diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 693105b..bc0d6cb 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
@@ -1,10519 +1,10519 @@
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diff --git a/nn-1.ipynb b/nn-1.ipynb
new file mode 100644
index 0000000..1f41f8f
--- /dev/null
+++ b/nn-1.ipynb
@@ -0,0 +1,428 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from torchtext.vocab import build_vocab_from_iterator\n",
+    "from torch.utils.data import DataLoader\n",
+    "import torch\n",
+    "from torch import nn\n",
+    "import pandas as pd\n",
+    "import nltk\n",
+    "import regex as re\n",
+    "import csv\n",
+    "import itertools\n",
+    "from nltk import word_tokenize\n",
+    "from os.path import exists\n",
+    "\n",
+    "\n",
+    "def clean(text):\n",
+    "    text = str(text).strip().lower()\n",
+    "    text = re.sub(\"’|>|<|\\.|\\\\|\\\"|”|-|,|\\*|:|\\/\", \"\", text)\n",
+    "    text = text.replace('\\\\n', \" \").replace(\"'t\", \" not\").replace(\"'s\", \" is\").replace(\"'ll\", \" will\").replace(\"'m\", \" am\").replace(\"'ve\", \" have\")\n",
+    "    text = text.replace(\"'\", \"\")\n",
+    "    return text\n",
+    "\n",
+    "def get_words_from_line(line, specials = True):\n",
+    "    line = line.rstrip()\n",
+    "    if specials:\n",
+    "        yield '<s>'\n",
+    "    for m in re.finditer(r'[\\p{L}0-9\\*]+|\\p{P}+', line):\n",
+    "        yield m.group(0).lower()\n",
+    "    if specials:\n",
+    "        yield '</s>'\n",
+    "\n",
+    "def get_word_lines_from_data(d):\n",
+    "    for line in d:\n",
+    "        yield get_words_from_line(line)\n",
+    "\n",
+    "\n",
+    "class SimpleBigramNeuralLanguageModel(torch.nn.Module):\n",
+    "    \n",
+    "    def __init__(self, vocabulary_size, embedding_size):\n",
+    "        super(SimpleBigramNeuralLanguageModel, self).__init__()\n",
+    "        self.model = nn.Sequential(\n",
+    "        nn.Embedding(vocabulary_size, embedding_size),\n",
+    "        nn.Linear(embedding_size, vocabulary_size),\n",
+    "        nn.Softmax()\n",
+    "        )\n",
+    "\n",
+    "    def forward(self, x):\n",
+    "        return self.model(x)\n",
+    "\n",
+    "def look_ahead_iterator(gen):\n",
+    "    w1 = None\n",
+    "    for item in gen:\n",
+    "        if w1 is not None:\n",
+    "            yield (w1, item)\n",
+    "        w1 = item\n",
+    "        \n",
+    "class Bigrams(torch.utils.data.IterableDataset):\n",
+    "    def __init__(self, data, vocabulary_size):\n",
+    "        self.vocab = build_vocab_from_iterator(\n",
+    "           get_word_lines_from_data(data),\n",
+    "           max_tokens = vocabulary_size,\n",
+    "           specials = ['<unk>'])\n",
+    "        self.vocab.set_default_index(self.vocab['<unk>'])\n",
+    "        self.vocabulary_size = vocabulary_size\n",
+    "        self.data = data\n",
+    "\n",
+    "    def __iter__(self):\n",
+    "         return look_ahead_iterator(\n",
+    "             (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_data(self.data))))\n",
+    "\n",
+    "\n",
+    "# ładowanie danych treningowych\n",
+    "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=200000, on_bad_lines=\"skip\", encoding=\"UTF-8\")\n",
+    "Y_train = pd.read_csv(out_file, sep='\\t', header=None, quoting=csv.QUOTE_NONE, nrows=200000, on_bad_lines=\"skip\", encoding=\"UTF-8\")\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",
+    "X_train = X_train.apply(clean)\n",
+    "vocab_size = 30000\n",
+    "embed_size = 150\n",
+    "Dataset = Bigrams(X_train, vocab_size)\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Epoka 0--------------------------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/przemek/anaconda3/envs/env/lib/python3.9/site-packages/torch/nn/modules/container.py:141: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n",
+      "  input = module(input)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 tensor(10.4640, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "100 tensor(8.8699, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "200 tensor(7.8760, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "300 tensor(7.3941, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "400 tensor(6.9599, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "500 tensor(6.7027, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "600 tensor(6.5332, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "700 tensor(6.4762, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "800 tensor(6.2756, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "900 tensor(6.2160, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "1000 tensor(6.2766, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "1100 tensor(6.2922, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
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+      "3000 tensor(6.1416, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
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+      "3300 tensor(6.0073, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
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+      "3900 tensor(5.9466, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "4000 tensor(6.0413, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
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+      "4300 tensor(5.9991, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
