2020eem1016_Word2Vec.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "2020eem1016_Word2Vec.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LbwS5qDOhx3A",
        "outputId": "e00b3ae6-2f22-4283-dd81-bc203a378a3d"
      },
      "source": [
        "from tensorflow.keras.utils import get_file\n",
        "\n",
        "try:\n",
        "    path = get_file('GoogleNews-vectors-negative300.bin.gz', origin='https://s3.amazonaws.com/dl4j-distribution/GoogleNews-vectors-negative300.bin.gz')\n",
        "except:\n",
        "    print('Error downloading')\n",
        "    raise\n",
        "    \n",
        "print(path)"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/root/.keras/datasets/GoogleNews-vectors-negative300.bin.gz\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sseM39aVh3TE"
      },
      "source": [
        "import gensim\n",
        "model = gensim.models.KeyedVectors.load_word2vec_format(path, binary=True)"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pia7wpwHiiJI"
      },
      "source": [
        "w = model['cat']"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vyuuRFDNimMA",
        "outputId": "0059ee4f-e0a8-400b-eeac-0f982355c8d6"
      },
      "source": [
        "w"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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              "        0.04418945, -0.22167969, -0.13769531, -0.04174805, -0.00286865,\n",
              "        0.04077148,  0.07275391, -0.08300781,  0.08398438, -0.3359375 ,\n",
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              "        0.10107422,  0.09277344, -0.30664062, -0.19921875, -0.0168457 ,\n",
              "        0.12207031,  0.14648438, -0.12890625, -0.23535156, -0.05371094,\n",
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              "       -0.296875  ,  0.15039062, -0.29101562,  0.13964844,  0.00448608,\n",
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              "       -0.09228516,  0.15722656, -0.14160156, -0.0534668 ,  0.03613281,\n",
              "        0.23632812, -0.15136719, -0.00689697, -0.27148438, -0.07128906,\n",
              "       -0.16503906,  0.18457031, -0.08398438,  0.18554688,  0.11669922,\n",
              "        0.02758789, -0.04760742,  0.17871094,  0.06542969, -0.03540039,\n",
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              "       -0.20605469,  0.18066406, -0.15820312,  0.05932617,  0.28710938,\n",
              "       -0.04663086,  0.15136719,  0.4921875 , -0.27539062,  0.05615234],\n",
              "      dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RwI-AzjUimv3",
        "outputId": "358e2b44-3efa-476f-8caa-a3c8011949c8"
      },
      "source": [
        "import numpy as np;\n",
        "w1 = model['cat']\n",
        "w2 = model['dog']\n",
        "print(np.linalg.norm(w1-w2))\n",
        "\n",
        "w1 = model['cat']\n",
        "w2 = model['car']\n",
        "print(np.linalg.norm(w1-w2))"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2.0815337\n",
            "3.5739133\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rxmjIGlKiuov",
        "outputId": "1eba7081-8e94-41b1-edc6-8a92d8a8fa33"
      },
      "source": [
        "model.most_similar('sachin')"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('tendulkar', 0.7856917381286621),\n",
              " ('ganguly', 0.7785738706588745),\n",
              " ('sehwag', 0.7773318886756897),\n",
              " ('dravid', 0.7691141366958618),\n",
              " ('sachin_tendulkar', 0.741614580154419),\n",
              " ('laxman', 0.7271499037742615),\n",
              " ('KrisSrikkanth_says', 0.6995106935501099),\n",
              " ('murali', 0.6993196606636047),\n",
              " ('afridi', 0.689164400100708),\n",
              " ('odi', 0.6883801817893982)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5tN7H4cLiyuf",
        "outputId": "79e900ef-a389-4898-8276-164d30a9485d"
      },
      "source": [
        "model.most_similar(positive = ['king', 'woman'], negative = ['man'])"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('queen', 0.7118192911148071),\n",
              " ('monarch', 0.6189674139022827),\n",
              " ('princess', 0.5902431011199951),\n",
              " ('crown_prince', 0.5499460697174072),\n",
              " ('prince', 0.5377321243286133),\n",
              " ('kings', 0.5236844420433044),\n",
              " ('Queen_Consort', 0.5235945582389832),\n",
              " ('queens', 0.518113374710083),\n",
              " ('sultan', 0.5098593235015869),\n",
              " ('monarchy', 0.5087411999702454)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "id": "_hY0EB8rjDcR",
        "outputId": "a40f5c2d-cf70-4e97-d008-c142ea851f47"
      },
      "source": [
        "model.doesnt_match('girl wife daughter sea'.split())"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/gensim/models/keyedvectors.py:895: FutureWarning: arrays to stack must be passed as a \"sequence\" type such as list or tuple. Support for non-sequence iterables such as generators is deprecated as of NumPy 1.16 and will raise an error in the future.\n",
            "  vectors = vstack(self.word_vec(word, use_norm=True) for word in used_words).astype(REAL)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'sea'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yXbnq1mSjId_"
      },
      "source": [
        "from tensorflow.keras.callbacks import LambdaCallback\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Dense\n",
        "from tensorflow.keras.layers import LSTM\n",
        "from tensorflow.keras.optimizers import RMSprop\n",
        "import numpy as np\n",
        "import random\n",
        "import sys\n",
        "import io\n",
        "import requests\n",
        "import re"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oJ3ZkacLGeip",
        "outputId": "1602830b-dd7d-4168-db34-c92eb5fb0c74"
      },
      "source": [
        "import requests \n",
        "\n",
        "r = requests.get(\"https://ota.bodleian.ox.ac.uk/repository/xmlui/bitstream/handle/20.500.12024/5730/5730.txt\")\n",
        "raw_text = r.text.lower()\n",
        "\n",
        "print(raw_text[0:10000])"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "treasure island\n",
            "to s.l.o., an american gentleman in accordance with whose classic taste the following narrative has been designed, it is now, in return for numerous delightful hours, and with the kindest wishes, dedicated by his affectionate friend, the author.\n",
            "to the hesitating purchaser\n",
            "if sailor tales to sailor tunes,\n",
            "  storm and adventure, heat and cold,\n",
            "if schooners, islands, and maroons,\n",
            "  and buccaneers, and buried gold,\n",
            "and all the old romance, retold\n",
            "  exactly in the ancient way,\n",
            "can please, as me they pleased of old,\n",
            "  the wiser youngsters of today:\n",
            "part one—the old buccaneer\n",
            "the old sea-dog at the admiral benbow\n",
            "squire trelawney, dr. livesey, and the rest of these gentlemen having asked me to write down the whole particulars about treasure island, from the beginning to the end, keeping nothing back but the bearings of the island, and that only because there is still treasure not yet lifted, i take up my pen in the year of grace 17__ and go back to the time when my father kept the admiral benbow inn and the brown old seaman with the sabre cut first took up his lodging under our roof.\n",
            "i remember him as if it were yesterday, as he came plodding to the inn door, his sea-chest following behind him in a hand-barrow—a tall, strong, heavy, nut-brown man, his tarry pigtail falling over the shoulder of his soiled blue coat, his hands ragged and scarred, with black, broken nails, and the sabre cut across one cheek, a dirty, livid white. i remember him looking round the cover and whistling to himself as he did so, and then breaking out in that old sea-song that he sang so often afterwards:\n",
            "\"fifteen men on the dead man's chest--\n",
            "yo-ho-ho, and a bottle of rum!\"\n",
            "in the high, old tottering voice that seemed to have been tuned and broken at the capstan bars. then he rapped on the door with a bit of stick like a handspike that he carried, and when my father appeared, called roughly for a glass of rum. this, when it was brought to him, he drank slowly, like a connoisseur, lingering on the taste and still looking about him at the cliffs and up at our signboard.\n",
            "\"this is a handy cove,\" says he at length; \"and a pleasant sittyated grog-shop. much company, mate?\"\n",
            "my father told him no, very little company, the more was the pity.\n",
            "\"well, then,\" said he, \"this is the berth for me. here you, matey,\" he cried to the man who trundled the barrow; \"bring up alongside and help up my chest. i'll stay here a bit,\" he continued. \"i'm a plain man; rum and bacon and eggs is what i want, and that head up there for to watch ships off. what you mought call me? you mought call me captain. oh, i see what you're at—there\"; and he threw down three or four gold pieces on the threshold. \"you can tell me when i've worked through that,\" says he, looking as fierce as a commander.\n",
            "and indeed bad as his clothes were and coarsely as he spoke, he had none of the appearance of a man who sailed before the mast, but seemed like a mate or skipper accustomed to be obeyed or to strike. the man who came with the barrow told us the mail had set him down the morning before at the royal george, that he had inquired what inns there were along the coast, and hearing ours well spoken of, i suppose, and described as lonely, had chosen it from the others for his place of residence. and that was all we could learn of our guest.\n",
            "he was a very silent man by custom. all day he hung round the cove or upon the cliffs with a brass telescope; all evening he sat in a corner of the parlour next the fire and drank rum and water very strong. mostly he would not speak when spoken to, only look up sudden and fierce and blow through his nose like a fog-horn; and we and the people who came about our house soon learned to let him be. every day when he came back from his stroll he would ask if any seafaring men had gone by along the road. at first we thought it was the want of company of his own kind that made him ask this question, but at last we began to see he was desirous to avoid them. when a seaman did put up at the admiral benbow (as now and then some did, making by the coast road for bristol) he would look in at him through the curtained door before he entered the parlour; and he was always sure to be as silent as a mouse when any such was present. for me, at least, there was no secret about the matter, for i was, in a way, a sharer in his alarms. he had taken me aside one day and promised me a silver fourpenny on the first of every month if i would only keep my \"weather-eye open for a seafaring man with one leg\" and let him know the moment he appeared. often enough when the first of the month came round and i applied to him for my wage, he would only blow through his nose at me and stare me down, but before the week was out he was sure to think better of it, bring me my four-penny piece, and repeat his orders to look out for \"the seafaring man with one leg.\"\n",
            "how that personage haunted my dreams, i need scarcely tell you. on stormy nights, when the wind shook the four corners of the house and the surf roared along the cove and up the cliffs, i would see him in a thousand forms, and with a thousand diabolical expressions. now the leg would be cut off at the knee, now at the hip; now he was a monstrous kind of a creature who had never had but the one leg, and that in the middle of his body. to see him leap and run and pursue me over hedge and ditch was the worst of nightmares. and altogether i paid pretty dear for my monthly fourpenny piece, in the shape of these abominable fancies.\n",
            "but though i was so terrified by the idea of the seafaring man with one leg, i was far less afraid of the captain himself than anybody else who knew him. there were nights when he took a deal more rum and water than his head would carry; and then he would sometimes sit and sing his wicked, old, wild sea-songs, minding nobody; but sometimes he would call for glasses round and force all the trembling company to listen to his stories or bear a chorus to his singing. often i have heard the house shaking with \"yo-ho-ho, and a bottle of rum,\" all the neighbours joining in for dear life, with the fear of death upon them, and each singing louder than the other to avoid remark. for in these fits he was the most overriding companion ever known; he would slap his hand on the table for silence all round; he would fly up in a passion of anger at a question, or sometimes because none was put, and so he judged the company was not following his story. nor would he allow anyone to leave the inn till he had drunk himself sleepy and reeled off to bed.\n",
            "his stories were what frightened people worst of all. dreadful stories they were—about hanging, and walking the plank, and storms at sea, and the dry tortugas, and wild deeds and places on the spanish main. by his own account he must have lived his life among some of the wickedest men that god ever allowed upon the sea, and the language in which he told these stories shocked our plain country people almost as much as the crimes that he described. my father was always saying the inn would be ruined, for people would soon cease coming there to be tyrannized over and put down, and sent shivering to their beds; but i really believe his presence did us good. people were frightened at the time, but on looking back they rather liked it; it was a fine excitement in a quiet country life, and there was even a party of the younger men who pretended to admire him, calling him a \"true sea-dog\" and a \"real old salt\" and such like names, and saying there was the sort of man that made england terrible at sea.\n",
            "in one way, indeed, he bade fair to ruin us, for he kept on staying week after week, and at last month after month, so that all the money had been long exhausted, and still my father never plucked up the heart to insist on having more. if ever he mentioned it, the captain blew through his nose so loudly that you might say he roared, and stared my poor father out of the room. i have seen him wringing his hands after such a rebuff, and i am sure the annoyance and the terror he lived in must have greatly hastened his early and unhappy death.\n",
            "all the time he lived with us the captain made no change whatever in his dress but to buy some stockings from a hawker. one of the cocks of his hat having fallen down, he let it hang from that day forth, though it was a great annoyance when it blew. i remember the appearance of his coat, which he patched himself upstairs in his room, and which, before the end, was nothing but patches. he never wrote or received a letter, and he never spoke with any but the neighbours, and with these, for the most part, only when drunk on rum. the great sea-chest none of us had ever seen open.\n",
            "he was only once crossed, and that was towards the end, when my poor father was far gone in a decline that took him off. dr. livesey came late one afternoon to see the patient, took a bit of dinner from my mother, and went into the parlour to smoke a pipe until his horse should come down from the hamlet, for we had no stabling at the old benbow. i followed him in, and i remember observing the contrast the neat, bright doctor, with his powder as white as snow and his bright, black eyes and pleasant manners, made with the coltish country folk, and above all, with that filthy, heavy, bleared scarecrow of a pirate of ours, sitting, far gone in rum, with his arms on the table. suddenly he—the captain, that is—began to pipe up his eternal song:\n",
            "\"fifteen men on the dead man's chest--\n",
            "yo-ho-ho, and a bottle of rum!\n",
            "drink and the devil had done for the rest--\n",
            "yo-ho-ho, and a bottle of rum!\"\n",
            "at first i had supposed \"the dead man's chest\" to be that identical big box of his upstairs in the front room, and the thought had been mingled in my nightmares with that of the one-legged seafaring man. but by this time we had all long ceased to pay any particular notice to the song; it was new, that night, to nobody but dr. livesey, and on him i observed it did not produce an agreeable effect, f\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ztwJeUgKGkVA",
        "outputId": "b449c292-e5b5-4916-af1e-41f87ebae505"
      },
      "source": [
        "import spacy\n",
        "\n",
        "nlp = spacy.load(\"en_core_web_sm\")\n",
        "doc = nlp(raw_text)\n",
        "vocab = set()\n",
        "tokenized_text = []\n",
        "\n",
        "for token in doc:\n",
        "    word = ''.join([i if ord(i) < 128 else ' ' for i in token.text])\n",
        "    word = word.strip()\n",
        "    if not token.is_digit \\\n",
        "        and not token.like_url \\\n",
        "        and not token.like_email:\n",
        "        vocab.add(word)\n",
        "        tokenized_text.append(word)\n",
        "        \n",
        "print(f\"Vocab size: {len(vocab)}\")"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Vocab size: 5904\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "El5tO7-_FCfE",
        "outputId": "648c0293-6ab9-47c4-a9bf-920e0bbca48b"
      },
      "source": [
        "tokenized_text"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['treasure',\n",
              " 'island',\n",
              " '',\n",
              " 'to',\n",
              " 's.l.o',\n",
              " '.',\n",
              " ',',\n",
              " 'an',\n",
              " 'american',\n",
              " 'gentleman',\n",
              " 'in',\n",
              " 'accordance',\n",
              " 'with',\n",
              " 'whose',\n",
              " 'classic',\n",
              " 'taste',\n",
              " 'the',\n",
              " 'following',\n",
              " 'narrative',\n",
              " 'has',\n",
              " 'been',\n",
              " 'designed',\n",
              " ',',\n",
              " 'it',\n",
              " 'is',\n",
              " 'now',\n",
              " ',',\n",
              " 'in',\n",
              " 'return',\n",
              " 'for',\n",
              " 'numerous',\n",
              " 'delightful',\n",
              " 'hours',\n",
              " ',',\n",
              " 'and',\n",
              " 'with',\n",
              " 'the',\n",
              " 'kindest',\n",
              " 'wishes',\n",
              " ',',\n",
              " 'dedicated',\n",
              " 'by',\n",
              " 'his',\n",
              " 'affectionate',\n",
              " 'friend',\n",
              " ',',\n",
              " 'the',\n",
              " 'author',\n",
              " '.',\n",
              " '',\n",
              " 'to',\n",
              " 'the',\n",
              " 'hesitating',\n",
              " 'purchaser',\n",
              " '',\n",
              " 'if',\n",
              " 'sailor',\n",
              " 'tales',\n",
              " 'to',\n",
              " 'sailor',\n",
              " 'tunes',\n",
              " ',',\n",
              " '',\n",
              " 'storm',\n",
              " 'and',\n",
              " 'adventure',\n",
              " ',',\n",
              " 'heat',\n",
              " 'and',\n",
              " 'cold',\n",
              " ',',\n",
              " '',\n",
              " 'if',\n",
              " 'schooners',\n",
              " ',',\n",
              " 'islands',\n",
              " ',',\n",
              " 'and',\n",
              " 'maroons',\n",
              " ',',\n",
              " '',\n",
              " 'and',\n",
              " 'buccaneers',\n",
              " ',',\n",
              " 'and',\n",
              " 'buried',\n",
              " 'gold',\n",
              " ',',\n",
              " '',\n",
              " 'and',\n",
              " 'all',\n",
              " 'the',\n",
              " 'old',\n",
              " 'romance',\n",
              " ',',\n",
              " 'retold',\n",
              " '',\n",
              " 'exactly',\n",
              " 'in',\n",
              " 'the',\n",
              " 'ancient',\n",
              " 'way',\n",
              " ',',\n",
              " '',\n",
              " 'can',\n",
              " 'please',\n",
              " ',',\n",
              " 'as',\n",
              " 'me',\n",
              " 'they',\n",
              " 'pleased',\n",
              " 'of',\n",
              " 'old',\n",
              " ',',\n",
              " '',\n",
              " 'the',\n",
              " 'wiser',\n",
              " 'youngsters',\n",
              " 'of',\n",
              " 'today',\n",
              " ':',\n",
              " '',\n",
              " 'part',\n",
              " 'one',\n",
              " '',\n",
              " 'the',\n",
              " 'old',\n",
              " 'buccaneer',\n",
              " '',\n",
              " 'the',\n",
              " 'old',\n",
              " 'sea',\n",
              " '-',\n",
              " 'dog',\n",
              " 'at',\n",
              " 'the',\n",
              " 'admiral',\n",
              " 'benbow',\n",
              " '',\n",
              " 'squire',\n",
              " 'trelawney',\n",
              " ',',\n",
              " 'dr',\n",
              " '.',\n",
              " 'livesey',\n",
              " ',',\n",
              " 'and',\n",
              " 'the',\n",
              " 'rest',\n",
              " 'of',\n",
              " 'these',\n",
              " 'gentlemen',\n",
              " 'having',\n",
              " 'asked',\n",
              " 'me',\n",
              " 'to',\n",
              " 'write',\n",
              " 'down',\n",
              " 'the',\n",
              " 'whole',\n",
              " 'particulars',\n",
              " 'about',\n",
              " 'treasure',\n",
              " 'island',\n",
              " ',',\n",
              " 'from',\n",
              " 'the',\n",
              " 'beginning',\n",
              " 'to',\n",
              " 'the',\n",
              " 'end',\n",
              " ',',\n",
              " 'keeping',\n",
              " 'nothing',\n",
              " 'back',\n",
              " 'but',\n",
              " 'the',\n",
              " 'bearings',\n",
              " 'of',\n",
              " 'the',\n",
              " 'island',\n",
              " ',',\n",
              " 'and',\n",
              " 'that',\n",
              " 'only',\n",
              " 'because',\n",
              " 'there',\n",
              " 'is',\n",
              " 'still',\n",
              " 'treasure',\n",
              " 'not',\n",
              " 'yet',\n",
              " 'lifted',\n",
              " ',',\n",
              " 'i',\n",
              " 'take',\n",
              " 'up',\n",
              " 'my',\n",
              " 'pen',\n",
              " 'in',\n",
              " 'the',\n",
              " 'year',\n",
              " 'of',\n",
              " 'grace',\n",
              " '_',\n",
              " '_',\n",
