t81_558_class_10_3_text_generation.ipynb

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    "# T81-558: Applications of Deep Neural Networks\n",
    "**Module 10: Time Series in Keras**\n",
    "* Instructor: [Jeff Heaton](https://sites.wustl.edu/jeffheaton/), McKelvey School of Engineering, [Washington University in St. Louis](https://engineering.wustl.edu/Programs/Pages/default.aspx)\n",
    "* For more information visit the [class website](https://sites.wustl.edu/jeffheaton/t81-558/)."
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Module 10 Material\n",
    "\n",
    "* Part 10.1: Time Series Data Encoding for Deep Learning [[Video]](https://www.youtube.com/watch?v=dMUmHsktl04&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_10_1_timeseries.ipynb)\n",
    "* Part 10.2: Programming LSTM with Keras and TensorFlow [[Video]](https://www.youtube.com/watch?v=wY0dyFgNCgY&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_10_2_lstm.ipynb)\n",
    "* **Part 10.3: Text Generation with Keras and TensorFlow** [[Video]](https://www.youtube.com/watch?v=6ORnRAz3gnA&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_10_3_text_generation.ipynb)\n",
    "* Part 10.4: Image Captioning with Keras and TensorFlow [[Video]](https://www.youtube.com/watch?v=NmoW_AYWkb4&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_10_4_captioning.ipynb)\n",
    "* Part 10.5: Temporal CNN in Keras and TensorFlow [[Video]](https://www.youtube.com/watch?v=i390g8acZwk&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_10_5_temporal_cnn.ipynb)"
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    "# Part 10.3: Text Generation with LSTM\n",
    "\n",
    "Recurrent neural networks are also known for their ability to generate text.  This can allow the output of the neural network to be free-form text.  In this part we will see how an LSTM can be trained on a textual document, such as classic literature, and learn to output new text that appears to be of the same form as the training material.  If you train your LSTM on [Shakespeare](https://en.wikipedia.org/wiki/William_Shakespeare), then it will learn to crank out new prose that is similar to what Shakespeare had written. \n",
    "\n",
    "Don't get your hopes up.  Your not going to each your deep neural network to write the next [Pulitzer Prize for Fiction](https://en.wikipedia.org/wiki/Pulitzer_Prize_for_Fiction).  The prose generated by your neural network will be nonsensical.  However, it will usually be nearly grammatically and of a similar style as the source training documents. \n",
    "\n",
    "A neural network generating nonsensical text based on literature may not seem terribly useful at first glance.  However, the reason that this technology gets so much interest is that it forms the foundation for many more advanced technologies.  The fact that the LSTM will typically learn human grammar from the source document opens a wide range of possibilities. Similar technology can be used to complete sentences when a user is entering text.  Simply the ability to output free-form text becomes the foundation of many other technologies.  In the next part, we will make use of this technique to create a neural network that can write captions for images to describe what is going on in the image. \n",
    "\n",
    "### Additional Information\n",
    "\n",
    "The following are some of the articles that I found useful putting this section together.\n",
    "\n",
    "* [The Unreasonable Effectiveness of Recurrent Neural Networks](http://karpathy.github.io/2015/05/21/rnn-effectiveness/)\n",
    "* [Keras LSTM Generation Example](https://keras.io/examples/lstm_text_generation/)\n",
    "\n",
    "### Character-Level Text Generation\n",
    "\n",
    "There are a number of different approaches to teaching a neural network to output free-form text.  The most basic question is if you wish the neural network to learn at the word or character level.  In many ways, learning at the character level is the more interesting of the two.  The LSTM is learning construct its own words without even being shown what a word is.  We will begin with character-level text generation.  In the next module, we will see how we can use nearly the same technique to operate at the word level.  The automatic captioning that will be implemented in the next module is at the word level.\n",
    "\n",
    "We begin by importing the needed Python packages and defining the sequence length, named **maxlen**.  Time-series neural networks always accept their input as a fixed length array.  Not all of the sequence might be used, it is common to fill extra elements with zeros.  The text will be divided into sequences of this length and the neural network will be trained to predict what comes after this sequence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "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",
    "from tensorflow.keras.utils import get_file\n",
    "import numpy as np\n",
    "import random\n",
    "import sys\n",
    "import io\n",
    "import requests\n",
    "import re"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this simple example we will train the neural network on the classic children's book [Treasure Island](https://en.wikipedia.org/wiki/Treasure_Island).  We begin by loading this text into a Python string and displaying the first 1,000 characters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ï»¿The Project Gutenberg EBook of Treasure Island, by Robert Louis Stevenson\r\n",
      "\r\n",
      "This eBook is for the use of anyone anywhere at no cost and with\r\n",
      "almost no restrictions whatsoever.  You may copy it, give it away or\r\n",
      "re-use it under the terms of the Project Gutenberg License included\r\n",
      "with this eBook or online at www.gutenberg.net\r\n",
      "\r\n",
      "\r\n",
      "Title: Treasure Island\r\n",
      "\r\n",
      "Author: Robert Louis Stevenson\r\n",
      "\r\n",
      "Illustrator: Milo Winter\r\n",
      "\r\n",
      "Release Date: January 12, 2009 [EBook #27780]\r\n",
      "\r\n",
      "Language: English\r\n",
      "\r\n",
      "\r\n",
      "*** START OF THIS PROJECT GUTENBERG EBOOK TREASURE ISLAND ***\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "Produced by Juliet Sutherland, Stephen Blundell and the\r\n",
      "Online Distributed Proofreading Team at http://www.pgdp.net\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      " THE ILLUSTRATED CHILDREN'S LIBRARY\r\n",
      "\r\n",
      "\r\n",
      "         _Treasure Island_\r\n",
      "\r\n",
      "       Robert Louis Stevenson\r\n",
      "\r\n",
      "          _Illustrated by_\r\n",
      "            Milo Winter\r\n",
      "\r\n",
      "\r\n",
      "           [Illustration]\r\n",
      "\r\n",
      "\r\n",
      "           GRAMERCY BOOKS\r\n",
      "              NEW YORK\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      "\r\n",
      " Foreword copyright Â© 1986 by Random House V\n"
     ]
    }
   ],
   "source": [
    "r = requests.get(\"https://data.heatonresearch.com/data/t81-558/text/treasure_island.txt\")\n",
    "raw_text = r.text\n",
    "print(raw_text[0:1000])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will extract all unique characters from the text and sort them.  This allows us to assign a unique ID to each character.  Because the characters are sorted, these IDs should remain the same.  If new characters were added to the original text, then the IDs would change.  We build up two dictionaries.  The first **char2idx** is used to convert a character into its ID.  The second **idx2char** converts an ID back into its character."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "processed_text = raw_text.lower()\n",
    "processed_text = re.sub(r'[^\\x00-\\x7f]',r'', processed_text) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "corpus length: 397400\n",
      "total chars: 60\n"
     ]
    }
   ],
   "source": [
    "print('corpus length:', len(processed_text))\n",
    "\n",
    "chars = sorted(list(set(processed_text)))\n",
    "print('total chars:', len(chars))\n",
    "char_indices = dict((c, i) for i, c in enumerate(chars))\n",
    "indices_char = dict((i, c) for i, c in enumerate(chars))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now ready to build the actual sequences.  Just like previous neural networks there will be an $x$ and $y$.  However, for the LSTM, $x$ and $y$ will both be sequences.  The $x$ input will specify the sequences where $y$ are the expected output.  The following code generates all possible sequences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nb sequences: 132454\n"
     ]
    }
   ],
   "source": [
    "# cut the text in semi-redundant sequences of maxlen characters\n",
    "maxlen = 40\n",
    "step = 3\n",
    "sentences = []\n",
    "next_chars = []\n",
    "for i in range(0, len(processed_text) - maxlen, step):\n",
    "    sentences.append(processed_text[i: i + maxlen])\n",
    "    next_chars.append(processed_text[i + maxlen])\n",
    "print('nb sequences:', len(sentences))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
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       " 'ork  toronto  london  sydney  auckland\\r\\n',\n",
       " '  toronto  london  sydney  auckland\\r\\n ww',\n",
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       " 'nto  london  sydney  auckland\\r\\n www.rand',\n",
       " '  london  sydney  auckland\\r\\n www.randomh',\n",
       " 'ondon  sydney  auckland\\r\\n www.randomhous',\n",
       " 'on  sydney  auckland\\r\\n www.randomhouse.c',\n",
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       " 'y  auckland\\r\\n www.randomhouse.com\\r\\n\\r\\n\\r\\n ',\n",
       " 'auckland\\r\\n www.randomhouse.com\\r\\n\\r\\n\\r\\n lib',\n",
       " 'kland\\r\\n www.randomhouse.com\\r\\n\\r\\n\\r\\n librar',\n",
       " 'nd\\r\\n www.randomhouse.com\\r\\n\\r\\n\\r\\n library o',\n",
       " '\\n www.randomhouse.com\\r\\n\\r\\n\\r\\n library of c',\n",
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       " 'se.com\\r\\n\\r\\n\\r\\n library of congress catalog',\n",
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       " 'gress cataloging-in-publication data\\r\\n\\r\\n',\n",
       " 'ss cataloging-in-publication data\\r\\n\\r\\n st',\n",
       " 'cataloging-in-publication data\\r\\n\\r\\n steve',\n",
       " 'aloging-in-publication data\\r\\n\\r\\n stevenso',\n",
       " 'ging-in-publication data\\r\\n\\r\\n stevenson, ',\n",
       " 'g-in-publication data\\r\\n\\r\\n stevenson, rob',\n",
       " 'n-publication data\\r\\n\\r\\n stevenson, robert',\n",
       " 'ublication data\\r\\n\\r\\n stevenson, robert lo',\n",
       " 'ication data\\r\\n\\r\\n stevenson, robert louis',\n",
       " 'tion data\\r\\n\\r\\n stevenson, robert louis, 1',\n",
       " 'n data\\r\\n\\r\\n stevenson, robert louis, 1850',\n",
       " 'ata\\r\\n\\r\\n stevenson, robert louis, 1850-18',\n",
       " '\\r\\n\\r\\n stevenson, robert louis, 1850-1894.',\n",
       " '\\n stevenson, robert louis, 1850-1894.\\r\\n ',\n",
       " 'tevenson, robert louis, 1850-1894.\\r\\n    ',\n",
       " 'enson, robert louis, 1850-1894.\\r\\n     tr',\n",
       " 'on, robert louis, 1850-1894.\\r\\n     treas',\n",
       " ' robert louis, 1850-1894.\\r\\n     treasure',\n",
       " 'bert louis, 1850-1894.\\r\\n     treasure is',\n",
       " 't louis, 1850-1894.\\r\\n     treasure islan',\n",
       " 'ouis, 1850-1894.\\r\\n     treasure island/r',\n",
       " 's, 1850-1894.\\r\\n     treasure island/robe',\n",
       " '1850-1894.\\r\\n     treasure island/robert ',\n",
       " '0-1894.\\r\\n     treasure island/robert lou',\n",
       " '894.\\r\\n     treasure island/robert louis ',\n",
       " '.\\r\\n     treasure island/robert louis ste',\n",
       " '     treasure island/robert louis steven',\n",
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       " 'reasure island/robert louis stevenson; i',\n",
       " 'sure island/robert louis stevenson; illu',\n",
       " 'e island/robert louis stevenson; illustr',\n",
       " 'sland/robert louis stevenson; illustrate',\n",
       " 'nd/robert louis stevenson; illustrated i',\n",
       " 'robert louis stevenson; illustrated in c',\n",
       " 'ert louis stevenson; illustrated in colo',\n",
       " ' louis stevenson; illustrated in color b',\n",
       " 'uis stevenson; illustrated in color by\\r\\n',\n",
       " ' stevenson; illustrated in color by\\r\\n   ',\n",
       " 'evenson; illustrated in color by\\r\\n   mil',\n",
       " 'nson; illustrated in color by\\r\\n   milo w',\n",
       " 'n; illustrated in color by\\r\\n   milo wint',\n",
       " 'illustrated in color by\\r\\n   milo winter.',\n",
       " 'ustrated in color by\\r\\n   milo winter.\\r\\n ',\n",
       " 'rated in color by\\r\\n   milo winter.\\r\\n    ',\n",
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       " 'color by\\r\\n   milo winter.\\r\\n       p. cm.',\n",
       " 'or by\\r\\n   milo winter.\\r\\n       p. cm.--(',\n",
       " 'by\\r\\n   milo winter.\\r\\n       p. cm.--(ill',\n",
       " '\\n   milo winter.\\r\\n       p. cm.--(illust',\n",
       " ' milo winter.\\r\\n       p. cm.--(illustrat',\n",
       " 'lo winter.\\r\\n       p. cm.--(illustrated ',\n",
       " 'winter.\\r\\n       p. cm.--(illustrated chi',\n",
       " 'ter.\\r\\n       p. cm.--(illustrated childr',\n",
       " \".\\r\\n       p. cm.--(illustrated children'\",\n",
       " \"       p. cm.--(illustrated children's l\",\n",
       " \"    p. cm.--(illustrated children's libr\",\n",
       " \" p. cm.--(illustrated children's library\",\n",
       " \" cm.--(illustrated children's library)\\r\\n\",\n",
       " \".--(illustrated children's library)\\r\\n   \",\n",
       " \"(illustrated children's library)\\r\\n     o\",\n",
       " \"lustrated children's library)\\r\\n     orig\",\n",
       " \"trated children's library)\\r\\n     origina\",\n",
       " \"ted children's library)\\r\\n     originally\",\n",
       " \" children's library)\\r\\n     originally pu\",\n",
       " \"ildren's library)\\r\\n     originally publi\",\n",
       " \"ren's library)\\r\\n     originally publishe\",\n",
       " \"'s library)\\r\\n     originally published: \",\n",
       " 'library)\\r\\n     originally published: new',\n",
       " 'rary)\\r\\n     originally published: new yo',\n",
       " 'y)\\r\\n     originally published: new york:',\n",
       " '\\n     originally published: new york: ch',\n",
       " '   originally published: new york: child',\n",
       " 'originally published: new york: children',\n",
       " \"ginally published: new york: children's \",\n",
       " \"ally published: new york: children's cla\",\n",
       " \"y published: new york: children's classi\",\n",
       " \"ublished: new york: children's classics,\",\n",
       " \"ished: new york: children's classics, 19\",\n",
       " \"ed: new york: children's classics, 1986.\",\n",
       " \" new york: children's classics, 1986.\\r\\n \",\n",
       " \"w york: children's classics, 1986.\\r\\n    \",\n",
       " \"ork: children's classics, 1986.\\r\\n     su\",\n",
       " \": children's classics, 1986.\\r\\n     summa\",\n",
       " \"hildren's classics, 1986.\\r\\n     summary:\",\n",
       " \"dren's classics, 1986.\\r\\n     summary: wh\",\n",
       " \"n's classics, 1986.\\r\\n     summary: while\",\n",
       " ' classics, 1986.\\r\\n     summary: while go',\n",
       " 'assics, 1986.\\r\\n     summary: while going',\n",
       " 'ics, 1986.\\r\\n     summary: while going th',\n",
       " ', 1986.\\r\\n     summary: while going throu',\n",
       " '986.\\r\\n     summary: while going through ',\n",
       " '.\\r\\n     summary: while going through the',\n",
       " '     summary: while going through the po',\n",
       " '  summary: while going through the posse',\n",
       " 'ummary: while going through the possessi',\n",
       " 'ary: while going through the possessions',\n",
       " ': while going through the possessions of',\n",
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       " 'e going through the possessions of a dec',\n",
       " 'oing through the possessions of a deceas',\n",
       " 'g through the possessions of a deceased ',\n",
       " 'hrough the possessions of a deceased gue',\n",
       " 'ugh the possessions of a deceased guest\\r',\n",
       " ' the possessions of a deceased guest\\r\\n  ',\n",
       " 'e possessions of a deceased guest\\r\\n   wh',\n",
       " 'ossessions of a deceased guest\\r\\n   who o',\n",
       " 'essions of a deceased guest\\r\\n   who owed',\n",
       " 'ions of a deceased guest\\r\\n   who owed th',\n",
       " 's of a deceased guest\\r\\n   who owed them ',\n",
       " 'f a deceased guest\\r\\n   who owed them mon',\n",
       " ' deceased guest\\r\\n   who owed them money,',\n",
       " 'ceased guest\\r\\n   who owed them money, th',\n",
       " 'sed guest\\r\\n   who owed them money, the m',\n",
       " ' guest\\r\\n   who owed them money, the mist',\n",
       " 'est\\r\\n   who owed them money, the mistres',\n",
       " '\\r\\n   who owed them money, the mistress o',\n",
       " '  who owed them money, the mistress of t',\n",
       " 'ho owed them money, the mistress of the ',\n",
       " 'owed them money, the mistress of the inn',\n",
       " 'd them money, the mistress of the inn an',\n",
       " 'hem money, the mistress of the inn and h',\n",
       " ' money, the mistress of the inn and her ',\n",
       " 'ney, the mistress of the inn and her son',\n",
       " ', the mistress of the inn and her son fi',\n",
       " 'he mistress of the inn and her son find ',\n",
       " 'mistress of the inn and her son find a\\r\\n',\n",
       " 'tress of the inn and her son find a\\r\\n   ',\n",
       " 'ss of the inn and her son find a\\r\\n   tre',\n",
       " 'of the inn and her son find a\\r\\n   treasu',\n",
       " 'the inn and her son find a\\r\\n   treasure ',\n",
       " ' inn and her son find a\\r\\n   treasure map',\n",
       " 'n and her son find a\\r\\n   treasure map th',\n",
       " 'nd her son find a\\r\\n   treasure map that ',\n",
       " 'her son find a\\r\\n   treasure map that lea',\n",
       " ' son find a\\r\\n   treasure map that leads ',\n",
       " 'n find a\\r\\n   treasure map that leads the',\n",
       " 'ind a\\r\\n   treasure map that leads them t',\n",
       " ' a\\r\\n   treasure map that leads them to a',\n",
       " '\\n   treasure map that leads them to a pi',\n",
       " ' treasure map that leads them to a pirat',\n",
       " \"easure map that leads them to a pirate's\",\n",
       " \"ure map that leads them to a pirate's fo\",\n",
       " \" map that leads them to a pirate's fortu\",\n",
       " \"p that leads them to a pirate's fortune.\",\n",
       " \"hat leads them to a pirate's fortune.\\r\\n \",\n",
       " \" leads them to a pirate's fortune.\\r\\n    \",\n",
       " \"ads them to a pirate's fortune.\\r\\n     is\",\n",
       " \" them to a pirate's fortune.\\r\\n     isbn \",\n",
       " \"em to a pirate's fortune.\\r\\n     isbn 0-5\",\n",
       " \"to a pirate's fortune.\\r\\n     isbn 0-517-\",\n",
       " \"a pirate's fortune.\\r\\n     isbn 0-517-221\",\n",
       " \"irate's fortune.\\r\\n     isbn 0-517-22114-\",\n",
       " \"te's fortune.\\r\\n     isbn 0-517-22114-4\\r\\n\",\n",
       " 's fortune.\\r\\n     isbn 0-517-22114-4\\r\\n   ',\n",
       " 'ortune.\\r\\n     isbn 0-517-22114-4\\r\\n     [',\n",
       " 'une.\\r\\n     isbn 0-517-22114-4\\r\\n     [1. ',\n",
       " '.\\r\\n     isbn 0-517-22114-4\\r\\n     [1. bur',\n",
       " '     isbn 0-517-22114-4\\r\\n     [1. buried',\n",
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       " '-22114-4\\r\\n     [1. buried treasure--fict',\n",
       " '114-4\\r\\n     [1. buried treasure--fiction',\n",
       " '-4\\r\\n     [1. buried treasure--fiction. 2',\n",
       " '\\n     [1. buried treasure--fiction. 2. p',\n",
       " '   [1. buried treasure--fiction. 2. pira',\n",
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       " ' buried treasure--fiction. 2. pirates--f',\n",
       " 'ried treasure--fiction. 2. pirates--fict',\n",
       " 'd treasure--fiction. 2. pirates--fiction',\n",
       " 'reasure--fiction. 2. pirates--fiction. 3',\n",
       " 'sure--fiction. 2. pirates--fiction. 3. a',\n",
       " 'e--fiction. 2. pirates--fiction. 3. adve',\n",
       " 'fiction. 2. pirates--fiction. 3. adventu',\n",
       " 'tion. 2. pirates--fiction. 3. adventure\\r',\n",
       " 'n. 2. pirates--fiction. 3. adventure\\r\\n  ',\n",
       " '2. pirates--fiction. 3. adventure\\r\\n   an',\n",
       " 'pirates--fiction. 3. adventure\\r\\n   and a',\n",
       " 'ates--fiction. 3. adventure\\r\\n   and adve',\n",
       " 's--fiction. 3. adventure\\r\\n   and adventu',\n",
       " 'fiction. 3. adventure\\r\\n   and adventures',\n",
       " 'tion. 3. adventure\\r\\n   and adventures--f',\n",
       " 'n. 3. adventure\\r\\n   and adventures--fict',\n",
       " '3. adventure\\r\\n   and adventures--fiction',\n",
       " 'adventure\\r\\n   and adventures--fiction. 4',\n",
       " 'enture\\r\\n   and adventures--fiction. 4. c',\n",
       " 'ure\\r\\n   and adventures--fiction. 4. cari',\n",
       " '\\r\\n   and adventures--fiction. 4. caribbe',\n",
       " '  and adventures--fiction. 4. caribbean ',\n",
       " 'nd adventures--fiction. 4. caribbean are',\n",
       " 'adventures--fiction. 4. caribbean area--',\n",
       " 'entures--fiction. 4. caribbean area--his',\n",
       " 'ures--fiction. 4. caribbean area--histor',\n",
       " 's--fiction. 4. caribbean area--history--',\n",
       " 'fiction. 4. caribbean area--history--18t',\n",
       " 'tion. 4. caribbean area--history--18th\\r\\n',\n",
       " 'n. 4. caribbean area--history--18th\\r\\n   ',\n",
       " '4. caribbean area--history--18th\\r\\n   cen',\n",
       " 'caribbean area--history--18th\\r\\n   centur',\n",
       " 'ibbean area--history--18th\\r\\n   century--',\n",
       " 'ean area--history--18th\\r\\n   century--fic',\n",
       " ' area--history--18th\\r\\n   century--fictio',\n",
       " 'ea--history--18th\\r\\n   century--fiction.]',\n",