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+      "4600 tensor(5.8551, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "4700 tensor(5.8695, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "4800 tensor(5.8018, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "4900 tensor(5.9809, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "5000 tensor(5.8554, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "5100 tensor(5.9074, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "5200 tensor(5.8030, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "5300 tensor(5.8432, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "5400 tensor(5.8057, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "5500 tensor(5.9464, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "5600 tensor(6.0155, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "5700 tensor(5.8322, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "5800 tensor(5.8041, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "5900 tensor(5.9783, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "6000 tensor(6.0641, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "6100 tensor(5.8326, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "6200 tensor(5.9006, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "6300 tensor(5.8767, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "6400 tensor(5.8549, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "6500 tensor(5.9623, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "6600 tensor(5.7852, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "6700 tensor(5.9007, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "6800 tensor(6.0006, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "6900 tensor(5.8717, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "7000 tensor(5.8211, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "7100 tensor(6.0302, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "7200 tensor(5.8377, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "7300 tensor(6.0008, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "7400 tensor(5.9733, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "7500 tensor(6.0819, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "7600 tensor(5.8545, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "7700 tensor(5.8242, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "7800 tensor(5.8449, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "7900 tensor(5.9512, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "8000 tensor(5.6949, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "8100 tensor(5.8212, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "8200 tensor(6.2209, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      " Epoka 1--------------------------------------------------------\n",
+      "8300 tensor(5.9703, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "8400 tensor(5.8215, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "8500 tensor(5.8680, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "8600 tensor(5.6376, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "8700 tensor(5.8291, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "8800 tensor(5.8815, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "8900 tensor(5.7486, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "9000 tensor(5.8889, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "9100 tensor(5.8058, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "9200 tensor(5.8526, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "9300 tensor(5.8363, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "9400 tensor(5.7206, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "9500 tensor(5.7525, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "9600 tensor(5.8370, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "9700 tensor(5.8589, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "9800 tensor(5.7505, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "9900 tensor(5.7570, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "10000 tensor(5.9025, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "10100 tensor(5.7193, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "10200 tensor(5.8267, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "10300 tensor(5.9407, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "10400 tensor(5.8414, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "10500 tensor(5.9946, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "10600 tensor(5.8745, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "10700 tensor(5.7626, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "10800 tensor(5.7495, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "10900 tensor(5.8720, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "11000 tensor(5.8455, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "11100 tensor(5.7123, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "11200 tensor(5.7896, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "11300 tensor(5.8969, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "11400 tensor(5.7743, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "11500 tensor(5.6588, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "11600 tensor(5.8743, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "11700 tensor(5.8964, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "11800 tensor(5.7968, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "11900 tensor(5.8222, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "12000 tensor(5.7421, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "12100 tensor(5.8565, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "12200 tensor(5.7788, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "12300 tensor(5.7469, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "12400 tensor(5.8372, device='cuda:0', grad_fn=<NllLossBackward0>)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "12500 tensor(5.7905, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "12600 tensor(5.8497, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "12700 tensor(5.7814, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "12800 tensor(5.7847, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "12900 tensor(5.6603, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "13000 tensor(5.7659, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "13100 tensor(5.8337, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "13200 tensor(5.7703, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "13300 tensor(5.8301, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "13400 tensor(5.6971, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "13500 tensor(5.8216, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "13600 tensor(5.7899, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "13700 tensor(5.7258, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "13800 