              " 'and',\n",
              " 'go',\n",
              " 'back',\n",
              " 'to',\n",
              " 'the',\n",
              " 'time',\n",
              " 'when',\n",
              " 'my',\n",
              " 'father',\n",
              " 'kept',\n",
              " 'the',\n",
              " 'admiral',\n",
              " 'benbow',\n",
              " 'inn',\n",
              " 'and',\n",
              " 'the',\n",
              " 'brown',\n",
              " 'old',\n",
              " 'seaman',\n",
              " 'with',\n",
              " 'the',\n",
              " 'sabre',\n",
              " 'cut',\n",
              " 'first',\n",
              " 'took',\n",
              " 'up',\n",
              " 'his',\n",
              " 'lodging',\n",
              " 'under',\n",
              " 'our',\n",
              " 'roof',\n",
              " '.',\n",
              " '',\n",
              " 'i',\n",
              " 'remember',\n",
              " 'him',\n",
              " 'as',\n",
              " 'if',\n",
              " 'it',\n",
              " 'were',\n",
              " 'yesterday',\n",
              " ',',\n",
              " 'as',\n",
              " 'he',\n",
              " 'came',\n",
              " 'plodding',\n",
              " 'to',\n",
              " 'the',\n",
              " 'inn',\n",
              " 'door',\n",
              " ',',\n",
              " 'his',\n",
              " 'sea',\n",
              " '-',\n",
              " 'chest',\n",
              " 'following',\n",
              " 'behind',\n",
              " 'him',\n",
              " 'in',\n",
              " 'a',\n",
              " 'hand',\n",
              " '-',\n",
              " 'barrow',\n",
              " '',\n",
              " 'a',\n",
              " 'tall',\n",
              " ',',\n",
              " 'strong',\n",
              " ',',\n",
              " 'heavy',\n",
              " ',',\n",
              " 'nut',\n",
              " '-',\n",
              " 'brown',\n",
              " 'man',\n",
              " ',',\n",
              " 'his',\n",
              " 'tarry',\n",
              " 'pigtail',\n",
              " 'falling',\n",
              " 'over',\n",
              " 'the',\n",
              " 'shoulder',\n",
              " 'of',\n",
              " 'his',\n",
              " 'soiled',\n",
              " 'blue',\n",
              " 'coat',\n",
              " ',',\n",
              " 'his',\n",
              " 'hands',\n",
              " 'ragged',\n",
              " 'and',\n",
              " 'scarred',\n",
              " ',',\n",
              " 'with',\n",
              " 'black',\n",
              " ',',\n",
              " 'broken',\n",
              " 'nails',\n",
              " ',',\n",
              " 'and',\n",
              " 'the',\n",
              " 'sabre',\n",
              " 'cut',\n",
              " 'across',\n",
              " 'one',\n",
              " 'cheek',\n",
              " ',',\n",
              " 'a',\n",
              " 'dirty',\n",
              " ',',\n",
              " 'livid',\n",
              " 'white',\n",
              " '.',\n",
              " 'i',\n",
              " 'remember',\n",
              " 'him',\n",
              " 'looking',\n",
              " 'round',\n",
              " 'the',\n",
              " 'cover',\n",
              " 'and',\n",
              " 'whistling',\n",
              " 'to',\n",
              " 'himself',\n",
              " 'as',\n",
              " 'he',\n",
              " 'did',\n",
              " 'so',\n",
              " ',',\n",
              " 'and',\n",
              " 'then',\n",
              " 'breaking',\n",
              " 'out',\n",
              " 'in',\n",
              " 'that',\n",
              " 'old',\n",
              " 'sea',\n",
              " '-',\n",
              " 'song',\n",
              " 'that',\n",
              " 'he',\n",
              " 'sang',\n",
              " 'so',\n",
              " 'often',\n",
              " 'afterwards',\n",
              " ':',\n",
              " '',\n",
              " '\"',\n",
              " 'fifteen',\n",
              " 'men',\n",
              " 'on',\n",
              " 'the',\n",
              " 'dead',\n",
              " 'man',\n",
              " \"'s\",\n",
              " 'chest--',\n",
              " '',\n",
              " 'yo',\n",
              " '-',\n",
              " 'ho',\n",
              " '-',\n",
              " 'ho',\n",
              " ',',\n",
              " 'and',\n",
              " 'a',\n",
              " 'bottle',\n",
              " 'of',\n",
              " 'rum',\n",
              " '!',\n",
              " '\"',\n",
              " '',\n",
              " 'in',\n",
              " 'the',\n",
              " 'high',\n",
              " ',',\n",
              " 'old',\n",
              " 'tottering',\n",
              " 'voice',\n",
              " 'that',\n",
              " 'seemed',\n",
              " 'to',\n",
              " 'have',\n",
              " 'been',\n",
              " 'tuned',\n",
              " 'and',\n",
              " 'broken',\n",
              " 'at',\n",
              " 'the',\n",
              " 'capstan',\n",
              " 'bars',\n",
              " '.',\n",
              " 'then',\n",
              " 'he',\n",
              " 'rapped',\n",
              " 'on',\n",
              " 'the',\n",
              " 'door',\n",
              " 'with',\n",
              " 'a',\n",
              " 'bit',\n",
              " 'of',\n",
              " 'stick',\n",
              " 'like',\n",
              " 'a',\n",
              " 'handspike',\n",
              " 'that',\n",
              " 'he',\n",
              " 'carried',\n",
              " ',',\n",
              " 'and',\n",
              " 'when',\n",
              " 'my',\n",
              " 'father',\n",
              " 'appeared',\n",
              " ',',\n",
              " 'called',\n",
              " 'roughly',\n",
              " 'for',\n",
              " 'a',\n",
              " 'glass',\n",
              " 'of',\n",
              " 'rum',\n",
              " '.',\n",
              " 'this',\n",
              " ',',\n",
              " 'when',\n",
              " 'it',\n",
              " 'was',\n",
              " 'brought',\n",
              " 'to',\n",
              " 'him',\n",
              " ',',\n",
              " 'he',\n",
              " 'drank',\n",
              " 'slowly',\n",
              " ',',\n",
              " 'like',\n",
              " 'a',\n",
              " 'connoisseur',\n",
              " ',',\n",
              " 'lingering',\n",
              " 'on',\n",
              " 'the',\n",
              " 'taste',\n",
              " 'and',\n",
              " 'still',\n",
              " 'looking',\n",
              " 'about',\n",
              " 'him',\n",
              " 'at',\n",
              " 'the',\n",
              " 'cliffs',\n",
              " 'and',\n",
              " 'up',\n",
              " 'at',\n",
              " 'our',\n",
              " 'signboard',\n",
              " '.',\n",
              " '',\n",
              " '\"',\n",
              " 'this',\n",
              " 'is',\n",
              " 'a',\n",
              " 'handy',\n",
              " 'cove',\n",
              " ',',\n",
              " '\"',\n",
              " 'says',\n",
              " 'he',\n",
              " 'at',\n",
              " 'length',\n",
              " ';',\n",
              " '\"',\n",
              " 'and',\n",
              " 'a',\n",
              " 'pleasant',\n",
              " 'sittyated',\n",
              " 'grog',\n",
              " '-',\n",
              " 'shop',\n",
              " '.',\n",
              " 'much',\n",
              " 'company',\n",
              " ',',\n",
              " 'mate',\n",
              " '?',\n",
              " '\"',\n",
              " '',\n",
              " 'my',\n",
              " 'father',\n",
              " 'told',\n",
              " 'him',\n",
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              " ',',\n",
              " 'very',\n",
              " 'little',\n",
              " 'company',\n",
              " ',',\n",
              " 'the',\n",
              " 'more',\n",
              " 'was',\n",
              " 'the',\n",
              " 'pity',\n",
              " '.',\n",
              " '',\n",
              " '\"',\n",
              " 'well',\n",
              " ',',\n",
              " 'then',\n",
              " ',',\n",
              " '\"',\n",
              " 'said',\n",
              " 'he',\n",
              " ',',\n",
              " '\"',\n",
              " 'this',\n",
              " 'is',\n",
              " 'the',\n",
              " 'berth',\n",
              " 'for',\n",
              " 'me',\n",
              " '.',\n",
              " 'here',\n",
              " 'you',\n",
              " ',',\n",
              " 'matey',\n",
              " ',',\n",
              " '\"',\n",
              " 'he',\n",
              " 'cried',\n",
              " 'to',\n",
              " 'the',\n",
              " 'man',\n",
              " 'who',\n",
              " 'trundled',\n",
              " 'the',\n",
              " 'barrow',\n",
              " ';',\n",
              " '\"',\n",
              " 'bring',\n",
              " 'up',\n",
              " 'alongside',\n",
              " 'and',\n",
              " 'help',\n",
              " 'up',\n",
              " 'my',\n",
              " 'chest',\n",
              " '.',\n",
              " 'i',\n",
              " \"'ll\",\n",
              " 'stay',\n",
              " 'here',\n",
              " 'a',\n",
              " 'bit',\n",
              " ',',\n",
              " '\"',\n",
              " 'he',\n",
              " 'continued',\n",
              " '.',\n",
              " '\"',\n",
              " 'i',\n",
              " \"'m\",\n",
              " 'a',\n",
              " 'plain',\n",
              " 'man',\n",
              " ';',\n",
              " 'rum',\n",
              " 'and',\n",
              " 'bacon',\n",
              " 'and',\n",
              " 'eggs',\n",
              " 'is',\n",
              " 'what',\n",
              " 'i',\n",
              " 'want',\n",
              " ',',\n",
              " 'and',\n",
              " 'that',\n",
              " 'head',\n",
              " 'up',\n",
              " 'there',\n",
              " 'for',\n",
              " 'to',\n",
              " 'watch',\n",
              " 'ships',\n",
              " 'off',\n",
              " '.',\n",
              " 'what',\n",
              " 'you',\n",
              " 'mought',\n",
              " 'call',\n",
              " 'me',\n",
              " '?',\n",
              " 'you',\n",
              " 'mought',\n",
              " 'call',\n",
              " 'me',\n",
              " 'captain',\n",
              " '.',\n",
              " 'oh',\n",
              " ',',\n",
              " 'i',\n",
              " 'see',\n",
              " 'what',\n",
              " 'you',\n",
              " \"'re\",\n",
              " 'at',\n",
              " '',\n",
              " 'there',\n",
              " '\"',\n",
              " ';',\n",
              " 'and',\n",
              " 'he',\n",
              " 'threw',\n",
              " 'down',\n",
              " 'three',\n",
              " 'or',\n",
              " 'four',\n",
              " 'gold',\n",
              " 'pieces',\n",
              " 'on',\n",
              " 'the',\n",
              " 'threshold',\n",
              " '.',\n",
              " '\"',\n",
              " 'you',\n",
              " 'can',\n",
              " 'tell',\n",
              " 'me',\n",
              " 'when',\n",
              " 'i',\n",
              " \"'ve\",\n",
              " 'worked',\n",
              " 'through',\n",
              " 'that',\n",
              " ',',\n",
              " '\"',\n",
              " 'says',\n",
              " 'he',\n",
              " ',',\n",
              " 'looking',\n",
              " 'as',\n",
              " 'fierce',\n",
              " 'as',\n",
              " 'a',\n",
              " 'commander',\n",
              " '.',\n",
              " '',\n",
              " 'and',\n",
              " 'indeed',\n",
              " 'bad',\n",
              " 'as',\n",
              " 'his',\n",
              " 'clothes',\n",
              " 'were',\n",
              " 'and',\n",
              " 'coarsely',\n",
              " 'as',\n",
              " 'he',\n",
              " 'spoke',\n",
              " ',',\n",
              " 'he',\n",
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              " 'none',\n",
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              " 'the',\n",
              " 'appearance',\n",
              " 'of',\n",
              " 'a',\n",
              " 'man',\n",
              " 'who',\n",
              " 'sailed',\n",
              " 'before',\n",
              " 'the',\n",
              " 'mast',\n",
              " ',',\n",
              " 'but',\n",
              " 'seemed',\n",
              " 'like',\n",
              " 'a',\n",
              " 'mate',\n",
              " 'or',\n",
              " 'skipper',\n",
              " 'accustomed',\n",
              " 'to',\n",
              " 'be',\n",
              " 'obeyed',\n",
              " 'or',\n",
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              " 'strike',\n",
              " '.',\n",
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              " 'us',\n",
              " 'the',\n",
              " 'mail',\n",
              " 'had',\n",
              " 'set',\n",
              " 'him',\n",
              " 'down',\n",
              " 'the',\n",
              " 'morning',\n",
              " 'before',\n",
              " 'at',\n",
              " 'the',\n",
              " 'royal',\n",
              " 'george',\n",
              " ',',\n",
              " 'that',\n",
              " 'he',\n",
              " 'had',\n",
              " 'inquired',\n",
              " 'what',\n",
              " 'inns',\n",
              " 'there',\n",
              " 'were',\n",
              " 'along',\n",
              " 'the',\n",
              " 'coast',\n",
              " ',',\n",
              " 'and',\n",
              " 'hearing',\n",
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              " 'well',\n",
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              " 'of',\n",
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              " 'as',\n",
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              " 'his',\n",
              " 'place',\n",
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              " 'residence',\n",
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              " 'we',\n",
              " 'could',\n",
              " 'learn',\n",
              " 'of',\n",
              " 'our',\n",
              " 'guest',\n",
              " '.',\n",
              " '',\n",
              " 'he',\n",
              " 'was',\n",
              " 'a',\n",
              " 'very',\n",
              " 'silent',\n",
              " 'man',\n",
              " 'by',\n",
              " 'custom',\n",
              " '.',\n",
              " 'all',\n",
              " 'day',\n",
              " 'he',\n",
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              " 'upon',\n",
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              " 'with',\n",
              " 'a',\n",
              " 'brass',\n",
              " 'telescope',\n",
              " ';',\n",
              " 'all',\n",
              " 'evening',\n",
              " 'he',\n",
              " 'sat',\n",
              " 'in',\n",
              " 'a',\n",
              " 'corner',\n",
              " 'of',\n",
              " 'the',\n",
              " 'parlour',\n",
              " 'next',\n",
              " 'the',\n",
              " 'fire',\n",
              " 'and',\n",
              " 'drank',\n",
              " 'rum',\n",
              " 'and',\n",
              " 'water',\n",
              " 'very',\n",
              " 'strong',\n",
              " '.',\n",
              " 'mostly',\n",
              " 'he',\n",
              " 'would',\n",
              " 'not',\n",
              " 'speak',\n",
              " 'when',\n",
              " 'spoken',\n",
              " 'to',\n",
              " ',',\n",
              " 'only',\n",
              " 'look',\n",
              " 'up',\n",
              " 'sudden',\n",
              " 'and',\n",
              " 'fierce',\n",
              " 'and',\n",
              " 'blow',\n",
              " 'through',\n",
              " 'his',\n",
              " 'nose',\n",
              " 'like',\n",
              " 'a',\n",
              " 'fog',\n",
              " '-',\n",
              " 'horn',\n",
              " ';',\n",
              " 'and',\n",
              " 'we',\n",
              " 'and',\n",
              " 'the',\n",
              " 'people',\n",
              " 'who',\n",
              " 'came',\n",
              " 'about',\n",
              " 'our',\n",
              " 'house',\n",
              " 'soon',\n",
              " 'learned',\n",
              " 'to',\n",
              " 'let',\n",
              " 'him',\n",
              " 'be',\n",
              " '.',\n",
              " 'every',\n",
              " 'day',\n",
              " 'when',\n",
              " 'he',\n",
              " 'came',\n",
              " 'back',\n",
              " 'from',\n",
              " 'his',\n",
              " 'stroll',\n",
              " 'he',\n",
              " 'would',\n",
              " 'ask',\n",
              " 'if',\n",
              " 'any',\n",
              " 'seafaring',\n",
              " 'men',\n",
              " 'had',\n",
              " 'gone',\n",
              " 'by',\n",
              " 'along',\n",
              " 'the',\n",
              " 'road',\n",
              " '.',\n",
              " 'at',\n",
              " 'first',\n",
              " 'we',\n",
              " 'thought',\n",
              " 'it',\n",
              " 'was',\n",
              " 'the',\n",
              " 'want',\n",
              " 'of',\n",
              " 'company',\n",
              " 'of',\n",
              " 'his',\n",
              " 'own',\n",
              " 'kind',\n",
              " 'that',\n",
              " 'made',\n",
              " 'him',\n",
              " 'ask',\n",
              " 'this',\n",
              " 'question',\n",
              " ',',\n",
              " 'but',\n",
              " 'at',\n",
              " 'last',\n",
              " 'we',\n",
              " 'began',\n",
              " 'to',\n",
              " 'see',\n",
              " 'he',\n",
              " 'was',\n",
              " 'desirous',\n",
              " 'to',\n",
              " 'avoid',\n",
              " 'them',\n",
              " '.',\n",
              " 'when',\n",
              " 'a',\n",
              " 'seaman',\n",
              " 'did',\n",
              " 'put',\n",
              " 'up',\n",
              " 'at',\n",
              " 'the',\n",
              " 'admiral',\n",
              " 'benbow',\n",
              " '(',\n",
              " 'as',\n",
              " 'now',\n",
              " 'and',\n",
              " 'then',\n",
              " 'some',\n",
              " 'did',\n",
              " ',',\n",
              " 'making',\n",
              " 'by',\n",
              " 'the',\n",
              " 'coast',\n",
              " 'road',\n",
              " 'for',\n",
              " 'bristol',\n",
              " ')',\n",
              " 'he',\n",
              " 'would',\n",
              " 'look',\n",
              " 'in',\n",
              " 'at',\n",
              " 'him',\n",
              " 'through',\n",
              " 'the',\n",
              " 'curtained',\n",
              " 'door',\n",
              " 'before',\n",
              " 'he',\n",
              " 'entered',\n",
              " 'the',\n",
              " 'parlour',\n",
              " ';',\n",
              " 'and',\n",
              " 'he',\n",
              " 'was',\n",
              " 'always',\n",
              " 'sure',\n",
              " 'to',\n",
              " 'be',\n",
              " 'as',\n",
              " 'silent',\n",
              " 'as',\n",
              " 'a',\n",
              " 'mouse',\n",
              " 'when',\n",
              " 'any',\n",
              " 'such',\n",
              " 'was',\n",
              " 'present',\n",
              " '.',\n",
              " 'for',\n",
              " 'me',\n",
              " ',',\n",
              " 'at',\n",
              " 'least',\n",
              " ',',\n",
              " 'there',\n",
              " 'was',\n",
              " 'no',\n",
              " 'secret',\n",
              " 'about',\n",
              " 'the',\n",
              " 'matter',\n",
              " ',',\n",
              " 'for',\n",
              " 'i',\n",
              " 'was',\n",
              " ',',\n",
              " 'in',\n",
              " 'a',\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sXyOQzWMHbA3",
        "outputId": "e38a8703-499e-4575-a46e-59308824e8b7"
      },
      "source": [
        "print(list(vocab)[:20])"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['', 'glisten', 'violence', 'bustling', 'carts', 'surprised', 'feeling', 'babby', 'thrusting', 'naked', 'pillow', 'attracted', 'refused', 'grinding', 'loophole', 'initial', 'woke', 'ones', 'bird', 'forefoot']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tyUPs_BTHeyI",
        "outputId": "3ddf570c-14e2-49bb-ac49-45f342524058"
      },
      "source": [
        "dict(enumerate(vocab))"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{0: '',\n",
              " 1: 'glisten',\n",
              " 2: 'violence',\n",
              " 3: 'bustling',\n",
              " 4: 'carts',\n",
              " 5: 'surprised',\n",
              " 6: 'feeling',\n",
              " 7: 'babby',\n",
              " 8: 'thrusting',\n",
              " 9: 'naked',\n",
              " 10: 'pillow',\n",
              " 11: 'attracted',\n",
              " 12: 'refused',\n",
              " 13: 'grinding',\n",
              " 14: 'loophole',\n",
              " 15: 'initial',\n",
              " 16: 'woke',\n",
              " 17: 'ones',\n",
              " 18: 'bird',\n",
              " 19: 'forefoot',\n",
              " 20: 'third',\n",
              " 21: 'flint',\n",
              " 22: 'calling',\n",
              " 23: 'slights',\n",
              " 24: 'clouds',\n",
              " 25: 'row',\n",
              " 26: 'suspicions',\n",
              " 27: 'submit',\n",
              " 28: 'plan',\n",
              " 29: 'cheerful',\n",
              " 30: 'sails',\n",
              " 31: 'seas',\n",
              " 32: 'continuously',\n",
              " 33: 'push',\n",
              " 34: 'whisper \"i\\'m',\n",
              " 35: ',',\n",
              " 36: 'slip',\n",
              " 37: 'housekeeper',\n",
              " 38: 'equals',\n",
              " 39: 'warded',\n",
              " 40: 'beats',\n",
              " 41: 'starved',\n",
              " 42: 'hostage',\n",
              " 43: 'gently',\n",
              " 44: 'meddling',\n",
              " 45: 'and',\n",
              " 46: 'hilt',\n",
              " 47: 'capstan',\n",
              " 48: 'cutwater',\n",
