")
 
 
 if __name__ == "__main__":
diff --git a/test-A/out.tsv b/test-A/out.tsv
index 09e10a5..d5fab44 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@@ -8,7 +8,7 @@ the:0.19540229885057472 of:0.17439556084026953 and:0.05826397146254459 in:0.0463
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-mem¬:0.3795620437956204 mem­:0.34306569343065696 mem:0.1897810218978102 mom:0.0072992700729927005 men:0.0072992700729927005 :0.07299270072992703
+mem¬:0.3795620437956204 mem­:0.34306569343065696 mem:0.1897810218978102 mom:0.0072992700729927005 men:0.0072992700729927005 :0.07299270072992703
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@@ -43,7 +43,7 @@ the:0.19068933636999122 this:0.054659841702933684 his:0.04693665862403319 their:
 $:0.12110091743119267 in:0.047706422018348627 of:0.044036697247706424 and:0.04220183486238532 a:0.027522935779816515 :0.7174311926605504
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 mrs:0.04857142857142857 lee:0.048 le:0.045714285714285714 boy:0.038857142857142854 and:0.03485714285714286 :0.784
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-fol­:0.20256204963971178 fol¬:0.17614091273018415 fol:0.088871096877502 fel:0.032025620496397116 fel­:0.032025620496397116 :0.46837469975980783
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@@ -97,7 +97,7 @@ of:0.08832807570977919 in:0.05930599369085174 to:0.04290220820189274 and:0.04164
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+to:0.2632398753894081 the:0.235202492211838 to¬:0.09890965732087227 to­:0.0397196261682243 mr:0.028037383177570093 :0.3348909657320872
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 oclock:0.08148316492430335 j:0.03887975944897032 a:0.027796230901017446 w:0.023548127687843083 the:0.02227194853326807 :0.8060207685045977
-prob¬:0.3557692307692308 prob­:0.3269230769230769 prob:0.14423076923076922 and:0.019230769230769232 pro:0.009615384615384616 :0.14423076923076927
+prob¬:0.3557692307692308 prob­:0.3269230769230769 prob:0.14423076923076922 and:0.019230769230769232 pro:0.009615384615384616 :0.14423076923076927
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@@ -166,7 +166,7 @@ and:0.024591857821864023 it:0.02417854928704278 the:0.023765240752221535 i:0.015
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@@ -182,7 +182,7 @@ the:0.4626429313929314 of:0.03183471933471933 a:0.031087577962577963 western:0.0
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+the:0.4722222222222222 one:0.027777777777777776 tin:0.027777777777777776 iv:0.027777777777777776 electric:0.027777777777777776 :0.41666666666666663
+mr:0.050505050505050504 of:0.04377104377104377 by:0.037037037037037035 and:0.03367003367003367 b:0.026936026936026935 :0.8080808080808081
+the:0.4622823984526112 of:0.0425531914893617 tho:0.02321083172147002 fellow:0.019342359767891684 these:0.015473887814313346 :0.4371373307543521
+of:0.08762886597938144 the:0.070446735395189 and:0.06872852233676977 their:0.022336769759450172 for:0.022336769759450172 :0.7285223367697595
+the:0.0497456189937818 to:0.03217811018828543 and:0.028221072313780057 of:0.019176414314910642 a:0.01895899465147628 :0.8517197895377658
diff --git a/testing.ipynb b/testing.ipynb
index b66c008..d3cb33d 100644
--- a/testing.ipynb
+++ b/testing.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 18,
    "id": "21c9b695",
    "metadata": {},
    "outputs": [],
@@ -59,16 +59,16 @@
     "        error_bad_lines=False,\n",
     "        header=None,\n",
     "        quoting=csv.QUOTE_NONE,\n",
-    "        encoding=\"utf8\"\n",
+    "        encoding=\"utf-8\"\n",
     "    )\n",
-    "    with open(save_path, \"w\") as file:\n",
+    "    with open(save_path, \"w\", encoding=\"utf-8\") as f:\n",
     "        for _, row in data.iterrows():\n",
     "            words = nltk.word_tokenize(clean_text(row[7]))\n",
     "            if len(words) < 3:\n",
     "                prediction = \"the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1\"\n",
     "            else:\n",
     "                prediction = predict(words[-1], model)\n",
-    "            file.write(prediction + \"\\n\")\n"
+    "            f.write(prediction + \"\\n\")\n"
    ]
   },
   {
@@ -141,6 +141,7 @@
     "    header=None,\n",
     "    # names=in_cols,\n",
     "    quoting=csv.QUOTE_NONE,\n",
+    "    encoding=\"utf-8\"\n",
     ")\n",
     "\n",
     "train_words = pd.read_csv(\n",
@@ -149,7 +150,8 @@
     "    on_bad_lines='skip',\n",
     "    header=None,\n",
     "    # names=out_cols,\n",
-    "    quoting=csv.QUOTE_NONE,\n",
+    "    quoting=csv.QUOTE_NONE,,\n",
+    "    encoding=\"utf-8\"\n",
     ")\n",
     "\n",
     "train_data = data[[7, 6]]\n",
@@ -390,10 +392,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "195cb6cf",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Norbert\\AppData\\Local\\Temp\\ipykernel_15436\\751703071.py:47: FutureWarning: The error_bad_lines argument has been deprecated and will be removed in a future version. Use on_bad_lines in the future.\n",
+      "\n",
+      "\n",
+      "  data = pd.read_csv(\n"
+     ]
+    }
+   ],
    "source": [
     "predict_data(\"test-A/in.tsv.xz\", \"test-A/out.tsv\", model)"
    ]
diff --git a/utils.py b/utils.py
new file mode 100644
index 0000000..f06d970
--- /dev/null
+++ b/utils.py
@@ -0,0 +1,28 @@
+import nltk
+import pandas as pd
+import regex as re
+from csv import QUOTE_NONE
+
+ENCODING = "utf-8"
+
+
+def clean_text(text):
+    return re.sub(r"\p{P}", "", str(text).lower().replace("-\\n", "").replace("\\n", " "))
+
+
+def get_csv(fname):
+    return pd.read_csv(
+        fname,
+        sep="\t",
+        on_bad_lines='skip',
+        header=None,
+        quoting=QUOTE_NONE,
+        encoding=ENCODING
+    )
+
+
+def check_prerequisites():
+    try:
+        nltk.data.find('tokenizers/punkt')
+    except LookupError:
+        nltk.download('punkt')