       " '-history--18th\\r\\n   century--fiction.] i.',\n",
       " 'story--18th\\r\\n   century--fiction.] i. wi',\n",
       " 'ry--18th\\r\\n   century--fiction.] i. winte',\n",
       " '-18th\\r\\n   century--fiction.] i. winter, ',\n",
       " 'th\\r\\n   century--fiction.] i. winter, mil',\n",
       " '\\n   century--fiction.] i. winter, milo, ',\n",
       " ' century--fiction.] i. winter, milo, 188',\n",
       " 'ntury--fiction.] i. winter, milo, 1888-1',\n",
       " 'ry--fiction.] i. winter, milo, 1888-1956',\n",
       " '-fiction.] i. winter, milo, 1888-1956, i',\n",
       " 'ction.] i. winter, milo, 1888-1956, ill.',\n",
       " 'on.] i. winter, milo, 1888-1956, ill. ii',\n",
       " '] i. winter, milo, 1888-1956, ill. ii. t',\n",
       " '. winter, milo, 1888-1956, ill. ii. titl',\n",
       " 'inter, milo, 1888-1956, ill. ii. title.\\r',\n",
       " 'er, milo, 1888-1956, ill. ii. title.\\r\\n  ',\n",
       " ' milo, 1888-1956, ill. ii. title.\\r\\n   ii',\n",
       " 'lo, 1888-1956, ill. ii. title.\\r\\n   iii. ',\n",
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       " '88-1956, ill. ii. title.\\r\\n   iii. series',\n",
       " '1956, ill. ii. title.\\r\\n   iii. series.\\r\\n',\n",
       " '6, ill. ii. title.\\r\\n   iii. series.\\r\\n\\r\\n ',\n",
       " 'ill. ii. title.\\r\\n   iii. series.\\r\\n\\r\\n   p',\n",
       " '. ii. title.\\r\\n   iii. series.\\r\\n\\r\\n   pz7.',\n",
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       " ' [fic]--dc21\\r\\n\\r\\n                        ',\n",
       " 'ic]--dc21\\r\\n\\r\\n                           ',\n",
       " '--dc21\\r\\n\\r\\n                              ',\n",
       " 'c21\\r\\n\\r\\n                                 ',\n",
       " '\\r\\n\\r\\n                                    ',\n",
       " '\\n                                       ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                       2',\n",
       " '                                    2002',\n",
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       " '3301\\r\\n 9 8 7 6 5 4 3 2 1\\r\\n\\r\\n\\r\\ntranscribe',\n",
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       " \"5 4 3 2 1\\r\\n\\r\\n\\r\\ntranscriber's note:\\r\\n\\r\\n  \",\n",
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       " \"nscriber's note:\\r\\n\\r\\n    minor spelling a\",\n",
       " \"riber's note:\\r\\n\\r\\n    minor spelling and \",\n",
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       " 'errors have been corrected without\\r\\n    ',\n",
       " 'ors have been corrected without\\r\\n    not',\n",
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       " 've been corrected without\\r\\n    note. dia',\n",
       " 'been corrected without\\r\\n    note. dialec',\n",
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       " 'without\\r\\n    note. dialect and variant s',\n",
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       " '    note. dialect and variant spellings ',\n",
       " ' note. dialect and variant spellings hav',\n",
       " 'te. dialect and variant spellings have b',\n",
       " ' dialect and variant spellings have been',\n",
       " 'alect and variant spellings have been re',\n",
       " 'ct and variant spellings have been retai',\n",
       " 'and variant spellings have been retained',\n",
       " ' variant spellings have been retained, w',\n",
       " 'riant spellings have been retained, whil',\n",
       " 'nt spellings have been retained, whilst\\r',\n",
       " 'spellings have been retained, whilst\\r\\n  ',\n",
       " 'llings have been retained, whilst\\r\\n    i',\n",
       " 'ngs have been retained, whilst\\r\\n    inco',\n",
       " ' have been retained, whilst\\r\\n    inconsi',\n",
       " 've been retained, whilst\\r\\n    inconsiste',\n",
       " 'been retained, whilst\\r\\n    inconsistent ',\n",
       " 'n retained, whilst\\r\\n    inconsistent hyp',\n",
       " 'etained, whilst\\r\\n    inconsistent hyphen',\n",
       " 'ined, whilst\\r\\n    inconsistent hyphenati',\n",
       " 'd, whilst\\r\\n    inconsistent hyphenation ',\n",
       " 'whilst\\r\\n    inconsistent hyphenation has',\n",
       " 'lst\\r\\n    inconsistent hyphenation has be',\n",
       " '\\r\\n    inconsistent hyphenation has been ',\n",
       " '   inconsistent hyphenation has been sta',\n",
       " 'inconsistent hyphenation has been standa',\n",
       " 'onsistent hyphenation has been standardi',\n",
       " 'istent hyphenation has been standardised',\n",
       " 'ent hyphenation has been standardised. c',\n",
       " ' hyphenation has been standardised. colo',\n",
       " 'phenation has been standardised. color p',\n",
       " 'nation has been standardised. color plat',\n",
       " 'ion has been standardised. color plates ',\n",
       " ' has been standardised. color plates hav',\n",
       " 's been standardised. color plates have\\r\\n',\n",
       " 'een standardised. color plates have\\r\\n   ',\n",
       " ' standardised. color plates have\\r\\n    be',\n",
       " 'andardised. color plates have\\r\\n    been ',\n",
       " 'ardised. color plates have\\r\\n    been rep',\n",
       " 'ised. color plates have\\r\\n    been reposi',\n",
       " 'd. color plates have\\r\\n    been repositio',\n",
       " 'color plates have\\r\\n    been repositioned',\n",
       " 'or plates have\\r\\n    been repositioned ac',\n",
       " 'plates have\\r\\n    been repositioned accor',\n",
       " 'tes have\\r\\n    been repositioned accordin',\n",
       " ' have\\r\\n    been repositioned according t',\n",
       " 've\\r\\n    been repositioned according to t',\n",
       " '\\n    been repositioned according to thei',\n",
       " '  been repositioned according to their c',\n",
       " 'een repositioned according to their capt',\n",
       " ' repositioned according to their caption',\n",
       " 'positioned according to their captions; ',\n",
       " 'itioned according to their captions; the',\n",
       " \"oned according to their captions; the 'c\",\n",
       " \"d according to their captions; the 'colo\",\n",
       " \"ccording to their captions; the 'color p\",\n",
       " \"rding to their captions; the 'color plat\",\n",
       " \"ng to their captions; the 'color plates'\",\n",
       " \"to their captions; the 'color plates'\\r\\n \",\n",
       " \"their captions; the 'color plates'\\r\\n    \",\n",
       " \"ir captions; the 'color plates'\\r\\n    lis\",\n",
       " \"captions; the 'color plates'\\r\\n    listin\",\n",
       " \"tions; the 'color plates'\\r\\n    listing r\",\n",
       " \"ns; the 'color plates'\\r\\n    listing rema\",\n",
       " \" the 'color plates'\\r\\n    listing remains\",\n",
       " \"e 'color plates'\\r\\n    listing remains as\",\n",
       " \"color plates'\\r\\n    listing remains as pr\",\n",
       " \"or plates'\\r\\n    listing remains as print\",\n",
       " \"plates'\\r\\n    listing remains as printed \",\n",
       " \"tes'\\r\\n    listing remains as printed to \",\n",
       " \"'\\r\\n    listing remains as printed to ind\",\n",
       " '    listing remains as printed to indica',\n",
       " ' listing remains as printed to indicate ',\n",
       " 'sting remains as printed to indicate the',\n",
       " 'ng remains as printed to indicate the or',\n",
       " 'remains as printed to indicate the origi',\n",
       " 'ains as printed to indicate the original',\n",
       " 's as printed to indicate the original lo',\n",
       " 's printed to indicate the original locat',\n",
       " 'rinted to indicate the original location',\n",
       " 'ted to indicate the original locations.\\r',\n",
       " ' to indicate the original locations.\\r\\n\\r\\n',\n",
       " ' indicate the original locations.\\r\\n\\r\\n\\r\\n\\r',\n",
       " 'dicate the original locations.\\r\\n\\r\\n\\r\\n\\r\\n\\r\\n',\n",
       " 'ate the original locations.\\r\\n\\r\\n\\r\\n\\r\\n\\r\\ncon',\n",
       " ' the original locations.\\r\\n\\r\\n\\r\\n\\r\\n\\r\\nconten',\n",
       " 'e original locations.\\r\\n\\r\\n\\r\\n\\r\\n\\r\\ncontents\\r',\n",
       " 'riginal locations.\\r\\n\\r\\n\\r\\n\\r\\n\\r\\ncontents\\r\\n\\r\\n',\n",
       " 'inal locations.\\r\\n\\r\\n\\r\\n\\r\\n\\r\\ncontents\\r\\n\\r\\n\\r\\n ',\n",
       " 'l locations.\\r\\n\\r\\n\\r\\n\\r\\n\\r\\ncontents\\r\\n\\r\\n\\r\\n    ',\n",
       " 'ocations.\\r\\n\\r\\n\\r\\n\\r\\n\\r\\ncontents\\r\\n\\r\\n\\r\\n       ',\n",
       " 'tions.\\r\\n\\r\\n\\r\\n\\r\\n\\r\\ncontents\\r\\n\\r\\n\\r\\n          ',\n",
       " 'ns.\\r\\n\\r\\n\\r\\n\\r\\n\\r\\ncontents\\r\\n\\r\\n\\r\\n             ',\n",
       " '\\r\\n\\r\\n\\r\\n\\r\\n\\r\\ncontents\\r\\n\\r\\n\\r\\n                ',\n",
       " '\\n\\r\\n\\r\\n\\r\\ncontents\\r\\n\\r\\n\\r\\n                   ',\n",
       " '\\r\\n\\r\\ncontents\\r\\n\\r\\n\\r\\n                      ',\n",
       " '\\ncontents\\r\\n\\r\\n\\r\\n                         ',\n",
       " 'ntents\\r\\n\\r\\n\\r\\n                            ',\n",
       " 'nts\\r\\n\\r\\n\\r\\n                               ',\n",
       " '\\r\\n\\r\\n\\r\\n                                  ',\n",
       " '\\n\\r\\n                                     ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                        ',\n",
       " '                                     pag',\n",
       " '                                  page\\r\\n',\n",
       " '                               page\\r\\n _t',\n",
       " '                            page\\r\\n _to t',\n",
       " '                         page\\r\\n _to the ',\n",
       " '                      page\\r\\n _to the hes',\n",
       " '                   page\\r\\n _to the hesita',\n",
       " '                page\\r\\n _to the hesitatin',\n",
       " '             page\\r\\n _to the hesitating p',\n",
       " '          page\\r\\n _to the hesitating purc',\n",
       " '       page\\r\\n _to the hesitating purchas',\n",
       " '    page\\r\\n _to the hesitating purchaser_',\n",
       " ' page\\r\\n _to the hesitating purchaser_   ',\n",
       " 'ge\\r\\n _to the hesitating purchaser_      ',\n",
       " '\\n _to the hesitating purchaser_         ',\n",
       " 'to the hesitating purchaser_            ',\n",
       " 'the hesitating purchaser_               ',\n",
       " ' hesitating purchaser_                  ',\n",
       " 'sitating purchaser_                     ',\n",
       " 'ating purchaser_                        ',\n",
       " 'ng purchaser_                           ',\n",
       " 'purchaser_                             _',\n",
       " 'chaser_                             _vii',\n",
       " 'ser_                             _viii_\\r',\n",
       " '_                             _viii_\\r\\n _',\n",
       " '                           _viii_\\r\\n _lis',\n",
       " '                        _viii_\\r\\n _list o',\n",
       " '                     _viii_\\r\\n _list of c',\n",
       " '                  _viii_\\r\\n _list of colo',\n",
       " '               _viii_\\r\\n _list of color p',\n",
       " '            _viii_\\r\\n _list of color plat',\n",
       " '         _viii_\\r\\n _list of color plates_',\n",
       " '      _viii_\\r\\n _list of color plates_   ',\n",
       " '   _viii_\\r\\n _list of color plates_      ',\n",
       " '_viii_\\r\\n _list of color plates_         ',\n",
       " 'ii_\\r\\n _list of color plates_            ',\n",
       " '\\r\\n _list of color plates_               ',\n",
       " '_list of color plates_                  ',\n",
       " 'st of color plates_                     ',\n",
       " 'of color plates_                        ',\n",
       " 'color plates_                           ',\n",
       " 'or plates_                              ',\n",
       " ...]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vectorization...\n"
     ]
    }
   ],
   "source": [
    "print('Vectorization...')\n",
    "x = np.zeros((len(sentences), maxlen, len(chars)), dtype=np.bool)\n",
    "y = np.zeros((len(sentences), len(chars)), dtype=np.bool)\n",
    "for i, sentence in enumerate(sentences):\n",
    "    for t, char in enumerate(sentence):\n",
    "        x[i, t, char_indices[char]] = 1\n",
    "    y[i, char_indices[next_chars[i]]] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(132454, 40, 60)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(132454, 60)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dummy variables for $y$ are shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False,  True, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False],\n",
       "       [False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False,  True, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False],\n",
       "       [False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False,  True, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False],\n",
       "       [False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False,  True, False],\n",
       "       [False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False,  True, False, False, False, False, False,\n",
       "        False, False, False, False, False, False],\n",
       "       [False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False,  True, False, False,\n",
       "        False, False, False, False, False, False],\n",
       "       [False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "         True, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False],\n",
       "       [False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False,  True, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False],\n",
       "       [False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False,  True, False,\n",
       "        False, False, False, False, False, False],\n",
       "       [False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False,  True, False, False, False, False]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y[0:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we create the neural network.  The primary feature of this neural network is the LSTM layer.  This allows the sequences to be processed.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Build model...\n"
     ]
    }
   ],
   "source": [
    "# build the model: a single LSTM\n",
    "print('Build model...')\n",
    "model = Sequential()\n",
    "model.add(LSTM(128, input_shape=(maxlen, len(chars))))\n",
    "model.add(Dense(len(chars), activation='softmax'))\n",
    "\n",
    "optimizer = RMSprop(lr=0.01)\n",
    "model.compile(loss='categorical_crossentropy', optimizer=optimizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm (LSTM)                  (None, 128)               96768     \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 60)                7740      \n",
      "=================================================================\n",
      "Total params: 104,508\n",
      "Trainable params: 104,508\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The LSTM will produce new text character by character.  We will need to sample the correct letter from the LSTM predictions each time.  The **sample** function accepts the following two parameters:\n",
    "\n",
    "* **preds** - The output neurons.\n",
    "* **temperature** - 1.0 is the most conservative, 0.0 is the most confident (willing to make spelling and other errors).\n",
    "\n",
    "The sample function below is essentially performing a [softmax]() on the neural network predictions.  This causes each output neuron to become a probability of its particular letter.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sample(preds, temperature=1.0):\n",
    "    # helper function to sample an index from a probability array\n",
    "    preds = np.asarray(preds).astype('float64')\n",
    "    preds = np.log(preds) / temperature\n",
    "    exp_preds = np.exp(preds)\n",
    "    preds = exp_preds / np.sum(exp_preds)\n",
    "    probas = np.random.multinomial(1, preds, 1)\n",
    "    return np.argmax(probas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "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(processed_text) - maxlen - 1)\n",
    "    for temperature in [0.2, 0.5, 1.0, 1.2]:\n",
    "        print('----- temperature:', temperature)\n",
    "\n",
    "        generated = ''\n",
    "        sentence = processed_text[start_index: start_index + maxlen]\n",
    "        generated += sentence\n",
    "        print('----- Generating with seed: \"' + sentence + '\"')\n",
    "        sys.stdout.write(generated)\n",
    "\n",
    "        for i in range(400):\n",
    "            x_pred = np.zeros((1, maxlen, len(chars)))\n",
    "            for t, char in enumerate(sentence):\n",
    "                x_pred[0, t, char_indices[char]] = 1.\n",
    "\n",
    "            preds = model.predict(x_pred, verbose=0)[0]\n",
    "            next_index = sample(preds, temperature)\n",
    "            next_char = indices_char[next_index]\n",
    "\n",
    "            generated += next_char\n",
    "            sentence = sentence[1:] + next_char\n",
    "\n",
    "            sys.stdout.write(next_char)\n",
    "            sys.stdout.flush()\n",
    "        print()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now ready to train.  It can take up to an hour to train this network, depending on how fast your computer is.  If you have a GPU available, please make sure to use it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 2.0195- ETA: 0s - loss****************************************************************************\n",
      "----- Generating text after Epoch: 0\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"ction,\n",
      "promotion and distribution of pr\"\n",
      "ction,\n",
      "promotion and distribution of procus and the start of the store and the store and that at the captain and the store and the store and a proce and the captain and the store and the store and a procus and the captain the captain and the strow and the captain and the bore and the start and the boating the store and the store and the boat the boat and the sting and the store and the store and the store and the stold the store and th\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"ction,\n",
      "promotion and distribution of pr\"\n",
      "ction,\n",
      "promotion and distribution of pronuted and dook and at the tated and streess and the sure and greeting sting and at i can to the dock, and sprong the captain the brest works more and the barece and the prosting it all the partage and the bost cross to and a spone and the eckod, and the store the captain and all all strong and the boctor, and a presing the should me cheet and spot me stome and the\n",
      "word and the itded and the side\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"ction,\n",
      "promotion and distribution of pr\"\n",
      "ction,\n",
      "promotion and distribution of pristing so\n",
      "\n",
      "from the moat blowsway, seaves\n",
      "neriniused, was atsen fimbered befoyter, driffy ople, inse you'rrund, and i han more virgct, and piodred; and the mad-sameing uf and haalt out's witcly cayter\n",
      "whater\n",
      "prickben aroum\n",
      "alramets tfle air the surless,\n",
      "enemandeds iell moreted the gain't mithoned, for\n",
      "plow with good anr it wayt; smrerecsed and cright seavent lay, .\n",
      "\n",
      "not therefreg of\n",
      "ene\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"ction,\n",
      "promotion and distribution of pr\"\n",
      "ction,\n",
      "promotion and distribution of premapy afrt aspigas voolring!en we,, lass; osce, lookile-claer, mut i blempleced, and that is nother goad; frely till, ary liet's verone you.\n",
      "\n",
      "my..\n",
      "\n",
      "but -loke a'llatlit hamberstrerek, a sastad compimed and,--mech enougg doow.\"\n",
      "  m'ftile,\" ariissing aud beel hold, all the gand had copy fornes hespeds deemes, and drickentone mey ot pockation heacliouss her\"ear.\"\n",
      "\n",
      "tands suring the starredolans \n",
      "132454/132454 [==============================] - 107s 809us/sample - loss: 2.0194\n",
      "Epoch 2/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.6471****************************************************************************\n",
      "----- Generating text after Epoch: 1\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"relawney, i'm surprised at you, sir. doc\"\n",
      "relawney, i'm surprised at you, sir. doctor and a bet he said a comped the black of the strown to be soon the strong the strong of the starter of the strong the strown to the still and the stand to the a stand and a still and the strong and the start to the be way of the place of the start of the start and the same of the instold and the start of the be and we had be see and the start of the strong to the stand to the strong and the sta\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"relawney, i'm surprised at you, sir. doc\"\n",
      "relawney, i'm surprised at you, sir. doctor all he and strean the restor were went and to the berest of see the deckoon the stares and the sand of my. scorn and and a fore to dead we was all on a comple on his side of the ashard, we looked here after my hird, the been the his man of the a say wand to see the way and the blood a still a cold a stand the man, no we heart of the stork and the staten to be master and the stand proke and as \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"relawney, i'm surprised at you, sir. doc\"\n",
      "relawney, i'm surprised at you, sir. doctor o \"_every dills to kees we hnon.\"\n",
      "\n",
      "that give the comstion lever you loved a she, with the\n",
      "nather, we on taken, but in veen jikeing of them the sidt\n",
      "o' three at lay more\n",
      "of this lo were the displains incleak you\n",
      "comply hand in yon.  ave for i a granding to comther we last it resped, silver me in, who grid to wot med but, and all in\n",
      "terriration triken black mutes an blind.\n",
      "\n",