              " 49: 'stones',\n",
              " 50: 'reader',\n",
              " 51: 'perked',\n",
              " 52: 'uppermost',\n",
              " 53: 'flight',\n",
              " 54: 'aroused',\n",
              " 55: 'sir\" laying',\n",
              " 56: 'cocks',\n",
              " 57: 'pen',\n",
              " 58: 'mountings',\n",
              " 59: 'companion',\n",
              " 60: 'frayed',\n",
              " 61: 'flowery',\n",
              " 62: 'smell',\n",
              " 63: 'priming',\n",
              " 64: 'hot',\n",
              " 65: 'avast',\n",
              " 66: 'wisp',\n",
              " 67: 'instant',\n",
              " 68: 'throat',\n",
              " 69: 'steeped',\n",
              " 70: 'weevil',\n",
              " 71: 'hunt',\n",
              " 72: 'delightful',\n",
              " 73: 'recognized',\n",
              " 74: 'farther',\n",
              " 75: 'scale',\n",
              " 76: 'fiddle',\n",
              " 77: 'slaved',\n",
              " 78: 'game',\n",
              " 79: 'faithful',\n",
              " 80: 'runs',\n",
              " 81: 'pretext',\n",
              " 82: 'unearthed',\n",
              " 83: 'increased',\n",
              " 84: 'grated',\n",
              " 85: 'am',\n",
              " 86: 'roughly',\n",
              " 87: 'extra',\n",
              " 88: 'tied',\n",
              " 89: 'competent',\n",
              " 90: 'dumb',\n",
              " 91: 'profit',\n",
              " 92: 'solemnity',\n",
              " 93: 'tipped',\n",
              " 94: 'screaming',\n",
              " 95: 'itt',\n",
              " 96: 'neatly',\n",
              " 97: 'ally',\n",
              " 98: 'outlandish',\n",
              " 99: 'steering',\n",
              " 100: 'stockade',\n",
              " 101: 'lugger',\n",
              " 102: 'space',\n",
              " 103: 'spit',\n",
              " 104: 'foggy',\n",
              " 105: 'before',\n",
              " 106: 'cheer',\n",
              " 107: 'prayers',\n",
              " 108: 'buccaneering',\n",
              " 109: 'waters',\n",
              " 110: 'complete',\n",
              " 111: 'thanky',\n",
              " 112: 'congregated',\n",
              " 113: 'skimming',\n",
              " 114: 'tan',\n",
              " 115: 'papers',\n",
              " 116: 'recall',\n",
              " 117: 'proper',\n",
              " 118: 'laughter',\n",
              " 119: 'tumbling',\n",
              " 120: 'toughest',\n",
              " 121: 'man',\n",
              " 122: 'wanting',\n",
              " 123: 'dense',\n",
              " 124: 'boarders',\n",
              " 125: 'giant',\n",
              " 126: 'along',\n",
              " 127: 'pirates',\n",
              " 128: 'aroma',\n",
              " 129: 'brace',\n",
              " 130: 'least',\n",
              " 131: 'parts',\n",
              " 132: 'cleaning',\n",
              " 133: 'sent',\n",
              " 134: 'task',\n",
              " 135: 'details',\n",
              " 136: 'slipping',\n",
              " 137: 'dusk',\n",
              " 138: 'instinctively',\n",
              " 139: 'adding',\n",
              " 140: 'fluttering',\n",
              " 141: 'branded',\n",
              " 142: 'got',\n",
              " 143: 'root',\n",
              " 144: 'readiness',\n",
              " 145: 'lookout',\n",
              " 146: 'themselves',\n",
              " 147: 'incomprehensible',\n",
              " 148: 'penny',\n",
              " 149: 'bonfire',\n",
              " 150: 'strange',\n",
              " 151: 'salted',\n",
              " 152: 'flashing',\n",
              " 153: 'cannonade',\n",
              " 154: 'bulk',\n",
              " 155: 'hoisted',\n",
              " 156: 'nips',\n",
              " 157: 'handsome',\n",
              " 158: 'suppose',\n",
              " 159: 'minded',\n",
              " 160: 'rustle',\n",
              " 161: 'more',\n",
              " 162: 'song',\n",
              " 163: 'pestiferous',\n",
              " 164: 'obeying',\n",
              " 165: 'downwards',\n",
              " 166: 'recommendation',\n",
              " 167: 'restrained',\n",
              " 168: 'advancing',\n",
              " 169: 'instruction',\n",
              " 170: 'whiskers',\n",
              " 171: 'allies',\n",
              " 172: 'pattern',\n",
              " 173: 'willingly',\n",
              " 174: 'voyages',\n",
              " 175: 'snake',\n",
              " 176: 'neatness',\n",
              " 177: 'inspiration',\n",
              " 178: 'dived',\n",
              " 179: 'alarmed',\n",
              " 180: 'curtained',\n",
              " 181: 'chicken',\n",
              " 182: 'standing',\n",
              " 183: 'infallibly',\n",
              " 184: 'telling',\n",
              " 185: 'foolery',\n",
              " 186: 'volubly',\n",
              " 187: 'public',\n",
              " 188: 'tumbled',\n",
              " 189: 'plate',\n",
              " 190: 'hinder',\n",
              " 191: 'packet',\n",
              " 192: 'interval',\n",
              " 193: 'unhappy',\n",
              " 194: 'suffered',\n",
              " 195: 'notion',\n",
              " 196: 'round',\n",
              " 197: 'enveloped',\n",
              " 198: 'dismount',\n",
              " 199: 'stunned',\n",
              " 200: 'sorted',\n",
              " 201: 'mean',\n",
              " 202: 'officers',\n",
              " 203: 'there? first',\n",
              " 204: 'unweariedly',\n",
              " 205: 'hopping',\n",
              " 206: 'patient',\n",
              " 207: 'emphasis',\n",
              " 208: 'security',\n",
              " 209: 'raged',\n",
              " 210: 'houses',\n",
              " 211: 'motioned',\n",
              " 212: \"o'clock\",\n",
              " 213: 'notions',\n",
              " 214: 'threshold',\n",
              " 215: 'boast',\n",
              " 216: 'how',\n",
              " 217: 'gradually',\n",
              " 218: 'calf',\n",
              " 219: 'impatiently',\n",
              " 220: 'want',\n",
              " 221: 'drain',\n",
              " 222: 'kicking',\n",
              " 223: \"hain't\",\n",
              " 224: 'ignorant',\n",
              " 225: 'preservation',\n",
              " 226: 'chieftain',\n",
              " 227: 'desperate',\n",
              " 228: 'carrying',\n",
              " 229: 'admirably',\n",
              " 230: 'clothing',\n",
              " 231: 'striding',\n",
              " 232: 'pointing',\n",
              " 233: 'cetemery\" cemetery',\n",
              " 234: 'paces',\n",
              " 235: 'grudgingly',\n",
              " 236: 'damping',\n",
              " 237: 'wedge',\n",
              " 238: 'strolled',\n",
              " 239: 'explosion',\n",
              " 240: 'active',\n",
              " 241: 'tat',\n",
              " 242: 'haul',\n",
              " 243: 'style',\n",
              " 244: 'done',\n",
              " 245: 'accomplices',\n",
              " 246: 'slap',\n",
              " 247: 'deeds',\n",
              " 248: 'deplore',\n",
              " 249: 'existed',\n",
              " 250: 'upward',\n",
              " 251: \"them'll\",\n",
              " 252: 'support',\n",
              " 253: 'give',\n",
              " 254: 'colour',\n",
              " 255: 'calculate',\n",
              " 256: 'biscuit',\n",
              " 257: 'aiming',\n",
              " 258: 'fall',\n",
              " 259: 'add',\n",
              " 260: 'recommenced',\n",
              " 261: 'eyes',\n",
              " 262: 'dangerous',\n",
              " 263: 'stumps',\n",
              " 264: 'related',\n",
              " 265: 'obvious',\n",
              " 266: 'awkward',\n",
              " 267: 'livelier',\n",
              " 268: 'louises',\n",
              " 269: 'noiseless',\n",
              " 270: 'destination',\n",
              " 271: 'tortugas',\n",
              " 272: 'cords',\n",
              " 273: 'enclosing',\n",
              " 274: 'guest',\n",
              " 275: 'owned',\n",
              " 276: 'tavern',\n",
              " 277: 'mrs',\n",
              " 278: 'halloaing',\n",
              " 279: 'district',\n",
              " 280: 'heavier',\n",
              " 281: 'whose',\n",
              " 282: 'contrary',\n",
              " 283: 'clever',\n",
              " 284: 'picking',\n",
              " 285: 'musketeers',\n",
              " 286: 'miss',\n",
              " 287: 'heading',\n",
              " 288: 'trusts',\n",
              " 289: 'flattering',\n",
              " 290: 'hardly',\n",
              " 291: 'riders',\n",
              " 292: 'troubles',\n",
              " 293: 'feet',\n",
              " 294: 'natures',\n",
              " 295: 'schooners',\n",
              " 296: 'pale',\n",
              " 297: 'stiffly',\n",
              " 298: 'boozy',\n",
              " 299: 'vally',\n",
              " 300: 'myself',\n",
              " 301: 'gasped',\n",
              " 302: 'sweeter',\n",
              " 303: 'fortune',\n",
              " 304: 'drunkenness',\n",
              " 305: 'vicious',\n",
              " 306: 'trembled',\n",
              " 307: 'blamed',\n",
              " 308: 'lap',\n",
              " 309: 'paddling',\n",
              " 310: 'chosen',\n",
              " 311: 'creeping',\n",
              " 312: 'count',\n",
              " 313: 'pikes',\n",
              " 314: 'mellow',\n",
              " 315: 'bestowed',\n",
              " 316: 'rest',\n",
              " 317: 'captaing',\n",
              " 318: 'snatch',\n",
              " 319: 'fired',\n",
              " 320: 'jaw',\n",
              " 321: 'flighty',\n",
              " 322: 'sixth',\n",
              " 323: 'madman',\n",
              " 324: 'powerful',\n",
              " 325: 'understand',\n",
              " 326: 'four',\n",
              " 327: 'wondered',\n",
              " 328: 'weakened',\n",
              " 329: 'unwearying',\n",
              " 330: 'wig',\n",
              " 331: 'tripping',\n",
              " 332: 'written',\n",
              " 333: 'oaths',\n",
              " 334: 'readily',\n",
              " 335: 'safety',\n",
              " 336: 'thwart',\n",
              " 337: 'court',\n",
              " 338: 'grievances',\n",
              " 339: 'ambiguity',\n",
              " 340: 'possessed',\n",
              " 341: 'tiff',\n",
              " 342: 'trod',\n",
              " 343: 'hedges',\n",
              " 344: 'throwing',\n",
              " 345: 'deal',\n",
              " 346: 'rooms',\n",
              " 347: 'glossy',\n",
              " 348: 'meet',\n",
              " 349: 'sovereign',\n",
              " 350: 'expression',\n",
              " 351: 'silver',\n",
              " 352: 'date',\n",
              " 353: 'raggedness',\n",
              " 354: 'frame',\n",
              " 355: 'buttons',\n",
              " 356: 'navigate',\n",
              " 357: 'tall',\n",
              " 358: 'awaking',\n",
              " 359: 'saints',\n",
              " 360: 'fastenings',\n",
              " 361: 'excused',\n",
              " 362: 'propped',\n",
              " 363: 'hauled',\n",
              " 364: 'chaplain',\n",
              " 365: 'while',\n",
              " 366: \"tain't\",\n",
              " 367: 'oilskin',\n",
              " 368: 'brightness',\n",
              " 369: 'led',\n",
              " 370: 'skiff',\n",
              " 371: 'salts',\n",
              " 372: 'slyness',\n",
              " 373: 'guests',\n",
              " 374: \"'em\",\n",
              " 375: 'child',\n",
              " 376: 'apparition',\n",
              " 377: 'obey',\n",
              " 378: 'steered',\n",
              " 379: 'paid',\n",
              " 380: 'offering',\n",
              " 381: 'ahead',\n",
              " 382: 'danger',\n",
              " 383: 'fears',\n",
              " 384: 'pitch',\n",
              " 385: 'brand',\n",
              " 386: 'tended',\n",
              " 387: 'fort',\n",
              " 388: 'hundreds',\n",
              " 389: 'person',\n",
              " 390: 'stop',\n",
              " 391: 'justified',\n",
              " 392: 'smoking',\n",
              " 393: 'refrain',\n",
              " 394: 'cross',\n",
              " 395: 'cowards',\n",
              " 396: 'legs',\n",
              " 397: 'summits',\n",
              " 398: 'sizes',\n",
              " 399: 'blow',\n",
              " 400: 'moneys',\n",
              " 401: 'hunters',\n",
              " 402: 'feints',\n",
              " 403: 'party',\n",
              " 404: 'bowls',\n",
              " 405: 'newcomers',\n",
              " 406: 'fact',\n",
              " 407: 'mizzenmast',\n",
              " 408: 'ahoy',\n",
              " 409: 'wood',\n",
              " 410: 'stairs',\n",
              " 411: 'thread',\n",
              " 412: 'point',\n",
              " 413: 'leap',\n",
              " 414: 'timber',\n",
              " 415: 'presumed',\n",
              " 416: 'intended',\n",
              " 417: 'struggle',\n",
              " 418: 'jibs',\n",
              " 419: 'ruffians',\n",
              " 420: 'english',\n",
              " 421: 'drowned',\n",
              " 422: 'sailed',\n",
              " 423: 'work',\n",
              " 424: 'hound',\n",
              " 425: 'readings',\n",
              " 426: 'muskets',\n",
              " 427: 'never',\n",
              " 428: 'buoyant',\n",
              " 429: 'curse',\n",
              " 430: 'prolonged',\n",
              " 431: 'ox',\n",
              " 432: 'capture',\n",
              " 433: 'forty',\n",
              " 434: 'dogs',\n",
              " 435: 'pluckily',\n",
              " 436: 's.s.w',\n",
              " 437: 'ours',\n",
              " 438: 'fatigue',\n",
              " 439: 'other',\n",
              " 440: 'rudder',\n",
              " 441: 'cutlass',\n",
              " 442: 'stars',\n",
              " 443: 'swish',\n",
              " 444: 'surf',\n",
              " 445: 'helped',\n",
              " 446: 'smartly',\n",
              " 447: 'hawkins',\n",
              " 448: 'perilous',\n",
              " 449: 'lowered',\n",
              " 450: 'sidling',\n",
              " 451: 'there',\n",
              " 452: 'wherever',\n",
              " 453: 'bars',\n",
              " 454: 'hunting',\n",
              " 455: 'b',\n",
              " 456: 'commentary',\n",
              " 457: 'contemptuously',\n",
              " 458: 'snuff',\n",
              " 459: 'predicted',\n",
              " 460: 'ourselves',\n",
              " 461: 'accidental',\n",
              " 462: 'lapping',\n",
              " 463: 'fleet',\n",
              " 464: 'bones',\n",
              " 465: 'mutineers',\n",
              " 466: 'yards',\n",
              " 467: 'request',\n",
              " 468: 'heartedly',\n",
              " 469: 'seaman',\n",
              " 470: 'haste',\n",
              " 471: 'law',\n",
              " 472: 'sheeted',\n",
              " 473: 'disgrace',\n",
              " 474: 'variously',\n",
              " 475: 'stole',\n",
              " 476: 'custom',\n",
              " 477: 'ricochet',\n",
              " 478: 'toss',\n",
              " 479: 'crack',\n",
              " 480: 'pursued',\n",
              " 481: 'discharging',\n",
              " 482: 'vividly',\n",
              " 483: 'promptly',\n",
              " 484: 'skipping',\n",
              " 485: 'starve',\n",
              " 486: 'missile',\n",
              " 487: 'see',\n",
              " 488: 'make',\n",
              " 489: 'water',\n",
              " 490: 'restored',\n",
              " 491: 'swarmed',\n",
              " 492: 'puncheon',\n",
              " 493: 'astonishment',\n",
              " 494: 'dutchman',\n",
              " 495: 'walrus',\n",
              " 496: \"n't\",\n",
              " 497: 'leads',\n",
              " 498: 'permission',\n",
              " 499: 'framework',\n",
              " 500: 'tired',\n",
              " 501: 'slopes',\n",
              " 502: 'poured',\n",
              " 503: 'once',\n",
              " 504: \"a'most\",\n",
              " 505: 'thousands',\n",
              " 506: 'ascend',\n",
              " 507: 'widest',\n",
              " 508: 'angles',\n",
              " 509: 'infernal',\n",
              " 510: 'really',\n",
              " 511: 'husband',\n",
              " 512: 'strangling',\n",
              " 513: 'flat',\n",
              " 514: 'footsteps',\n",
              " 515: 'jingle',\n",
              " 516: 'corner',\n",
              " 517: 'promotion',\n",
              " 518: 'twisted',\n",
              " 519: \"v'yages\",\n",
              " 520: 'behaviour',\n",
              " 521: 'achievements',\n",
              " 522: 'struggling',\n",
              " 523: 'dream',\n",
              " 524: 'deceived',\n",
              " 525: 'retrace',\n",
              " 526: 'possession',\n",
              " 527: 'smack',\n",
              " 528: 'ferns',\n",
              " 529: 'familiar',\n",
              " 530: 'adrift',\n",
              " 531: 'ale',\n",
              " 532: 'pigtail',\n",
              " 533: 'oysters',\n",
              " 534: 'fuel',\n",
              " 535: 'messenger',\n",
              " 536: 'admire',\n",
              " 537: 'dismounted',\n",
              " 538: 'tin',\n",
              " 539: 'dive',\n",
              " 540: 'wickedness',\n",
              " 541: 'nobody',\n",
              " 542: 'burly',\n",
              " 543: 'exposed',\n",
              " 544: 'ships',\n",
              " 545: 'impulsion',\n",
              " 546: 'trimmed',\n",
              " 547: 'flung',\n",
              " 548: 'glared',\n",
              " 549: 'plenty',\n",
              " 550: 'em',\n",
              " 551: 'inmates',\n",
              " 552: 'accurate',\n",
              " 553: 'tore',\n",
              " 554: 'lubbers',\n",
              " 555: 'horribly',\n",
              " 556: 'comin',\n",
              " 557: 'tarry',\n",
              " 558: 'put',\n",
              " 559: 'fishier',\n",
              " 560: 'pang',\n",
              " 561: 'calls',\n",
              " 562: 'sperrits',\n",
              " 563: 'older',\n",
              " 564: 'leaped',\n",
              " 565: 'courage',\n",
              " 566: 'married',\n",
              " 567: 'tightly',\n",
              " 568: 'shaking',\n",
              " 569: 'livery',\n",
              " 570: 'cooking',\n",
              " 571: 'council',\n",
              " 572: 'back',\n",
              " 573: 'everywhere',\n",
              " 574: 'afoot',\n",
              " 575: 'inside',\n",
              " 576: 'salute',\n",
              " 577: 'finger',\n",
              " 578: 'touch',\n",
              " 579: 'sweetly',\n",
              " 580: 'trigger',\n",
              " 581: 'injuries',\n",
              " 582: 'mark',\n",
              " 583: 'apparently',\n",
              " 584: 'disposed',\n",
              " 585: 'adventure',\n",
              " 586: 'lingered',\n",
              " 587: 'flying',\n",
              " 588: 'upstream',\n",
              " 589: 'trundled',\n",
              " 590: 'respected',\n",
              " 591: 'station',\n",
              " 592: 'twitch',\n",
              " 593: 'died',\n",
              " 594: 'entire',\n",
              " 595: 'necessary',\n",
              " 596: 'emptied',\n",
              " 597: 'haired',\n",
              " 598: 'heat',\n",
              " 599: 'thimble',\n",
              " 600: 'yard',\n",
              " 601: 'whole',\n",
              " 602: 'girt',\n",
              " 603: 'sleeping',\n",
              " 604: 'goa',\n",
              " 605: 'cries',\n",
              " 606: 'appeal',\n",
              " 607: 'him',\n",
              " 608: 'horses',\n",
              " 609: 'piled',\n",
              " 610: 'sum',\n",
              " 611: 'marrow',\n",
              " 612: 'cutlasses',\n",
              " 613: 'sickness',\n",
              " 614: 'rogue',\n",
              " 615: 'he',\n",
              " 616: 'group',\n",
              " 617: 'mattress',\n",
              " 618: 'bored',\n",
              " 619: 'cover',\n",
              " 620: 'attack',\n",
              " 621: 'folded',\n",
              " 622: 'country',\n",
              " 623: 'running',\n",
              " 624: 'regain',\n",
              " 625: 'forget',\n",
              " 626: 'objections',\n",
              " 627: 'wines',\n",
              " 628: 'hope\" raising',\n",
              " 629: 'failed',\n",
              " 630: 'merest',\n",
              " 631: 'resign',\n",
              " 632: 'wildly',\n",
              " 633: 'crossing',\n",
              " 634: 'whiff',\n",
              " 635: 'concealed',\n",
              " 636: 'resumed',\n",
              " 637: 'lives',\n",
              " 638: 'medicines',\n",
              " 639: 'buried',\n",
              " 640: 'breakers',\n",
              " 641: 'produce',\n",
              " 642: 'look',\n",
              " 643: 'luff',\n",
              " 644: 'niggardly',\n",
              " 645: 'preserve',\n",
              " 646: 'boarder',\n",
              " 647: 'disappeared',\n",
              " 648: 'sketched',\n",
              " 649: 'managed',\n",
              " 650: 'else',\n",
              " 651: 'yourself',\n",
              " 652: 'saying',\n",
              " 653: 'half',\n",
              " 654: 'willingness',\n",
              " 655: 'terrified',\n",
              " 656: 'large',\n",
              " 657: 'fancy',\n",
              " 658: 'addition',\n",
              " 659: 'marlin',\n",
              " 660: 'friends',\n",
              " 661: 'horrors',\n",
              " 662: 'missiles',\n",
              " 663: 'doors',\n",
              " 664: 'needles',\n",
              " 665: 'unobserved',\n",
              " 666: 'hamlet',\n",
              " 667: 'howsomever',\n",
              " 668: 'cursing',\n",
              " 669: 'finish',\n",
              " 670: 'grope',\n",
              " 671: 'bearing',\n",
              " 672: 'pigtails',\n",
              " 673: 'mouse',\n",
              " 674: 'dozen',\n",
              " 675: 'occasional',\n",
              " 676: 'patch',\n",
              " 677: 'pained',\n",
              " 678: 'handsomer',\n",
              " 679: 'taking',\n",
              " 680: 'embassy',\n",
              " 681: 'countries',\n",
              " 682: 'clumsy',\n",
              " 683: 'bandoleer',\n",
              " 684: 'towns',\n",
              " 685: 'given',\n",
              " 686: 'broadside',\n",
              " 687: 'beetling',\n",
              " 688: 'trinkets',\n",
              " 689: 'faked',\n",
              " 690: 'parlour',\n",
              " 691: 'goal',\n",
              " 692: 'dedicated',\n",
              " 693: 'moment',\n",
              " 694: 'depposed',\n",
              " 695: 'perplexity',\n",
              " 696: 'idleness',\n",
              " 697: 'possibly',\n",
              " 698: 'wrestle',\n",
              " 699: 'civil',\n",
              " 700: 'gifts',\n",
              " 701: 'lively',\n",
              " 702: 'from',\n",
              " 703: 'lots',\n",
              " 704: 'peace',\n",
              " 705: 'concern',\n",
              " 706: 'tract',\n",
              " 707: 'curled',\n",
              " 708: 'saved',\n",
              " 709: 'talk',\n",
              " 710: 'quarters',\n",
              " 711: 'mostly',\n",
              " 712: 'gibbet',\n",
              " 713: 'mayhap',\n",
