diff --git a/cw5tetragram.py b/cw5tetragram.py
new file mode 100644
index 0000000..3e23aa9
--- /dev/null
+++ b/cw5tetragram.py
@@ -0,0 +1,182 @@
+import lzma
+import pickle
+
+
+def clean_line(line: str):
+    separated = line.split('\t')
+    prefix = separated[6].replace(r'\n', ' ')
+    suffix = separated[7].replace(r'\n', ' ')
+    return prefix + ' ' + suffix
+
+
+def words(filename):
+    with lzma.open(filename, mode='rt', encoding='utf-8') as fid:
+        index = 1
+        print('Words')
+        for line in fid:
+            print(f'\rProgress: {(index / 432022 * 100):2f}%', end='')
+            text = clean_line(line)
+            for word in text.split():
+                yield word
+            index += 1
+        print()
+
+
+def bigrams(filename, V: dict):
+    with lzma.open(filename, mode='rt', encoding='utf-8') as fid:
+        index = 1
+        print('Bigrams')
+        for line in fid:
+            print(f'\rProgress: {(index / 432022 * 100):2f}%', end='')
+            text = clean_line(line)
+            first_word = ''
+            for second_word in text.split():
+                if V.get(second_word) is None:
+                    second_word = 'UNK'
+                if second_word:
+                    yield first_word, second_word
+                first_word = second_word
+            index += 1
+        print()
+
+
+def trigrams(filename, V: dict):
+    with lzma.open(filename, mode='rt', encoding='utf-8') as fid:
+        index = 1
+        print('Trigrams')
+        for line in fid:
+            print(f'\rProgress: {(index / 432022 * 100):2f}%', end='')
+            text = clean_line(line)
+            first_word = ''
+            second_word = ''
+            for third_word in text.split():
+                if V.get(third_word) is None:
+                    third_word = 'UNK'
+                if first_word:
+                    yield first_word, second_word, third_word
+                first_word = second_word
+                second_word = third_word
+            index += 1
+        print()
+
+
+def tetragrams(filename, V: dict):
+    with lzma.open(filename, mode='rt', encoding='utf-8') as fid:
+        index = 1
+        print('Tetragrams')
+        for line in fid:
+            print(f'\rProgress: {(index / 432022 * 100):2f}%', end='')
+            text = clean_line(line)
+            first_word = ''
+            second_word = ''
+            third_word = ''
+            for fourth_word in text.split():
+                if V.get(fourth_word) is None:
+                    fourth_word = 'UNK'
+                if first_word:
+                    yield first_word, second_word, third_word, fourth_word
+                first_word = second_word
+                second_word = third_word
+                third_word = fourth_word
+            index += 1
+        print()
+
+
+def P(first_word, second_word=None, third_word=None, fourth_word=None):
+    try:
+        if second_word is None:
+            return V_common_dict[first_word] / total
+        if third_word is None:
+            return V2_dict[(first_word, second_word)] / V_common_dict[first_word]
+        if fourth_word is None:
+            return V3_dict[(first_word, second_word, third_word)] / V2_dict[(first_word, second_word)]
+        else:
+            return V4_dict[(first_word, second_word, third_word, fourth_word)] / V3_dict[
+                (first_word, second_word, third_word)]
+    except KeyError:
+        return 0
+
+
+def smoothed(tetragram):
+    first, second, third, fourth = tetragram
+    return 0.45 * P(first, second, third, fourth) + 0.30 * P(second, third, fourth) + 0.15 * P(third, fourth) + 0.1 * P(
+        fourth)
+
+
+def candidates(left_context, right_context):
+    cand = {}
+    first, second, third = left_context
+    fifth, sixth, seventh = right_context
+    for word in V_common_dict:
+        p1 = smoothed((first, second, third, word))
+        p2 = smoothed((second, third, word, fifth))
+        p3 = smoothed((third, word, fifth, sixth))
+        p4 = smoothed((word, fifth, sixth, seventh))
+        cand[word] = p1 * p2 * p3 * p4
+    cand = sorted(list(cand.items()), key=lambda x: x[1], reverse=True)[:5]
+    norm = [(x[0], float(x[1]) / sum([y[1] for y in cand])) for x in cand]
+    for index, elem in enumerate(norm):
+        if 'UNK' in elem:
+            unk = norm.pop(index)
+            norm.append(('', unk[1]))
+            break
+    return ' '.join([f'{x[0]}:{x[1]}' for x in norm])
+
+
+def create_outputs(folder_name):
+    print(f'Creating outputs in {folder_name}')
+    with lzma.open(f'{folder_name}/in.tsv.xz', mode='rt', encoding='utf-8') as fid:
+        with open(f'{folder_name}/out.tsv', 'w', encoding='utf-8') as f:
+            for line in fid:
+                separated = line.split('\t')
+                prefix = separated[6].replace(r'\n', ' ').split()
+                suffix = separated[7].replace(r'\n', ' ').split()
+                left_context = [x if V_common_dict.get(x) else 'UNK' for x in prefix[-3:]]
+                right_context = [x if V_common_dict.get(x) else 'UNK' for x in suffix[:3]]
+                w = candidates(left_context, right_context)
+                f.write(w + '\n')
+
+
+# WORD_LIMIT = 3000
+# V = Counter(words('train/in.tsv.xz'))
+# V_common_dict = dict(V.most_common(WORD_LIMIT))
+# UNK = 0
+# for key, value in V.items():
+#     if V_common_dict.get(key) is None:
+#         UNK += value
+# V_common_dict['UNK'] = UNK
+# with open('V.pickle', 'wb') as handle:
+#     pickle.dump(V_common_dict, handle, protocol=pickle.HIGHEST_PROTOCOL)
+
+
+with open('V.pickle', 'rb') as handle:
+    V_common_dict = pickle.load(handle)
+
+total = sum(V_common_dict.values())
+
+# V2 = Counter(bigrams('train/in.tsv.xz', V_common_dict))
+# V2_dict = dict(V2)
+# with open('V2.pickle', 'wb') as handle:
+#     pickle.dump(V2_dict, handle, protocol=pickle.HIGHEST_PROTOCOL)
+
+with open('V2.pickle', 'rb') as handle:
+    V2_dict = pickle.load(handle)
+
+# V3 = Counter(trigrams('train/in.tsv.xz', V_common_dict))
+# V3_dict = dict(V3)
+# with open('V3.pickle', 'wb') as handle:
+#     pickle.dump(V3_dict, handle, protocol=pickle.HIGHEST_PROTOCOL)
+
+with open('V3.pickle', 'rb') as handle:
+    V3_dict = pickle.load(handle)
+
+# V4 = Counter(tetragrams('train/in.tsv.xz', V_common_dict))
+# V4_dict = dict(V4)
+# with open('V4.pickle', 'wb') as handle:
+#     pickle.dump(V4_dict, handle, protocol=pickle.HIGHEST_PROTOCOL)
+
+with open('V4.pickle', 'rb') as handle:
+    V4_dict = pickle.load(handle)
+
+create_outputs('dev-0')
+create_outputs('test-A')
diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 70d91d1..24166d2 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
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index 42c56c1..aab216a 100644
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