      "not are hear\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"relawney, i'm surprised at you, sir. doc\"\n",
      "relawney, i'm surprised at you, sir. doctof the hid slid. a\n",
      "grisiol on spe way ratering int, goht; . ielland, bath many ansly, and sone load stold a'mmonse know out can,\n",
      "strimetger,ly againt? aw sentle, that,\" he stall you upo. silver\n",
      "gompl outchip and pliites, withearendle.\n",
      "\n",
      "it, in oburily as the said of he bay betille amaened a\n",
      "cemm's youxgance jim. gavely, but inn'then's not gimp, already!\" trecked by lest letter der, why en? h\n",
      "132454/132454 [==============================] - 147s 1ms/sample - loss: 1.6471\n",
      "Epoch 3/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.5369****************************************************************************\n",
      "----- Generating text after Epoch: 2\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"irst. the\n",
      "moan, which told of pain and \"\n",
      "irst. the\n",
      "moan, which told of pain and the should a should be the charted the ship's ship's the shope, and a say captain should and the ship's the shore and the ship's councally with a sea-chere with the ship's be the captain sholled the ship's be some of a country and the ship's be the chart of the chart of the ship's captain ships to the ship's the ship's ship's the shopes and the ship's captain should a should a saw the chart of the\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"irst. the\n",
      "moan, which told of pain and \"\n",
      "irst. the\n",
      "moan, which told of pain and the pipe, the doctor of me the fear in the spore of chart and which of crunce as a feet at the boll some like a spere into the man in a man be went of the sea-cherg, and the squire and the captain.\n",
      "\n",
      "the chart of clumpard the pire of soon the sea, the shoted went of stand and the shore when at the dishole was be some\n",
      "so the state, but best, my way at the bog lites\n",
      "could a ships's council the do\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"irst. the\n",
      "moan, which told of pain and \"\n",
      "irst. the\n",
      "moan, which told of pain and waterce; and volly bay wele.\"\n",
      "\n",
      "\"wello-not thing \"same now,\" said i call the wet, in puighting\n",
      "starbow day gone from the side in his\n",
      "catch a\n",
      "boartuse.  now,\n",
      "and a ighand.\"\n",
      "\n",
      "if a king acaved evely gunney as\n",
      " all shrap, groonerd, i deniach.\n",
      "\n",
      "\"blackard tall stopped this flintfy better towest firstd with a schung abong, wither i nat sled some water pietering from thes go a\n",
      "man a sipe a litt\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"irst. the\n",
      "moan, which told of pain and \"\n",
      "irst. the\n",
      "moan, which told of pain and with hast[great shoulderden?\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "on your extch,\n",
      "of facked pullly agleanven all turicins;\n",
      "all sharc this ad incentemans visy a thought idleting\n",
      "\"keep and the eighmlisilre gowre, and, plenwe\n",
      "had meeach for going, writed-the plomor\n",
      "drickiluslings's\n",
      "he. juhis in thi-,'s take your seceningt bair and charcc wrom\n",
      "with thelu\n",
      "caman; flint fram yourrenesd\n",
      "he i\n",
      "can \n",
      "that lolded his very cut p\n",
      "132454/132454 [==============================] - 155s 1ms/sample - loss: 1.5371\n",
      "Epoch 4/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.4763****************************************************************************\n",
      "----- Generating text after Epoch: 3\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"\n",
      "    of declaring that this honest crea\"\n",
      "\n",
      "    of declaring that this honest creak and the same and the captain. i was a sturn of the fore to bland of the for of a still project gutenberg-tm the captain and the sure and the side of the confine of the streas of the sail and the founder of the captain. and while we were all the sturing and the sail and the side of the stick of the corace, and the copine and the sure and a man of the stick of the stores of the sail and the store \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"\n",
      "    of declaring that this honest crea\"\n",
      "\n",
      "    of declaring that this honest creak, and we island smell for the couparier of the burned of the there was a good the warner of the pure and shipmen of captain.\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\"doctor, \"i began to get and the stores with and a moneyce. i had the crean and but the copinishand and silver of a greed his confirred in man was a sterned at the purered of the arms of the sea\n",
      "shoulders, some till and the sure he had continue of the disting for a prec\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"\n",
      "    of declaring that this honest crea\"\n",
      "\n",
      "    of declaring that this honest creaticely coptain, re a shoulder\n",
      "some man, \"i thought and but he liefe, in the ewass\n",
      "or and goatem, and\n",
      "company.\"\n",
      "\n",
      "\"i repuies than caupher, but wend than word like what there nearely tile be-tilled to filler\n",
      "and steptroprer portt of the island soon of the fien with himder tomery! the can eboors; plai saily muting us, and a lougher tuterys for where you? the see of the color\n",
      "hole?\"\n",
      "\n",
      "he was tw\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"\n",
      "    of declaring that this honest crea\"\n",
      "\n",
      "    of declaring that this honest creak momenton in no, bug gladsgers, thome, and. ma, but duck of a but had , ro,nession of aard approkels of addrshay\n",
      "befire exour. rich.\n",
      "currew hands.\n",
      "\n",
      "in\n",
      "seed,\n",
      "but dedilious, it toilie, whw lightly bratelf:\n",
      "\n",
      "\"silver. i'll be mumw ill conge  a wred\n",
      "tom upon the add.a's behore with imsorncin, for the wors, handsure are of like as soon not over, wen the jaugh\n",
      "to my thied, from with ver wen pe\n",
      "132454/132454 [==============================] - 184s 1ms/sample - loss: 1.4765\n",
      "Epoch 5/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.4364****************************************************************************\n",
      "----- Generating text after Epoch: 4\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"the stores, for ben gunn's cave was well\"\n",
      "the stores, for ben gunn's cave was well that i was a thing the captain of the\n",
      "black of the captain out of the captain and the captain a place the captain a man was a man was a blow of the starp of the was a start of the stores of the worst of the worst of the worst of the place of the worst of the was a place the storn that was a blows and the story and a place the treasure was a man was a man seaman, and the story of the way of the c\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"the stores, for ben gunn's cave was well\"\n",
      "the stores, for ben gunn's cave was well as second the worst all in the words. i was so the part of the work and sharp of a partions of the\n",
      "fire that that i says i think the captain and a coon\n",
      "that i seemed the captain. \"the captain that the captains of some and lad the stirn\n",
      "things and captain, the two was on the was stell the captain a little better was was a bleer which the off, and bened a lad the time of the countrardly and\n",
      "the\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"the stores, for ben gunn's cave was well\"\n",
      "the stores, for ben gunn's cave was well by though fraht, along had at garger, namering man birrow steet on into a face of shipmes of into the cuquiler-ding, and i that what\n",
      "tradney, the captain, easion dwa:\n",
      "toward theit\n",
      "long jah as an\n",
      "here man mage to we kning that had tinced if the danbow,\n",
      "stens did a white ry\n",
      "his port maces. betche my rasse   tevers spore to hund,        s with our pitter or aftainenter, dwack of cabin\n",
      "tamentl\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"the stores, for ben gunn's cave was well\"\n",
      "the stores, for ben gunn's cave was well mates's\n",
      "up the nittsquire.\n",
      "\n",
      "i did nog\n",
      "sean i could geay nou\n",
      "you we pack or inly along islandy; and very whallored of where terter's gsel, a moling,r or yourars  wocked\n",
      "accadnst fellow was ywinder gallad him to det,\n",
      "doctor, unter  munting, \"away's, i taw wolld nothing a cab, if\n",
      ". if yet usass. \"a brich.\" hand esame in how, are bucrled mugh an sort. crxef.\n",
      "\n",
      "a -yever \"unnjivates unlay old \n",
      "132454/132454 [==============================] - 309s 2ms/sample - loss: 1.4364\n",
      "Epoch 6/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.4055****************************************************************************\n",
      "----- Generating text after Epoch: 5\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"e hesitating purchaser_                 \"\n",
      "e hesitating purchaser_                                                                                                                                                                                                                                                                                                                                                                                                                                 \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"e hesitating purchaser_                 \"\n",
      "e hesitating purchaser_                                                                                                                                                                                                                                                                                                                                                                                                                                 \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"e hesitating purchaser_                 \"\n",
      "e hesitating purchaser_                                                  kno of a parmlones. brnere; for hill growed tone, is docer offant\n",
      "are, lefe ascaim indevict that the then about from inston; ritions was\n",
      "dead 'ill shot, weach-boon and plain in the good dogbsheld were to meal up, and\n",
      "cover side aartrivy clowhed him. and recouder his last island,\n",
      "winver hund \n",
      "\n",
      "\n",
      "cheeting to the stares to\n",
      "had pairadious gliver into my heagnion\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"e hesitating purchaser_                 \"\n",
      "e hesitating purchaser_                                  '!atich, with a imonea unlow\n",
      "done him seem are.\n",
      "\n",
      ".\n",
      "\n",
      "i dan sailing the havery reaxurn,\n",
      "a-boy--near of a speak isment scrittly sasp,\n",
      "but, lioster.\"\n",
      "\n",
      "\"if you won'e saw that you can pltasage him of\n",
      "puch knike the beabotingt'm.\n",
      "\n",
      "\"than placaased none i looked you , as pearedce? another. \"say, silver had 'drelman.\"\n",
      "\n",
      "\"; a sean ah noquire of hisien to, not grewdy and distlisp\n",
      "132454/132454 [==============================] - 343s 3ms/sample - loss: 1.4057\n",
      "Epoch 7/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.3826****************************************************************************\n",
      "----- Generating text after Epoch: 6\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"he next assizes.\"\n",
      "\n",
      "then followed a bat\"\n",
      "he next assizes.\"\n",
      "\n",
      "then followed a batter and the door and the stockade, and a pipe of the stockade, and a good was and see the stockade, and i was a bottle of the stockade, and the ship and the stockade, and the stockade, and the black and the stockade, and the black dog, i had he was stand to the stores of the wood and the door and a pipe of the stockade, and a planger and began to be an open the more of the stockade, and i was the \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"he next assizes.\"\n",
      "\n",
      "then followed a bat\"\n",
      "he next assizes.\"\n",
      "\n",
      "then followed a batwer and we pinking the side of the hid\n",
      "sure they were at lad, and i could be me an adding anfersh, and water the first spot, and a hands\n",
      "the blackled the mutineers, and i was the door and then be\n",
      "stood rowed the doctor, and he was had the\n",
      "berave,\n",
      "but was stand to come the captain. \"the sand, and there i could see the long he would have moment and plunge of old shiner, and we thought him he wa\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"he next assizes.\"\n",
      "\n",
      "then followed a bat\"\n",
      "he next assizes.\"\n",
      "\n",
      "then followed a batter in the inn, there rishownses.\n",
      "\n",
      "this, all little\n",
      "coophe, with a man, i behirmled. the stoups, whom i\n",
      "cance\n",
      "a pimeh\n",
      "\n",
      "\n",
      "which broke. ill lays with unmobsiaping me\" and as ben gnndly into contory the old am fleshin, their squire\n",
      "\n",
      "\n",
      "he was\n",
      "been talry--thele are un still rely thuning co, and had\n",
      "the fution effeled to unlition i\"lly\n",
      "         kise, i says. tall, when i was lad. the cordant\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"he next assizes.\"\n",
      "\n",
      "then followed a bat\"\n",
      "he next assizes.\"\n",
      "\n",
      "then followed a batorep in, but the birselver.\n",
      "lipple. he had get i\n",
      "lass.\"\n",
      "\n",
      "fine, before a go!\" i\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "annywhing, and out nisll; in the doom, anchore, when\n",
      "impar to loose not me boatey another. to think\n",
      "hon.\"\n",
      "\n",
      "alreas the super--is'll stand. they tell you verate for the bottmesh, then--there was\n",
      "stommersly whan\n",
      "mantainhern xpenly songle fime. with mind like viryve, aweriry. these escuplerol it's a mped. \n",
      "un!\"\n",
      "132454/132454 [==============================] - 338s 3ms/sample - loss: 1.3826\n",
      "Epoch 8/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.3635****************************************************************************\n",
      "----- Generating text after Epoch: 7\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"rew nearer in the\n",
      "dark; i felt the haws\"\n",
      "rew nearer in the\n",
      "dark; i felt the hawsing almost the captain side of the corner of the broken\n",
      "the sides and stepped to the sandy and the doctor, and the rest of the shelp as and the more and behind me the cook and behind my mother behind my conter and the more to see the captain stood by the stood of the short was stand his shoulder and been the bottle and the books and a sure stream and the wood of the stood of the more to the stood\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"rew nearer in the\n",
      "dark; i felt the haws\"\n",
      "rew nearer in the\n",
      "dark; i felt the hawser, still and the been in the ansh to sevent about her go that was silver back along the blow his and the marking to the between the more of the dead, and we one passed the party and of his head of the more to tell you a regreen\n",
      "had between the take that i was an assure of and the little arrow was so my heart and sound to have a move one along the rest of the house. and we have took. but the boat\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"rew nearer in the\n",
      "dark; i felt the haws\"\n",
      "rew nearer in the\n",
      "dark; i felt the hawsing of courst in the cuttass.\n",
      "deathry lerge in last, and comiinerd me tow he's be.\n",
      "\n",
      "\"well,, she talk you are we had slen, \"here's flint peace rum with you. if tef his breech on\n",
      "some befored? what we went so way intoward                                   by colordess and\n",
      "woidr' blow cost, project gutenberg-tm pitter into look and fro. it done lyond of other gray\n",
      "wo; stays. he laik him in.\n",
      "\n",
      "\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"rew nearer in the\n",
      "dark; i felt the haws\"\n",
      "rew nearer in the\n",
      "dark; i felt the hawsing, who bref his butter, pie to perch down wain's boot, not\n",
      "still aflushoated buadey wwo of good, had\n",
      "spre  sap.\"\n",
      "\n",
      "hone deffmetemam mcood uppelf.\n",
      "\n",
      "bulk in half one sto bad\"y; but the diginges; do over, sears livad forth of tress, xidred give. thaubh an arishinerest gow fofse list boy--f-boy- and a sany longy with eyes\n",
      "plinacrement. long no, \"that's\n",
      "the might fismingen s'timate what cooked\n",
      "132454/132454 [==============================] - 300s 2ms/sample - loss: 1.3636\n",
      "Epoch 9/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.3506- E****************************************************************************\n",
      "----- Generating text after Epoch: 8\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"not been swabbed since\n",
      "the mutiny, bore\"\n",
      "not been swabbed since\n",
      "the mutiny, bore a state was so see to the same before the fanting of the starm.\n",
      "\n",
      "\"the captain, \"you would have been to be an orce to the faint of the parrace of the cook\n",
      "one of the starks and the same bottle and before me the first had been between the worst of the bring of the blood we were all the corner of the cook the same before the blood and the book and the blood and the blood were to the fair state of\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"not been swabbed since\n",
      "the mutiny, bore\"\n",
      "not been swabbed since\n",
      "the mutiny, bore of the last had been before all had been the boot about the bottle of the stark with his five about the fight, and we were the more and silved\n",
      "on the starm, compant, before i had sake the other to be himself before\n",
      "to the table, and a would so the reas had\n",
      "the boot as i thought you are to prove to the sure to the hill to a good\n",
      "to me, i was ben give the bo.\n",
      "\n",
      "the captain, and say this saying\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"not been swabbed since\n",
      "the mutiny, bore\"\n",
      "not been swabbed since\n",
      "the mutiny, bore, is and the conjibtacte. as our stist o's had done's treasure-place.. but speaked, that was\n",
      "lie boat like bails a um, talking that was a fouse of coquare, rough\n",
      "press: and were about peak land of the slowlone. say not about into him soft by idle told for his fight the\n",
      "reas in the feegest, his gond with warn\n",
      "on the rat cousts for back; \"lay soon a mokeh and\n",
      "him. and inisen side a cross we weu\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"not been swabbed since\n",
      "the mutiny, bore\"\n",
      "not been swabbed since\n",
      "the mutiny, bore not with so egreetued had at larvanched in,\n",
      "mrbers, that had wouldr the bettees; and roughles wellish\n",
      "or it, and by one man with unle's mr; bring aboard,\n",
      "out of regine. upon--upon thant pead but to cead. sown\n",
      "in mearbbash newre to\n",
      "silver, is whi't-out,\"\n",
      ", and only.\n",
      "\n",
      "and gelest, i've the eye, a heast his ow. do to the treoughlitury bur not gunnyf, you see, you're tone to thes, moath of nea\n",
      "132454/132454 [==============================] - 286s 2ms/sample - loss: 1.3507\n",
      "Epoch 10/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.3366****************************************************************************\n",
      "----- Generating text after Epoch: 9\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"d salt,\" and\n",
      "such like names, and sayin\"\n",
      "d salt,\" and\n",
      "such like names, and saying the port of the cook the sun was and the captain and the captain of the captain the stark of the sun was and the captain the cook the captain the captain straight of the captain and the coracle was and the captain the cook the fire and the captain straight of the captain the cook the sun of the far of the black of a bottle and the feet on his counce the black of and the sun was steed to the\n",
      "lad\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"d salt,\" and\n",
      "such like names, and sayin\"\n",
      "d salt,\" and\n",
      "such like names, and saying piece. when the cabin was and side of the compass, and the possessaily before the same hear had one the black dogn of the boat, and the captain streased to the inn shipmate the through the pirate of the sun of the same hands in the part of the through the corst of the paptacte of the stark of the\n",
      "next to compraist was handly the stand to fast at the\n",
      "fire beginning him the coracle had been a ma\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"d salt,\" and\n",
      "such like names, and sayin\"\n",
      "d salt,\" and\n",
      "such like names, and saying behind it, and a regripp down tills before him us. he's was he reliable with if was at the\n",
      "sure compriety.\n",
      "\n",
      "\"disuplease whistle, riffle, herempone, make, and the fore fro, flike a sanked hunk\n",
      "in a charmons side out greed to through the paval me. what\n",
      "fingelited, and said i'll come that which we dur hive have flint's wen, corner, forgets and i put by the rocker you, why i had redread in, xxx\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"d salt,\" and\n",
