diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 0ca8dc5..693105b 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
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diff --git a/kenlm.ipynb b/kenlm.ipynb
new file mode 100644
index 0000000..dd77cfb
--- /dev/null
+++ b/kenlm.ipynb
@@ -0,0 +1,180 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "738b7e97",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from collections import defaultdict, Counter\n",
+    "from nltk import trigrams, word_tokenize\n",
+    "from english_words import english_words_alpha_set\n",
+    "import csv\n",
+    "import regex as re\n",
+    "import pandas as pd\n",
+    "import kenlm\n",
+    "from math import log10\n",
+    "\n",
+    "def preprocess(row):\n",
+    "    row = re.sub(r'\\p{P}', '', row.lower().replace('-\\\\n', '').replace('\\\\n', ' '))\n",
+    "    return row\n",
+    "\n",
+    "def kenlm_model():\n",
+    "    with open(\"train_file.txt\", \"w+\") as f:\n",
+    "        for text in X_train:\n",
+    "            f.write(str(text) + \"\\n\")\n",
+    "\n",
+    "    #%%\n",
+    "    KENLM_BUILD_PATH='/home/przemek/kenlm/build'\n",
+    "    !$KENLM_BUILD_PATH/bin/lmplz -o 4 < train_file.txt > model.arpa\n",
+    "    !$KENLM_BUILD_PATH/bin/build_binary   model.arpa model.binary\n",
+    "    !rm train_file.txt\n",
+    "    \n",
+    "    model = kenlm.Model(\"model.binary\")\n",
+    "    return model\n",
+    "\n",
+    "def predict_word(w1, w3):\n",
+    "    best_scores = []\n",
+    "    for word in english_words_alpha_set:\n",
+    "        text = ' '.join([w1, word, w3])\n",
+    "        text_score = model.score(text, bos=False, eos=False)\n",
+    "        if len(best_scores) < 12:\n",
+    "            best_scores.append((word, text_score))\n",
+    "        else:\n",
+    "            is_better = False\n",
+    "            worst_score = None\n",
+    "            for score in best_scores:\n",
+    "                if not worst_score:\n",
+    "                    worst_score = score\n",
+    "                else:\n",
+    "                    if worst_score[1] > score[1]:\n",
+    "                        worst_score = score\n",
+    "            if worst_score[1] < text_score:\n",
+    "                best_scores.remove(worst_score)\n",
+    "                best_scores.append((word, text_score))\n",
+    "    probs = sorted(best_scores, key=lambda tup: tup[1], reverse=True)\n",
+    "    pred_str = ''\n",
+    "    for word, prob in probs:\n",
+    "        pred_str += f'{word}:{prob} '\n",
+    "    pred_str += f':{log10(0.99)}'\n",
+    "    return pred_str\n",
+    " \n",
+    "def word_gap_prediction(file, model):\n",
+    "    X_test = pd.read_csv(f'{file}/in.tsv.xz', sep='\\t', header=None, quoting=csv.QUOTE_NONE,  error_bad_lines=False)\n",
+    "    with open(f'{file}/out.tsv', 'w', encoding='utf-8') as output_file:\n",
+    "        for _, row in X_test.iterrows():\n",
+    "            before, after = word_tokenize(preprocess(str(row[6]))), word_tokenize(preprocess(str(row[7])))\n",
+    "            if len(before) < 2 or len(after) < 2:\n",
+    "                output = 'the:0.04 be:0.04 to:0.04 and:0.02 not:0.02 or:0.02 a:0.02 :0.8'\n",
+    "            else:\n",
+    "                output = predict_word(before[-1], after[0])\n",
+    "            output_file.write(output + '\\n')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "4bb5fbab",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "=== 1/5 Counting and sorting n-grams ===\n",
+      "Reading /home/przemek/challenging-america-word-gap-prediction/train_file.txt\n",
+      "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n",
+      "****************************************************************************************************\n",
+      "Unigram tokens 2787545 types 548500\n",
+      "=== 2/5 Calculating and sorting adjusted counts ===\n",
+      "Chain sizes: 1:6582000 2:1755888000 3:3292290048 4:5267664384\n",
+      "Statistics:\n",
+      "1 548500 D1=0.85065 D2=1.01013 D3+=1.14959\n",
+      "2 1743634 D1=0.900957 D2=1.09827 D3+=1.20014\n",
+      "3 2511917 D1=0.957313 D2=1.22283 D3+=1.33724\n",
+      "4 2719775 D1=0.982576 D2=1.4205 D3+=1.65074\n",
+      "Memory estimate for binary LM:\n",
+      "type     MB\n",
+      "probing 157 assuming -p 1.5\n",
+      "probing 184 assuming -r models -p 1.5\n",
+      "trie     82 without quantization\n",
+      "trie     51 assuming -q 8 -b 8 quantization \n",
+      "trie     74 assuming -a 22 array pointer compression\n",
+      "trie     43 assuming -a 22 -q 8 -b 8 array pointer compression and quantization\n",
+      "=== 3/5 Calculating and sorting initial probabilities ===\n",
+      "Chain sizes: 1:6582000 2:27898144 3:50238340 4:65274600\n",
+      "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n",
+      "####################################################################################################\n",
+      "=== 4/5 Calculating and writing order-interpolated probabilities ===\n",
+      "Chain sizes: 1:6582000 2:27898144 3:50238340 4:65274600\n",
+      "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n",
+      "####################################################################################################\n",
+      "=== 5/5 Writing ARPA model ===\n",
+      "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n",
+      "****************************************************************************************************\n",
+      "Name:lmplz\tVmPeak:10263812 kB\tVmRSS:54588 kB\tRSSMax:2112048 kB\tuser:4.74374\tsys:1.56732\tCPU:6.31112\treal:4.63458\n",
+      "Reading model.arpa\n",
+      "----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100\n",
+      "****************************************************************************************************\n",
+      "SUCCESS\n"
+     ]
+    }
+   ],
+   "source": [
+    "in_file = 'train/in.tsv.xz'\n",
+    "out_file = 'train/expected.tsv'\n",
+    "\n",
+    "X_train = pd.read_csv(in_file, sep='\\t',  header=None, quoting=csv.QUOTE_NONE, nrows=10000, error_bad_lines=False)\n",
+    "Y_train = pd.read_csv(out_file, sep='\\t', header=None, quoting=csv.QUOTE_NONE, nrows=10000, error_bad_lines=False)\n",
+    "\n",
+    "X_train = X_train[[6, 7]]\n",
+    "X_train = pd.concat([X_train, Y_train], axis=1)\n",
+    "X_train = X_train[6] + X_train[0] + X_train[7]\n",
+    "\n",
+    "model = kenlm_model()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "93921d97",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "word_gap_prediction(\"dev-0/\", model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cdfad0ab",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "word_gap_prediction(\"test-A/\", model)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/model.binary b/model.binary
new file mode 100644
index 0000000..5e6fe6e
Binary files /dev/null and b/model.binary differ
diff --git a/test-A/out.tsv b/test-A/out.tsv
index c511279..5853f26 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
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