              " 714: 'interrupted',\n",
              " 715: 'whispered',\n",
              " 716: 'ready',\n",
              " 717: 'beating',\n",
              " 718: 'mighty',\n",
              " 719: 'born',\n",
              " 720: 'remarked',\n",
              " 721: 'minutes',\n",
              " 722: 'attacking',\n",
              " 723: 'worst',\n",
              " 724: 'bargains',\n",
              " 725: 'dried',\n",
              " 726: 'being',\n",
              " 727: 'staggered',\n",
              " 728: 'shirts',\n",
              " 729: 'needed',\n",
              " 730: 'liker',\n",
              " 731: 'contrived',\n",
              " 732: 'treading',\n",
              " 733: 'snakes',\n",
              " 734: 'during',\n",
              " 735: 'unruly',\n",
              " 736: 'provided',\n",
              " 737: 'unconquered',\n",
              " 738: 'usage',\n",
              " 739: 'colouring',\n",
              " 740: 'tree',\n",
              " 741: 'soundings',\n",
              " 742: 'leastways',\n",
              " 743: 'strokes',\n",
              " 744: \"m'graw\",\n",
              " 745: 'drinking',\n",
              " 746: 'knows',\n",
              " 747: 'advice',\n",
              " 748: 'carcass',\n",
              " 749: 'spirit',\n",
              " 750: 'pounds',\n",
              " 751: 'greeted',\n",
              " 752: 'watched',\n",
              " 753: 'passenger',\n",
              " 754: 'incensed',\n",
              " 755: 'precautions',\n",
              " 756: 'signboard',\n",
              " 757: 'steersman',\n",
              " 758: 'gigs',\n",
              " 759: 'vigour',\n",
              " 760: 'hills',\n",
              " 761: 'thankful',\n",
              " 762: 'finished',\n",
              " 763: \"partic'lar\",\n",
              " 764: 'sack',\n",
              " 765: 'that? and',\n",
              " 766: 'reply',\n",
              " 767: 'baccy',\n",
              " 768: 'steepen',\n",
              " 769: \"o'-war\",\n",
              " 770: 'indomitable',\n",
              " 771: 'goodish',\n",
              " 772: 'bottle',\n",
              " 773: 'supplied',\n",
              " 774: 'monsters',\n",
              " 775: 'hullo',\n",
              " 776: 'traitor',\n",
              " 777: 'befall',\n",
              " 778: 'groped',\n",
              " 779: 'droop',\n",
              " 780: 'blackness',\n",
              " 781: 'fifth',\n",
              " 782: 'avoided',\n",
              " 783: 'promise',\n",
              " 784: 'liberty',\n",
              " 785: 'time',\n",
              " 786: 'kind',\n",
              " 787: 'shameful',\n",
              " 788: 'print',\n",
              " 789: 'run',\n",
              " 790: 'realized',\n",
              " 791: 'upon',\n",
              " 792: 'wooded',\n",
              " 793: 'human',\n",
              " 794: 'deeply',\n",
              " 795: 'trapped',\n",
              " 796: 'callous',\n",
              " 797: 'slaughter',\n",
              " 798: 'reiterated',\n",
              " 799: 'crumb',\n",
              " 800: 'pass',\n",
              " 801: 'camp',\n",
              " 802: 'fetch',\n",
              " 803: 'such',\n",
              " 804: 'reappearance',\n",
              " 805: 'negroes',\n",
              " 806: 'several',\n",
              " 807: 'roving',\n",
              " 808: 'irresolute',\n",
              " 809: 'reddened',\n",
              " 810: 'whom',\n",
              " 811: 'sober',\n",
              " 812: 'garrison',\n",
              " 813: 'miry',\n",
              " 814: 'enow',\n",
              " 815: 'fingering',\n",
              " 816: 'seconds',\n",
              " 817: 'itching',\n",
              " 818: 'land',\n",
              " 819: 'masts',\n",
              " 820: 'himself',\n",
              " 821: 'affair',\n",
              " 822: 'nip',\n",
              " 823: 'wall',\n",
              " 824: 'nearest',\n",
              " 825: 'trust',\n",
              " 826: 'steep',\n",
              " 827: 'disaster',\n",
              " 828: 'breasted',\n",
              " 829: 'released',\n",
              " 830: 'indies',\n",
              " 831: 'hi',\n",
              " 832: 'slep',\n",
              " 833: 'jump',\n",
              " 834: 'act',\n",
              " 835: 'dares',\n",
              " 836: 't.',\n",
              " 837: 'chin',\n",
              " 838: 'hanged',\n",
              " 839: 'supplication',\n",
              " 840: 'expressions',\n",
              " 841: 'knuckles',\n",
              " 842: 'rear',\n",
              " 843: 'singly',\n",
              " 844: 'unaffected',\n",
              " 845: 'overdrawn',\n",
              " 846: 'against',\n",
              " 847: 'tearing',\n",
              " 848: 'berthed',\n",
              " 849: 'beaches',\n",
              " 850: 'impressed',\n",
              " 851: 'admiral',\n",
              " 852: \"o'brien\",\n",
              " 853: 'which',\n",
              " 854: 'peak',\n",
              " 855: 'author',\n",
              " 856: 'happy',\n",
              " 857: 'propose',\n",
              " 858: 'fancies',\n",
              " 859: 'hull',\n",
              " 860: 'title',\n",
              " 861: 'tack',\n",
              " 862: 'fowls',\n",
              " 863: 'deformed',\n",
              " 864: 'grizzled',\n",
              " 865: 'oaks',\n",
              " 866: 'sonny',\n",
              " 867: 'garding',\n",
              " 868: 'loosened',\n",
              " 869: 'exhausted',\n",
              " 870: 'mantle',\n",
              " 871: 'reaching',\n",
              " 872: 'felled',\n",
              " 873: 'discomfort',\n",
              " 874: 'rigs',\n",
              " 875: 'confidant',\n",
              " 876: 'please',\n",
              " 877: 'lie',\n",
              " 878: 'torture',\n",
              " 879: 'hornet',\n",
              " 880: 'white',\n",
              " 881: 'blank',\n",
              " 882: 'wrath',\n",
              " 883: 'coolly',\n",
              " 884: 'tempered',\n",
              " 885: 'rather',\n",
              " 886: 'evenings',\n",
              " 887: 'spider',\n",
              " 888: 'smoky',\n",
              " 889: 'peered',\n",
              " 890: 'exploring',\n",
              " 891: 'times',\n",
              " 892: 'across',\n",
              " 893: 'cheeriest',\n",
              " 894: 'evidently',\n",
              " 895: 'slowly',\n",
              " 896: 'jim\" stopping',\n",
              " 897: 'manner',\n",
              " 898: 'thirteen',\n",
              " 899: 'presumably',\n",
              " 900: 'extravagance',\n",
              " 901: 'gilt',\n",
              " 902: 'came',\n",
              " 903: 'doubtful',\n",
              " 904: 'egg',\n",
              " 905: 'arrant',\n",
              " 906: 'scarf',\n",
              " 907: 'anyway',\n",
              " 908: 'gammon',\n",
              " 909: 'she',\n",
              " 910: 'prospect',\n",
              " 911: 'pay',\n",
              " 912: 'blind',\n",
              " 913: 'foliage',\n",
              " 914: 'supercargo',\n",
              " 915: 'powers',\n",
              " 916: 'staked',\n",
              " 917: 'landing',\n",
              " 918: 'shove',\n",
              " 919: 'spluttering',\n",
              " 920: 'acquaintance',\n",
              " 921: 'stayed',\n",
              " 922: 'coarsely',\n",
              " 923: 'wasteful',\n",
              " 924: 'unmanly',\n",
              " 925: 'spot',\n",
              " 926: 'bullying',\n",
              " 927: 'owner',\n",
              " 928: 'lashed',\n",
              " 929: 'showed',\n",
              " 930: 'feverish',\n",
              " 931: 'later',\n",
              " 932: 'unkind',\n",
              " 933: 'entries',\n",
              " 934: 'conduct',\n",
              " 935: 'tie',\n",
              " 936: 'docks',\n",
              " 937: 'tide',\n",
              " 938: 'overlooked',\n",
              " 939: 'moan',\n",
              " 940: 'ironical',\n",
              " 941: 'tone',\n",
              " 942: 'boats',\n",
              " 943: 'fifteen',\n",
              " 944: 'overhear',\n",
              " 945: 'forefinger',\n",
              " 946: 'brisker',\n",
              " 947: 'indicating',\n",
              " 948: 'abeam',\n",
              " 949: 'fruits',\n",
              " 950: 'gates',\n",
              " 951: 'rotting',\n",
              " 952: 'furious',\n",
              " 953: 'branches',\n",
              " 954: 'sledge',\n",
              " 955: 'lodger',\n",
              " 956: 'bled',\n",
              " 957: 'comes',\n",
              " 958: 'scores',\n",
              " 959: 'clean',\n",
              " 960: 'brave',\n",
              " 961: 'underwood',\n",
              " 962: 'handle',\n",
              " 963: 'proposal',\n",
              " 964: 'probation',\n",
              " 965: 'deny',\n",
              " 966: 'hour',\n",
              " 967: 'gave',\n",
              " 968: 'characters',\n",
              " 969: 'top',\n",
              " 970: 'rounds',\n",
              " 971: 'rate',\n",
              " 972: 'stared',\n",
              " 973: 'working',\n",
              " 974: 'oldest',\n",
              " 975: 'gum',\n",
              " 976: 'coughing',\n",
              " 977: 'serious',\n",
              " 978: 'sigh',\n",
              " 979: 'imaginable',\n",
              " 980: 'supervisor',\n",
              " 981: 'rivers',\n",
              " 982: 'pitched',\n",
              " 983: 'oftenest',\n",
              " 984: 'valleys',\n",
              " 985: 'spars',\n",
              " 986: 'bodily',\n",
              " 987: 'tethered',\n",
              " 988: 'laborious',\n",
              " 989: 'series',\n",
              " 990: 'aim',\n",
              " 991: 'spare',\n",
              " 992: 'forelock',\n",
              " 993: 'serving',\n",
              " 994: 'sailorly',\n",
              " 995: 'dainty',\n",
              " 996: 'disgust',\n",
              " 997: 'cheated',\n",
              " 998: 'ashes',\n",
              " 999: 'repaired',\n",
              " ...}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AMl6GTtXHhh_"
      },
      "source": [
        "word2idx = dict((n, v) for v, n in enumerate(vocab))\n",
        "idx2word = dict((n, v) for n, v in enumerate(vocab))"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3aEDkCCuHovQ",
        "outputId": "8be3875e-8833-455c-936c-8a16d76cd06b"
      },
      "source": [
        "word2idx"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'': 0,\n",
              " 'glisten': 1,\n",
              " 'violence': 2,\n",
              " 'bustling': 3,\n",
              " 'carts': 4,\n",
              " 'surprised': 5,\n",
              " 'feeling': 6,\n",
              " 'babby': 7,\n",
              " 'thrusting': 8,\n",
              " 'naked': 9,\n",
              " 'pillow': 10,\n",
              " 'attracted': 11,\n",
              " 'refused': 12,\n",
              " 'grinding': 13,\n",
              " 'loophole': 14,\n",
              " 'initial': 15,\n",
              " 'woke': 16,\n",
              " 'ones': 17,\n",
              " 'bird': 18,\n",
              " 'forefoot': 19,\n",
              " 'third': 20,\n",
              " 'flint': 21,\n",
              " 'calling': 22,\n",
              " 'slights': 23,\n",
              " 'clouds': 24,\n",
              " 'row': 25,\n",
              " 'suspicions': 26,\n",
              " 'submit': 27,\n",
              " 'plan': 28,\n",
              " 'cheerful': 29,\n",
              " 'sails': 30,\n",
              " 'seas': 31,\n",
              " 'continuously': 32,\n",
              " 'push': 33,\n",
              " 'whisper \"i\\'m': 34,\n",
              " ',': 35,\n",
              " 'slip': 36,\n",
              " 'housekeeper': 37,\n",
              " 'equals': 38,\n",
              " 'warded': 39,\n",
              " 'beats': 40,\n",
              " 'starved': 41,\n",
              " 'hostage': 42,\n",
              " 'gently': 43,\n",
              " 'meddling': 44,\n",
              " 'and': 45,\n",
              " 'hilt': 46,\n",
              " 'capstan': 47,\n",
              " 'cutwater': 48,\n",
              " 'stones': 49,\n",
              " 'reader': 50,\n",
              " 'perked': 51,\n",
              " 'uppermost': 52,\n",
              " 'flight': 53,\n",
              " 'aroused': 54,\n",
              " 'sir\" laying': 55,\n",
              " 'cocks': 56,\n",
              " 'pen': 57,\n",
              " 'mountings': 58,\n",
              " 'companion': 59,\n",
              " 'frayed': 60,\n",
              " 'flowery': 61,\n",
              " 'smell': 62,\n",
              " 'priming': 63,\n",
              " 'hot': 64,\n",
              " 'avast': 65,\n",
              " 'wisp': 66,\n",
              " 'instant': 67,\n",
              " 'throat': 68,\n",
              " 'steeped': 69,\n",
              " 'weevil': 70,\n",
              " 'hunt': 71,\n",
              " 'delightful': 72,\n",
              " 'recognized': 73,\n",
              " 'farther': 74,\n",
              " 'scale': 75,\n",
              " 'fiddle': 76,\n",
              " 'slaved': 77,\n",
              " 'game': 78,\n",
              " 'faithful': 79,\n",
              " 'runs': 80,\n",
              " 'pretext': 81,\n",
              " 'unearthed': 82,\n",
              " 'increased': 83,\n",
              " 'grated': 84,\n",
              " 'am': 85,\n",
              " 'roughly': 86,\n",
              " 'extra': 87,\n",
              " 'tied': 88,\n",
              " 'competent': 89,\n",
              " 'dumb': 90,\n",
              " 'profit': 91,\n",
              " 'solemnity': 92,\n",
              " 'tipped': 93,\n",
              " 'screaming': 94,\n",
              " 'itt': 95,\n",
              " 'neatly': 96,\n",
              " 'ally': 97,\n",
              " 'outlandish': 98,\n",
              " 'steering': 99,\n",
              " 'stockade': 100,\n",
              " 'lugger': 101,\n",
              " 'space': 102,\n",
              " 'spit': 103,\n",
              " 'foggy': 104,\n",
              " 'before': 105,\n",
              " 'cheer': 106,\n",
              " 'prayers': 107,\n",
              " 'buccaneering': 108,\n",
              " 'waters': 109,\n",
              " 'complete': 110,\n",
              " 'thanky': 111,\n",
              " 'congregated': 112,\n",
              " 'skimming': 113,\n",
              " 'tan': 114,\n",
              " 'papers': 115,\n",
              " 'recall': 116,\n",
              " 'proper': 117,\n",
              " 'laughter': 118,\n",
              " 'tumbling': 119,\n",
              " 'toughest': 120,\n",
              " 'man': 121,\n",
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              " 'dense': 123,\n",
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              " 'along': 126,\n",
              " 'pirates': 127,\n",
              " 'aroma': 128,\n",
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              " 'least': 130,\n",
              " 'parts': 131,\n",
              " 'cleaning': 132,\n",
              " 'sent': 133,\n",
              " 'task': 134,\n",
              " 'details': 135,\n",
              " 'slipping': 136,\n",
              " 'dusk': 137,\n",
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              " 'adding': 139,\n",
              " 'fluttering': 140,\n",
              " 'branded': 141,\n",
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              " 'root': 143,\n",
              " 'readiness': 144,\n",
              " 'lookout': 145,\n",
              " 'themselves': 146,\n",
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              " 'penny': 148,\n",
              " 'bonfire': 149,\n",
              " 'strange': 150,\n",
              " 'salted': 151,\n",
              " 'flashing': 152,\n",
              " 'cannonade': 153,\n",
              " 'bulk': 154,\n",
              " 'hoisted': 155,\n",
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              " 'handsome': 157,\n",
              " 'suppose': 158,\n",
              " 'minded': 159,\n",
              " 'rustle': 160,\n",
              " 'more': 161,\n",
              " 'song': 162,\n",
              " 'pestiferous': 163,\n",
              " 'obeying': 164,\n",
              " 'downwards': 165,\n",
              " 'recommendation': 166,\n",
              " 'restrained': 167,\n",
              " 'advancing': 168,\n",
              " 'instruction': 169,\n",
              " 'whiskers': 170,\n",
              " 'allies': 171,\n",
              " 'pattern': 172,\n",
              " 'willingly': 173,\n",
              " 'voyages': 174,\n",
              " 'snake': 175,\n",
              " 'neatness': 176,\n",
              " 'inspiration': 177,\n",
              " 'dived': 178,\n",
              " 'alarmed': 179,\n",
              " 'curtained': 180,\n",
              " 'chicken': 181,\n",
              " 'standing': 182,\n",
              " 'infallibly': 183,\n",
              " 'telling': 184,\n",
              " 'foolery': 185,\n",
              " 'volubly': 186,\n",
              " 'public': 187,\n",
              " 'tumbled': 188,\n",
              " 'plate': 189,\n",
              " 'hinder': 190,\n",
              " 'packet': 191,\n",
              " 'interval': 192,\n",
              " 'unhappy': 193,\n",
              " 'suffered': 194,\n",
              " 'notion': 195,\n",
              " 'round': 196,\n",
              " 'enveloped': 197,\n",
              " 'dismount': 198,\n",
              " 'stunned': 199,\n",
              " 'sorted': 200,\n",
              " 'mean': 201,\n",
              " 'officers': 202,\n",
              " 'there? first': 203,\n",
              " 'unweariedly': 204,\n",
              " 'hopping': 205,\n",
              " 'patient': 206,\n",
              " 'emphasis': 207,\n",
              " 'security': 208,\n",
              " 'raged': 209,\n",
              " 'houses': 210,\n",
              " 'motioned': 211,\n",
              " \"o'clock\": 212,\n",
              " 'notions': 213,\n",
              " 'threshold': 214,\n",
              " 'boast': 215,\n",
              " 'how': 216,\n",
              " 'gradually': 217,\n",
              " 'calf': 218,\n",
              " 'impatiently': 219,\n",
              " 'want': 220,\n",
              " 'drain': 221,\n",
              " 'kicking': 222,\n",
              " \"hain't\": 223,\n",
              " 'ignorant': 224,\n",
              " 'preservation': 225,\n",
              " 'chieftain': 226,\n",
              " 'desperate': 227,\n",
              " 'carrying': 228,\n",
              " 'admirably': 229,\n",
              " 'clothing': 230,\n",
              " 'striding': 231,\n",
              " 'pointing': 232,\n",
              " 'cetemery\" cemetery': 233,\n",
              " 'paces': 234,\n",
              " 'grudgingly': 235,\n",
              " 'damping': 236,\n",
              " 'wedge': 237,\n",
              " 'strolled': 238,\n",
              " 'explosion': 239,\n",
              " 'active': 240,\n",
              " 'tat': 241,\n",
              " 'haul': 242,\n",
              " 'style': 243,\n",
              " 'done': 244,\n",
              " 'accomplices': 245,\n",
              " 'slap': 246,\n",
              " 'deeds': 247,\n",
              " 'deplore': 248,\n",
              " 'existed': 249,\n",
              " 'upward': 250,\n",
              " \"them'll\": 251,\n",
              " 'support': 252,\n",
              " 'give': 253,\n",
              " 'colour': 254,\n",
              " 'calculate': 255,\n",
              " 'biscuit': 256,\n",
              " 'aiming': 257,\n",
              " 'fall': 258,\n",
              " 'add': 259,\n",
              " 'recommenced': 260,\n",
              " 'eyes': 261,\n",
              " 'dangerous': 262,\n",
              " 'stumps': 263,\n",
              " 'related': 264,\n",
              " 'obvious': 265,\n",
              " 'awkward': 266,\n",
              " 'livelier': 267,\n",
              " 'louises': 268,\n",
              " 'noiseless': 269,\n",
              " 'destination': 270,\n",
              " 'tortugas': 271,\n",
              " 'cords': 272,\n",
              " 'enclosing': 273,\n",
              " 'guest': 274,\n",
              " 'owned': 275,\n",
              " 'tavern': 276,\n",
              " 'mrs': 277,\n",
              " 'halloaing': 278,\n",
              " 'district': 279,\n",
              " 'heavier': 280,\n",
              " 'whose': 281,\n",
              " 'contrary': 282,\n",
              " 'clever': 283,\n",
              " 'picking': 284,\n",
              " 'musketeers': 285,\n",
              " 'miss': 286,\n",
              " 'heading': 287,\n",
              " 'trusts': 288,\n",
              " 'flattering': 289,\n",
              " 'hardly': 290,\n",
              " 'riders': 291,\n",
              " 'troubles': 292,\n",
              " 'feet': 293,\n",
              " 'natures': 294,\n",
              " 'schooners': 295,\n",
              " 'pale': 296,\n",
              " 'stiffly': 297,\n",
              " 'boozy': 298,\n",
              " 'vally': 299,\n",
              " 'myself': 300,\n",
              " 'gasped': 301,\n",
              " 'sweeter': 302,\n",
              " 'fortune': 303,\n",
              " 'drunkenness': 304,\n",
              " 'vicious': 305,\n",
              " 'trembled': 306,\n",
              " 'blamed': 307,\n",
              " 'lap': 308,\n",
              " 'paddling': 309,\n",
              " 'chosen': 310,\n",
              " 'creeping': 311,\n",
              " 'count': 312,\n",
              " 'pikes': 313,\n",
              " 'mellow': 314,\n",
              " 'bestowed': 315,\n",
              " 'rest': 316,\n",
              " 'captaing': 317,\n",
              " 'snatch': 318,\n",
              " 'fired': 319,\n",
              " 'jaw': 320,\n",
              " 'flighty': 321,\n",
              " 'sixth': 322,\n",
              " 'madman': 323,\n",
              " 'powerful': 324,\n",
              " 'understand': 325,\n",
              " 'four': 326,\n",
              " 'wondered': 327,\n",
              " 'weakened': 328,\n",
              " 'unwearying': 329,\n",
              " 'wig': 330,\n",
              " 'tripping': 331,\n",
              " 'written': 332,\n",
              " 'oaths': 333,\n",
              " 'readily': 334,\n",
              " 'safety': 335,\n",
              " 'thwart': 336,\n",
              " 'court': 337,\n",
              " 'grievances': 338,\n",
              " 'ambiguity': 339,\n",
              " 'possessed': 340,\n",
              " 'tiff': 341,\n",
              " 'trod': 342,\n",
              " 'hedges': 343,\n",
              " 'throwing': 344,\n",
              " 'deal': 345,\n",
              " 'rooms': 346,\n",
              " 'glossy': 347,\n",
              " 'meet': 348,\n",
              " 'sovereign': 349,\n",
              " 'expression': 350,\n",
              " 'silver': 351,\n",
              " 'date': 352,\n",
              " 'raggedness': 353,\n",
              " 'frame': 354,\n",
              " 'buttons': 355,\n",
              " 'navigate': 356,\n",
              " 'tall': 357,\n",
              " 'awaking': 358,\n",
              " 'saints': 359,\n",
              " 'fastenings': 360,\n",
              " 'excused': 361,\n",
              " 'propped': 362,\n",
              " 'hauled': 363,\n",
              " 'chaplain': 364,\n",