      "such like names, and sayin\"\n",
      "d salt,\" and\n",
      "such like names, and saying, and he keef cue land, you\n",
      "aplease.\n",
      "\n",
      "\"welf, o, lant, hand and that's here deside, that that dimays a num be ou re, for for pacabow, as he list narriying turned thever, the\n",
      "reasidy deed with finnering blood-and soon with madble,\n",
      "and seaved thus once\n",
      "loak.\n",
      "\n",
      "\"why and he'll see thisw i dare, do ht and them's\n",
      "receot, ?blet hemp!\"\n",
      "mom\n",
      "\n",
      "\"'yarone, i do. the skelling us, will, i'll cray thewe\n",
      "132454/132454 [==============================] - 366s 3ms/sample - loss: 1.3365\n",
      "Epoch 11/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.3251****************************************************************************\n",
      "----- Generating text after Epoch: 10\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \" lay as we had left him, on his back, wi\"\n",
      " lay as we had left him, on his back, with a sure to the straight of the stockade, and the ship and the stockade, and the stockade, and the mainsail the strang at the sure and the stockade, and the same man, and the sailing the strang at the same man of the stockade, and the stockade the stockade, and the strang at the\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cook said, and the same straighted on the stranger of the stockade, and the book and the sperry on the stranger of the\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \" lay as we had left him, on his back, wi\"\n",
      " lay as we had left him, on his back, will re?\"\n",
      "\n",
      "\"well,\" cried, \"you have not the brisking to the sealar and the treasure--silver; for as the south terror of them they were in a third car of a shoulder that should been to the\n",
      "black dog at the nergors of spock and put in the light best, and still carried the came of a shore. and a breathe ship had at\n",
      "consting in the stockade, and seen musketes, and come at the same of\n",
      "the captain, t\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \" lay as we had left him, on his back, wi\"\n",
      " lay as we had left him, on his back, will us all this treowled hands are shap\n",
      "possessed dises\n",
      "a\n",
      "hand in the captain smellen. theard thander up; too precett then thece who\n",
      "help hakester in visibor at, that fwot hed was\n",
      "nearer\n",
      "for a mainsing seavaran genved\n",
      "every, and i dun, taking\n",
      "in the boring ware alast as\n",
      "ffor bank youngectencd.\n",
      "\n",
      "lever he was nor like them musket.\"\n",
      "\n",
      "\"well,,\" said one, \"that's is no hang abo's. so flint. \n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \" lay as we had left him, on his back, wi\"\n",
      " lay as we had left him, on his back, wisdranugus of the anchor,\n",
      "i was his asistrain speerly\n",
      "o!\" says coust mr. 'lave settatiate;     happlyer's.\n",
      "\n",
      "sjibled for in shopper bitch, to getn. drapping overhandor ifweefinst\n",
      "leng--a mighter was be, gra!ley, screak.\n",
      "\n",
      "\"barbacury was truck was nearer it. as mepaincats.\n",
      "\n",
      "\"a-doing nistaid by this piliple project gutenberg-tm thanty thankbessso or swang his xens\n",
      "matess    ty men along with \n",
      "132454/132454 [==============================] - 319s 2ms/sample - loss: 1.3250\n",
      "Epoch 12/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.3148****************************************************************************\n",
      "----- Generating text after Epoch: 11\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"berg ebook treasure island ***\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\"\n",
      "berg ebook treasure island ***\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "chaet that was the black of the black of the stares and the trees and the broad of the black of the stranger and a still and brought me and the stranger of the stares and the stranger of the stranger and a sea and the cruile to the sea and the buly and the stranger and the stranger and for the country at the stranger and the stranger.\n",
      "\n",
      "\"that's the captain. \"that's the boat, and the sea that had \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"berg ebook treasure island ***\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\"\n",
      "berg ebook treasure island ***\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "partcy.\n",
      "\n",
      "\"if you have lay by the main and nothing in a little sand in the strong on his ship's side. he was sometimes of the sea that\n",
      "was a still and the side and the two had\n",
      "found and broad a sight at the doctor side and speaking a side of the stranger of the ship's country and black dog and\n",
      "drawing and brought in your sunglispiniting and stepped to the buly and a step in the statuing but hi\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"berg ebook treasure island ***\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\"\n",
      "berg ebook treasure island ***\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "       stood out sight it\n",
      "to dinoting geet-coid. free passap, and thought want fiarly\n",
      "seaman\n",
      "noisure\n",
      "man sucked' would he's thin. to firded had to \"that came down to him to seadrall w'sfate of whing to rub ruih dis'onc, iffengmow to blate hore. there lay one again.\n",
      "\n",
      "\"juhp every boat cach wash thouse,\" spodder, aflare, hailerglap talked understops cwere with which told more\n",
      "another onterow t\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"berg ebook treasure island ***\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\"\n",
      "berg ebook treasure island ***\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "long air\n",
      "boating womst stritch to every free deashely lie giss.\n",
      "tawking ayong-wile, but dick pessed that restgid, the readiping like very altain fall\n",
      "weeth that like\n",
      "uh--to see ykt. the captain\n",
      "     lambowloat died i\n",
      "had goat, no pass the escasteramy neither of ses tleashed the\n",
      "sea. fearled him the next obsed got your lipp-andry ow\"que mannappearished,\n",
      "\"it\"!\"\n",
      "\n",
      "\"came your,' oard to round \n",
      "132454/132454 [==============================] - 337s 3ms/sample - loss: 1.3148\n",
      "Epoch 13/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.3049****************************************************************************\n",
      "----- Generating text after Epoch: 12\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"ain, and here i were.\"\n",
      "\n",
      "\"if ever i can\"\n",
      "ain, and here i were.\"\n",
      "\n",
      "\"if ever i can gen land of silver, and the most for a man were to the sound some his pailed of the boats, and the ship and the ship's captain smollett was the stockade, and the sound had a paling the stockade, and the stores and before the same man was a sound his seal and the boats to the sound to the same moment we came and ben gunn the seaman was the same man was the ship's speak of the sure to see the first\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"ain, and here i were.\"\n",
      "\n",
      "\"if ever i can\"\n",
      "ain, and here i were.\"\n",
      "\n",
      "\"if ever i can captain smollett, sir,\" said the squire.\n",
      "\n",
      "\"and there we should \"lease, the quist, straight and say and below in the and party to the antious\n",
      "was for my word of dook of the captain. the man at last propest of the look of the sure, and man was a pair of it former of us to the body had flint, and pretty and sand misty shore from\n",
      "with his possals of a sure they was so the bring moment we cannod t\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"ain, and here i were.\"\n",
      "\n",
      "\"if ever i can\"\n",
      "ain, and here i were.\"\n",
      "\n",
      "\"if ever i can\n",
      "away! . i caslen, seaching as thunderery silking.\n",
      " he were\n",
      "is ence so good--when to-do dose, towarder before, a, we would lay wellyicanty of sure orwapgeled wen beside dits--the measin. says, we dond over the apple, and to see to fourse piles blackaned the\n",
      "cameas of caverance all the\n",
      "amounes of crump its that he\n",
      "had at\n",
      "the napped in siry, sing\n",
      "themwearted upon my outy for about their rost\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"ain, and here i were.\"\n",
      "\n",
      "\"if ever i can\"\n",
      "ain, and here i were.\"\n",
      "\n",
      "\"if ever i can't when round from huntly, concess,ly seamal\n",
      "as now da foundinion, we were found a dead breast accase ever water\n",
      "seatt of the man--maves, had gentleman-spegement with any hone. little\n",
      "speacainablitch? stepped their piece to be s\". hands every whilem! first\n",
      "of jungled in my adfew\n",
      "splass.\"\n",
      "\n",
      "wosts?\" rganc. my, but i wnok e. awseat leasing their jates.\n",
      "\n",
      "\"dear im om old up, sesply noisele silv\n",
      "132454/132454 [==============================] - 360s 3ms/sample - loss: 1.3049\n",
      "Epoch 14/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2957****************************************************************************\n",
      "----- Generating text after Epoch: 13\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"king. \"there's a power of men been kille\"\n",
      "king. \"there's a power of men been killed the stockade, and the sailed the worst\n",
      "of the same man was a ship in the same silver, and then here, and then here and the stranger of the same man of the sould the but the stockade, and i was all the stockade, and a place of the stockade, and then he was the stockade, and the boats, and the sea sore and the sign of the same more of the same time and the most of the same man was all the strang \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"king. \"there's a power of men been kille\"\n",
      "king. \"there's a power of men been killed him and the same like the doctor had already think and the seafar after a good sea-choade, and i was arms stranger, and the sea\n",
      "seaman would have could i saw the bassen was a poor\n",
      "distributions, and then here and the parror of the stand of the worse of the worse\n",
      "of the same men, mr. hands, who had sort of the sould the most and in the house and the side and the greed distribled the sould was \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"king. \"there's a power of men been kille\"\n",
      "king. \"there's a power of men been killed withe, who might asked.\n",
      "\n",
      "the captain's shollet the current, i pieced\n",
      "of the stick, but he talk the\n",
      "hadd down with the colking gently which about, or.\n",
      "\n",
      "\"arounds. and soon and at\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alrapy meding man,ly's arms. and and torserd. i'll do of a once good, i'll bad havily four to ti-docain.\n",
      "\n",
      "\"captany,\" then here!\" cried there gentlecting talking the money rashle about of\n",
      "iterher thunder. itt was\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"king. \"there's a power of men been kille\"\n",
      "king. \"there's a power of men been killed, forgets, and\n",
      "silbine bail took thunder ites, cimbe, cyme\n",
      "busped up on the same of the cutlasses bag ar\n",
      "where it, no perasi\n",
      "portous all lading put the\n",
      "passine on explondeming to given astocited nay you won't much bepwing us. as then in the have left me; myself cohade. but there oouth thalines incled over pinched.\n",
      "\n",
      "hlay stee\n",
      "goum,'s would old repuld out and saade? and,ly who; then old dan\n",
      "132454/132454 [==============================] - 372s 3ms/sample - loss: 1.2958\n",
      "Epoch 15/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2892****************************************************************************\n",
      "----- Generating text after Epoch: 14\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"overhaul her. the scheme had an air of a\"\n",
      "overhaul her. the scheme had an air of a bottle of the stockade, and the man was a project gutenberg-tm electronic work the parrot, and the parrot\n",
      "with the captain smollett, and we had the parrot\n",
      "on the stockade, and we are all the stockade, and we were\n",
      "stood side that the color of the sand of the man was the first and the stockade, and we had the parrot\n",
      "on the stockade, and the man of the work of the stockade the captain should be \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"overhaul her. the scheme had an air of a\"\n",
      "overhaul her. the scheme had an air of a project gutenberg can time to the work a little copy the work and forth you goiseld\n",
      "the parrot, and then a project gutenbergwll contry and all the ashored. the captain stranger a little point of the arms was all the worst of the way of a felloun at the sand of the woods of the anchorage of the captain share a going and before it the\n",
      "boat, and the dear when they could no second that was a pipe o\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"overhaul her. the scheme had an air of a\"\n",
      "overhaul her. the scheme had an air of a made. the\n",
      "other norther, and detern, and spit and then.\n",
      "\n",
      "\"pegter it,\" says yet's to 'em buncidening, \"spite me ip from the ojes; it was into econd stoms.\n",
      "\n",
      "muiring down-tnood bushession to spied here, and\n",
      "run and the tworemers with this troowney\n",
      "step every time the\n",
      "side for the parrot witchn holl--out asive what the diggetstroy at the rure in the jatch armunted\n",
      "volumtered hinte away.\n",
      "   \n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"overhaul her. the scheme had an air of a\"\n",
      "overhaul her. the scheme had an air of a\n",
      "nunfiners was hus fazetmenor and silver,\n",
      "and clo.\n",
      "\n",
      "\"they come lives you shivpone landy--for his stepped i.\n",
      "\n",
      "and repelnton thungers, the cr-damin. i say below\n",
      "those, copytiinqvuramls, \n",
      "\n",
      "\n",
      "happed of then mo\n",
      "for ig mountimy, call planch, this, among whatesetited ip comply\n",
      "tipped me roting\n",
      "on the boate, and not stamping you      lights; he is; norsch\n",
      "annpy dien pretty. you taimeh lefth t\n",
      "132454/132454 [==============================] - 391s 3ms/sample - loss: 1.2894\n",
      "Epoch 16/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2811****************************************************************************\n",
      "----- Generating text after Epoch: 15\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"se--but it rang out so full\n",
      "and hearty,\"\n",
      "se--but it rang out so full\n",
      "and hearty, and the captain and the same in the stockade, and the same man was a breest a chip of the sure of the sure of the sure of the sight of the same man was sure to the sea that they was sure to the but the same before the cook\n",
      "still and the black of the same man was a sure of the same before the cook and the spirage of the sure of the sure of the same in the sailing the sure of the sure in the stock\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"se--but it rang out so full\n",
      "and hearty,\"\n",
      "se--but it rang out so full\n",
      "and hearty, sir, in the corner had been say by the boats still who were\n",
      "sure at the sure it was a crew it was say\n",
      "the spy-glass, of the first said the stockade, and the poorort at\n",
      "every own sailed the doctor had sure to face, and a poor\n",
      "to say my shoulder was the garty coming the first at last a powers on the sure of the sure of the sailed\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "paitibue that i could say us out and the captain.\n",
      "\n",
      "\"\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"se--but it rang out so full\n",
      "and hearty,\"\n",
      "se--but it rang out so full\n",
      "and hearty,\n",
      ", hold of lucks arewemptions his own were\n",
      "rua to him there and go of coursesking.\n",
      "these to me knew. un; doctor, you are. \"well, we pueses now' douit, my found, mr. say tattwimbbors were fould threewure ewfice at\n",
      "were, and that this they has only cheevs, as done a\n",
      "sailed the door, on they\n",
      "own sears railus staw terror side. his whole full py-kest\n",
      "accound.\n",
      "\n",
      "\"by this his man, you see,\" said \n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"se--but it rang out so full\n",
      "and hearty,\"\n",
      "se--but it rang out so full\n",
      "and hearty, mors, and by the maise, my ofly.\n",
      "\n",
      "\"and you if did now,\" he cried. if youard, maines, shipmit doppted.\n",
      "gradolucamp she, were upsering out a distrnands for in made before me my propress\n",
      "gone, i'm leafust, and with how for they , mehuld aad\n",
      "me\"\n",
      "surt,\" deren a boughrs theiry delieve of either were, ever\n",
      "body scare-\n",
      "\n",
      "plalit to her dpeck,\" sht was botusling sforights or welly, but i was half o\n",
      "132454/132454 [==============================] - 407s 3ms/sample - loss: 1.2812\n",
      "Epoch 17/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2790****************************************************************************\n",
      "----- Generating text after Epoch: 16\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \" were in the marsh, and\n",
      "unprovided with\"\n",
      " were in the marsh, and\n",
      "unprovided with a still belowed me to the stockade, and the seaman were so the boat a man had at the stockade, and the man was the stockade and the stockade, and the man was the fiest and the most\n",
      "and the stockade, and i say, and there was the most to the singing had been a stand to the stockade, and the man was the most the foundation.\n",
      "\n",
      "\"i say,\" said he, \"and i say,\" said he, \"and you see, silver, and then i\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \" were in the marsh, and\n",
      "unprovided with\"\n",
      " were in the marsh, and\n",
      "unprovided with in the sould and the anchorage and the starring and sail the captain and the spy---says we went and say not the boots and below the companions.\n",
      "\n",
      "\"well, now, silver, \"i say,\" said he, \"and you long a place, and i could roarded at the same with a count again; no of the rest of the same and find the against to the three perhaps.\n",
      "\n",
      "as seamen the state to the stood of the most as so good. the thing\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \" were in the marsh, and\n",
      "unprovided with\"\n",
      " were in the marsh, and\n",
      "unprovided with one moment he had seening in met, and first.\n",
      "\n",
      "\"mustle \"doctor,\" said silvion, no'd smoak, after an doctormed, and fil time the ladger's\n",
      "crack, taking the fick. arreis\n",
      "for a man. nowced, we panneay, and you it\n",
      "comedn\n",
      "accaidime on the apyrick just robed till\n",
      "we had no a man betched--and to a ginnes; \"theringfog-hotht perm\n",
      "till like the same wi effering of water, fird; 1'y a know accussed up\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \" were in the marsh, and\n",
      "unprovided with\"\n",
      " were in the marsh, and\n",
      "unprovided with so't. t. bliw her.\n",
      "there was is bewilders rid.inver. his gold-tord aspaed bewarced\n",
      "the vasibal.. no, cich eas at my word; and \"you have tumened lest by hit pamel suddenly\n",
      "going and so, ie thought i gotctrme uppeeral, swipefage, and\n",
      "'llast, you'll be like\n",
      "that's tuhn. but aht sahe. now, my old 'tunlt, or you had allq, mr.. theres for an green.\n",
      "\n",
      "well, and i  yet the statling sunk a ferming a\n",
      "132454/132454 [==============================] - 672s 5ms/sample - loss: 1.2792\n",
      "Epoch 18/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2714****************************************************************************\n",
      "----- Generating text after Epoch: 17\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"states and you are\n",
      "located in the unite\"\n",
      "states and you are\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "located in the uniter of the same between the same to the same man sure\n",
      "to the marsh only the stockade, and a sea to the marsh and\n",
      "the stockade, and the man was the boats, and a bottle of the same man was a good man were took the stockade, and all the man was the becoon\n",
      "the same time, and a bottle of the same men that the same man sure\n",
      "me, and the stockade, and the stockade, and a bross\n",
      "with the starrs, and the \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"states and you are\n",
      "located in the unite\"\n",
      "states and you are\n",
      "located in the united of the ship that i say\n",
      "what i don't be beginution, and proved to him, and the stockade,\n",
      "that i was a sure to be say, and prodition of the stockade, and black look of it\n",
      "that spray, and then i began to be sure\n",
      "mess the cook asine, and one of the chearing glass before him that the bloods. i had seen the starrs, and was the\n",
      "last clear and this sail to the house, but i was a guing at the water \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"states and you are\n",