tensor(5.9402, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "13900 tensor(5.8674, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "14000 tensor(5.7627, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "14100 tensor(5.8849, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "14200 tensor(5.7721, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "14300 tensor(5.7737, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "14400 tensor(5.7790, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "14500 tensor(5.8570, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "14600 tensor(5.8281, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "14700 tensor(5.7613, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "14800 tensor(5.8226, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "14900 tensor(5.7584, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "15000 tensor(5.7686, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "15100 tensor(5.8094, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "15200 tensor(5.7397, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "15300 tensor(5.7407, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "15400 tensor(5.5733, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "15500 tensor(5.5254, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "15600 tensor(5.7856, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "15700 tensor(5.6769, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "15800 tensor(5.5810, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "15900 tensor(5.8195, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "16000 tensor(5.8086, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "16100 tensor(5.8340, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "16200 tensor(5.8087, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "16300 tensor(5.8688, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "16400 tensor(5.6974, device='cuda:0', grad_fn=<NllLossBackward0>)\n",
+      "16500 tensor(5.8742, device='cuda:0', grad_fn=<NllLossBackward0>)\n"
+     ]
+    }
+   ],
+   "source": [
+    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
+    "model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)\n",
+    "\n",
+    "if(not exists('nn_model2.bin')):\n",
+    "    data = DataLoader(Dataset, batch_size=8000)\n",
+    "    optimizer = torch.optim.Adam(model.parameters())\n",
+    "    criterion = torch.nn.NLLLoss()\n",
+    "\n",
+    "    model.train()\n",
+    "    step = 0\n",
+    "    for i in range(2):\n",
+    "        print(f\" Epoka {i}--------------------------------------------------------\")\n",
+    "        for x, y in data:\n",
+    "            x = x.to(device)\n",
+    "            y = y.to(device)\n",
+    "            optimizer.zero_grad()\n",
+    "            ypredicted = model(x)\n",
+    "            loss = criterion(torch.log(ypredicted), y)\n",
+    "            if step % 100 == 0:\n",
+    "                print(step, loss)\n",
+    "            step += 1\n",
+    "            loss.backward()\n",
+    "            optimizer.step()\n",
+    "\n",
+    "    torch.save(model.state_dict(), 'nn_model2.bin')\n",
+    "else:\n",
+    "    model.load_state_dict(torch.load('nn_model2.bin')) \n",
+    "\n",
+    "\n",
+    "vocab = Dataset.vocab\n",
+    "\n",
+    "\n",
+    "# nltk.download('punkt')\n",
+    "def predict_word(ws):\n",
+    "    ixs = torch.tensor(vocab.forward(ws)).to(device)\n",
+    "    out = model(ixs)\n",
+    "    top = torch.topk(out[0], 8)\n",
+    "    top_indices = top.indices.tolist()\n",
+    "    top_probs = top.values.tolist()\n",
+    "    top_words = vocab.lookup_tokens(top_indices)\n",
+    "    pred_str = \"\"\n",
+    "    for word, prob in list(zip(top_words, top_probs)):\n",
+    "                pred_str += f\"{word}:{prob} \"\n",
+    "#     pred_str  += f':0.01'\n",
+    "    return pred_str\n",
+    "\n",
+    "\n",
+    "def word_gap_prediction(file):\n",
+    "    X_test = pd.read_csv(f'{file}/in.tsv.xz', sep='\\t', header=None, quoting=csv.QUOTE_NONE,  on_bad_lines='skip', encoding=\"UTF-8\")[6]\n",
+    "    X_test = X_test.apply(clean)\n",
+    "    with open(f'{file}/out.tsv', \"w+\", encoding=\"UTF-8\") as f:\n",
+    "        for row in X_test:\n",
+    "            result = {}\n",
+    "            before = None\n",
+    "            for before in get_words_from_line(clean(str(row)), False):\n",
+    "                pass\n",
+    "            before = [before]\n",
+    "            if(len(before) < 1):\n",
+    "                pred_str = \"a:0.2 the:0.2 to:0.2 of:0.1 and:0.1 of:0.1 :0.1\"\n",
+    "            else:\n",
+    "                pred_str = predict_word(before)\n",
+    "            pred_str = pred_str.strip()\n",
+    "            f.write(pred_str + \"\\n\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/przemek/anaconda3/envs/env/lib/python3.9/site-packages/torch/nn/modules/container.py:141: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n",
+      "  input = module(input)\n"
+     ]
+    }
+   ],
+   "source": [
+    "word_gap_prediction(\"dev-0/\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/przemek/anaconda3/envs/env/lib/python3.9/site-packages/torch/nn/modules/container.py:141: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n",
+      "  input = module(input)\n"
+     ]
+    }
+   ],
+   "source": [
+    "word_gap_prediction(\"test-A/\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.9.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/nn_model2.bin b/nn_model2.bin
new file mode 100644
index 0000000..a9c81bf
Binary files /dev/null and b/nn_model2.bin differ
diff --git a/test-A/out.tsv b/test-A/out.tsv
index 5853f26..fba52fd 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@@ -1,7414 +1,7414 @@
-and:-7.35536003112793 time:-7.7892045974731445 effort:-7.789531230926514 impression:-7.819866180419922 came:-7.894306182861328 of:-7.895816802978516 the:-7.911397933959961 place:-7.951633453369141 base:-7.954574108123779 duty:-7.958897113800049 was:-7.960119724273682 built:-7.979483127593994 :-0.004364805402450088
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