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              " \"tain't\": 366,\n",
              " 'oilskin': 367,\n",
              " 'brightness': 368,\n",
              " 'led': 369,\n",
              " 'skiff': 370,\n",
              " 'salts': 371,\n",
              " 'slyness': 372,\n",
              " 'guests': 373,\n",
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              " 'child': 375,\n",
              " 'apparition': 376,\n",
              " 'obey': 377,\n",
              " 'steered': 378,\n",
              " 'paid': 379,\n",
              " 'offering': 380,\n",
              " 'ahead': 381,\n",
              " 'danger': 382,\n",
              " 'fears': 383,\n",
              " 'pitch': 384,\n",
              " 'brand': 385,\n",
              " 'tended': 386,\n",
              " 'fort': 387,\n",
              " 'hundreds': 388,\n",
              " 'person': 389,\n",
              " 'stop': 390,\n",
              " 'justified': 391,\n",
              " 'smoking': 392,\n",
              " 'refrain': 393,\n",
              " 'cross': 394,\n",
              " 'cowards': 395,\n",
              " 'legs': 396,\n",
              " 'summits': 397,\n",
              " 'sizes': 398,\n",
              " 'blow': 399,\n",
              " 'moneys': 400,\n",
              " 'hunters': 401,\n",
              " 'feints': 402,\n",
              " 'party': 403,\n",
              " 'bowls': 404,\n",
              " 'newcomers': 405,\n",
              " 'fact': 406,\n",
              " 'mizzenmast': 407,\n",
              " 'ahoy': 408,\n",
              " 'wood': 409,\n",
              " 'stairs': 410,\n",
              " 'thread': 411,\n",
              " 'point': 412,\n",
              " 'leap': 413,\n",
              " 'timber': 414,\n",
              " 'presumed': 415,\n",
              " 'intended': 416,\n",
              " 'struggle': 417,\n",
              " 'jibs': 418,\n",
              " 'ruffians': 419,\n",
              " 'english': 420,\n",
              " 'drowned': 421,\n",
              " 'sailed': 422,\n",
              " 'work': 423,\n",
              " 'hound': 424,\n",
              " 'readings': 425,\n",
              " 'muskets': 426,\n",
              " 'never': 427,\n",
              " 'buoyant': 428,\n",
              " 'curse': 429,\n",
              " 'prolonged': 430,\n",
              " 'ox': 431,\n",
              " 'capture': 432,\n",
              " 'forty': 433,\n",
              " 'dogs': 434,\n",
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              " 's.s.w': 436,\n",
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              " 'fatigue': 438,\n",
              " 'other': 439,\n",
              " 'rudder': 440,\n",
              " 'cutlass': 441,\n",
              " 'stars': 442,\n",
              " 'swish': 443,\n",
              " 'surf': 444,\n",
              " 'helped': 445,\n",
              " 'smartly': 446,\n",
              " 'hawkins': 447,\n",
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              " 'lowered': 449,\n",
              " 'sidling': 450,\n",
              " 'there': 451,\n",
              " 'wherever': 452,\n",
              " 'bars': 453,\n",
              " 'hunting': 454,\n",
              " 'b': 455,\n",
              " 'commentary': 456,\n",
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              " 'snuff': 458,\n",
              " 'predicted': 459,\n",
              " 'ourselves': 460,\n",
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              " 'fleet': 463,\n",
              " 'bones': 464,\n",
              " 'mutineers': 465,\n",
              " 'yards': 466,\n",
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              " 'haste': 470,\n",
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              " 'sheeted': 472,\n",
              " 'disgrace': 473,\n",
              " 'variously': 474,\n",
              " 'stole': 475,\n",
              " 'custom': 476,\n",
              " 'ricochet': 477,\n",
              " 'toss': 478,\n",
              " 'crack': 479,\n",
              " 'pursued': 480,\n",
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              " 'promptly': 483,\n",
              " 'skipping': 484,\n",
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              " 'missile': 486,\n",
              " 'see': 487,\n",
              " 'make': 488,\n",
              " 'water': 489,\n",
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              " 'swarmed': 491,\n",
              " 'puncheon': 492,\n",
              " 'astonishment': 493,\n",
              " 'dutchman': 494,\n",
              " 'walrus': 495,\n",
              " \"n't\": 496,\n",
              " 'leads': 497,\n",
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              " 'footsteps': 514,\n",
              " 'jingle': 515,\n",
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              " 'promotion': 517,\n",
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              " 'struggling': 522,\n",
              " 'dream': 523,\n",
              " 'deceived': 524,\n",
              " 'retrace': 525,\n",
              " 'possession': 526,\n",
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              " 'ale': 531,\n",
              " 'pigtail': 532,\n",
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              " 'fuel': 534,\n",
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              " 'country': 622,\n",
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              " 'towns': 684,\n",
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              " 'possibly': 697,\n",
              " 'wrestle': 698,\n",
              " 'civil': 699,\n",
              " 'gifts': 700,\n",
              " 'lively': 701,\n",
              " 'from': 702,\n",
              " 'lots': 703,\n",
              " 'peace': 704,\n",
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              " 'tract': 706,\n",
              " 'curled': 707,\n",
              " 'saved': 708,\n",
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              " 'born': 719,\n",
              " 'remarked': 720,\n",
              " 'minutes': 721,\n",
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              " 'usage': 738,\n",
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              " 'tree': 740,\n",
              " 'soundings': 741,\n",
              " 'leastways': 742,\n",
              " 'strokes': 743,\n",
              " \"m'graw\": 744,\n",
              " 'drinking': 745,\n",
              " 'knows': 746,\n",
              " 'advice': 747,\n",
              " 'carcass': 748,\n",
              " 'spirit': 749,\n",
              " 'pounds': 750,\n",
              " 'greeted': 751,\n",
              " 'watched': 752,\n",
              " 'passenger': 753,\n",
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              " 'precautions': 755,\n",
              " 'signboard': 756,\n",
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              " 'vigour': 759,\n",
              " 'hills': 760,\n",
              " 'thankful': 761,\n",
              " 'finished': 762,\n",
              " \"partic'lar\": 763,\n",
              " 'sack': 764,\n",
              " 'that? and': 765,\n",
              " 'reply': 766,\n",
              " 'baccy': 767,\n",
              " 'steepen': 768,\n",
              " \"o'-war\": 769,\n",
              " 'indomitable': 770,\n",
              " 'goodish': 771,\n",
              " 'bottle': 772,\n",
              " 'supplied': 773,\n",
              " 'monsters': 774,\n",
              " 'hullo': 775,\n",
              " 'traitor': 776,\n",
              " 'befall': 777,\n",
              " 'groped': 778,\n",
              " 'droop': 779,\n",
              " 'blackness': 780,\n",
              " 'fifth': 781,\n",
              " 'avoided': 782,\n",
              " 'promise': 783,\n",
              " 'liberty': 784,\n",
              " 'time': 785,\n",
              " 'kind': 786,\n",
              " 'shameful': 787,\n",
              " 'print': 788,\n",
              " 'run': 789,\n",
              " 'realized': 790,\n",
              " 'upon': 791,\n",
              " 'wooded': 792,\n",
              " 'human': 793,\n",
              " 'deeply': 794,\n",
              " 'trapped': 795,\n",
              " 'callous': 796,\n",
              " 'slaughter': 797,\n",
              " 'reiterated': 798,\n",
              " 'crumb': 799,\n",
              " 'pass': 800,\n",
              " 'camp': 801,\n",
              " 'fetch': 802,\n",
              " 'such': 803,\n",
              " 'reappearance': 804,\n",
              " 'negroes': 805,\n",
              " 'several': 806,\n",
              " 'roving': 807,\n",
              " 'irresolute': 808,\n",
              " 'reddened': 809,\n",
              " 'whom': 810,\n",
              " 'sober': 811,\n",
              " 'garrison': 812,\n",
              " 'miry': 813,\n",
              " 'enow': 814,\n",
              " 'fingering': 815,\n",
              " 'seconds': 816,\n",
              " 'itching': 817,\n",
              " 'land': 818,\n",
              " 'masts': 819,\n",
              " 'himself': 820,\n",
              " 'affair': 821,\n",
              " 'nip': 822,\n",
              " 'wall': 823,\n",
              " 'nearest': 824,\n",
              " 'trust': 825,\n",
              " 'steep': 826,\n",
              " 'disaster': 827,\n",
              " 'breasted': 828,\n",
              " 'released': 829,\n",
              " 'indies': 830,\n",
              " 'hi': 831,\n",
              " 'slep': 832,\n",
              " 'jump': 833,\n",
              " 'act': 834,\n",
              " 'dares': 835,\n",
              " 't.': 836,\n",
              " 'chin': 837,\n",
              " 'hanged': 838,\n",
              " 'supplication': 839,\n",
              " 'expressions': 840,\n",
              " 'knuckles': 841,\n",
              " 'rear': 842,\n",
              " 'singly': 843,\n",
              " 'unaffected': 844,\n",
              " 'overdrawn': 845,\n",
              " 'against': 846,\n",
              " 'tearing': 847,\n",
              " 'berthed': 848,\n",
              " 'beaches': 849,\n",
              " 'impressed': 850,\n",
              " 'admiral': 851,\n",
              " \"o'brien\": 852,\n",
              " 'which': 853,\n",
              " 'peak': 854,\n",
              " 'author': 855,\n",
              " 'happy': 856,\n",
              " 'propose': 857,\n",
              " 'fancies': 858,\n",
              " 'hull': 859,\n",
              " 'title': 860,\n",
              " 'tack': 861,\n",
              " 'fowls': 862,\n",
              " 'deformed': 863,\n",
              " 'grizzled': 864,\n",
              " 'oaks': 865,\n",
              " 'sonny': 866,\n",
              " 'garding': 867,\n",
              " 'loosened': 868,\n",
              " 'exhausted': 869,\n",
              " 'mantle': 870,\n",
              " 'reaching': 871,\n",
              " 'felled': 872,\n",
              " 'discomfort': 873,\n",
              " 'rigs': 874,\n",
              " 'confidant': 875,\n",
              " 'please': 876,\n",
              " 'lie': 877,\n",
              " 'torture': 878,\n",
              " 'hornet': 879,\n",
              " 'white': 880,\n",
              " 'blank': 881,\n",
              " 'wrath': 882,\n",
              " 'coolly': 883,\n",
              " 'tempered': 884,\n",
              " 'rather': 885,\n",
              " 'evenings': 886,\n",
              " 'spider': 887,\n",
              " 'smoky': 888,\n",
              " 'peered': 889,\n",
              " 'exploring': 890,\n",
              " 'times': 891,\n",
              " 'across': 892,\n",
              " 'cheeriest': 893,\n",
              " 'evidently': 894,\n",
              " 'slowly': 895,\n",
              " 'jim\" stopping': 896,\n",
              " 'manner': 897,\n",
              " 'thirteen': 898,\n",
              " 'presumably': 899,\n",
              " 'extravagance': 900,\n",
              " 'gilt': 901,\n",
              " 'came': 902,\n",
              " 'doubtful': 903,\n",
              " 'egg': 904,\n",
              " 'arrant': 905,\n",
              " 'scarf': 906,\n",
              " 'anyway': 907,\n",
              " 'gammon': 908,\n",
              " 'she': 909,\n",
              " 'prospect': 910,\n",
              " 'pay': 911,\n",
              " 'blind': 912,\n",
              " 'foliage': 913,\n",
              " 'supercargo': 914,\n",
              " 'powers': 915,\n",
              " 'staked': 916,\n",
              " 'landing': 917,\n",
              " 'shove': 918,\n",
              " 'spluttering': 919,\n",
              " 'acquaintance': 920,\n",
              " 'stayed': 921,\n",
              " 'coarsely': 922,\n",
              " 'wasteful': 923,\n",
              " 'unmanly': 924,\n",
              " 'spot': 925,\n",
              " 'bullying': 926,\n",
              " 'owner': 927,\n",
              " 'lashed': 928,\n",
              " 'showed': 929,\n",
              " 'feverish': 930,\n",
              " 'later': 931,\n",
              " 'unkind': 932,\n",
              " 'entries': 933,\n",
              " 'conduct': 934,\n",
              " 'tie': 935,\n",
              " 'docks': 936,\n",
              " 'tide': 937,\n",
              " 'overlooked': 938,\n",
              " 'moan': 939,\n",
              " 'ironical': 940,\n",
              " 'tone': 941,\n",
              " 'boats': 942,\n",
              " 'fifteen': 943,\n",
              " 'overhear': 944,\n",
              " 'forefinger': 945,\n",
              " 'brisker': 946,\n",
              " 'indicating': 947,\n",
              " 'abeam': 948,\n",
              " 'fruits': 949,\n",
              " 'gates': 950,\n",
              " 'rotting': 951,\n",
              " 'furious': 952,\n",
              " 'branches': 953,\n",
              " 'sledge': 954,\n",
              " 'lodger': 955,\n",
              " 'bled': 956,\n",
              " 'comes': 957,\n",
              " 'scores': 958,\n",
              " 'clean': 959,\n",
              " 'brave': 960,\n",
              " 'underwood': 961,\n",
              " 'handle': 962,\n",
              " 'proposal': 963,\n",
              " 'probation': 964,\n",
              " 'deny': 965,\n",
              " 'hour': 966,\n",
              " 'gave': 967,\n",
              " 'characters': 968,\n",
              " 'top': 969,\n",
              " 'rounds': 970,\n",
              " 'rate': 971,\n",
              " 'stared': 972,\n",
              " 'working': 973,\n",
              " 'oldest': 974,\n",
              " 'gum': 975,\n",
              " 'coughing': 976,\n",
              " 'serious': 977,\n",
              " 'sigh': 978,\n",
              " 'imaginable': 979,\n",
              " 'supervisor': 980,\n",
              " 'rivers': 981,\n",
              " 'pitched': 982,\n",
              " 'oftenest': 983,\n",
              " 'valleys': 984,\n",
              " 'spars': 985,\n",
              " 'bodily': 986,\n",
              " 'tethered': 987,\n",
              " 'laborious': 988,\n",
              " 'series': 989,\n",
              " 'aim': 990,\n",
              " 'spare': 991,\n",
              " 'forelock': 992,\n",
              " 'serving': 993,\n",
              " 'sailorly': 994,\n",
              " 'dainty': 995,\n",
              " 'disgust': 996,\n",
              " 'cheated': 997,\n",
              " 'ashes': 998,\n",
              " 'repaired': 999,\n",
              " ...}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oW1oJPVzHvz4",
        "outputId": "3422e25e-9d86-44b5-aa2b-d6854f537a15"
      },
      "source": [
        "idx2word"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{0: '',\n",
              " 1: 'glisten',\n",
              " 2: 'violence',\n",
              " 3: 'bustling',\n",
              " 4: 'carts',\n",
              " 5: 'surprised',\n",
              " 6: 'feeling',\n",
              " 7: 'babby',\n",
              " 8: 'thrusting',\n",
              " 9: 'naked',\n",
              " 10: 'pillow',\n",
              " 11: 'attracted',\n",
              " 12: 'refused',\n",
              " 13: 'grinding',\n",
              " 14: 'loophole',\n",
              " 15: 'initial',\n",
              " 16: 'woke',\n",
              " 17: 'ones',\n",
              " 18: 'bird',\n",
              " 19: 'forefoot',\n",
              " 20: 'third',\n",
              " 21: 'flint',\n",
              " 22: 'calling',\n",
              " 23: 'slights',\n",
              " 24: 'clouds',\n",
              " 25: 'row',\n",
              " 26: 'suspicions',\n",
              " 27: 'submit',\n",
              " 28: 'plan',\n",
              " 29: 'cheerful',\n",
              " 30: 'sails',\n",
              " 31: 'seas',\n",
              " 32: 'continuously',\n",
              " 33: 'push',\n",
              " 34: 'whisper \"i\\'m',\n",
              " 35: ',',\n",
              " 36: 'slip',\n",
              " 37: 'housekeeper',\n",
              " 38: 'equals',\n",
              " 39: 'warded',\n",
              " 40: 'beats',\n",
              " 41: 'starved',\n",
              " 42: 'hostage',\n",
              " 43: 'gently',\n",
              " 44: 'meddling',\n",
              " 45: 'and',\n",
              " 46: 'hilt',\n",
              " 47: 'capstan',\n",
              " 48: 'cutwater',\n",
              " 49: 'stones',\n",
              " 50: 'reader',\n",
              " 51: 'perked',\n",
              " 52: 'uppermost',\n",
              " 53: 'flight',\n",
              " 54: 'aroused',\n",
              " 55: 'sir\" laying',\n",
              " 56: 'cocks',\n",
              " 57: 'pen',\n",
              " 58: 'mountings',\n",
              " 59: 'companion',\n",
              " 60: 'frayed',\n",
              " 61: 'flowery',\n",
              " 62: 'smell',\n",
              " 63: 'priming',\n",
              " 64: 'hot',\n",
              " 65: 'avast',\n",
              " 66: 'wisp',\n",
              " 67: 'instant',\n",
              " 68: 'throat',\n",
              " 69: 'steeped',\n",
              " 70: 'weevil',\n",
              " 71: 'hunt',\n",
              " 72: 'delightful',\n",
              " 73: 'recognized',\n",
              " 74: 'farther',\n",
              " 75: 'scale',\n",
              " 76: 'fiddle',\n",
              " 77: 'slaved',\n",
              " 78: 'game',\n",
              " 79: 'faithful',\n",
              " 80: 'runs',\n",
              " 81: 'pretext',\n",
              " 82: 'unearthed',\n",
              " 83: 'increased',\n",
              " 84: 'grated',\n",
              " 85: 'am',\n",
              " 86: 'roughly',\n",
              " 87: 'extra',\n",
              " 88: 'tied',\n",
              " 89: 'competent',\n",
              " 90: 'dumb',\n",
              " 91: 'profit',\n",
              " 92: 'solemnity',\n",
              " 93: 'tipped',\n",
              " 94: 'screaming',\n",
              " 95: 'itt',\n",
              " 96: 'neatly',\n",
              " 97: 'ally',\n",
              " 98: 'outlandish',\n",
              " 99: 'steering',\n",
              " 100: 'stockade',\n",
              " 101: 'lugger',\n",
              " 102: 'space',\n",
              " 103: 'spit',\n",
              " 104: 'foggy',\n",
              " 105: 'before',\n",
              " 106: 'cheer',\n",
              " 107: 'prayers',\n",
              " 108: 'buccaneering',\n",
              " 109: 'waters',\n",
              " 110: 'complete',\n",
              " 111: 'thanky',\n",
              " 112: 'congregated',\n",
              " 113: 'skimming',\n",
              " 114: 'tan',\n",
              " 115: 'papers',\n",
              " 116: 'recall',\n",
              " 117: 'proper',\n",
              " 118: 'laughter',\n",
              " 119: 'tumbling',\n",
              " 120: 'toughest',\n",
              " 121: 'man',\n",
              " 122: 'wanting',\n",
              " 123: 'dense',\n",
              " 124: 'boarders',\n",
              " 125: 'giant',\n",
              " 126: 'along',\n",
              " 127: 'pirates',\n",
              " 128: 'aroma',\n",
              " 129: 'brace',\n",
              " 130: 'least',\n",
              " 131: 'parts',\n",
              " 132: 'cleaning',\n",
              " 133: 'sent',\n",
              " 134: 'task',\n",
              " 135: 'details',\n",
              " 136: 'slipping',\n",
              " 137: 'dusk',\n",
              " 138: 'instinctively',\n",
              " 139: 'adding',\n",
              " 140: 'fluttering',\n",
              " 141: 'branded',\n",
              " 142: 'got',\n",
              " 143: 'root',\n",
              " 144: 'readiness',\n",
              " 145: 'lookout',\n",
              " 146: 'themselves',\n",
              " 147: 'incomprehensible',\n",
              " 148: 'penny',\n",
              " 149: 'bonfire',\n",
              " 150: 'strange',\n",
              " 151: 'salted',\n",
              " 152: 'flashing',\n",
              " 153: 'cannonade',\n",
              " 154: 'bulk',\n",
              " 155: 'hoisted',\n",
              " 156: 'nips',\n",
              " 157: 'handsome',\n",
              " 158: 'suppose',\n",
              " 159: 'minded',\n",
              " 160: 'rustle',\n",
              " 161: 'more',\n",
              " 162: 'song',\n",
              " 163: 'pestiferous',\n",
              " 164: 'obeying',\n",
              " 165: 'downwards',\n",
              " 166: 'recommendation',\n",
              " 167: 'restrained',\n",
              " 168: 'advancing',\n",
              " 169: 'instruction',\n",
              " 170: 'whiskers',\n",
              " 171: 'allies',\n",
              " 172: 'pattern',\n",
              " 173: 'willingly',\n",
              " 174: 'voyages',\n",
              " 175: 'snake',\n",
              " 176: 'neatness',\n",
              " 177: 'inspiration',\n",
              " 178: 'dived',\n",
              " 179: 'alarmed',\n",
              " 180: 'curtained',\n",
              " 181: 'chicken',\n",
              " 182: 'standing',\n",
              " 183: 'infallibly',\n",
              " 184: 'telling',\n",
              " 185: 'foolery',\n",
              " 186: 'volubly',\n",
              " 187: 'public',\n",
              " 188: 'tumbled',\n",
              " 189: 'plate',\n",
              " 190: 'hinder',\n",
              " 191: 'packet',\n",
              " 192: 'interval',\n",
              " 193: 'unhappy',\n",
              " 194: 'suffered',\n",
              " 195: 'notion',\n",
              " 196: 'round',\n",
              " 197: 'enveloped',\n",
              " 198: 'dismount',\n",
              " 199: 'stunned',\n",
              " 200: 'sorted',\n",
              " 201: 'mean',\n",
              " 202: 'officers',\n",
              " 203: 'there? first',\n",
              " 204: 'unweariedly',\n",
              " 205: 'hopping',\n",
              " 206: 'patient',\n",
              " 207: 'emphasis',\n",
              " 208: 'security',\n",
              " 209: 'raged',\n",
              " 210: 'houses',\n",
              " 211: 'motioned',\n",
              " 212: \"o'clock\",\n",
              " 213: 'notions',\n",
              " 214: 'threshold',\n",
              " 215: 'boast',\n",
              " 216: 'how',\n",
              " 217: 'gradually',\n",
              " 218: 'calf',\n",
              " 219: 'impatiently',\n",
              " 220: 'want',\n",
              " 221: 'drain',\n",
              " 222: 'kicking',\n",