      "located in the unite\"\n",
      "states and you are\n",
      "located in the uniterer, his a linbing to so with an arms cap'n, and but up gnow\n",
      "so genmye.\"\n",
      "\n",
      "the slapper, cap'nsjurios aroboug of the taves. and clearly\n",
      "men'se us, this-more the nother for the blom.\n",
      "bill?\"\n",
      "\n",
      "vorce; \"kind you are, with a crullors.\n",
      "\n",
      "\n",
      "\n",
      "there began to instainly si\"buthe for here, he was done had ain.\n",
      "\n",
      "\"if i meandn't he will my verture your wayse. arreer.\n",
      "\n",
      "i speaken and a trad or neming was\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"states and you are\n",
      "located in the unite\"\n",
      "states and you are\n",
      "located in the united, my greemes ot, jim--emmors, even threw\n",
      "drunky was ghisly dating to wadn, you knowed with her not.\"\n",
      "\n",
      "we cameed, this you've over blood--hawkins, while me mysexfuce, you'm think a good his secone, i, blactoney could we\n",
      "upon, thar mind him towor, i was appirainaliege of a sun leught\n",
      "light a'lr\n",
      "neveroind frol in    ligver!\" he coim deadn'ther\n",
      "accound money or captass in apleast doctor\n",
      "smile,\n",
      "132454/132454 [==============================] - 568s 4ms/sample - loss: 1.2715\n",
      "Epoch 19/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2653****************************************************************************\n",
      "----- Generating text after Epoch: 18\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \" jim, and i'll share with you equals, up\"\n",
      " jim, and i'll share with you equals, upon the chest, and the most the stockade, and the most time of\n",
      "the cheeks were so sure the chaster, and i should have looked on the worst\n",
      "come to the captain stranger of the chang and the most time to the stockade, and the most time of\n",
      "the captain stranger and the stockade, and the man was a stead\n",
      "with the cook to the stockade, and i was the most time to the stockade, and the most time to the s\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \" jim, and i'll share with you equals, up\"\n",
      " jim, and i'll share with you equals, upon the chest, and i had done the works.\n",
      "\n",
      "the captain straight of the woos, and what i see the worst of be in a stranger of silver and\n",
      "so spiel stopen the stockade, and well be in the captain side than the captain side of the stockade, and i don't that the whole stood the black\n",
      "spot the cheepine, and he went on his shoulder and the sure was a set it was from his stock, and\n",
      "and then i had a dea\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \" jim, and i'll share with you equals, up\"\n",
      " jim, and i'll share with you equals, upon the it. but ain't say it-decks at the sea and the last work by the anchod and coming ised aloke\n",
      "it, one of last start dal one neares cip'louse, if i\n",
      "was so hore soch rock, i slack. mr, 'ell me, i like on a musket by the appront exilces, he should relled a breem.\n",
      "here than his last, with the very brast the\n",
      "glind shoul?\" and growne,lating down i are risk, not consiguted fidemes, and weeror hi\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \" jim, and i'll share with you equals, up\"\n",
      " jim, and i'll share with you equals, uper regrible, stood himself straightstol--one tall securies-my man we're yourkefoags into his yalls\n",
      "as hand roabls and upon the strong sare his crilber upon going though\n",
      "like\n",
      "snopining thesmong whvery just, i thought placeitionsqquir still sand? though the story,\" and i'll dave by d'll thundest, just, death, mate, and ladp john into smoke murter.\n",
      "\n",
      "belougered--upon the charan that here donct; f\n",
      "132454/132454 [==============================] - 554s 4ms/sample - loss: 1.2653\n",
      "Epoch 20/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2581****************************************************************************\n",
      "----- Generating text after Epoch: 19\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"nor did anyone of the three of them make\"\n",
      "nor did anyone of the three of them make a sure, and the brisk the party of the stockade, and the sound that we were all the partain of the pirates of the first to the bring of the pirates and the pirates of the captain.\n",
      "\n",
      "\"and then you was the bring me before the stockade, and the man could how heart and the pirates of the brost captain shot of the party of the stockade, and the main all the black of a pitter\n",
      "of the pirates of the pa\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"nor did anyone of the three of them make\"\n",
      "nor did anyone of the three of them make and to the\n",
      "work and the plateaues was the broke the through the captain.\n",
      "\n",
      "\"well, i came be under the \"grand,\" said the captain. \"take a good be anything man with the works, and and the thing nothing me to and feet a sure, and the red to of you again, and i could be he\n",
      "hat of the fore.\n",
      "\n",
      "\"and he had been to set the doctor, which as i reckon you had man on a pleasander, but the party\n",
      "quite a \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"nor did anyone of the three of them make\"\n",
      "nor did anyone of the three of them makes talls,\n",
      "him was guinged, dainive. \"you did my corcaded for old tckpage about, at least.\"\n",
      "\n",
      "\"and by,\" cried the doctor!\" says he, of \n",
      "\n",
      "\n",
      "ow, they were\n",
      "held to\n",
      "suspitening on the s\"--i lawing stolled by eyes.  rainting other woundered pase, four sometimes xike all this, ships might i a regrued, to'boset--i lay there epen a faceate be--i had taken went then and rais swiflt to a show man gently\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"nor did anyone of the three of them make\"\n",
      "nor did anyone of the three of them make ain't things at the throch--rathous till muts.\n",
      "\n",
      "\n",
      "\n",
      "    nfarint of wornly and\n",
      "rocking. for my right onsily.\"\n",
      "\n",
      "he wand nothing\n",
      "remested ohe steg you're i weeared, i re?\" asked the eye; relt. pass, ditchally reuch\n",
      "powder. he way was\n",
      "found that's\n",
      "ienes.\"\n",
      "\n",
      "\"you'll,\" and nothing usrer,\" deland clom's in here, ou, new 'the schooner, it was was ships.\"\n",
      "\n",
      "ships \n",
      "\n",
      "\"told that's waxfeet, and t\n",
      "132454/132454 [==============================] - 450s 3ms/sample - loss: 1.2582\n",
      "Epoch 21/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2561****************************************************************************\n",
      "----- Generating text after Epoch: 20\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"y arm.\n",
      "\n",
      "\"ah,\" said he, \"this here is a\"\n",
      "y arm.\n",
      "\n",
      "\"ah,\" said he, \"this here is a man we had to the captain shoulder and the firehous work of the ship's stance of the ship's country and the fire of the worst of the stockade, and the spy-glass still of the strange that we were not\n",
      "ingark to the stockade, and then i had been the boatswain to the party of the possible of the side of the worst of the same time the cook\n",
      "of the side of the doctor of the more stretth of the party o\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"y arm.\n",
      "\n",
      "\"ah,\" said he, \"this here is a\"\n",
      "y arm.\n",
      "\n",
      "\"ah,\" said he, \"this here is a shir of the ship's country prosage down the dell and the redistract of the refust of a conscanting of incountence. it was a good\n",
      "the rocks and and then, all the stockade, and doctor livesey, and well, and the door was to the sea the cook\n",
      "of the most a sudden distance of the meantion of the ship were to the necess out a pice of the ship's company time and the stockade, and a word of to the\n",
      "arms\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"y arm.\n",
      "\n",
      "\"ah,\" said he, \"this here is a\"\n",
      "y arm.\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\"ah,\" said he, \"this here is a pordromals think growered lipselention of the gain or interested i and the contrist\n",
      "saate by\n",
      "steered to this sine stampse to stand hehgained to could on o\n",
      "      had the lost i\n",
      "was, with my company pross my seat mighted his ganding; only the dirk. then.\n",
      "they to reed to hold though of his miedly onselper allow of retantier and this all own with us\n",
      "and the house to their happed so that you\n",
      "ca\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"y arm.\n",
      "\n",
      "\"ah,\" said he, \"this here is a\"\n",
      "y arm.\n",
      "\n",
      "\"ah,\" said he, \"this here is and two.\"\n",
      "\n",
      "on, you milled you couldny, my way and in the meet, sir; and they\n",
      "pocketed to the lile front of a p:ort oppostikned away, and\n",
      "they such spet eyes. \"until all hig mry, a monk a moats afoal be wites. do come ended your hill, excour's destoos, and that with ; any's'tite to were to lose which ond you\n",
      "sinder itber gack, i mysil's carres these high lives for here realing spett board.\n",
      "\n",
      "a\n",
      "132454/132454 [==============================] - 462s 3ms/sample - loss: 1.2560\n",
      "Epoch 22/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2517****************************************************************************\n",
      "----- Generating text after Epoch: 21\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"\n",
      "\n",
      "\n",
      "contents\n",
      "\n",
      "\n",
      "                    \"\n",
      "\n",
      "\n",
      "\n",
      "contents\n",
      "\n",
      "\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                    \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"\n",
      "\n",
      "\n",
      "contents\n",
      "\n",
      "\n",
      "                    \"\n",
      "\n",
      "\n",
      "\n",
      "contents\n",
      "\n",
      "\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                    \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"\n",
      "\n",
      "\n",
      "contents\n",
      "\n",
      "\n",
      "                    \"\n",
      "\n",
      "\n",
      "\n",
      "contents\n",
      "\n",
      "\n",
      "                                       pynes outwar--than compassail i will be an well,         aforail shelmer; and\n",
      "sink sweed.  ogh upme that nobved the captain. i camled the\n",
      "lads for course, picked seemed the wouse--three in\n",
      "for nothis in yours: . look\n",
      "ngays; but be long the shot a precivel\n",
      "anmorgh of the sporent, and that with sowender,\n",
      "here you knew well, my lichust, sir, ewh; then,\n",
      "\n",
      "           agrung, e\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"\n",
      "\n",
      "\n",
      "contents\n",
      "\n",
      "\n",
      "                    \"\n",
      "\n",
      "\n",
      "\n",
      "contents\n",
      "\n",
      "\n",
      "                                             fefer and\n",
      "i instiral and feet, or a project. cces\n",
      "i wsundle, who as coothin's three must s; andce\n",
      "in 'seory\n",
      "gars asicine, me, from.\"\n",
      "\n",
      "\"\n",
      "\n",
      "a specus                                 ppuy h-hanfians, like noich with the naprrble\n",
      "of sedvelejible, his speak, a. wonderbe--nowed.\n",
      "\n",
      "the _hispanioiar. terrifion, my not, eater other;\n",
      "under muck, glass, a game's little hear \n",
      "132454/132454 [==============================] - 453s 3ms/sample - loss: 1.2518\n",
      "Epoch 23/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2460****************************************************************************\n",
      "----- Generating text after Epoch: 22\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"e day had hardly come; and when i\n",
      "ran t\"\n",
      "e day had hardly come; and when i\n",
      "ran to the captain and the captain. \"now me and the stockade, and then he could not the stockade, and then he could not the stockade, and we could to the comparions and the blockhouse of the sea to tell you have the countral and the captain and the captain and the captain and the captain and the stockade, and the deck, and the stockade, and a speak and the cook\n",
      "come to the stockade, i said the captain\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"e day had hardly come; and when i\n",
      "ran t\"\n",
      "e day had hardly come; and when i\n",
      "ran to the captain. \"now me a captain smollett were the captain shrpers, and that i could under the palisadion.\n",
      "\n",
      "\"that you are down the party of the tack was the place in the coxswain\n",
      "complile to with the project gutenberg-tm little man to the captain.\n",
      "\n",
      "\"the sure to see the captain. \"that we was the grean till be my looked about the more of the shore, and then\n",
      "aloars the bold man his pleasanted h\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"e day had hardly come; and when i\n",
      "ran t\"\n",
      "e day had hardly come; and when i\n",
      "ran the woods placenst--they.\"\n",
      "\n",
      "\"what you'll, \"comigoy the captain sider, and drobor over\n",
      "by in sees my collecid shool all the wounded, and say a not ships, you nfire get shart when to slist the dut mindedbeard asy began to every arm ther toward us to an your own for\n",
      "a hawbor appount, and then they wased bit beginning together\n",
      "unfamloor? he's two that you know it was at last, with with the chore, \n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"e day had hardly come; and when i\n",
      "ran t\"\n",
      "e day had hardly come; and when i\n",
      "ran to be sure,\" cried one wad soun hand, he\n",
      "would lay you and -ewn that blackage\n",
      "        bure--blasuines. we isualf, and put with un again resoorifl rand hid\n",
      "prefort\n",
      "its at their crueble apyraied i'm tolm--to you was shot have with h hempactavier and insided alad, with onot crret on\n",
      "gun, out iuallm, by      yo---downy time way it meaved in that mabhting now,\n",
      "even youo with me. i'll prove gore to\n",
      "132454/132454 [==============================] - 448s 3ms/sample - loss: 1.2461\n",
      "Epoch 24/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2404****************************************************************************\n",
      "----- Generating text after Epoch: 23\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \" in the swamp. the other, a mere blur of\"\n",
      " in the swamp. the other, a mere blur of the coracle and the ship, and when i was not the man of the spirit of the sure, and the spired and the rest of the ship's changed the boatswas the coracle of the side of the rocky to the bottle as i was all the ship's companions of the boatsward the spirits. the sound that the pirates were but one of the ship's chanted the ship's continued to the sound that i was our party of the stockade, and a \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \" in the swamp. the other, a mere blur of\"\n",
      " in the swamp. the other, a mere blur of the sound of\n",
      "the captain. \"i've a all water, and i sailing our side that i think is that i was gentlemen short upon the rocky of the captain. i was not the bottle and the boats, and done one of the side of the sure, and as so he had taken him the parlor, and\n",
      "done the coracl. spetting and speaking, had not me. i was our other, i came about the worss; and i were first.\n",
      "\n",
      "\"well, you pirate, \"you \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \" in the swamp. the other, a mere blur of\"\n",
      " in the swamp. the other, a mere blur of death, nor shapged a creamitting near me umoved but the asthing as i do, at last, which if for beng' old a spethhed, but the beckon, you\n",
      "capen, forgen!\" he contirialiry, six fellowave certuries was valtimedr in, undern-hail we were party on the\n",
      "grinkpents as a stated upon the\n",
      "expesser board\n",
      "he could how who have i paededly suppling.\n",
      "\n",
      "or one spore, that to a\n",
      "rough if abour flaray, and you--\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \" in the swamp. the other, a mere blur of\"\n",
      " in the swamp. the other, a mere blur of the far openor to'llr'n\n",
      "kands tallowed hail over off of by anbanding up for up with groming lawed two\n",
      "matering. us inclide; me foregineser.-\n",
      " your worse om?\n",
      "\n",
      "     would not earon, deedunatight, and find up, sake it hear\n",
      "doncy. i re, and soon. , espliwed nowmenn rived ip before\n",
      "silve goods my weillang man the me. \"thispin prefe!kers. for\n",
      "land.\"\n",
      "\n",
      "a moor of you do twack was passed me betwe\n",
      "132454/132454 [==============================] - 457s 3ms/sample - loss: 1.2405\n",
      "Epoch 25/60\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2379****************************************************************************\n",
      "----- Generating text after Epoch: 24\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \" hour to come frequent reports shook the\"\n",
      " hour to come frequent reports shook the doctor and the\n",
      "other better and sure were to the stockade and the sure the supper, and the sailing the stockade and the man was not done had been the stockade and the sure in the stockade, and the door with a man was not the sure of the sure of a sure the worst\n",
      "was the stockade, and the doctor lad the stockade to the stockade, and and the cook\n",
      "was and the sure the cook and the stockade and\n",
      "th\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \" hour to come frequent reports shook the\"\n",
      " hour to come frequent reports shook the stockade, and the\n",
      "doctor livesey of any out of the last of the dead before him that i was one beet and the man within to\n",
      "doctor livesey, i reckon, with electronic wor the boless and the coracle save a man was breef.\n",
      "\n",
      "\"well, though \"that silver, sir,\" said all of some smollett, \"that's we had been with a cappers on the stick and sure\n",
      "in the story and he and when i was not was shot man\n",
      "the la\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \" hour to come frequent reports shook the\"\n",
      " hour to come frequent reports shook the steep before him under the\n",
      "mansjill.\"\n",
      "\n",
      "in the death wlung of my had party last rolly and our odd\n",
      "adventure to that to that very best a doctorzled to lawing was forhers up to his\n",
      "nimboushanes with a coumly, and the loid six puve on o; but their ninet better\n",
      "over\n",
      "\n",
      "\n",
      "\n",
      "    xviit water\n",
      "for secriturny.\n",
      "\n",
      "we mad. now, wry kics pace to come, may was stisper, sa'l would captain\n",
      "himes, seemed t\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \" hour to come frequent reports shook the\"\n",
      " hour to come frequent reports shook the\n",
      "old son, narrok, but wonted irle, anyon, of\n",
      "gonemate, re; it ran into the ray! but about the fore instanstion of you about; the ebb, ddssened, already anlavhing are iard oo pleat every fxloow wather.\n",
      "\n",
      "\"ah! return, \"ilams,\" clatuon with it,\" xi'ds coatase. if you. byhest; but i was never very bad-cload by shee, every dook with ired turnciiiss for had was out of sitting the more tirually\n",
      "whenc\n",
      "132454/132454 [==============================] - 487s 4ms/sample - loss: 1.2378\n",
      "Epoch 26/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2320****************************************************************************\n",
      "----- Generating text after Epoch: 25\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"ay. from the east and west only a single\"\n",
      "ay. from the east and west only a single and the cook to the man was the stranger of the sporess to the cook; and and the spy-glass, and the spired and the bottle of the spired and sure to the stranger.\n",
      "\n",
      "\"the captain. \"i have seen the squire's man was the stranger of the spore.\n",
      "\n",
      "\"the spired it there was a sea to a could see the man was portood.\n",
      "\n",
      "\"the schooner, \"i've seen the stockade, the spire of the spire of the speaking\n",
      "me. so\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"ay. from the east and west only a single\"\n",
      "ay. from the east and west only a single any piece of my contryy appeains of the contrast into the\n",
      "sea of the stranger, and sure the doctor--the\n",
      "storest lay to that. and a second and had the partyon.\n",
      "\n",
      "we were sitution, and the rest of the same to\n",
      "stumbors and ben gunnay of hone. \"a piece of succanded to the marsh and comptright.\n",
      "\n",
      "\"and then,\" said silen and back to be whose that explurate place on the island, and the woods of the \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"ay. from the east and west only a single\"\n",
      "ay. from the east and west only a singled afiriousles,\n",
      "    pitchone.\n",
      "\n",
      "he had been to we. i could not join strinite use as together\n",
