diff --git a/.gitignore b/.gitignore
index a32104c..a78ddcb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,4 +8,5 @@
 .token
 
 dev-0/in.tsv
-test-A/in.tsv
\ No newline at end of file
+test-A/in.tsv
+train/in.tsv
\ No newline at end of file
diff --git a/bigram.py b/bigram.py
new file mode 100644
index 0000000..781ce30
--- /dev/null
+++ b/bigram.py
@@ -0,0 +1,80 @@
+import collections
+import re
+import random
+import math
+
+input_file_path = "train/in.tsv"
+bigrams = collections.defaultdict(lambda: collections.defaultdict(int))
+
+
+def clean_text(text: str):
+    text = text.replace('\n', ' ')
+    text = re.sub(r'[^a-zA-Z0-9\s]', '', text)
+    text = text.lower()
+    text = text.strip()
+    return text
+
+
+with open('train/expected.tsv', 'r', encoding="utf-8") as f:
+    expected = [line for line in f]
+
+with open(input_file_path, 'r', encoding="utf-8") as f:
+    data = [line.split('\t') for line in f]
+
+#data = data[:200000] # total is over 400 000
+
+combined = []
+
+for idx, row in enumerate(data):
+    line = clean_text(row[6]) + ' ' + expected[idx] + ' ' + clean_text(row[7])
+    combined.append(line.lower())
+
+
+for line in combined:
+    tokens = re.findall(r"\b\w+\b", line)
+
+    for i in range(len(tokens) - 1):
+        bigrams[tokens[i]][tokens[i+1]] += 1
+
+
+
+most_popular_words = [
+    "be:0.5 and:0.2 of:0.1 :0.2",
+    "a:0.5 in:0.2 to:0.1 :0.2",
+    "have:0.5 too:0.2 it:0.1 :0.2",
+    "I:0.5 that:0.2 for:0.1 :0.2",
+    "you:0.5 he:0.2 with:0.1 :0.2",
+    "on:0.5 do:0.2 say:0.1 :0.2",
+    "this:0.5 they:0.2 at:0.1 :0.2",
+    "but:0.5 we:0.2 his:0.1 :0.2"
+]
+
+
+with open('test-A/in.tsv', "r", encoding="utf-8") as input_file, open('test-A/out.tsv', "w", encoding="utf-8") as output_file:
+
+    lines = input_file.readlines()
+
+    for idx, line in enumerate(lines):
+        tokens = re.findall(r"\b\w+\b", clean_text(line.split("\t")[6]))
+
+        probabilities = []
+        denominator = sum(bigrams[tokens[-1]].values())
+
+        for possible_word in bigrams[tokens[-1]]:
+            probability = bigrams[tokens[-1]][possible_word] / denominator
+            probabilities.append((possible_word, probability))
+
+        probabilities.sort(key=lambda x: x[1], reverse=True)
+        print(f'Line {idx} of {len(lines)}')
+        
+        if len(probabilities) >= 3:
+            out_line = ""
+            out_line += probabilities[0][0] + ":0.6 "
+            out_line += probabilities[1][0] + ":0.2 "
+            out_line += probabilities[2][0] + ":0.1 "
+            out_line += ":0.1"
+            output_file.write(out_line + "\n")
+
+        else:
+            output_file.write(random.choice(most_popular_words) + "\n")
+
diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 8670417..44f3585 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
@@ -1,10519 +1,10519 @@
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diff --git a/test-A/out.tsv b/test-A/out.tsv
index adc8d67..513eefe 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
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