              " 223: \"hain't\",\n",
              " 224: 'ignorant',\n",
              " 225: 'preservation',\n",
              " 226: 'chieftain',\n",
              " 227: 'desperate',\n",
              " 228: 'carrying',\n",
              " 229: 'admirably',\n",
              " 230: 'clothing',\n",
              " 231: 'striding',\n",
              " 232: 'pointing',\n",
              " 233: 'cetemery\" cemetery',\n",
              " 234: 'paces',\n",
              " 235: 'grudgingly',\n",
              " 236: 'damping',\n",
              " 237: 'wedge',\n",
              " 238: 'strolled',\n",
              " 239: 'explosion',\n",
              " 240: 'active',\n",
              " 241: 'tat',\n",
              " 242: 'haul',\n",
              " 243: 'style',\n",
              " 244: 'done',\n",
              " 245: 'accomplices',\n",
              " 246: 'slap',\n",
              " 247: 'deeds',\n",
              " 248: 'deplore',\n",
              " 249: 'existed',\n",
              " 250: 'upward',\n",
              " 251: \"them'll\",\n",
              " 252: 'support',\n",
              " 253: 'give',\n",
              " 254: 'colour',\n",
              " 255: 'calculate',\n",
              " 256: 'biscuit',\n",
              " 257: 'aiming',\n",
              " 258: 'fall',\n",
              " 259: 'add',\n",
              " 260: 'recommenced',\n",
              " 261: 'eyes',\n",
              " 262: 'dangerous',\n",
              " 263: 'stumps',\n",
              " 264: 'related',\n",
              " 265: 'obvious',\n",
              " 266: 'awkward',\n",
              " 267: 'livelier',\n",
              " 268: 'louises',\n",
              " 269: 'noiseless',\n",
              " 270: 'destination',\n",
              " 271: 'tortugas',\n",
              " 272: 'cords',\n",
              " 273: 'enclosing',\n",
              " 274: 'guest',\n",
              " 275: 'owned',\n",
              " 276: 'tavern',\n",
              " 277: 'mrs',\n",
              " 278: 'halloaing',\n",
              " 279: 'district',\n",
              " 280: 'heavier',\n",
              " 281: 'whose',\n",
              " 282: 'contrary',\n",
              " 283: 'clever',\n",
              " 284: 'picking',\n",
              " 285: 'musketeers',\n",
              " 286: 'miss',\n",
              " 287: 'heading',\n",
              " 288: 'trusts',\n",
              " 289: 'flattering',\n",
              " 290: 'hardly',\n",
              " 291: 'riders',\n",
              " 292: 'troubles',\n",
              " 293: 'feet',\n",
              " 294: 'natures',\n",
              " 295: 'schooners',\n",
              " 296: 'pale',\n",
              " 297: 'stiffly',\n",
              " 298: 'boozy',\n",
              " 299: 'vally',\n",
              " 300: 'myself',\n",
              " 301: 'gasped',\n",
              " 302: 'sweeter',\n",
              " 303: 'fortune',\n",
              " 304: 'drunkenness',\n",
              " 305: 'vicious',\n",
              " 306: 'trembled',\n",
              " 307: 'blamed',\n",
              " 308: 'lap',\n",
              " 309: 'paddling',\n",
              " 310: 'chosen',\n",
              " 311: 'creeping',\n",
              " 312: 'count',\n",
              " 313: 'pikes',\n",
              " 314: 'mellow',\n",
              " 315: 'bestowed',\n",
              " 316: 'rest',\n",
              " 317: 'captaing',\n",
              " 318: 'snatch',\n",
              " 319: 'fired',\n",
              " 320: 'jaw',\n",
              " 321: 'flighty',\n",
              " 322: 'sixth',\n",
              " 323: 'madman',\n",
              " 324: 'powerful',\n",
              " 325: 'understand',\n",
              " 326: 'four',\n",
              " 327: 'wondered',\n",
              " 328: 'weakened',\n",
              " 329: 'unwearying',\n",
              " 330: 'wig',\n",
              " 331: 'tripping',\n",
              " 332: 'written',\n",
              " 333: 'oaths',\n",
              " 334: 'readily',\n",
              " 335: 'safety',\n",
              " 336: 'thwart',\n",
              " 337: 'court',\n",
              " 338: 'grievances',\n",
              " 339: 'ambiguity',\n",
              " 340: 'possessed',\n",
              " 341: 'tiff',\n",
              " 342: 'trod',\n",
              " 343: 'hedges',\n",
              " 344: 'throwing',\n",
              " 345: 'deal',\n",
              " 346: 'rooms',\n",
              " 347: 'glossy',\n",
              " 348: 'meet',\n",
              " 349: 'sovereign',\n",
              " 350: 'expression',\n",
              " 351: 'silver',\n",
              " 352: 'date',\n",
              " 353: 'raggedness',\n",
              " 354: 'frame',\n",
              " 355: 'buttons',\n",
              " 356: 'navigate',\n",
              " 357: 'tall',\n",
              " 358: 'awaking',\n",
              " 359: 'saints',\n",
              " 360: 'fastenings',\n",
              " 361: 'excused',\n",
              " 362: 'propped',\n",
              " 363: 'hauled',\n",
              " 364: 'chaplain',\n",
              " 365: 'while',\n",
              " 366: \"tain't\",\n",
              " 367: 'oilskin',\n",
              " 368: 'brightness',\n",
              " 369: 'led',\n",
              " 370: 'skiff',\n",
              " 371: 'salts',\n",
              " 372: 'slyness',\n",
              " 373: 'guests',\n",
              " 374: \"'em\",\n",
              " 375: 'child',\n",
              " 376: 'apparition',\n",
              " 377: 'obey',\n",
              " 378: 'steered',\n",
              " 379: 'paid',\n",
              " 380: 'offering',\n",
              " 381: 'ahead',\n",
              " 382: 'danger',\n",
              " 383: 'fears',\n",
              " 384: 'pitch',\n",
              " 385: 'brand',\n",
              " 386: 'tended',\n",
              " 387: 'fort',\n",
              " 388: 'hundreds',\n",
              " 389: 'person',\n",
              " 390: 'stop',\n",
              " 391: 'justified',\n",
              " 392: 'smoking',\n",
              " 393: 'refrain',\n",
              " 394: 'cross',\n",
              " 395: 'cowards',\n",
              " 396: 'legs',\n",
              " 397: 'summits',\n",
              " 398: 'sizes',\n",
              " 399: 'blow',\n",
              " 400: 'moneys',\n",
              " 401: 'hunters',\n",
              " 402: 'feints',\n",
              " 403: 'party',\n",
              " 404: 'bowls',\n",
              " 405: 'newcomers',\n",
              " 406: 'fact',\n",
              " 407: 'mizzenmast',\n",
              " 408: 'ahoy',\n",
              " 409: 'wood',\n",
              " 410: 'stairs',\n",
              " 411: 'thread',\n",
              " 412: 'point',\n",
              " 413: 'leap',\n",
              " 414: 'timber',\n",
              " 415: 'presumed',\n",
              " 416: 'intended',\n",
              " 417: 'struggle',\n",
              " 418: 'jibs',\n",
              " 419: 'ruffians',\n",
              " 420: 'english',\n",
              " 421: 'drowned',\n",
              " 422: 'sailed',\n",
              " 423: 'work',\n",
              " 424: 'hound',\n",
              " 425: 'readings',\n",
              " 426: 'muskets',\n",
              " 427: 'never',\n",
              " 428: 'buoyant',\n",
              " 429: 'curse',\n",
              " 430: 'prolonged',\n",
              " 431: 'ox',\n",
              " 432: 'capture',\n",
              " 433: 'forty',\n",
              " 434: 'dogs',\n",
              " 435: 'pluckily',\n",
              " 436: 's.s.w',\n",
              " 437: 'ours',\n",
              " 438: 'fatigue',\n",
              " 439: 'other',\n",
              " 440: 'rudder',\n",
              " 441: 'cutlass',\n",
              " 442: 'stars',\n",
              " 443: 'swish',\n",
              " 444: 'surf',\n",
              " 445: 'helped',\n",
              " 446: 'smartly',\n",
              " 447: 'hawkins',\n",
              " 448: 'perilous',\n",
              " 449: 'lowered',\n",
              " 450: 'sidling',\n",
              " 451: 'there',\n",
              " 452: 'wherever',\n",
              " 453: 'bars',\n",
              " 454: 'hunting',\n",
              " 455: 'b',\n",
              " 456: 'commentary',\n",
              " 457: 'contemptuously',\n",
              " 458: 'snuff',\n",
              " 459: 'predicted',\n",
              " 460: 'ourselves',\n",
              " 461: 'accidental',\n",
              " 462: 'lapping',\n",
              " 463: 'fleet',\n",
              " 464: 'bones',\n",
              " 465: 'mutineers',\n",
              " 466: 'yards',\n",
              " 467: 'request',\n",
              " 468: 'heartedly',\n",
              " 469: 'seaman',\n",
              " 470: 'haste',\n",
              " 471: 'law',\n",
              " 472: 'sheeted',\n",
              " 473: 'disgrace',\n",
              " 474: 'variously',\n",
              " 475: 'stole',\n",
              " 476: 'custom',\n",
              " 477: 'ricochet',\n",
              " 478: 'toss',\n",
              " 479: 'crack',\n",
              " 480: 'pursued',\n",
              " 481: 'discharging',\n",
              " 482: 'vividly',\n",
              " 483: 'promptly',\n",
              " 484: 'skipping',\n",
              " 485: 'starve',\n",
              " 486: 'missile',\n",
              " 487: 'see',\n",
              " 488: 'make',\n",
              " 489: 'water',\n",
              " 490: 'restored',\n",
              " 491: 'swarmed',\n",
              " 492: 'puncheon',\n",
              " 493: 'astonishment',\n",
              " 494: 'dutchman',\n",
              " 495: 'walrus',\n",
              " 496: \"n't\",\n",
              " 497: 'leads',\n",
              " 498: 'permission',\n",
              " 499: 'framework',\n",
              " 500: 'tired',\n",
              " 501: 'slopes',\n",
              " 502: 'poured',\n",
              " 503: 'once',\n",
              " 504: \"a'most\",\n",
              " 505: 'thousands',\n",
              " 506: 'ascend',\n",
              " 507: 'widest',\n",
              " 508: 'angles',\n",
              " 509: 'infernal',\n",
              " 510: 'really',\n",
              " 511: 'husband',\n",
              " 512: 'strangling',\n",
              " 513: 'flat',\n",
              " 514: 'footsteps',\n",
              " 515: 'jingle',\n",
              " 516: 'corner',\n",
              " 517: 'promotion',\n",
              " 518: 'twisted',\n",
              " 519: \"v'yages\",\n",
              " 520: 'behaviour',\n",
              " 521: 'achievements',\n",
              " 522: 'struggling',\n",
              " 523: 'dream',\n",
              " 524: 'deceived',\n",
              " 525: 'retrace',\n",
              " 526: 'possession',\n",
              " 527: 'smack',\n",
              " 528: 'ferns',\n",
              " 529: 'familiar',\n",
              " 530: 'adrift',\n",
              " 531: 'ale',\n",
              " 532: 'pigtail',\n",
              " 533: 'oysters',\n",
              " 534: 'fuel',\n",
              " 535: 'messenger',\n",
              " 536: 'admire',\n",
              " 537: 'dismounted',\n",
              " 538: 'tin',\n",
              " 539: 'dive',\n",
              " 540: 'wickedness',\n",
              " 541: 'nobody',\n",
              " 542: 'burly',\n",
              " 543: 'exposed',\n",
              " 544: 'ships',\n",
              " 545: 'impulsion',\n",
              " 546: 'trimmed',\n",
              " 547: 'flung',\n",
              " 548: 'glared',\n",
              " 549: 'plenty',\n",
              " 550: 'em',\n",
              " 551: 'inmates',\n",
              " 552: 'accurate',\n",
              " 553: 'tore',\n",
              " 554: 'lubbers',\n",
              " 555: 'horribly',\n",
              " 556: 'comin',\n",
              " 557: 'tarry',\n",
              " 558: 'put',\n",
              " 559: 'fishier',\n",
              " 560: 'pang',\n",
              " 561: 'calls',\n",
              " 562: 'sperrits',\n",
              " 563: 'older',\n",
              " 564: 'leaped',\n",
              " 565: 'courage',\n",
              " 566: 'married',\n",
              " 567: 'tightly',\n",
              " 568: 'shaking',\n",
              " 569: 'livery',\n",
              " 570: 'cooking',\n",
              " 571: 'council',\n",
              " 572: 'back',\n",
              " 573: 'everywhere',\n",
              " 574: 'afoot',\n",
              " 575: 'inside',\n",
              " 576: 'salute',\n",
              " 577: 'finger',\n",
              " 578: 'touch',\n",
              " 579: 'sweetly',\n",
              " 580: 'trigger',\n",
              " 581: 'injuries',\n",
              " 582: 'mark',\n",
              " 583: 'apparently',\n",
              " 584: 'disposed',\n",
              " 585: 'adventure',\n",
              " 586: 'lingered',\n",
              " 587: 'flying',\n",
              " 588: 'upstream',\n",
              " 589: 'trundled',\n",
              " 590: 'respected',\n",
              " 591: 'station',\n",
              " 592: 'twitch',\n",
              " 593: 'died',\n",
              " 594: 'entire',\n",
              " 595: 'necessary',\n",
              " 596: 'emptied',\n",
              " 597: 'haired',\n",
              " 598: 'heat',\n",
              " 599: 'thimble',\n",
              " 600: 'yard',\n",
              " 601: 'whole',\n",
              " 602: 'girt',\n",
              " 603: 'sleeping',\n",
              " 604: 'goa',\n",
              " 605: 'cries',\n",
              " 606: 'appeal',\n",
              " 607: 'him',\n",
              " 608: 'horses',\n",
              " 609: 'piled',\n",
              " 610: 'sum',\n",
              " 611: 'marrow',\n",
              " 612: 'cutlasses',\n",
              " 613: 'sickness',\n",
              " 614: 'rogue',\n",
              " 615: 'he',\n",
              " 616: 'group',\n",
              " 617: 'mattress',\n",
              " 618: 'bored',\n",
              " 619: 'cover',\n",
              " 620: 'attack',\n",
              " 621: 'folded',\n",
              " 622: 'country',\n",
              " 623: 'running',\n",
              " 624: 'regain',\n",
              " 625: 'forget',\n",
              " 626: 'objections',\n",
              " 627: 'wines',\n",
              " 628: 'hope\" raising',\n",
              " 629: 'failed',\n",
              " 630: 'merest',\n",
              " 631: 'resign',\n",
              " 632: 'wildly',\n",
              " 633: 'crossing',\n",
              " 634: 'whiff',\n",
              " 635: 'concealed',\n",
              " 636: 'resumed',\n",
              " 637: 'lives',\n",
              " 638: 'medicines',\n",
              " 639: 'buried',\n",
              " 640: 'breakers',\n",
              " 641: 'produce',\n",
              " 642: 'look',\n",
              " 643: 'luff',\n",
              " 644: 'niggardly',\n",
              " 645: 'preserve',\n",
              " 646: 'boarder',\n",
              " 647: 'disappeared',\n",
              " 648: 'sketched',\n",
              " 649: 'managed',\n",
              " 650: 'else',\n",
              " 651: 'yourself',\n",
              " 652: 'saying',\n",
              " 653: 'half',\n",
              " 654: 'willingness',\n",
              " 655: 'terrified',\n",
              " 656: 'large',\n",
              " 657: 'fancy',\n",
              " 658: 'addition',\n",
              " 659: 'marlin',\n",
              " 660: 'friends',\n",
              " 661: 'horrors',\n",
              " 662: 'missiles',\n",
              " 663: 'doors',\n",
              " 664: 'needles',\n",
              " 665: 'unobserved',\n",
              " 666: 'hamlet',\n",
              " 667: 'howsomever',\n",
              " 668: 'cursing',\n",
              " 669: 'finish',\n",
              " 670: 'grope',\n",
              " 671: 'bearing',\n",
              " 672: 'pigtails',\n",
              " 673: 'mouse',\n",
              " 674: 'dozen',\n",
              " 675: 'occasional',\n",
              " 676: 'patch',\n",
              " 677: 'pained',\n",
              " 678: 'handsomer',\n",
              " 679: 'taking',\n",
              " 680: 'embassy',\n",
              " 681: 'countries',\n",
              " 682: 'clumsy',\n",
              " 683: 'bandoleer',\n",
              " 684: 'towns',\n",
              " 685: 'given',\n",
              " 686: 'broadside',\n",
              " 687: 'beetling',\n",
              " 688: 'trinkets',\n",
              " 689: 'faked',\n",
              " 690: 'parlour',\n",
              " 691: 'goal',\n",
              " 692: 'dedicated',\n",
              " 693: 'moment',\n",
              " 694: 'depposed',\n",
              " 695: 'perplexity',\n",
              " 696: 'idleness',\n",
              " 697: 'possibly',\n",
              " 698: 'wrestle',\n",
              " 699: 'civil',\n",
              " 700: 'gifts',\n",
              " 701: 'lively',\n",
              " 702: 'from',\n",
              " 703: 'lots',\n",
              " 704: 'peace',\n",
              " 705: 'concern',\n",
              " 706: 'tract',\n",
              " 707: 'curled',\n",
              " 708: 'saved',\n",
              " 709: 'talk',\n",
              " 710: 'quarters',\n",
              " 711: 'mostly',\n",
              " 712: 'gibbet',\n",
              " 713: 'mayhap',\n",
              " 714: 'interrupted',\n",
              " 715: 'whispered',\n",
              " 716: 'ready',\n",
              " 717: 'beating',\n",
              " 718: 'mighty',\n",
              " 719: 'born',\n",
              " 720: 'remarked',\n",
              " 721: 'minutes',\n",
              " 722: 'attacking',\n",
              " 723: 'worst',\n",
              " 724: 'bargains',\n",
              " 725: 'dried',\n",
              " 726: 'being',\n",
              " 727: 'staggered',\n",
              " 728: 'shirts',\n",
              " 729: 'needed',\n",
              " 730: 'liker',\n",
              " 731: 'contrived',\n",
              " 732: 'treading',\n",
              " 733: 'snakes',\n",
              " 734: 'during',\n",
              " 735: 'unruly',\n",
              " 736: 'provided',\n",
              " 737: 'unconquered',\n",
              " 738: 'usage',\n",
              " 739: 'colouring',\n",
              " 740: 'tree',\n",
              " 741: 'soundings',\n",
              " 742: 'leastways',\n",
              " 743: 'strokes',\n",
              " 744: \"m'graw\",\n",
              " 745: 'drinking',\n",
              " 746: 'knows',\n",
              " 747: 'advice',\n",
              " 748: 'carcass',\n",
              " 749: 'spirit',\n",
              " 750: 'pounds',\n",
              " 751: 'greeted',\n",
              " 752: 'watched',\n",
              " 753: 'passenger',\n",
              " 754: 'incensed',\n",
              " 755: 'precautions',\n",
              " 756: 'signboard',\n",
              " 757: 'steersman',\n",
              " 758: 'gigs',\n",
              " 759: 'vigour',\n",
              " 760: 'hills',\n",
              " 761: 'thankful',\n",
              " 762: 'finished',\n",
              " 763: \"partic'lar\",\n",
              " 764: 'sack',\n",
              " 765: 'that? and',\n",
              " 766: 'reply',\n",
              " 767: 'baccy',\n",
              " 768: 'steepen',\n",
              " 769: \"o'-war\",\n",
              " 770: 'indomitable',\n",
              " 771: 'goodish',\n",
              " 772: 'bottle',\n",
              " 773: 'supplied',\n",
              " 774: 'monsters',\n",
              " 775: 'hullo',\n",
              " 776: 'traitor',\n",
              " 777: 'befall',\n",
              " 778: 'groped',\n",
              " 779: 'droop',\n",
              " 780: 'blackness',\n",
              " 781: 'fifth',\n",
              " 782: 'avoided',\n",
              " 783: 'promise',\n",
              " 784: 'liberty',\n",
              " 785: 'time',\n",
              " 786: 'kind',\n",
              " 787: 'shameful',\n",
              " 788: 'print',\n",
              " 789: 'run',\n",
              " 790: 'realized',\n",
              " 791: 'upon',\n",
              " 792: 'wooded',\n",
              " 793: 'human',\n",
              " 794: 'deeply',\n",
              " 795: 'trapped',\n",
              " 796: 'callous',\n",
              " 797: 'slaughter',\n",
              " 798: 'reiterated',\n",
              " 799: 'crumb',\n",
              " 800: 'pass',\n",
              " 801: 'camp',\n",
              " 802: 'fetch',\n",
              " 803: 'such',\n",
              " 804: 'reappearance',\n",
              " 805: 'negroes',\n",
              " 806: 'several',\n",
              " 807: 'roving',\n",
              " 808: 'irresolute',\n",
              " 809: 'reddened',\n",
              " 810: 'whom',\n",
              " 811: 'sober',\n",
              " 812: 'garrison',\n",
              " 813: 'miry',\n",
              " 814: 'enow',\n",
              " 815: 'fingering',\n",
              " 816: 'seconds',\n",
              " 817: 'itching',\n",
              " 818: 'land',\n",
              " 819: 'masts',\n",
              " 820: 'himself',\n",
              " 821: 'affair',\n",
              " 822: 'nip',\n",
              " 823: 'wall',\n",
              " 824: 'nearest',\n",
              " 825: 'trust',\n",
              " 826: 'steep',\n",
              " 827: 'disaster',\n",
              " 828: 'breasted',\n",
              " 829: 'released',\n",
              " 830: 'indies',\n",
              " 831: 'hi',\n",
              " 832: 'slep',\n",
              " 833: 'jump',\n",
              " 834: 'act',\n",
              " 835: 'dares',\n",
              " 836: 't.',\n",
              " 837: 'chin',\n",
              " 838: 'hanged',\n",
              " 839: 'supplication',\n",
              " 840: 'expressions',\n",
              " 841: 'knuckles',\n",
              " 842: 'rear',\n",
              " 843: 'singly',\n",
              " 844: 'unaffected',\n",
              " 845: 'overdrawn',\n",
              " 846: 'against',\n",
              " 847: 'tearing',\n",
              " 848: 'berthed',\n",
              " 849: 'beaches',\n",
              " 850: 'impressed',\n",
              " 851: 'admiral',\n",
              " 852: \"o'brien\",\n",
              " 853: 'which',\n",
              " 854: 'peak',\n",
              " 855: 'author',\n",
              " 856: 'happy',\n",
              " 857: 'propose',\n",
              " 858: 'fancies',\n",
              " 859: 'hull',\n",
              " 860: 'title',\n",
              " 861: 'tack',\n",
              " 862: 'fowls',\n",
              " 863: 'deformed',\n",
              " 864: 'grizzled',\n",
              " 865: 'oaks',\n",
              " 866: 'sonny',\n",
              " 867: 'garding',\n",
              " 868: 'loosened',\n",
              " 869: 'exhausted',\n",
              " 870: 'mantle',\n",
              " 871: 'reaching',\n",
              " 872: 'felled',\n",
              " 873: 'discomfort',\n",
              " 874: 'rigs',\n",
              " 875: 'confidant',\n",
              " 876: 'please',\n",
              " 877: 'lie',\n",
              " 878: 'torture',\n",
              " 879: 'hornet',\n",
              " 880: 'white',\n",
              " 881: 'blank',\n",
              " 882: 'wrath',\n",
              " 883: 'coolly',\n",
              " 884: 'tempered',\n",
              " 885: 'rather',\n",
              " 886: 'evenings',\n",
              " 887: 'spider',\n",
              " 888: 'smoky',\n",