      "side. at last on my drinber, rough of the sagis cadsides exploou of by the siller. lid his treesed almost fire itshapp's spire porturing more an accusalauc.\n",
      "\n",
      "\"through they're askile of sand.\"\n",
      "\n",
      "the hour and variee, three moment his pipe\n",
      "to be gray, a drese to see.\"\n",
      "\n",
      "a sailly ataccalms frounted rum \n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"ay. from the east and west only a single\"\n",
      "ay. from the east and west only a single,\n",
      "that muled, too \"kind by black-dright\" clintted.\n",
      "\n",
      "his last, keep still lights let whose he had takey\n",
      "silence, keet me code face threat thwate, and we was play   one prose man\n",
      "once the meance there is ahm; if the stratches so down\n",
      "thought\n",
      "ene we, ainewared. alone, natwreming markenion, and which of then. but our porcent of mr.\n",
      "pverate oars-tabsjarks, refoulded\n",
      "\"hone, nothher  your yell d\n",
      "132454/132454 [==============================] - 468s 4ms/sample - loss: 1.2319\n",
      "Epoch 27/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2270****************************************************************************\n",
      "----- Generating text after Epoch: 26\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"ved.\n",
      "\n",
      "\"well, that's so,\" he said. \"you\"\n",
      "ved.\n",
      "\n",
      "\"well, that's so,\" he said. \"you're a sea that was a strong of the stockade, and i could do was a sing and sing a great blessed of the stockade, and i would have closed between him a good by the stockade, i spoke a stranget of the stranger of the stockade, and\n",
      "a good sound to see the stockade, and i could see the stockade and stranger of the stockade, and as if the stockade of\n",
      "the stockade, and i could see a good soulder and b\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"ved.\n",
      "\n",
      "\"well, that's so,\" he said. \"you\"\n",
      "ved.\n",
      "\n",
      "\"well, that's so,\" he said. \"you've so hond, and he could not to make him that i was in the cook; and\n",
      "he said the stranger of the swice of this agreed a screast of the corsass and mostly or any\n",
      "contenuen fellow man in the cook. \"no be fuller, and then, by the other the color him that had been good sound was of a project gutenberg-tm had to be sure together of a rum and followed at least poor account the door and the brisklisse\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"ved.\n",
      "\n",
      "\"well, that's so,\" he said. \"you\"\n",
      "ved.\n",
      "\n",
      "\"well, that's so,\" he said. \"you'rlg time i know the knocks were,; i had to mean's more to truin some cure wounded. we had sort\n",
      "a coulders in a langrown buight man, a\n",
      "smalle mattle of the sign lawger. ; lurger, asce towards on one exctape. the coest, but as he houp\n",
      "and rescies catcousing, and giving    his pape in his no pursaftorned hidn\n",
      "old into could as ais donfint of soon their way it was\n",
      "slefly time some over boy man h\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"ved.\n",
      "\n",
      "\"well, that's so,\" he said. \"you\"\n",
      "ved.\n",
      "\n",
      "\"well, that's so,\" he said. \"you're here a said to blundle stepped myself brusk,\n",
      "we nore, my darching and i was about project gutenberg.flipper's nitence my; ah, appliker\n",
      "brealing we pariared upon and ckne, m\n",
      "kind of tifted shore toward their m; about seve in his a prinched we ondesing foughmence hoatry.\n",
      "\n",
      "ig stlead. sirver, unsing himxat divition, man, which\n",
      "have tooking m'lleetly.\n",
      "\n",
      "\"deam of bilore by, 'ay, flake of the \n",
      "132454/132454 [==============================] - 520s 4ms/sample - loss: 1.2270\n",
      "Epoch 28/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2285****************************************************************************\n",
      "----- Generating text after Epoch: 27\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"glaf.org.\n",
      "\n",
      "\n",
      "section 3.  information a\"\n",
      "glaf.org.\n",
      "\n",
      "\n",
      "section 3.  information and lay to the state been the stockade, and the boats and the sure to\n",
      "still as he was a state and long to be sure were\n",
      "a sure the captain and her been to be still and ships and the sure in the stockade,\n",
      "and the same her hands, and i say in the same better and ships, and the sure of the tarmly of the stockade. the\n",
      "last silver and spot the captain shot of the state and sure were and sailed to the\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"glaf.org.\n",
      "\n",
      "\n",
      "section 3.  information a\"\n",
      "glaf.org.\n",
      "\n",
      "\n",
      "section 3.  information as for the foreshance and fastless, and\n",
      "you may see, and a could so, and as i do the bar top\n",
      "he had seen him that he said on the stern and between in been\n",
      "and the copy in a while broken\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "to find the time the chee side of his pones, and the house\n",
      "                                                                                                                                                       \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"glaf.org.\n",
      "\n",
      "\n",
      "section 3.  information a\"\n",
      "glaf.org.\n",
      "\n",
      "\n",
      "section 3.  information a suddenly broken tograbusion island in ever portyher on the cavile and just we\n",
      "turied on\n",
      "froir of you ashore their had at\n",
      "the crawn dool, and his couple to make him under the men yone\n",
      "canhest woust pieces got to the sign for the more as for a while only water ot; and after back about bennd was mo_iran foot then\n",
      "and place of neare were his doht, and it\n",
      "alvoward, a libe drife, and so with his \n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"glaf.org.\n",
      "\n",
      "\n",
      "section 3.  information a\"\n",
      "glaf.org.\n",
      "\n",
      "\n",
      "section 3.  information again, also.ful\n",
      "fa\"berge, doctor livesey.\n",
      "\n",
      "\"on. i am. but flinn biel with in,' hawks. ow, i up fought of the\n",
      "march,\" clappinued the cry enchurit who has soad-towards, is at last bown had no mexixured, bay and key, face madining\n",
      "it-upensine that boy. after her piece the put\n",
      "livesury for the ho's much,\" rutele between theit dead, intilven tums.\n",
      "holdand to-ho red\n",
      "arorise a molot a lual tock of\n",
      "132454/132454 [==============================] - 454s 3ms/sample - loss: 1.2285\n",
      "Epoch 29/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2283****************************************************************************\n",
      "----- Generating text after Epoch: 28\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"\"\n",
      "\n",
      "\"you,\" replied the doctor, \"for you\"\n",
      "\"\n",
      "\n",
      "\"you,\" replied the doctor, \"for you are,\" said he. \"infountment the stockade, and what i setting the stockade and the cook\n",
      "of the bring as i was a sention of the most and the shoulder.\n",
      "\n",
      "\"well, you are,\" said the doctor, \"that's the man a country and the stockade, and the man of the bring as the\n",
      "shoulder, and the pirates and the companions and the worst\n",
      "to the better of the cook of the boy, and the bring as we are and the stock\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"\"\n",
      "\n",
      "\"you,\" replied the doctor, \"for you\"\n",
      "\"\n",
      "\n",
      "\"you,\" replied the doctor, \"for you air here, i suppose, but he took a while, but i was\n",
      "not the boat a hand of the captain. \"that on my collings of the man the weath of the man when you may like on the trees and gray and the project gutenberg literary anchorage of the thispering to the\n",
      "rest and long\n",
      "clept the man of the red of the ashart of the one of the sure\n",
      "itself the heates of the south, and so time\n",
      "her better of the dell \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"\"\n",
      "\n",
      "\"you,\" replied the doctor, \"for you\"\n",
      "\"\n",
      "\n",
      "\"you,\" replied the doctor, \"for you won't het's\n",
      "buen you sere, i, ben gunn walking for the the very vesses to help, i thinken; aflet back again that that ebbol,landing, so that risking my sea s; givin be gog totues in it\n",
      "and billyage is a plasses to hold co kers, over you\n",
      "           door at the fear lay looked me repundion of the brandy, fert\n",
      "island, i think to my lost\n",
      "trockning acress. the end beaugn?\"\n",
      "\n",
      "\"sivinernes,\" said s\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"\"\n",
      "\n",
      "\"you,\" replied the doctor, \"for you\"\n",
      "\"\n",
      "\n",
      "\"you,\" replied the doctor, \"for you was an enorencilel now ifeiforibary. it supplind to the vermantly from to looring off.\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "ask. in the othey off, an sently\n",
      "with my , let that you have you, \n",
      "?\" said the fillonunoy un agannot and it\n",
      "doard, the short and your, i, trelawney, sive that them. like casthing whing meand,\n",
      "\n",
      "the othery souther. nowk. the bllost like on the cook with my ens,\n",
      "ay, behisd its and suntpillack     me\n",
      "132454/132454 [==============================] - 479s 4ms/sample - loss: 1.2285\n",
      "Epoch 30/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2207****************************************************************************\n",
      "----- Generating text after Epoch: 29\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"oken glass, and a man leaned out into th\"\n",
      "oken glass, and a man leaned out into the boats, and the blockhouse, and the blockhouse, and we can\n",
      "on the boom and the boatswain, and the boom and the breechess of the back and spit. but i was not a pipe of the bird, and the boom and\n",
      "though i was not one of the boatswain, and the boy--on the boatswain, and the blockhouse, and a bitsed to be captain\n",
      "was all the black look the boats, and the blockhouse, and they were all a sure to the\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"oken glass, and a man leaned out into th\"\n",
      "oken glass, and a man leaned out into the party and soon around the boats, were all hands a pipe of a party was starten by the stockade, in the blockhouse, but i could be out for ben gunn a speaken of the other right of work to get the party was never the voice a boat, and\n",
      "the woods from a sure when i was parted to be seemed on the\n",
      "shorest pipe, and passed by the broad been\n",
      "day, sweeped me that is the worst. they were all this feet a\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"oken glass, and a man leaned out into th\"\n",
      "oken glass, and a man leaned out into their jibele of a shoulder of creaush, marted taken--as illow and soon you show brought appeaked all this musklme to may far and luaber was notions.ne of last till man killed me to wors very stern ofineard\n",
      "came and found the snupper, and nay at. he is from a rum no mounterned of\n",
      "his electronic  cherkhes of as why chart he; as if\n",
      "ene great mw drst i had remsed the thimber of\n",
      "there began to be quo\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"oken glass, and a man leaned out into th\"\n",
      "oken glass, and a man leaned out into the\n",
      "            going and roart over a pundle for me,\n",
      "s, was a pood derry fastented said, intolewy, as i\n",
      "risk bin, on, , as he recland wanting, no\n",
      "sboaknemess, delto singer.\n",
      "\n",
      "my dry i am the\n",
      "p5ol man wanth good plserades. where they leewean your own's berace bloading. tp\n",
      "doctor,-\"\n",
      "\n",
      "\"billy--a chquer swake, get underilenging upon the copresal ashore, i had was beet the then's a man's blow, b\n",
      "132454/132454 [==============================] - 470s 4ms/sample - loss: 1.2207\n",
      "Epoch 31/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2149****************************************************************************\n",
      "----- Generating text after Epoch: 30\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"made more leeway\n",
      "than anything else, an\"\n",
      "made more leeway\n",
      "than anything else, and a sure there was a sign for the words of the companions and a sure\n",
      "that the captain side of the man the captain shoulder, and a course, and the boatsuress the strange of the same before the sure\n",
      "than to the sure, and when the captain shoulded his shoulder the sure to the sure\n",
      "here in the stockade, and a sure there were and four and the companions of the water was the best her was the words of\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"made more leeway\n",
      "than anything else, an\"\n",
      "made more leeway\n",
      "than anything else, and i was the books we had the beet the other but the captain.\n",
      "\n",
      "there was not a mile. i say, but all the fauts, and the the scream.\n",
      "\n",
      "the sign of the stockade, and the stroudd to the\n",
      "point me to the blighter of the doctor that i were that the companions would pretty\n",
      "before he redruth, and then and done was a country of the scheantes of the stockade was a sure they came in his with a man and ful\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"made more leeway\n",
      "than anything else, an\"\n",
      "made more leeway\n",
      "than anything else, and every one to the forestors wis seely a suddenly and returned not ashore wunderenberg-tm                    down his man cut the\n",
      "turned the sea say. and run of spit, curse in this, and found the board, keils?\"\n",
      "\n",
      "\"right was a motite is to the!,\" said me.\n",
      "\n",
      "well, whose, he was a fiken as eas securacy gutes in foreff and boy. had all done for there was their fears, and disy,lvers\n",
      "the\n",
      "clapt step\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"made more leeway\n",
      "than anything else, an\"\n",
      "made more leeway\n",
      "than anything else, and as move, wh, then not lad, what mutinist on direcdigg tory the pipe, doctt. me licks wwared he, wost refol-swand.\n",
      "less, we plum best, it\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "if while i was project curs, wherboatonse, from the\n",
      "lat this silentions, i\n",
      "seemed the man either was, as i nlasses,\n",
      "through the \n",
      "\n",
      "who had any orward hand of ssheer the lavine\n",
      "of the free a froughts we for ru't leaping\n",
      "slew for altuited ipfamee. please\n",
      "132454/132454 [==============================] - 441s 3ms/sample - loss: 1.2151\n",
      "Epoch 32/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2124****************************************************************************\n",
      "----- Generating text after Epoch: 31\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \" this occurrence.\n",
      "\n",
      "\"why, in the name o\"\n",
      " this occurrence.\n",
      "\n",
      "\"why, in the name or man,\" said he. \"you say your eyes and sure, and then her he was a sure\n",
      "his hand of the boatswand to the place of the blockhouse, and then i had a sun a while the boatswand to the bottle and the boatswases of the bottle of the more and company to the time to\n",
      "the boatf.\"\n",
      "\n",
      "\"while the statuine of the boat,\" said the captain side to the bottle of the woods and the more time to the\n",
      "buccaneers. he\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \" this occurrence.\n",
      "\n",
      "\"why, in the name o\"\n",
      " this occurrence.\n",
      "\n",
      "\"why, in the name or or so that i had not loudly to his famer and the pirates of his courssistless and found and singly along the companion,\n",
      "incloduled the cheer below this here fast of their silver, master\n",
      "silver, and then, and but when i were all the must be fained on the most to set the door or some might a refore about the crue and the corner of any one consort the worses was the bort and some slowly the stron\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \" this occurrence.\n",
      "\n",
      "\"why, in the name o\"\n",
      " this occurrence.\n",
      "\n",
      "\"why, in the name old, but a.\" come byless, fore about that curronermant.\n",
      "\n",
      "there's ebooksd as they churces in a moment, that gove him with aulle toke a\n",
      "whistling's in'a' rike my ill\n",
      "swird togeth of silly muevaquald nor saving roberns, and alads at mern among the worse berach hands an other\n",
      "dreaty of all in the noch of it gunping help now what the block.\n",
      "\n",
      "\"easy in the landly like that shoon met much at\n",
      "pickad\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \" this occurrence.\n",
      "\n",
      "\"why, in the name o\"\n",
      " this occurrence.\n",
      "\n",
      "\"why, in the name one us wcard i, all morny pwedn tay, and walkas, eidive--our\n",
      "parance every vasientwar--sure--alvoundrmanch in spiding, ,lalgaves aro, that's him ho decide thanwhes with unbonn; megen help teod,\n",
      "togetheh go, over. then cales's foor about with death\n",
      "    among, a goe to say' stay him. some distriboy for one. with the soid, againgad over his yarness; \"the chirmalctable wasction, great such about the\n",
      "132454/132454 [==============================] - 419s 3ms/sample - loss: 1.2123\n",
      "Epoch 33/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2058****************************************************************************\n",
      "----- Generating text after Epoch: 32\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \" could trust him in one point, since in \"\n",
      " could trust him in one point, since in the shoulder of the first shoulder, and the fore and the project gutenberg-tm electronic works on the work of the ship, and the worst\n",
      "and the place to the stores, the steeping of the inn shoulder of the ship, and the storest the trees of the ship, and the storest the best the fire of the shoulder of the shoulder of the ship, and the bulwarks. i don't\n",
      "the ship, and then i say with the ship, and t\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \" could trust him in one point, since in \"\n",
      " could trust him in one point, since in the very hands to the things and states ever he little and black speak the black dog\n",
      "and the fore i such a shore of my eyes on the ship was speaken of a should that the more with the signal after the cook\n",
      "\n",
      "    way with a strang about seamed with the fairting of the man of a bottle of the trist\n",
      "came and score, and then had not like the might in, and for the next take of the captain.\n",
      "\n",
      "\"the sto\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \" could trust him in one point, since in \"\n",
      " could trust him in one point, since in one is to where go to the\n",
      "work. it was note\n",
      "me, again, and you can graved\n",
      "in the two heart of diss?lky\n",
      "which they ta'--so\n",
      "are say; \"i'll like another, captain swaping right down the way when the main as                                        riteured and be;- and then i boke long from breaking\n",
      "must, but forward seem of their what, as\n",
      "i was wonderbedrst wosk the rise, as my bad all in shall\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \" could trust him in one point, since in \"\n",
      " could trust him in one point, since in coracle if his\n",
      "cheee look our sard youm adde-diricul of\n",
      "the hone never bear,\" said he. \"man?\", came this d ram, ahw see, widil.\n",
      "so doards, and i island; \"till our two laves, jim. a'l, don't. nenor the full gathenfies ciredles a      xxvii. of the whole stopenable,\n",
      "mate,\" \n",
      "the tree a wave kise--fire, or beach near \"their questing likeling luggeceed intermind, noboard.\n",
      "theck ever he\n",
      "bareage, \n",
      "132454/132454 [==============================] - 412s 3ms/sample - loss: 1.2058\n",
      "Epoch 34/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2043****************************************************************************\n",
      "----- Generating text after Epoch: 33\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"aid one. \"foc's'le council,\" said morgan\"\n",
      "aid one. \"foc's'le council,\" said morgan, \"you have the captain side of the captain the companions of the stockade, and the captain.\n",
      "\n",
      "\"and then you'll bright he was for the captain.\n",
      "\n",
      "\"ah, silver, \"you are, and you'll shot a can of the captain should that was a council who was a council of the companions was the captain\n",
      "compling to the stockade, and i could see the boats were all hands was a strong of the captain and a shores, and a\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"aid one. \"foc's'le council,\" said morgan\"\n",
      "aid one. \"foc's'le council,\" said morgan, and i should have been like a speak that must hite of the story. i might mean contained to the distribution of the cove my with the\n",
      "chart or the captain, who was not the bound by bitter place for my wound the boy--\n",
      "\n",
      "my song more to the man who was so him as you can pues, all was the companions for me.\n",
      "\n",
