diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 9fc2099..5167362 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
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+the:0.06896551724137931 iron:0.06896551724137931 :0.8620689655172413
+be:1.0 :1
+c:0.0009108434151016235 :0.9990891565848984
+at:0.16666666666666666 scrhmidt:0.08333333333333333 :0.75
+the:1.0 :1
+me:0.0008208074377117541 :0.9991791925622883
+are:0.4666666666666667 in:0.13333333333333333 :0.4
+the:1.0 :1
+along:0.00029847543189518333 :0.9997015245681048
+averred:6.166847766429408e-07 :0.9999993833152233
+track:0.25 sunken:0.25 :0.5
+and:1.0 :1
+point:0.0003496602683565474 :0.9996503397316434
+:1
+the:0.3333333333333333 717feet:0.1111111111111111 :0.5555555555555556
+of:1.0 :1
+beat:6.228516244093702e-05 :0.9999377148375591
+get:0.0004692971150252779 :0.9995307028849747
+:1
+deposited:1.0 :1
+of:0.5 he:0.5 :1
+of:0.0388172232657899 :0.96118277673421
+:1
+:1
+contact:0.09090909090909091 who:0.06060606060606061 :0.8484848484848485
+was:0.4 welcomes:0.2 :0.3999999999999999
+both:0.00041996233289384266 :0.9995800376671061
+existed:0.2 concluded:0.2 :0.6
+joy:1.0 :1
+estate:0.0002028892915155275 :0.9997971107084844
+markets:3.2067608385432916e-05 :0.9999679323916145
+ratify:3.0834238832147037e-06 :0.9999969165761168
+the:0.625 his:0.125 :0.25
+horticultural:0.25 state:0.25 :0.5
+:1
+our:0.0015238280830847065 :0.9984761719169153
+:1
+provinces:9.250271649644112e-06 :0.9999907497283503
+philadelphia:0.3333333333333333 mutilatili:0.3333333333333333 :0.33333333333333337
+a:0.07851534618129907 not:0.05638829407566024 :0.8650963597430407
+the:0.7777777777777778 court:0.1111111111111111 :0.11111111111111116
+others:0.0002904585297988251 :0.9997095414702012
+be:1.0 :1
+it:0.5 the:0.5 :1
+reciprocity:3.7001086598576443e-06 :0.9999962998913401
+while:1.0 :1
+anil:8.571918395336877e-05 :0.9999142808160466
+time:0.03982300884955752 way:0.025442477876106196 :0.9347345132743363
+of:0.9230769230769231 ot:0.07692307692307693 :1
+the:0.5 teachers:0.16666666666666666 :0.33333333333333337
+at:0.0059910926050861695 :0.9940089073949139
+make:0.25 furnish:0.25 :0.5
+very:1.0 :1
+system:0.3076923076923077 charter:0.23076923076923078 :0.46153846153846145
+foundation:0.16666666666666666 matter:0.08333333333333333 :0.75
+indisposed:1.2333695532858816e-06 :0.9999987666304467
+cnd:1.2333695532858816e-06 :0.9999987666304467
+untitled:0.3333333333333333 unparalleled:0.3333333333333333 :0.33333333333333337
+hermit:0.25 combined:0.25 :0.5
+birthright:1.0 :1
+fires:2.2200651959145867e-05 :0.9999777993480409
+the:0.18072289156626506 a:0.15261044176706828 :0.6666666666666666
+gravy:0.125 sympathetic:0.125 :0.75
+manifest:0.25 give:0.25 :0.5
+a:0.05647840531561462 the:0.03322259136212625 :0.9102990033222591
+ourselves:0.2 enjoyed:0.2 :0.6
+dozen:0.17045454545454544 mile:0.1590909090909091 :0.6704545454545454
 :1
diff --git a/run.ipynb b/run.ipynb
index f96d35d..fc00715 100644
--- a/run.ipynb
+++ b/run.ipynb
@@ -1,13 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "2a4fb731",
-   "metadata": {},
-   "source": [
-    "MODEL TRIGRAMOWY - uwzględniamy dwa poprzednie słowa"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -18,7 +10,8 @@
     "import lzma\n",
     "import csv\n",
     "import re\n",
-    "import math"
+    "import math\n",
+    "from collections import Counter"
    ]
   },
   {
@@ -43,27 +36,12 @@
     "            \n",
     "        return data, words\n",
     "    \n",
-    "    return data\n",
-    "\n",
-    "train_data, train_words = read_data('train')"
+    "    return data"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "a4a73c19",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def print_example(data, words, idx):\n",
-    "    print(f'{data[idx][0]} _____{words[idx].upper()}_____ {data[idx][1]}')\n",
-    "    \n",
-    "# print_example(train_data, train_words, 13)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
    "id": "ce522af5",
    "metadata": {},
    "outputs": [],
@@ -75,17 +53,12 @@
     "    words=[word for word in text.split()]\n",
     "    temp=zip(*[words[i:] for i in range(0,ngram)])\n",
     "    ans=[' '.join(ngram) for ngram in temp]\n",
-    "    return ans\n",
-    "\n",
-    "N_grams = []\n",
-    "for i in range(len(train_data[:5000])):\n",
-    "    N_grams += generate_N_grams(f'{train_data[i][0]} {train_words[i]} {train_data[i][1]}', 2)\n",
-    "    N_grams += generate_N_grams(f'{train_data[i][0]} {train_words[i]} {train_data[i][1]}', 3)"
+    "    return ans"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "317ade72",
    "metadata": {
     "scrolled": true
@@ -93,6 +66,11 @@
    "outputs": [],
    "source": [
     "def check_prob(N_grams):\n",
+    "    if ' ' not in N_grams[0]:\n",
+    "        counter = Counter()\n",
+    "        a = Counter(N_grams)\n",
+    "        total = sum(a.values())\n",
+    "        return {k: v / total for total in (sum(a.values()),) for k, v in a.items()}\n",
     "    count = {}\n",
     "    for i in N_grams:\n",
     "        i = i.rsplit(maxsplit=1)\n",
@@ -108,64 +86,49 @@
     "        s = sum(count[word].values())\n",
     "        for i in count[word]:\n",
     "            count[word][i] = count[word][i] / s\n",