              " 889: 'peered',\n",
              " 890: 'exploring',\n",
              " 891: 'times',\n",
              " 892: 'across',\n",
              " 893: 'cheeriest',\n",
              " 894: 'evidently',\n",
              " 895: 'slowly',\n",
              " 896: 'jim\" stopping',\n",
              " 897: 'manner',\n",
              " 898: 'thirteen',\n",
              " 899: 'presumably',\n",
              " 900: 'extravagance',\n",
              " 901: 'gilt',\n",
              " 902: 'came',\n",
              " 903: 'doubtful',\n",
              " 904: 'egg',\n",
              " 905: 'arrant',\n",
              " 906: 'scarf',\n",
              " 907: 'anyway',\n",
              " 908: 'gammon',\n",
              " 909: 'she',\n",
              " 910: 'prospect',\n",
              " 911: 'pay',\n",
              " 912: 'blind',\n",
              " 913: 'foliage',\n",
              " 914: 'supercargo',\n",
              " 915: 'powers',\n",
              " 916: 'staked',\n",
              " 917: 'landing',\n",
              " 918: 'shove',\n",
              " 919: 'spluttering',\n",
              " 920: 'acquaintance',\n",
              " 921: 'stayed',\n",
              " 922: 'coarsely',\n",
              " 923: 'wasteful',\n",
              " 924: 'unmanly',\n",
              " 925: 'spot',\n",
              " 926: 'bullying',\n",
              " 927: 'owner',\n",
              " 928: 'lashed',\n",
              " 929: 'showed',\n",
              " 930: 'feverish',\n",
              " 931: 'later',\n",
              " 932: 'unkind',\n",
              " 933: 'entries',\n",
              " 934: 'conduct',\n",
              " 935: 'tie',\n",
              " 936: 'docks',\n",
              " 937: 'tide',\n",
              " 938: 'overlooked',\n",
              " 939: 'moan',\n",
              " 940: 'ironical',\n",
              " 941: 'tone',\n",
              " 942: 'boats',\n",
              " 943: 'fifteen',\n",
              " 944: 'overhear',\n",
              " 945: 'forefinger',\n",
              " 946: 'brisker',\n",
              " 947: 'indicating',\n",
              " 948: 'abeam',\n",
              " 949: 'fruits',\n",
              " 950: 'gates',\n",
              " 951: 'rotting',\n",
              " 952: 'furious',\n",
              " 953: 'branches',\n",
              " 954: 'sledge',\n",
              " 955: 'lodger',\n",
              " 956: 'bled',\n",
              " 957: 'comes',\n",
              " 958: 'scores',\n",
              " 959: 'clean',\n",
              " 960: 'brave',\n",
              " 961: 'underwood',\n",
              " 962: 'handle',\n",
              " 963: 'proposal',\n",
              " 964: 'probation',\n",
              " 965: 'deny',\n",
              " 966: 'hour',\n",
              " 967: 'gave',\n",
              " 968: 'characters',\n",
              " 969: 'top',\n",
              " 970: 'rounds',\n",
              " 971: 'rate',\n",
              " 972: 'stared',\n",
              " 973: 'working',\n",
              " 974: 'oldest',\n",
              " 975: 'gum',\n",
              " 976: 'coughing',\n",
              " 977: 'serious',\n",
              " 978: 'sigh',\n",
              " 979: 'imaginable',\n",
              " 980: 'supervisor',\n",
              " 981: 'rivers',\n",
              " 982: 'pitched',\n",
              " 983: 'oftenest',\n",
              " 984: 'valleys',\n",
              " 985: 'spars',\n",
              " 986: 'bodily',\n",
              " 987: 'tethered',\n",
              " 988: 'laborious',\n",
              " 989: 'series',\n",
              " 990: 'aim',\n",
              " 991: 'spare',\n",
              " 992: 'forelock',\n",
              " 993: 'serving',\n",
              " 994: 'sailorly',\n",
              " 995: 'dainty',\n",
              " 996: 'disgust',\n",
              " 997: 'cheated',\n",
              " 998: 'ashes',\n",
              " 999: 'repaired',\n",
              " ...}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vuJW9WndIv5w"
      },
      "source": [
        "tokenized_text = [word2idx[word] for word in tokenized_text]"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SzOnB3EVFOf0",
        "outputId": "fcb07882-b19c-43b4-ea13-f1cc02c34723"
      },
      "source": [
        "tokenized_text"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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        "id": "RlC6PMGxHxb4",
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      },
      "source": [
        "# cut the text in semi-redundant sequences of maxlen words\n",
        "maxlen = 6\n",
        "step = 3\n",
        "sentences = []\n",
        "next_words = []\n",
        "for i in range(0, len(tokenized_text) - maxlen, step):\n",
        "    sentences.append(tokenized_text[i: i + maxlen])\n",
        "    next_words.append(tokenized_text[i + maxlen])\n",
        "print('nb sequences:', len(sentences))"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "nb sequences: 28500\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yO8QMKLuH4Fg",
        "outputId": "e29242bf-412f-4611-be86-340016eac6ba"
      },
      "source": [
        "sentences[0:5]"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[[5544, 2208, 0, 4669, 4042, 4730],\n",
              " [4669, 4042, 4730, 35, 2738, 4854],\n",
              " [35, 2738, 4854, 2462, 4208, 4924],\n",
              " [2462, 4208, 4924, 3275, 281, 5113],\n",
              " [3275, 281, 5113, 4679, 1382, 3830]]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2B2PcWQpIIOh",
        "outputId": "823faa8e-694c-4efc-b003-f0fb49cf4fa3"
      },
      "source": [
        "next_words[0:5]"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[35, 2462, 3275, 4679, 5638]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zWFbD8AnH7JQ",
        "outputId": "5083fa8b-48ad-45c7-edb1-3d1e6830cbb6"
      },
      "source": [
        "import numpy as np\n",
        "\n",
        "print('One hot Vectorization...')\n",
        "x = np.zeros((len(sentences), maxlen, len(vocab)), dtype=np.bool)\n",
        "y = np.zeros((len(sentences), len(vocab)), dtype=np.bool)\n",
        "for i, sentence in enumerate(sentences):\n",
        "  for t, word in enumerate(sentence):\n",
        "    x[i, t, word] = 1\n",
        "  y[i, next_words[i]] = 1"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "One hot Vectorization...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Iqk1nzrBIT24",
        "outputId": "884dc0d6-1f14-424f-e0c5-4d10fd7fbf9d"
      },
      "source": [
        "x.shape"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(28500, 6, 5904)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0jiGsZLYJFgX",
        "outputId": "76ca5646-6d18-464c-db3d-eb9d3ad7ec94"
      },
      "source": [
        "y.shape"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(28500, 5904)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H7g10VCAMMJR",
        "outputId": "ed668880-e1ec-4cb4-a74b-92e688c64658"
      },
      "source": [
        "# build the model: a single LSTM\n",
        "print('Build model...')\n",
        "model = Sequential()\n",
        "model.add(LSTM(128, input_shape=(maxlen, len(vocab)), return_sequences = True))\n",
        "model.add(LSTM(16, input_shape=(maxlen, len(vocab)), return_sequences = False))\n",
        "model.add(Dense(len(vocab), activation='softmax'))\n",
        "\n",
        "optimizer = RMSprop(lr=0.01)\n",
        "model.compile(loss='categorical_crossentropy', optimizer=optimizer)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Build model...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TBfcHq-oMTxY",
        "outputId": "da96fbca-c8fd-46c4-f00d-0e63bbde18b9"
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "lstm (LSTM)                  (None, 6, 128)            3088896   \n",
            "_________________________________________________________________\n",
            "lstm_1 (LSTM)                (None, 16)                9280      \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 5904)              100368    \n",
            "=================================================================\n",
            "Total params: 3,198,544\n",
            "Trainable params: 3,198,544\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ISmblMnzMWIJ"
      },
      "source": [
        "def on_epoch_end(epoch, _):\n",
        "    # Function invoked at end of each epoch. Prints generated text.\n",
        "    print(\"******************************************************\")\n",
        "    print('----- Generating text after Epoch: %d' % epoch)\n",
        "\n",
        "    start_index = random.randint(0, len(tokenized_text) - maxlen)\n",
        "    #generated = ''\n",
        "    sentence = tokenized_text[start_index: start_index + maxlen]\n",
        "    #generated += sentence\n",
        "    o = ' '.join([idx2word[idx] for idx in sentence])\n",
        "    print(f'----- Generating with seed: \"{o}\"')\n",
        "    #sys.stdout.write(generated)\n",
        "\n",
        "    for i in range(100):\n",
        "        x_pred = np.zeros((1, maxlen, len(vocab)))\n",
        "        for t, word in enumerate(sentence):\n",
        "            x_pred[0, t, word] = 1.\n",
        "            \n",
        "\n",
        "        preds = model.predict(x_pred, verbose=0)[0]\n",
        "        next_index = np.argmax(preds)\n",
        "        next_word = idx2word[next_index]\n",
        "\n",
        "        #generated += next_char\n",
        "        sentence = sentence[1:]\n",
        "        sentence.append(next_index)\n",
        "\n",
        "        sys.stdout.write(next_word)\n",
        "        sys.stdout.write(' ') \n",
        "        sys.stdout.flush()\n",
        "    print()"
      ],
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kK0iTbr5KIqW",
        "outputId": "478b08a2-0f66-4263-c3f8-1048bd078987"
      },
      "source": [
        "print_callback = LambdaCallback(on_epoch_end=on_epoch_end)\n",
        "model.fit(x, y, batch_size=128, epochs=60, callbacks=[print_callback])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/60\n",
            "223/223 [==============================] - 35s 11ms/step - loss: 6.5246\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 0\n",
            "----- Generating with seed: \"really believe his presence did us\"\n",
            ", the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , the , , \n",
            "Epoch 2/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 5.7166\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 1\n",
            "----- Generating with seed: \"end into a great library ,\"\n",
            " \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \" \n",
            "Epoch 3/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 5.3287\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 2\n",
            "----- Generating with seed: \"cried i , \" when do\"\n",
            ", \" said the captain , \" i was the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , \n",
            "Epoch 4/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 5.0895\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 3\n",
            "----- Generating with seed: \"swaggering , clumsy sea - walk\"\n",
            ", and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain , and the captain \n",
            "Epoch 5/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 4.8125\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 4\n",
            "----- Generating with seed: \"more , i would see you\"\n",
            ", \" said the captain . \" i was a a great a - house , and i was a a hispaniola had the same had the same had the hispaniola , the same had a great a had had the was a a house , and i was a a hispaniola had the same had the same had the hispaniola , the same had a great a had had the was a a house , and i was a a hispaniola had the same had the same had the hispaniola , the same had a great a had had \n",
            "Epoch 6/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 4.6234\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 5\n",
            "----- Generating with seed: \"he had found a longish fir\"\n",
            ", and a a hispaniola had been a a man of a a island , and the a a had had been a a a house , and i had been a little .  \" i 'll be a man . \"  \" i had been a little of the captain , and i had been a little .  \" i 'll be a man . \"  \" i had been a little of the captain , and i had been a little .  \" i 'll be a man . \"  \" i \n",
            "Epoch 7/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 4.4809\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 6\n",
            "----- Generating with seed: \"i 'm to choose , i\"\n",
            "was to a a had had been a a had was been a as i was , and the doctor 's a was , i 'll be \"  \" i 'll have you 're , \" said the captain . \" i was , \" said the captain . \" i was , \" said the captain . \" i was , \" said the captain . \" i was , \" said the captain . \" i was , \" said the captain . \" i was , \" said the captain . \" i was , \" \n",
            "Epoch 8/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 4.3202\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 7\n",
            "----- Generating with seed: \"the cook . \" george ,\"\n",
            "\" said the doctor . \" i was to be a own man and been a a house of a house and as i had been a own man and been a a house of a house and as i had been a own man and been a a house of a house and as i had been a own man and been a a house of a house and as i had been a own man and been a a house of a house and as i had been a own man and been a a house of a \n",
            "Epoch 9/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 4.0512\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 8\n",
            "----- Generating with seed: \"he told these stories shocked our\"\n",
            "little a house of a house and as and a little had had a little black  i could be house and as and a little had had a little black  i could be house and as and a little had had a little black  i could be house and as and a little had had a little black  i could be house and as and a little had had a little black  i could be house and as and a little had had a little black  i could be house and as and a \n",
            "Epoch 10/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 3.8499\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 9\n",
            "----- Generating with seed: \"about knee - deep , that\"\n",
            "'s not a still man . now , but i was not a little house in his head in his eyes 's in a head than a little house , and we could it was a little house and all the a still house , and we could a little house in his eyes in his head 's little in a head but he had been a a a house of  \" i 'll have , \" he said , \" i 'll not been \" and i could have not a little house from the hispaniola  i \n",
            "Epoch 11/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 3.7354\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 10\n",
            "----- Generating with seed: \"and distant island .  \"\"\n",
            "if you was , i 'll have to a been a man of a eyes .  \" if i do n't doctor 's mother , i could see in his eyes hand of his eyes in a sea - house , and i had been a as they had had been good on a been a place of a shoulder , a as they were on a man .  the doctor had not a little a near - that had had a a still of a island , as i was to that , i had not been \n",
            "Epoch 12/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 3.6022\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 11\n",
            "----- Generating with seed: \"try to crawl right across the\"\n",
            "sea of hand ; and they were on the captain .  \" you 'll be good 's man ; if you may be good 's me . \"  \" said the captain . \" this 's a good before that silver , i 'll see .  \" i 'll have not a man ; but i was not man on a hand ; and as a man , were good ' on the ship .  \" well , there 's a good a man .  \" is the captain ; \" 's your man . \n",
            "Epoch 13/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 3.4785\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 12\n",
            "----- Generating with seed: \".  \" he 's no\"\n",
            "to you ? \"  \" i 'll do , you 'll have not not - man ; all he was a man . \"  \" you 'll do , you 'll have not not - man ; all he was a man . \"  \" you 'll do , you 'll have not not - man ; all he was a man . \"  \" you 'll do , you 'll have not not - man ; all he was a man . \"  \" you 'll do , you 'll have not not - \n",
            "Epoch 14/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 3.3471\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 13\n",
            "----- Generating with seed: \"was no affair of mine ,\"\n",
            "for there had had to be this ' of the ship , if i could have not not a man ; but all he had a on a good ' that , i see , and they did not .  \" this 's a man would have your be on the man for a shoulder to have been a good before that have a squire  \" i 'll have not a good ' had that silver 's man ; but it was in a time that there was to be good and a here ; and they 's \n",
            "Epoch 15/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 3.3085\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 14\n",
            "----- Generating with seed: \"so densely stupid i could easily\"\n",
            "have my be as i could not have not a good before he had all the island , as that , and a here is . \"  and i could see , the as i had had a good on a own , i should , and i have not a on a good before he had all the island , as that , and a here is . \"  and i could see , the as i had had a good on a own , i should , and i have not a on a good before \n",
            "Epoch 16/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 3.1479\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 15\n",
            "----- Generating with seed: \"a wrong turn and ran a\"\n",
            "good of a these about the they 's very a place , and we were so not in in the island 's good .  i were before a little place , i were in a still still on his place of the old island , as was in as as the captain .  what you take it 's to your good 's a you , you 're a old do n't not an island , \" i said , \" i 'll be good on a old island , i could that they was a man . if \n",
            "Epoch 17/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 3.0384\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 16\n",
            "----- Generating with seed: \"the tiller , which sprang sharp\"\n",
            "with long which he was all in what long long were on his out and first his head in his old as they were on his old island .  we were made some long but from one side . in a own before , all out , i 'll take here in a a if that had had have an a \" i do n't here ? \" said the doctor .  \" well , \" said the doctor . \" i 'll be men on a good ship . and the first man was the first side \n",
            "Epoch 18/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.9701\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 17\n",
            "----- Generating with seed: \"the squire . \" this is\"\n",
            "a good squire , and i do n't like it ? \" cried the squire here , \" i doctor , \" i said , \" i 'll be right and \" what said the time , now of our sea . \" if here he he would have been flint 's ship ; but by a time and first of my old island , we could see the other that we were in a great boat of for he had a a place , but the stockade , sir . \"  \" by your on  \" said \n",
            "Epoch 19/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.8452\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 18\n",
            "----- Generating with seed: \"me . i looked up ;\"\n",
            "and if you 'll ship it 's a good they 's man  it , said you ; \" what you 'll do ! \"  the captain , there had only one or a had still a little little before the captain would be man for our little before i had not been a place , for all his were as they were so man , but we lay in our hands  but soon as i were would have had some good . i could have old good before that he had been long and as we were \n",
            "Epoch 20/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.8349\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 19\n",
            "----- Generating with seed: \"but in the meantime , and\"\n",
            "i could see so , he were on his good two were in a two side of the shoulder to these men had been here behind it , to not not be before the silver , i 'll have it a squire here , i would have been nothing time for for for for . it cried the doctor , but i 've all very black man here who may had put for them to no last ? i 'll see it long is . \"  \" well , \" said the captain . \" i 'll be right \n",
            "Epoch 21/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.6928\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 20\n",
            "----- Generating with seed: \"recover from his last blow .\"\n",
            " now the captain we must no own before one in that that they can get to see us at the little before we had seen a a place , and and the this he made found some about and any old men made him the sea ; but now we were the good in the all day he must have been if i 're to speak . \" i do n't say it 's you . \" i said n't you . \" cried you ; \" 're this here 's this here you 's see here 's here \n",
            "Epoch 22/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.6567\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 21\n",
            "----- Generating with seed: \"moment came the first news of\"\n",
            "our old boat . \" \" \" and i have \" this man and a voice side or a a good before a old get so on the eyes . there was a great too , \"  \" here here the as a time as a good , and all some one before they a man 's right ; and if they were by an long were in in his heart of his voice among the moment he were only some side before the this he had seen a great too , \"  \" here here the as \n",
            "Epoch 23/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.5636\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 22\n",
            "----- Generating with seed: \"long while in a stream ,\"\n",
            "as i 'll have not a dead ' like a ship , and they would be good in a own kept we we soon now we made water , that they had come a place in a great one of  the moment that we were first upon the first side of a here ; and all he was to see some before he had captain .  the first men had all his moment came to that .  the doctor who had had as a were as a little before he was  a as they dog , \n",
            "Epoch 24/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.5466\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 23\n",
            "----- Generating with seed: \", leaving at low tide a\"\n",
            "a day in moment he he had a right in his moment he were seen enough , the head from like that was not that it , there seemed after like a ship .  the ship after me , he must have all a all . if you say you ship that we do n't ? \"  \" take the first on the little were still no little a men came came like a moment in the treasure .  the look he had an little high , , so that at all here with you ? \" \n",