      "worned so much and rum of the hill side to the worst that the contained to the cook spoke\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"aid one. \"foc's'le council,\" said morgan\"\n",
      "aid one. \"foc's'le council,\" said morgan, the cooking for not come and boy silver, who was morningutully\n",
      "to like. noth it's a rum nich--on enter. what i should left about it was stretch\n",
      "through the next, shipgered treasure! but stinfilation and the\n",
      "shorting with, as you would that blast throad, and quice at\n",
      "chart in his head busked to leaves.\"\n",
      "\n",
      "\"aflee fog, sive ove green yee, \"it's their rished back\n",
      "on hirding lay, every listen!\"\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"aid one. \"foc's'le council,\" said morgan\"\n",
      "aid one. \"foc's'le council,\" said morgan,'s\n",
      "clost,\" judged away to him. i'll ntawe hill here you was for silvical so ah. it's not us. hunt, it the cailing upon thisfage loudly carried\n",
      "itllp in the each, and even be called a hand,\n",
      "posse, soper possing nearly to loughly lost. that we were gomentileding\n",
      "opons. then faking promiting--alvound no buck my hinter\n",
      "obsuarel. i me in     mra..\n",
      "\n",
      "\"commat, mcobs height!\" jurglelent floounce iv\n",
      "132454/132454 [==============================] - 408s 3ms/sample - loss: 1.2044\n",
      "Epoch 35/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.2002****************************************************************************\n",
      "----- Generating text after Epoch: 34\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"to move\n",
      "again; while right in the cente\"\n",
      "to move\n",
      "again; while right in the center of the stockade, and the second the\n",
      "council of the stockade, and the thing to the worst that i had so me but the companion and\n",
      "sound that i had so the sound that i had so me but the same the thing to the\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sea-sand, and we could see the stockade, and as i sail the stockade, and i had so me the captain and ships, and the sound the country ship the worst than i had at\n",
      "plain our ship, you see, an\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"to move\n",
      "again; while right in the cente\"\n",
      "to move\n",
      "again; while right in the center that i seemence to the\n",
      "through the captain a fut it was short and surprise powder, and\n",
      "the sure to be steed on the comanty of the same her between the first say hung about the worst the loudes, and well, we'd a sight of his along great ment we came and great head of the other captain all the\n",
      "sea--youghap trees, the boats, and then the worst\n",
      "and captain smollett, remained his month looking hi\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"to move\n",
      "again; while right in the cente\"\n",
      "to move\n",
      "again; while right in the center purtacions out under me no signing not billy--deck,\n",
      "megrish. and a sile, shink through me i thanking\n",
      "medle, the sbile, i could seated the there the captain, he looked\n",
      "the sitten, and is into the sitinement were to\n",
      "nicked be my wound thep island. i could see some him.\n",
      "\n",
      "sade as he advent treasure trinked gone from the disern, the worst\n",
      "than betle a sea-cheer, sifite repleard a directious\n",
      "b\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"to move\n",
      "again; while right in the cente\"\n",
      "to move\n",
      "again; while right in the center coack ol--ent docting, ceadly toistiny, syont that i turned.\n",
      "\"so thunk therperct, \"kown'ver,\" reternat, his float of\n",
      "treadalgsheed, i was had\n",
      "doint fling gare colleck, and i can't can't have, aloke lough, and here, and you're soon the worss. this did sometiff, the\n",
      "old see works.\"\n",
      "\n",
      "you must hear him one\n",
      "gradonry. aways, page do with my going of their intelment srintous evening noverken he'\n",
      "132454/132454 [==============================] - 407s 3ms/sample - loss: 1.2000\n",
      "Epoch 36/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1949****************************************************************************\n",
      "----- Generating text after Epoch: 35\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"that sent the echoes clattering, and one\"\n",
      "that sent the echoes clattering, and one of the stockade, and a singing had been me.\n",
      "\n",
      "\"well, it's the stockade, \"i've the top of the stockade, and we'd had been men the coracle that we came aboard the corner of the trees of the stockade, and a truce of the project gutenbergy-timesy to the places was much as cook the top of the bring of the stockade, and a surprise, and the for the cook\n",
      "of the more to the stockade, and what i was a ma\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"that sent the echoes clattering, and one\"\n",
      "that sent the echoes clattering, and one of a sudden me. and he had ever you\n",
      "won't like to seaden, i had the still had been a standers was a man, and a sure, and as project gutenberg-tm enforts, and the\n",
      "word that we could see the loudle of the breeze could the sound.\n",
      "\n",
      "i was on the deck was for my for the necks was a sudden me. i was a man were\n",
      "to seamen the seaman who had stard the party of\n",
      "the more to be sure, that\n",
      "curses than i\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"that sent the echoes clattering, and one\"\n",
      "that sent the echoes clattering, and one dispowle down the captain. as i echs, made for they paid to firn,\n",
      "aqustisto wave for a deal mine again to breecoutey\n",
      "far at the corna, and, and, at last had a shore, i suppose't isclowling the water, and in their can wouldn\n",
      "think they with alther every silest-down him to very bringiny; it     \n",
      "     never pair and with his clestrares and\n",
      "soje to wantly he was, 'now he ran straight of found. a\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"that sent the echoes clattering, and one\"\n",
      "that sent the echoes clattering, and one of passagnouslate and\n",
      "us? now, i quir? my asseen, 'nom a lote; just you like itc thicker grasped to have\n",
      "thing nothing lied, mr. store to be thamence if he had perwer.\n",
      "\n",
      "all re soon arm that the voice that broughted every man and flint's heavicy of water for still\n",
      "beting; little, my enech coming but in voices damss:\n",
      ".\n",
      " but she was turning tine and i\n",
      "was interrion way, give my ealwoy in nbi\n",
      "132454/132454 [==============================] - 402s 3ms/sample - loss: 1.1950\n",
      "Epoch 37/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1972****************************************************************************\n",
      "----- Generating text after Epoch: 36\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"t was a good lay of yours last night.\n",
      "i\"\n",
      "t was a good lay of yours last night.\n",
      "i seen the stateless of the stockade, and the\n",
      "seaman. but the stockade, and then i had attee a good standing the stockade, and the stockade, and the man and seen him the companion and the most to\n",
      "still black spot, and the stockade, and the man and the man and the stockade, and a man of the man and the stockade, and the\n",
      "side of the stockade, and there we got the stockade, and the man and the stoc\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"t was a good lay of yours last night.\n",
      "i\"\n",
      "t was a good lay of yours last night.\n",
      "i had there we don't like the first that man they gone as if the shout of the cook\n",
      "on the time, and like a ships and the current of the house, what a hour the parous of the continuble of the seaman of the man a head of the moment of stick and the must corner of the strong of me, i could see the captain and the thing of the end of the words, and the last the through the stated of the most in the sc\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"t was a good lay of yours last night.\n",
      "i\"\n",
      "t was a good lay of yours last night.\n",
      "i was thung sailing where had saved behind me the carrois\n",
      "\n",
      "\"by,\" said doctor--\"\n",
      "\n",
      "whoch i return fought been three offeg copy in hirt of great\n",
      "capters. ulong the most of farst the with co\"vilty towy of shiwing. there openen go stime man, and natchying iy rewild of fool of mine of the first rand a hen\n",
      "\"end but to think the boy!\"\n",
      "\n",
      "\"you wouldnet, i'll tell you believe si\"well he tast lier in th\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"t was a good lay of yours last night.\n",
      "i\"\n",
      "t was a good lay of yours last night.\n",
      "iy.\"\n",
      "\n",
      "and on criwle, your yit--the trees of youe even in granugue\n",
      "and were from and helm kindly, and \"gentleman--the knew of downing do then, which were\n",
      "liety with his, if he knew, byhing which\n",
      "john; with know the guny through the noy feet as\n",
      "yourm that i haved at fo; but when not a man can.\n",
      "\n",
      "wh.\" a jing bitcour burding, and this.\n",
      "\n",
      "it kn\"ps!\" growejwvipe the appt.? upon on, to vpilwict ha\n",
      "132454/132454 [==============================] - 408s 3ms/sample - loss: 1.1971\n",
      "Epoch 38/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1949****************************************************************************\n",
      "----- Generating text after Epoch: 37\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"\n",
      "for musketry on every side. all around \"\n",
      "\n",
      "for musketry on every side. all around the captain still shoulder that the spy-glass. and the spy-glass, and seen his hand of the spy-glass, and the sure to see the ship, and so much as a sea grew and the spy-glass, and so not her before me a story and spite, and a man was both of a bottle of the stockade and looked of the stockade, and a sure to the stockade, and a bottle of the stockade, and a pipe and spite of the spy-glass, and the\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"\n",
      "for musketry on every side. all around \"\n",
      "\n",
      "for musketry on every side. all around his should monner of a dead, so that i had a projest to the shore-capting of still of his head of the woods was better of a great man of an onle man of the south. i was outy the sound black spip and spore to see the captain still left man of speaking on the sight and ships, and the sure to be parted, and at the pirates of the sure you were on the spy-glass, one of the same to have a matter of woun\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"\n",
      "for musketry on every side. all around \"\n",
      "\n",
      "for musketry on every side. all around himself\n",
      "first my firetech, and are went i was cried\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the stockade, the story had a unride. i been airoy, the blosting to the consibing of over bear me and saily four shope, and\n",
      "with see, as him them from my unlive board on my\n",
      "best, from\n",
      "the doctor had stolle hawk--you've so batter as we is of the silver.\n",
      "double you, deploresting.\n",
      "\n",
      "\"mons uncertal vook, i still water, as men pose, bible hundr\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"\n",
      "for musketry on every side. all around \"\n",
      "\n",
      "for musketry on every side. all around trmbling by the sound'lvessite, at\n",
      "echanisely, very glanding with a bottle of ship bearpies of their midefur, when\n",
      "the yasty weak, so my left its, i prosoting; pew gunwlible\n",
      "i tell you, for lidst sbockage frewle or apotiesion; and lay hard ordering, as you'd a thind; nothing to mitted out. silver giskent my hand, and\n",
      "i t'len that we\n",
      "lass. how it were side.\n",
      "\n",
      "-ho compround the doctor lads,\" r\n",
      "132454/132454 [==============================] - 413s 3ms/sample - loss: 1.1947\n",
      "Epoch 39/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1965****************************************************************************\n",
      "----- Generating text after Epoch: 38\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"yce, tom morgan?\"\n",
      "\n",
      "\"ay, ay,\" returned \"\n",
      "yce, tom morgan?\"\n",
      "\n",
      "\"ay, ay,\" returned the captain. \"that was a ship was not the part of the stockade, and was a ship as the four and the bar of the stockade and surprise to the pick and seemed to be sure\n",
      "and lay and surprise to be sure, and as i say to the stockade and shoulder to be sure, and a project gutenberg little and well have seen the four arms and shoulder the black spot of the woods and the man was a strong of the ship and \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"yce, tom morgan?\"\n",
      "\n",
      "\"ay, ay,\" returned \"\n",
      "yce, tom morgan?\"\n",
      "\n",
      "\"ay, ay,\" returned you and surfan black looked to be sure sailing to the here to bristolishs. but as soon as i had looked to be\n",
      "bran and the best of the billout to superaed to long to the right bear no still at the doctor and fair of the pick was to himself, and the cutlasse of the four was now and were at the book now and a piece of us and arrow island had neet into the bombodny into the part of the woods\n",
      "had was\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"yce, tom morgan?\"\n",
      "\n",
      "\"ay, ay,\" returned \"\n",
      "yce, tom morgan?\"\n",
      "\n",
      "\"ay, ay,\" returned his matters, as he had hotmed for shore\n",
      "hard beginning of stepped to all the mind about our ech.\n",
      "\n",
      "in the stocked ase.\n",
      "\n",
      "\"you shoulder,\" already own, sit of do to got to a chippy it, as i had been aboved. with them.  fall that on\n",
      "atchil go at this puupanies's company, if he thingn; tried. i could not trasting to stattly shore\n",
      "with them.\"\n",
      "\n",
      "- brought a good way of breaking before i had come\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"yce, tom morgan?\"\n",
      "\n",
      "\"ay, ay,\" returned \"\n",
      "yce, tom morgan?\"\n",
      "\n",
      "\"ay, ay,\" returned merry- to breathing in it--   \"titeetion as ; bay\n",
      "the mouth and helting to accoundow was together wather believed now to go our wors that www\n",
      "a\n",
      "jolling, you my-snow, having dark the scaptain and surpriss fishopsrest\n",
      "neever broogn; at be mar. i arom vorch to obatile now it was no severed\n",
      "her nortly 'aur\n",
      "eed, i could not see .      \n",
      "         -drough can our nightctorforing to the skinging the\n",
      "132454/132454 [==============================] - 402s 3ms/sample - loss: 1.1965\n",
      "Epoch 40/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1910****************************************************************************\n",
      "----- Generating text after Epoch: 39\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"rn, we heard\n",
      "voices already drawing nea\"\n",
      "rn, we heard\n",
      "voices already drawing nearer to the stockade,\n",
      "and i could see a good beside the captain\n",
      "own shoted the captain stores, and i say\n",
      "not intelf a country of the stockade, and and way in the stockade,\n",
      "and i say to the stockade, and i could see the stockade,\n",
      "dong or the stockade, and i say to the stockade,\n",
      "doctor livesey, and the corner of the stockade,\n",
      "and i could see the doctor of the stockade,\n",
      "the stockade, and i cou\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"rn, we heard\n",
      "voices already drawing nea\"\n",
      "rn, we heard\n",
      "voices already drawing neared of at the sound of at\n",
      "him and cruited before he deside the stockade,\n",
      "that i should be clear proped to me, and\n",
      "the captain sand. the stockade, and was not doctor livesey to the breath of the corner on our or any again, the obly to, and i was plain before the maroones\n",
      "and an account in the same his man as i said the stern of countrich, and the woods and\n",
      "i to lived in the stockade, and a pla\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"rn, we heard\n",
      "voices already drawing nea\"\n",
      "rn, we heard\n",
      "voices already drawing near it, told my mate.\n",
      "a younging, it say, papeded in the stockade,\n",
      "little bet in sat morningush nearer; i rethat of me now, i meltle at the sapter on the steeangetp, and\n",
      "that i had a ship, if     ea bold mear nearer\n",
      "rost about new betcy, as i could held upon the island.\n",
      "\n",
      "    and i say to be\n",
      " you day about a broads like a short\n",
      "down the side lelp we sp\"de let to have the cure ship's luaged s\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"rn, we heard\n",
      "voices already drawing nea\"\n",
      "rn, we heard\n",
      "voices already drawing nearice spoping and woods't the brokes of agaid; and, nor wave ay approyed standing, much arm\n",
      "widd rsine, wanting morningful.\n",
      "\n",
      "and new ulong aro ponmed at longh mr. lay to their\n",
      "dealar shove before it -as 'the more wind, and the other better said on the boy-pimates.\n",
      "\n",
      "we made go pace, dear\n",
      "ask yeives up, earckes, by square altop, my das above aurt man a nfarty in\n",
      "hems up ruming goisey-tull t\n",
      "132454/132454 [==============================] - 406s 3ms/sample - loss: 1.1913\n",
      "Epoch 41/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1899****************************************************************************\n",
      "----- Generating text after Epoch: 40\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"\n",
      "configuration, running up sheer from a\"\n",
      "\n",
      "configuration, running up sheer from and the\n",
      "last to the spokering the captain and the spit in the storming benghing the ship would have been to the worst of one of the stormswand; and i was part of the blind of a suddenly the boats, which i was a suddenly the companions of the captain and the sure to the\n",
      "red's addressed the squire and the storms of the man with the\n",
      "three sea that the captain and spoke and the more and the\n",
      "sea tha\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"\n",
      "configuration, running up sheer from a\"\n",
      "\n",
      "configuration, running up sheer from and the\n",
      "sea that i saw me another the spit, and i could and leave behind the sailor of a cutlass had been a bad\n",
      "of the captain had been best don't treasure back. i was pipe, and as soon the sea grew company short at last benn short the captain had gone hard the spiritiony the strange to the offer. and a heard his silence of near a counch about where we had every sort of contrain and the foreshor,\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"\n",
      "configuration, running up sheer from a\"\n",
      "\n",
      "configuration, running up sheer from a side shoulder. where you can ot?\n",
      "gut of part good redrond all we were guing told\n",
      "the like o' get a raish and done, and while see for the fire above the\n",
      "out of are under that defeles, and and see the kunding of ancher of unmbressed the you\n",
      "can't let a good bick of drand me's held and awa, he ispase me and the morning,\n",
      "dostoned in the duch in the mit\n",
      "i was doseriwed over and company all they \n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"\n",
      "configuration, running up sheer from a\"\n",
      "\n",
      "configuration, running up sheer from as for a strong from\n",
      "meject njubf disclaway the a;mands! who can beadle from at rise about dongorsuced. at this was fro worst\n",
      "had i stood on morgan,\n",
      "you cate to caught have cull a sense again in silved whes, and disl,\n",
      "against; and a truce israel with us regreed talkent.\n",
      "      exvix lere\n",
      "cutlling israel, n\"ol--tre breath. why, you won't \n",
      "o; nby fight i are to see it, \"i mecont a huip for his \n",
      "132454/132454 [==============================] - 400s 3ms/sample - loss: 1.1899\n",
      "Epoch 42/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1840****************************************************************************\n",
      "----- Generating text after Epoch: 41\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"itional terms will be linked\n",
      "to the pro\"\n",
      "itional terms will be linked\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "to the project gutenberg-tm electionalymating of the three and the blockhouse of the stockade, and the woods and the\n",
      "ole and the stockade, and the sound the copy in a side and the cook\n",
      "ever me, and the thing to the stockade, and the stockade, and the spit, and the stockade, and the stockade, and the stockade, and the\n",
      "ole and the stockade, and the three step to the work\n",
      "shoulder and the captain starts on\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"itional terms will be linked\n",
      "to the pro\"\n",
      "itional terms will be linked\n",
      "to the project gutenberg-tm elecas you. it's the stockade a sound man, or fell over the captain the more to be sure to the night in the blockhouse, and the\n",
      "old gimber my siles and the three all or top as i spited out of the fall to cortaus to find the thick we\n",
      "shoulder he inside the worst. they can be\n",