+    "        count[word] = sorted(count[word].items(), key=lambda x: x[1], reverse=True)\n",
     "            \n",
-    "    return count\n",
-    "\n",
-    "probs = check_prob(N_grams)"
+    "    return count"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "86aeda02",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def find_word(words, model):\n",
+    "    n = len(words)\n",
+    "    tmp = {}\n",
+    "    while n > 1:\n",
+    "        if ' '.join(words[-n:]) in model[n]:\n",
+    "            tmp = model[n][' '.join(words[-n:])][:2]\n",
+    "            break\n",
+    "        else:\n",
+    "            n -= 1\n",
+    "            \n",
+    "    res = ' '.join([i[0] + ':' + str(i[1]) for i in tmp])\n",
+    "    s = 1 - sum(n for _, n in tmp)\n",
+    "    if s == 0:\n",
+    "        s = 1\n",
+    "    res += ' :' + str(s)\n",
+    "    if tmp == {}:\n",
+    "        if words[-1] in model[0]:\n",
+    "            return f'{words[-1]}:{model[0][words[-1]]} :{1 - model[0][words[-1]]}'\n",
+    "        else:\n",
+    "            return ':1'\n",
+    "    return res"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "3a7ec4ec",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "dev_data, dev_words = read_data('dev-0')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "86aeda02",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def find_word(word_1, word_2):\n",
-    "    tmp_probs = {}\n",
-    "    if word_1 in probs:\n",
-    "        if word_2 in probs:\n",
-    "            for i in probs[word_1]:\n",
-    "                if i in probs[word_2]:\n",
-    "                    tmp_probs[i] = probs[word_1][i] * probs[word_2][i]\n",
-    "                    if tmp_probs[i] == 1:\n",
-    "                        tmp_probs[i] = 0.1\n",
-    "                else:\n",
-    "                    tmp_probs[i] = probs[word_1][i] / 5\n",
-    "        else:\n",
-    "            tmp_probs = probs[word_1]\n",
-    "    else:\n",
-    "        tmp_probs = {}\n",
-    "    \n",
-    "    sorted_list = sorted(tmp_probs.items(), key=lambda x: x[1], reverse=True)[:1]\n",
-    "    tmm = ' '.join([i[0] + ':' + str(i[1]) for i in sorted_list])\n",
-    "    s = 1 - sum(n for _, n in sorted_list)\n",
-    "    if s == 0:\n",
-    "        s = 0.01\n",
-    "    tmm += ' :' + str(s)\n",
-    "    if tmp_probs == {}:\n",
-    "        return ':1'\n",
-    "    return tmm"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
    "id": "3b713dc3",
    "metadata": {},
    "outputs": [],
    "source": [
-    "def find_words(data):\n",
+    "def find_words(data, n, model):\n",
     "    found_words = []\n",
     "    for i in data:\n",
     "        t = i[0]\n",
@@ -173,15 +136,13 @@
     "        if True:\n",
     "            t = re.sub(r'[^\\w\\s]', ' ', t)\n",
     "        words=[word for word in t.split()]\n",
-    "        found_words.append(find_word(words[-1], ' '.join(words[-2:])))\n",
-    "    return found_words\n",
-    "\n",
-    "dev_found_words = find_words(dev_data)"
+    "        found_words.append(find_word(words[-n:], model))\n",
+    "    return found_words"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "id": "17be7468",
    "metadata": {},
    "outputs": [],
@@ -189,21 +150,74 @@
     "def save_data(folder, words):\n",
     "    f = open(f'{folder}/out.tsv', 'w')\n",
     "    f.write('\\n'.join(words) + '\\n')\n",
-    "    f.close()\n",
+    "    f.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "8c127bae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def train(n, data_size = 5000):\n",
+    "    train_data, train_words = read_data('train')\n",
+    "    N_grams = [[] for i in range(n)]\n",
+    "    probs = [[] for i in range(n)]\n",
+    "    for i in range(len(train_data[:data_size])):\n",
+    "        for j in range(n):\n",
+    "            N_grams[j] += generate_N_grams(f'{train_data[i][0]} {train_words[i]} {train_data[i][1]}', j + 1)\n",
+    "    for i in range(n):\n",
+    "        probs[i] = check_prob(N_grams[i])\n",
+    "    return probs\n",
     "    \n",
-    "save_data('dev-0', dev_found_words)"
+    "model = train(4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "935c0f87",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def predict(model, n, data_name, test_data=False):\n",
+    "    if not test_data:\n",
+    "        data, _ = read_data(data_name, test_data)\n",
+    "    else:\n",
+    "        data = read_data(data_name, test_data)\n",
+    "    found_words = find_words(data, n - 1, model)\n",
+    "    save_data(data_name, found_words)\n",
+    "    \n",
+    "predict(model, 4, 'dev-0')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 10,
+   "id": "e43fd5b3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "794.13\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!./geval -t dev-0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
    "id": "b2e52242",
    "metadata": {},
    "outputs": [],
    "source": [
-    "test_data = read_data('test-A', True)\n",
-    "test_found_words = find_words(test_data)\n",
-    "save_data('test-A', test_found_words)"
+    "predict(model, 4, 'test-A', True)"
    ]
   }
  ],
diff --git a/run.py b/run.py
index 91d561c..d72f35a 100644
--- a/run.py
+++ b/run.py
@@ -1,13 +1,11 @@
 #!/usr/bin/env python
 # coding: utf-8
 