            "Epoch 25/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.4066\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 24\n",
            "----- Generating with seed: \", for i was determined to\"\n",
            "see me  i do n't like the ship . \"  three was enough at once there was an day before the our island had been on on the next day , the as they were were before in a moment .  so at the men had a a place of our about the cabin .  \" jim , \" said the squire here , you 'll have here here 's man . \" said old , \" 's eyes . \" he said , and the men kept water near on her on them he ; \n",
            "Epoch 26/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.3745\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 25\n",
            "----- Generating with seed: \".  gray , following close\"\n",
            "with me with our great one of the sea side in the money had put it on a dead its way , but \" said  \" i was on our squire here to a good good before the way he do .  now we cabin \" not this side . \" i ever be so right to same high with it ; sir her it would doctor here it ? jim , \" returned the doctor .  \" i 'll have it  \" if you would have been here ? if i 'll thought you see \n",
            "Epoch 27/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.2755\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 26\n",
            "----- Generating with seed: \"a dead man is dead for\"\n",
            "good thing of see . ah , now , but there 's these passed a dead here 's men almost up me in as that and too , and three man of doctor had all the low a body that then as john see do . \"  the captain , we began between already him . so it was to be the look ; and i were so not between in in a low next day and now this we made my mind to been good . it hands not , my old boat at the mind ; he \n",
            "Epoch 28/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.2426\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 27\n",
            "----- Generating with seed: \"gone to silver , given him\"\n",
            "at one some moment and soon out and rum after by the treasure had not for the \"  i began to much that they were much on a great kept side the black where with nothing 's look , i 've voice a a place that a better who had had had had too had the his got at these side , there was not an under \" he said and along the all his any trees came hand ; for then with good it , it 's not gone they know you rum in his ship .  \n",
            "Epoch 29/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.2061\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 28\n",
            "----- Generating with seed: \"me , i could bear without\"\n",
            "a good in a little day and look at the dead man . livesey ? \" cried the mother , we ship not so near the sea - one boat that to see it was , \" he cried . \" that was the voice the sea - house , and i 'll have a dead here . \"  when had a long time with a hand ; and i never only two  a good water on a ben low take what you are that if and let all us at last , not not not seen a \n",
            "Epoch 30/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.1487\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 29\n",
            "----- Generating with seed: \"not believe he had enough force\"\n",
            "left the them was not between it , and was the first corner was the first of . this were both of water .  the first already that was out the day and they came the a side enough , ran from the a under them 's have not a better would own would here there . \" said the captain . \" now , sir . \" are a little day of one she hands no down and then in one under he are the head at a too , and and too , if i were of \n",
            "Epoch 31/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.1365\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 30\n",
            "----- Generating with seed: \", she said , he had\"\n",
            "had high me to much had at once  she must have course a continued from a good in the schooner it he had seen a till one of what any time with a schooner , he own ! \" ' well , sir , \" says he , \" and well he , very good see in i go to the door . \" ah , but himself water why to our brought their better , on the next a very a place of the any any word it was no much to says .  \" what he \n",
            "Epoch 32/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.0875\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 31\n",
            "----- Generating with seed: \"speaking . \"  still no\"\n",
            "time his schooner , who was still places good . full under she had all a pretty already they go out no enough from an across , hand - right and they may got out of that that would point you ? \"  \" i 'll have boy i had seen a good in it 's know he cried . \" it 's what i thought i do n't no hands up ; you man 's good  the good kept under in the captain . the head had all them , but we should see to let a \n",
            "Epoch 33/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.0669\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 32\n",
            "----- Generating with seed: \"is plain also that i can\"\n",
            "same all ben gunn man here at one too much , and not set into some hand together with a heard to look to get , very black 're much look at an aboard you . \"  i was \"  \" why , \" said \" and \" says he . and me would a good time before i turned . the treasure thing i see  in a dead first .  \" why , well , \" said the captain . \" \"  \" \" said silver . \" they can get me off ashore \n",
            "Epoch 34/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.0235\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 33\n",
            "----- Generating with seed: \"ever anchored there since the island\"\n",
            "went : for you with an let place , that that it he had more to n't much stood hand ; by jim when in a tom open - cap'n ? \" cried the ship .  \" not all you ? \"  \" \"  \" this said a right man here while we can voice on a through \" he man as john your man me ? but you  till this you did why , there 's do , sir , and i do n't so much kept where we more all day and being in \n",
            "Epoch 35/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 2.0136\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 34\n",
            "----- Generating with seed: \"get on board i might return\"\n",
            ". to these side who were in that before the a day they made that look when my trees up .  the same more thing in my old ? i think , ! now , for \" said it . \" i 'll speak that here here when sure water , i ever just a pretty day for see he boy , cap'n with aboard , you 're with my doctor , you 's much a own man on him trelawney , i could be much nothing but my own , and as you says it , are i \n",
            "Epoch 36/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.9570\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 35\n",
            "----- Generating with seed: \"next morning , to be sure\"\n",
            "quite a mate but then he must doctor these very the look ; when it i were no time across the its a sail came men made out another while in the first time , and we began of our already in some quite money that flint they ship 's seemed its too but the treasure , if you are is he do n't ? \" cried captain his right him \" now hands ! \" said this here he was both side of hand had not a right in flint left has had saw a said side close at \n",
            "Epoch 37/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.9263\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 36\n",
            "----- Generating with seed: \"soul would consent to return with\"\n",
            "my night at half they were kept where we more  the more day and they made all my other that he should 've me as we were only the first side . \" to doctor . livesey he had first places , the struck help side of us at one who had came on some and was a great before with  i began to see my mother at it but all , we can better here man look here that i may 'll be good again and to do that 's next day and i began in the \n",
            "Epoch 38/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.9270\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 37\n",
            "----- Generating with seed: \"in england . if you wo\"\n",
            "not this old had a full side came at that black own her hawkins and a high in the look behind  silver out . \" he 'll put ? \" he i do that i 're an boy on again in the first night , by the treasure he had all the pew as i were so  the door came under in a says in . but there said a very three side side ; we both , it , , as in more and he were on his great close in the head with his through a \n",
            "Epoch 39/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.8988\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 38\n",
            "----- Generating with seed: \"were to take it , saving\"\n",
            "up , who did ben water n't water . what 's that he ever to get again up hand and under a were across the other in he had a sent on a next side of and good as across the hand fell stood in for what not once captain .  the first little saw myself myself half , , the doctor hands , and we could never over some side . in the men had had got his moment was under some \" and myself seemed , the captain side . in a word nothing but the rest \n",
            "Epoch 40/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.8204\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 39\n",
            "----- Generating with seed: \"the chest , \" he cried\"\n",
            ".  \" well , \" said the captain . \" \"  \" well , \" said the captain . \" \"  \" well , \" said the captain . \" \"  \" well , \" said the captain . \" \"  \" well , \" said the captain . \" \"  \" well , \" said the captain . \" \"  \" well , \" said the captain . \" \"  \" well , \" said the captain . \" \"  \" well , \" said the captain . \" \" \n",
            "Epoch 41/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.8167\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 40\n",
            "----- Generating with seed: \"was a bright enough little place\"\n",
            "of the other as the high . when not be george of it , you 're time 's struck , who turned on on the money 's captain , look at this about next man quite in the more made on the as been as old till the left side of one ; sure the doctor across the water and were still across he as  i could see to hold in already . , of you left  \" jim cried .  \" jim \" \"  \" three three time not done him the north in how \n",
            "Epoch 42/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.8016\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 41\n",
            "----- Generating with seed: \"the captain ; \" the chill\"\n",
            "is my gunn must see long and sir 's what what ever i had go stood water water to 's done . i put your right that was a hill and was once out of  the door kind of help across the neither was to dead believe its , i do no good done that , it he 's a good before one  , all took a captain on his get , his crutch that his man 's men - who kept side thing she but a shot  what any did they 'm to here 's done \n",
            "Epoch 43/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.7914\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 42\n",
            "----- Generating with seed: \"i do n't like them ,\"\n",
            "and i do up to ever the captain would places about him her great full side came in an shore could dead neither here were very enough side to right from the gentleman of the 's that fell his as were enough men over on . long two 's man ; but it was i had captain these some and they ever seen they below in the money 'em . silver you may told among the other good man in a second , i began to look was seemed in some full thing for again - thought will , a \n",
            "Epoch 44/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.7655\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 43\n",
            "----- Generating with seed: \", these words : \" bulk\"\n",
            "merry together away on board hawkins ! and both by his very hand on two and two when some half its time \" all ben old cried and you our good open got again . well , when we was the captain ; in the last things fell up and , soon out in last me had began to ever myself ; it see it he 's very their way , was great again , and as , as a six good , and were a every first first enough of his heart  we could get enough under i \n",
            "Epoch 45/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.7944\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 44\n",
            "----- Generating with seed: \"\" i asked , holding out\"\n",
            "the thus and that was they hold : get himself , back in what time of doctor , you should ! \" i cried , \" silver , and the four men left about soon two and towards a little made in the turn as fell ; by out . then , by last they john hawkins hawkins right right here and \" he began to here and here who stood as going to doctor , his had still much as stood nothing only every little first out and all with money , if i 'd have been to same \n",
            "Epoch 46/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.8298\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 45\n",
            "----- Generating with seed: \"'s what , and why you\"\n",
            "! this man all the i made so thunder as as not not as you replied for my did who may put much as a name nothing and all of the island , before that \" he were the high .  what between my island he 's dead  it 's gone and any been told with in our feet in a good surprise the little made i ever more , for you she had no little shot but once me in in his a high before with this open had had both side or before . then he \n",
            "Epoch 47/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.7924\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 46\n",
            "----- Generating with seed: \"of all countries and sizes \"\n",
            "and the given what was quite enough , there were be hands of \"  \" well , \" said the sea . \" \" silver do that a man , if you had good have would no word my own like a old a shot .  then we ever more in a shot . in a long , all men left right : way for get his schooner but it has when a a shot day before shot for that of he take much as a a shook to his face under himself hand side shot with the \n",
            "Epoch 48/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.7980\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 47\n",
            "----- Generating with seed: \"but i was quite unsteadied by\"\n",
            "be that one looked for and both below on his head in the captain much \" 's squire . \" if speak to be sure you 's man take one in the more high . the dead pretty - first better , say , as and for myself , and many half once have aboard his been more across , by that that came enough over the treasure . just has all a since says your men only \" \"  the name had put it of him on your good . \"  \" sir , \" said the \n",
            "Epoch 49/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.7817\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 48\n",
            "----- Generating with seed: \"one tack , now on another\"\n",
            ", hand in help since a shot .  the good six turned who was the already , i had all a taken a name on a shoulder 's men had a mother still had a shot where i ever was n't seemed for \" only one a time , \" says you  what you squire , \" said he , \" here is the \" . cried with a or one of the fire , but besides the had close as i fell almost to the old lay enough on a hand ; like the first man is \n",
            "Epoch 50/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.8150\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 49\n",
            "----- Generating with seed: \"hoard for the diversity of coinage\"\n",
            "quite black sand do for be thing but soon as i was not already enough before one says ; \" here with water it they left doctor . silver silver 's back ; black they did be in these side who had heard the a a enough made seen side all so in the money had squire that , good he do n't . \" cried the captain , and we were done as with a under a ran side as they fell good , and two we could see at all one he came up in my across the \n",
            "Epoch 51/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.8027\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 50\n",
            "----- Generating with seed: \"rules , \" said one .\"\n",
            "\" i do n't old till it ? it , he would have come she down well had been it put his help nothing . \" he was a dog ; but now there that you if it had no , my own done to that that half .  by why , well , if it man , one and he ran for a great broken before with this mr 's said , \" that you ! black ship 's have that that 's to own or the way of it had soon a george left here close if \n",
            "Epoch 52/60\n",
            "223/223 [==============================] - 3s 11ms/step - loss: 1.8462\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 51\n",
            "----- Generating with seed: \"some of the man 's money\"\n",
            "was they would see us than long two . for it had , a good taken a boy we could see its , and he was man we ran never , and for once so side  all the a sent too good made two which likely these must have old doctor . gray it did at last on the course , and till the treasure , it had not only where i was to this sure it , we never made way good the things under its shadow but my island treasure we 's a taken full of clean \n",
            "Epoch 53/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.8402\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 52\n",
            "----- Generating with seed: \"running in the same direction as\"\n",
            "they saw him high with the went an in a pretty clear only the other side of captain 's already they saw ever be was soon not not a time as it were had only him  all  was we ever have they have sand the crew than that has the already to put soon soon far about my wind , in and the since captain went already with that  i left  here did these seemed who could afraid \" the first men of the voice side had was a good shot the very little little part \n",
            "Epoch 54/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.7904\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 53\n",
            "----- Generating with seed: \"this : gunn is a good\"\n",
            "leg side for at word me with it 's this is doctor said but , i 'll words it they a they must lay good day and \" i 'm n't not told that says you ? now , \" said , silver , i 'll take that \" he said and all the our with a name side 's know would boy in good that soon was not better give nothing for a get better ship .  \" well , well , \" he he 's . \" i may be afraid , \" said silver , \" \n",
            "Epoch 55/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.8324\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 54\n",
            "----- Generating with seed: \"it had not been for that\"\n",
            "very still . tell this long silver was all or perhaps was to old hand n't side . when i was had out . jim said here replied . smollett himself this is a going in   i could they not see i told your water and many such a many side ; i was not as you like . john silver he , and i 'll put it on . the schooner had half a old door by his two in his great broken two but we was many better side here and a many as way had \n",
            "Epoch 56/60\n",
            "223/223 [==============================] - 3s 11ms/step - loss: 1.8128\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 55\n",
            "----- Generating with seed: \"of a ship in the last\"\n",
            "you  a mother would see any any ben ? he 'll do where nothing replied me here to this brought ashore it to on two captain  what do this one captain . ' were shot and very long perhaps the ship know , the water and ran and a half had be at the good that went his about he of this his help across to dead see he ? my same dog - george ; if ? said the first men , the door were only done . then they while we ever have between well his \n",
            "Epoch 57/60\n",
            "223/223 [==============================] - 2s 11ms/step - loss: 1.7526\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 56\n",
            "----- Generating with seed: \"lads . \"  silver had\"\n",
            "good shook came to my doctor much to his thought not among the ship before the they was a little little first , and i were quite a side enough , a man , sir , \" said the doctor , \" and this ben old doctor would now here it have an a words  i were not only another , so : when it was these too there ; it was here had who had you ; it have about a good barrel open high towards get the rest . smollett all course , , i could aboard \n",
            "Epoch 58/60\n",
            "223/223 [==============================] - 3s 11ms/step - loss: 1.7985\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 57\n",
            "----- Generating with seed: \"asked . \" black what ?\"\n",
            "' well , say is , what moment since and a old first thus . then they am 're it 's may that it 's sure she who be a cap'n in go two all ? i wanted , i was this here to your cap'n like our own cap'n ? \" cried you . \" well how it is the squire most i but they who had a part old under before he he 're ; it i was the squire time and all she and more down at that water had a too since a day they name \n",
            "Epoch 59/60\n",
            "223/223 [==============================] - 3s 12ms/step - loss: 1.7388\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 58\n",
            "----- Generating with seed: \"cask into a tin cannikin .\"\n",
            "'s about and i was too in   \" \" said his little added what we one side of himself . for we , the water being in cried it . a thought dead 's where i fire for him . \" ' silver 's dead . \"  i thought it was a good singing good of i take take the top of help that  two himself captain had a part of . my put told been many . how the captain he who seemed of one way of been in which had part so little as \n",
            "Epoch 60/60\n",
            "223/223 [==============================] - 3s 12ms/step - loss: 1.7277\n",
            "******************************************************\n",
            "----- Generating text after Epoch: 59\n",
            "----- Generating with seed: \"with deep pants , among the\"\n",
            "and he were a way open above a little a number , on a way of a still of the sand . we had be no north words , what thing i could not up , all one one says . and of i saw so time that a ship not seen a a far shot side as they brought out among the moment a north side in gone , and every very land .  \" lay when another i must all have done across for one before . the top of this low open a shot in my \n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tensorflow.python.keras.callbacks.History at 0x7f83d9aafd50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    }
  ]
}