-# MODEL TRIGRAMOWY - uwzględniamy dwa poprzednie słowa
-
-
 import lzma
 import csv
 import re
 import math
+from collections import Counter
 
 
 def read_data(folder_name, test_data=False):
@@ -27,14 +25,6 @@ def read_data(folder_name, test_data=False):
     
     return data
 
-train_data, train_words = read_data('train')
-
-
-def print_example(data, words, idx):
-    print(f'{data[idx][0]} _____{words[idx].upper()}_____ {data[idx][1]}')
-    
-# print_example(train_data, train_words, 13)
-
 
 def generate_N_grams(text, ngram=1, no_punctuation=True):
     text = re.sub(r'[\-] ', '', text).lower()
@@ -45,13 +35,13 @@ def generate_N_grams(text, ngram=1, no_punctuation=True):
     ans=[' '.join(ngram) for ngram in temp]
     return ans
 
-N_grams = []
-for i in range(len(train_data[:5000])):
-    N_grams += generate_N_grams(f'{train_data[i][0]} {train_words[i]} {train_data[i][1]}', 2)
-    N_grams += generate_N_grams(f'{train_data[i][0]} {train_words[i]} {train_data[i][1]}', 3)
-
 
 def check_prob(N_grams):
+    if ' ' not in N_grams[0]:
+        counter = Counter()
+        a = Counter(N_grams)
+        total = sum(a.values())
+        return {k: v / total for total in (sum(a.values()),) for k, v in a.items()}
     count = {}
     for i in N_grams:
         i = i.rsplit(maxsplit=1)
@@ -67,43 +57,35 @@ def check_prob(N_grams):
         s = sum(count[word].values())
         for i in count[word]:
             count[word][i] = count[word][i] / s
+        count[word] = sorted(count[word].items(), key=lambda x: x[1], reverse=True)
             
     return count
 
-probs = check_prob(N_grams)
 
-
-dev_data, dev_words = read_data('dev-0')
-
-
-def find_word(word_1, word_2):
-    tmp_probs = {}
-    if word_1 in probs:
-        if word_2 in probs:
-            for i in probs[word_1]:
-                if i in probs[word_2]:
-                    tmp_probs[i] = probs[word_1][i] * probs[word_2][i]
-                    if tmp_probs[i] == 1:
-                        tmp_probs[i] = 0.1
-                else:
-                    tmp_probs[i] = probs[word_1][i] / 5
+def find_word(words, model):
+    n = len(words)
+    tmp = {}
+    while n > 1:
+        if ' '.join(words[-n:]) in model[n]:
+            tmp = model[n][' '.join(words[-n:])][:2]
+            break
         else:
-            tmp_probs = probs[word_1]
-    else:
-        tmp_probs = {}
-    
-    sorted_list = sorted(tmp_probs.items(), key=lambda x: x[1], reverse=True)[:1]
-    tmm = ' '.join([i[0] + ':' + str(i[1]) for i in sorted_list])
-    s = 1 - sum(n for _, n in sorted_list)
+            n -= 1
+            
+    res = ' '.join([i[0] + ':' + str(i[1]) for i in tmp])
+    s = 1 - sum(n for _, n in tmp)
     if s == 0:
-        s = 0.01
-    tmm += ' :' + str(s)
-    if tmp_probs == {}:
-        return ':1'
-    return tmm
+        s = 1
+    res += ' :' + str(s)
+    if tmp == {}:
+        if words[-1] in model[0]:
+            return f'{words[-1]}:{model[0][words[-1]]} :{1 - model[0][words[-1]]}'
+        else:
+            return ':1'
+    return res
 
 
-def find_words(data):
+def find_words(data, n, model):
     found_words = []
     for i in data:
         t = i[0]
@@ -111,20 +93,38 @@ def find_words(data):
         if True:
             t = re.sub(r'[^\w\s]', ' ', t)
         words=[word for word in t.split()]
-        found_words.append(find_word(words[-1], ' '.join(words[-2:])))
+        found_words.append(find_word(words[-n:], model))
     return found_words
 
-dev_found_words = find_words(dev_data)
-
 
 def save_data(folder, words):
     f = open(f'{folder}/out.tsv', 'w')
     f.write('\n'.join(words) + '\n')
     f.close()
+
+
+def train(n, data_size = 5000):
+    train_data, train_words = read_data('train')
+    N_grams = [[] for i in range(n)]
+    probs = [[] for i in range(n)]
+    for i in range(len(train_data[:data_size])):
+        for j in range(n):
+            N_grams[j] += generate_N_grams(f'{train_data[i][0]} {train_words[i]} {train_data[i][1]}', j + 1)
+    for i in range(n):
+        probs[i] = check_prob(N_grams[i])
+    return probs
     
-save_data('dev-0', dev_found_words)
+model = train(4)
 
 
-test_data = read_data('test-A', True)
-test_found_words = find_words(test_data)
-save_data('test-A', test_found_words)
+def predict(model, n, data_name, test_data=False):
+    if not test_data:
+        data, _ = read_data(data_name, test_data)
+    else:
+        data = read_data(data_name, test_data)
+    found_words = find_words(data, n - 1, model)
+    save_data(data_name, found_words)
+    
+predict(model, 4, 'dev-0')
+
+predict(model, 4, 'test-A', True)
diff --git a/test-A/out.tsv b/test-A/out.tsv
index 9108ec3..e460848 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@@ -1,7414 +1,7414 @@
-of:0.0014041434453388956 :0.9985958565546611
-the:0.14802975706149019 :0.8519702429385099
-made:0.0015988031250908764 :0.9984011968749091
-few:0.01856780735107731 :0.9814321926489227
-:1
-to:0.6153846153846154 :0.3846153846153846
-to:0.04477611940298507 :0.9552238805970149
-people:0.001611047180667434 :0.9983889528193326
-not:0.005944485384426431 :0.9940555146155736
-of:0.02138364779874214 :0.9786163522012579
-been:0.012038303693570451 :0.9879616963064295
-s:0.015827338129496403 :0.9841726618705036
-days:0.014894705857455627 :0.9851052941425443
-made:0.0007850673319223291 :0.9992149326680777
-of:0.015573227302849569 :0.9844267726971504
-to:0.016 :0.984
-the:0.36801176965111393 :0.6319882303488861
-the:0.07537067545304776 :0.9246293245469522
-only:0.0004690868000493776 :0.9995309131999506
-of:1.0 :0.01
-gress:0.006008583690987125 :0.9939914163090129
-:1
-per:0.07009345794392523 :0.9299065420560748
-have:0.11365494685200327 :0.8863450531479967
-union:0.01111111111111111 :0.9888888888888889
-the:0.09477124183006536 :0.9052287581699346
-not:0.0014932319745568786 :0.9985067680254431
-the:0.03910748896323794 :0.9608925110367621
-the:0.1222707423580786 :0.8777292576419214
-not:0.18605683836589698 :0.8139431616341031
-:1
-a:0.013157434911759566 :0.9868425650882404
-and:0.09327548806941431 :0.9067245119305857
-and:0.08695652173913043 :0.9130434782608696
-in:0.03636363636363636 :0.9636363636363636
-same:0.002075756568639553 :0.9979242434313604
-a:0.001789345395088606 :0.9982106546049114
-is:0.23809523809523808 :0.7619047619047619
-nations:0.06914893617021277 :0.9308510638297872
-the:0.04872408460993579 :0.9512759153900642
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