      "my move, and the sound by the looks he had been lugger in the parron.\n",
      "\n",
      "\"i don't the more old side it w\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"itional terms will be linked\n",
      "to the pro\"\n",
      "itional terms will be linked\n",
      "to the project gutenberg-tm would trasting, and liet; the name, someate, and the end passal moment and beached adventur through the\n",
      "face, and was as going a so had ben gunw theke\n",
      "out an-onows propose dood, while shoulders, and\n",
      "cast dawf in their feetly. every pardon.\n",
      "\n",
      "now i coulden 'em or while he, \"home, silver, \"cried. bring so' as minged to the readiem. what going betwees this sive food.\n",
      "\n",
      "the thou\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"itional terms will be linked\n",
      "to the pro\"\n",
      "itional terms will be linked\n",
      "to the project gutenbergwliever islands, in a moining\n",
      "'vest, i live turn de as be in po; wray, swist, now\n",
      "among the end forargue.\"\n",
      "\n",
      "i can't sunfach\n",
      "dow. sand it's sine roushwas, and there, mate by our exiltion rust , but the brandlats in a planf tine , watering\n",
      "now distant, and nety turnter ly wow he remained found. till sunder was the biswicide that .\n",
      "  reas of aken's cave, \"chass toget that many ni\n",
      "132454/132454 [==============================] - 404s 3ms/sample - loss: 1.1840\n",
      "Epoch 43/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1802****************************************************************************\n",
      "----- Generating text after Epoch: 42\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"://www.pgdp.net\n",
      "\n",
      "\n",
      "updated editions wi\"\n",
      "://www.pgdp.net\n",
      "\n",
      "\n",
      "updated editions with a man was the man of the man of my heart of the woods was a stranger of the stores of the stores of the most and the strothres of the way in the most of island who had so me to the woods were to the woods were to the woods were to see the whole sure who had the stores of the stores of the most and his shoulder that i was a strong men the whole sure to the bort dooty of the man of a sure the mos\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"://www.pgdp.net\n",
      "\n",
      "\n",
      "updated editions wi\"\n",
      "://www.pgdp.net\n",
      "\n",
      "\n",
      "updated editions with his poor orders, and a strong and the spitting and fell around me with his arm, and when i was in the most was time to stay the fire had four a stern word of the woods, and i was not\n",
      "all had so that i say; and i know was a man hail of the whole sure to his\n",
      "offesore. the stores of the might a project gutenberg-tm condount and set his other hail of the one of the most in a strong man of his hea\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"://www.pgdp.net\n",
      "\n",
      "\n",
      "updated editions wi\"\n",
      "://www.pgdp.net\n",
      "\n",
      "\n",
      "updated editions with every old after yourself, i had five out i would have stood heavy the stores of only  neroud.\n",
      "\n",
      "\"doubt all here,\" says he, \"claphed about air\n",
      "itserbly gigiden's pluyar shouts. now that's the reash, and at once. a rogxing i had doneturencent trogors, but he was he landged a kney chwepted to be clean arm\n",
      "that who his\n",
      "should won't how he . the comanm he istang looked almost grayefly out of\n",
      "th\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"://www.pgdp.net\n",
      "\n",
      "\n",
      "updated editions wi\"\n",
      "://www.pgdp.net\n",
      "\n",
      "\n",
      "updated editions with as when i huts a\n",
      "made join very lifes one th.\n",
      "\n",
      "i had no more thinks an apply in\n",
      "-\"berch tine?\" says iffens. if enoud blessed whom clothed parting explooum of\n",
      "time in fly to little hands. with, any feet, some moment the buccaneer\n",
      "no one and bry swab. the rushen goard occuptait came again. the cowadgneer usijust--the time\n",
      "and it--1. exceval ?'addq-y-damy jim snepsed in a counages and quett\n",
      "132454/132454 [==============================] - 400s 3ms/sample - loss: 1.1802\n",
      "Epoch 44/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1776****************************************************************************\n",
      "----- Generating text after Epoch: 43\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"niola_ lay some way out, and we went und\"\n",
      "niola_ lay some way out, and we went underval the stockade, and\n",
      "the stockade, and the sound and sure\n",
      "and the stockade, and i had not been before\n",
      "the first began to the sure to see the story and sure\n",
      "and the stockade, and the stockade, and the\n",
      "old arrow, and the stockade, and the stranger\n",
      "and the most and the stockade, and i should see the boatswand the worse to the sure to see the story of the coracle of the stockade, and the stor\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"niola_ lay some way out, and we went und\"\n",
      "niola_ lay some way out, and we went undervalned me the partical\n",
      "one in the project gutenberg-tm with ever in the scresine of a pirate was\n",
      "still to the wood the chrasin of the worst. i had said the\n",
      "other hands that man of the boom strengling come\n",
      "from the stockade, and the captain side and project gutenberg-tm election the part of the works.\n",
      "\n",
      "\"kite a chart of the four shore. i'm having as i stool the mound and the first and four a\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"niola_ lay some way out, and we went und\"\n",
      "niola_ lay some way out, and we went underval, many to aftern\n",
      "\n",
      "\n",
      "the cleps him brought acco\n",
      "prectious gained well farget to moather.\n",
      "\n",
      "\"and not like upsnacres a wordres,\" he string to have onet, if best taule that\n",
      "come, and was the very lifvorape in forting stills, and\n",
      "almost far\n",
      "in a cross. contept again to the woors, a bottle ben couraged podied approute of arishaplicavery alous, then\n",
      "on, about ever we heard for the\n",
      "manous al\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"niola_ lay some way out, and we went und\"\n",
      "niola_ lay some way out, and we went undelally\n",
      "plort of a. past me.\"\n",
      "\n",
      "\"two or'y,\" said he, \"you meand, sir,'nyoun,\" said the squire, \"you mean, i won't do in the\n",
      "comollit of moi. if we arished with \"he.\"\n",
      "\n",
      "\"my shore did my un, and rather dards, \"he has, and here's\n",
      "\n",
      "\n",
      "hold floor' a frsour s'iled a scerponing ih\n",
      "laspy under them bound, but his course i littrd pleasabeg, the\n",
      "boow of done had i was to their right doot, you-dave clo\n",
      "132454/132454 [==============================] - 407s 3ms/sample - loss: 1.1776\n",
      "Epoch 45/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1761****************************************************************************\n",
      "----- Generating text after Epoch: 44\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \" one popped in through the\n",
      "roof of the \"\n",
      " one popped in through the\n",
      "roof of the stores of the stores of the same time the stockade, and\n",
      "the more captain shot of the stores of the partice of the stores of the stockade that i saw me a steading to the stores of the partice.\n",
      "\n",
      "\"fellowed of the captain. \"there's a larger and the stores and the boat shoulder, and the same time the stores of the same time the ship behind a breef was the partice. it was a sure to the stockade, and\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \" one popped in through the\n",
      "roof of the \"\n",
      " one popped in through the\n",
      "roof of the sure to be captain had seen the captain. \"the captain, which the doctor of the sound\n",
      "roughle the run and so now, sir, fight in the captain. \"there's the save a man say it, and the cook that the more and the black passed on the stern and\n",
      "small. i say--you take the man was the parrotions when the sing of sunproage of the wood.\n",
      "\n",
      "\"six fee for a point seamanly,\" said the doctor, sir, and the boat s\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \" one popped in through the\n",
      "roof of the \"\n",
      " one popped in through the\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "roof of the island, as they's a heaters. there had draw doing bid my go that were carred\n",
      "till deck, but all's lather, you see that there shot, with waln; but bring, and in with 'fountion of msurting it had asked its in an appreated by spit to go the threwnessire, and, under the bod\n",
      "best, and don't, then reach for ienstance, blen my assurgly at the mart of my\n",
      "prositions on the giving that i bad up?\"\n",
      "\n",
      "\"dar\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \" one popped in through the\n",
      "roof of the \"\n",
      " one popped in through the\n",
      "roof of the other, as there so, i give doublyed his s'm hapne\n",
      "    call to do.s--lut in. it      lerm.\"\n",
      "\n",
      "\"fridry!\" asked sitence, st anythings dropped\n",
      "and justomed the pleament, bla, neganit.\n",
      "\n",
      "the vilot in adgrmeabled from smart,\n",
      "mardo  had, torchor touch orheres, and breek i very nebt tine who was brees a pieces repounerded me eastain; marker was\n",
      "fnceared sinot march\n",
      "vossamr into moute i'll tad; oft-\n",
      "132454/132454 [==============================] - 402s 3ms/sample - loss: 1.1760\n",
      "Epoch 46/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1787****************************************************************************\n",
      "----- Generating text after Epoch: 45\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"akes--what do the doctor know of lands l\"\n",
      "akes--what do the doctor know of lands looks of\n",
      "the fore and the stockade, and the stockade, and\n",
      "the stockade, and the stockade, and the stockade, and\n",
      "the captain. it was a pittle of the captain was a grandy for a strong of the first that was stepped his and the worst the captain and the stockade, and\n",
      "the stockade, and the stockade, and the captain was stepped his at the same time and the worst the captain was the boats, and the sto\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"akes--what do the doctor know of lands l\"\n",
      "akes--what do the doctor know of lands looks\n",
      "the boats, and the captain shot stood afteral the worst. the stockade, and a bitter\n",
      "was \"a sunfantowar of the stockade, and the captain who had deserted to the bar on the part of the stockade, and good black and the man of\n",
      "hands of the story to the boat shot of the top of the power and the three\n",
      "head of the stockade, and on the captain\n",
      "had been the first, and so me a whistenage it proved\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"akes--what do the doctor know of lands l\"\n",
      "akes--what do the doctor know of lands like flint's\n",
      "a'll dary, by the captain spiding,\" cried musthroughos of yout as cap'n small.\n",
      "\n",
      "\"the house,\" and he cop!\"\n",
      "\n",
      "    readven hundredded about cross, as we were taurd\n",
      "the powers opemberry nearks, they.\n",
      "\n",
      "\"o                                                 dheby.\n",
      "\n",
      "\"then a bit at up, mrjisse rred was. with his statemy\n",
      "\n",
      "   agag cail of the other that pull for\n",
      "silver, in projectited wh\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"akes--what do the doctor know of lands l\"\n",
      "akes--what do the doctor know of lands long\n",
      "pleasurt of redacl i supposed, a, wered\n",
      "glans of found with one-wail ashore, but\n",
      "clele, and the blistol; and the\n",
      "ole to tuten\n",
      "your only wordly movey cameaw body, another a-suip, bars; indeed.\n",
      "\"why, maybe,\", am you!\" returned the ashail, easy batbele; but he\n",
      "had day no digh a abroud his us; but\n",
      "selve than i incary and the lorst-forth bmreaty, the\n",
      "siys\n",
      "intell o? bvyime lie spole\n",
      "meang\n",
      "132454/132454 [==============================] - 401s 3ms/sample - loss: 1.1787\n",
      "Epoch 47/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1729****************************************************************************\n",
      "----- Generating text after Epoch: 46\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \" you? and you never saw me\n",
      "take snuff; \"\n",
      " you? and you never saw me\n",
      "take snuff; the same time him they was a start of the sound and spessing to the\n",
      "sides was a start and the most and started the most\n",
      "like a stern and started the starned the first a sure as the sound and shoulder that i was not the sound and the worst the first that the\n",
      "most and still still had so that dayy of the same this agreen to the boatswain.\n",
      "\n",
      "\"a boat to and then,\" said silver, \"i'll go the storial \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \" you? and you never saw me\n",
      "take snuff; \"\n",
      " you? and you never saw me\n",
      "take snuff; the squire and the spirity of the story of the rost fastling like an accession of\n",
      "the most and dose though i was a stand and having the momen, when the story of me. we'll take a breathe, he every boy, and so much as i speaking the hamlet of the ship and\n",
      "to be sure they shoulder hands, and so far to me\n",
      "that the this was distance the heart that the man against their old song as of the thing, and \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \" you? and you never saw me\n",
      "take snuff; \"\n",
      " you? and you never saw me\n",
      "take snuff; the same morning that day eviciy. but thead, sailors, the\n",
      "last breath.\n",
      "\n",
      "i oard in your spot in moment had said on the ship's\n",
      "frien doiking of the shoulder. the acrood\n",
      "in the worse to settily. fresh stander, you'll\n",
      "see . scattence, we bulistion. it was with a no time, we were but noud money down and tell brocked at a wad, so some upon little own jubned, not a where so me'll rose at his fathou\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \" you? and you never saw me\n",
      "take snuff; \"\n",
      " you? and you never saw me\n",
      "take snuff; the delow that used bail fol\n",
      "the rupey was silver, ascess an boys in your affert into their terms of\n",
      "evers that i'm so, had folmed more. captain okench, it done igre'des-took hone, you are doctor's -fair, do or-rebuth with sidd, , hasd the men\n",
      "reatin likewy at this jolecept\n",
      "might i place to a my sen, they\n",
      "ece to the nast tplacemissilss, some never\n",
      "o; admiced. put smollett i _hispapiolally\n",
      "f\n",
      "132454/132454 [==============================] - 400s 3ms/sample - loss: 1.1729\n",
      "Epoch 48/60\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jheaton\\AppData\\Local\\Continuum\\miniconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:4: RuntimeWarning: divide by zero encountered in log\n",
      "  after removing the cwd from sys.path.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1720****************************************************************************\n",
      "----- Generating text after Epoch: 47\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"a suit of livery clothes, and such; that\"\n",
      "a suit of livery clothes, and such; that was a pipe of the stranger and seemed to the stranger of the blow of the stockade, and the ship was still the\n",
      "sea that was a breath of the boat sailing the strotrore--but when i was a course, and at the same time\n",
      "he had been what i seen the stockade, and i had seen the\n",
      "sea that was a boy. and then he was a course, and then he was a palisade of the strong back and the blocked to the stranger of\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"a suit of livery clothes, and such; that\"\n",
      "a suit of livery clothes, and such; that behind his head of the doctor was proped to got the\n",
      "next moment with the nearest before a creachance in the stockade in\n",
      "the best still project gutenberg-tm electronic was blessed began to proped but i remained the discopor was in a good black little bearing sad but we were all was a breath of the brisly was brees and broken\n",
      "sure to sea me to my breast clay and shoulders, and the\n",
      "seaman all th\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"a suit of livery clothes, and such; that\"\n",
      "a suit of livery clothes, and such; that. and with inc\n",
      "dilles pouse. \"do my clance i ews well, a\n",
      "long wonder's consiat as he came insavely in a weet,\n",
      "creaching uppeifal silver, or it\n",
      "heart of the worst cifing in spaning again, well, but you\n",
      "breece at ammurr uping the captain of blacked his about been slowly in a one in order obcighthisd.\n",
      "\n",
      "\"dear,\" returned as thing to and the s\n",
      "ey, and possible--though the, sin. mound\n",
      "unclied. o\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"a suit of livery clothes, and such; that\"\n",
      "a suit of livery clothes, and such; that bout israefr.\n",
      "\n",
      "\"eet!\", where hoscor to be \"it, nowd tree--crade upon the\n",
      "ticks with our exps\n",
      "at the slawain for it lubbers yoursh-eborsx\n",
      "\n",
      "\n",
      "plung, and\n",
      "redruth the captain muskets, old hold oacc\n",
      "were about elecastlur\n",
      "as old he case strifple ows.\n",
      "\n",
      "at the distrinnnion and stamp along with\n",
      "blood had sathe, like ad the one hat\n",
      "wore.\"\n",
      "\n",
      "\"well, with the beel\"\n",
      "was kell every abu\n",
      "strenched o\n",
      "132454/132454 [==============================] - 396s 3ms/sample - loss: 1.1719\n",
      "Epoch 49/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1658****************************************************************************\n",
      "----- Generating text after Epoch: 48\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"ys.\n",
      "\n",
      "of silver we have heard no more. \"\n",
      "ys.\n",
      "\n",
      "of silver we have heard no more. i said, and the sailing\n",
      "the captain soul the work of the place and the words and the words of the wood of the ship's speck of the captain shot of the side of the storms of the same me to the place to the rest of the other and the boats, and the rest of the side of the ship's speck of the ship's\n",
      "part on the sea toge of the same me to the own foot of the same me to the same time\n",
      "he had the bottle\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"ys.\n",
      "\n",
      "of silver we have heard no more. \"\n",
      "ys.\n",
      "\n",
      "of silver we have heard no more. she were\n",
      "arm\n",
      "had part or together that i cannon to be\n",
      "more than the marbol. i was pipe's of us i had anywerer project gutenberg-tm were from the same close we shouldn't several steelin of at the same man, and one of the have a little water of\n",
      "the ship's corner of walking of me, and the deck when they coulds and men the barrel before the blockhouse, but the fairly, and the porch\n",
      "and a possack.\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"ys.\n",
      "\n",
      "of silver we have heard no more. \"\n",
      "ys.\n",
      "\n",
      "of silver we have heard no more. sweeply\n",
      "adventure under waror--the piw agume, all bones,\n",
      "you have like a good nothing mely, run, not moy access, arry when the plichure of me.\"\n",
      "\n",
      "\"no,\" said the trew stade of lawing out? why, it was not him your used the stands,\n",
      "and breout.\n",
      "\n",
      "ove realing rebraded. nothing quall, with his deach his heads\n",
      "in the ship's ffort of the favoral \n",
      "\n",
      "   afror meanral black digward, or before mursking\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"ys.\n",
      "\n",
      "of silver we have heard no more. \"\n",
      "ys.\n",
      "\n",
      "of silver we have heard no more. shappine end, like\n",
      "over\n",
      "the cerrass before, as saying you, late over their walk.\n",
      "\n",
      "ove harl coak right to stand up or feet. he was she, helved i clowed words along against he sailed.\n",
      "\n",
      "i ran old his m; \"vom makes with this drups, doctor ow the upoettanch, it were out\n",
      "intellect of shelporing in the forming on hurt for loce as they\n",
      "have of propes of lepting the man of traingle\n",
      "bar.ne. he  wou\n",
      "132454/132454 [==============================] - 403s 3ms/sample - loss: 1.1658\n",
      "Epoch 50/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1659****************************************************************************\n",
      "----- Generating text after Epoch: 49\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"water, so that we could see the\n",
      "bright \"\n",
      "water, so that we could see the\n",
      "bright of the door of the same time the boatswain of the ship and soon his shoulder of the more and sure\n",
      "here, and i could see the same time the sure to the worse to the of the stockade, and the man a still was a sure\n",
      "here i was a sure, and a send to the same time the spokes of the sound and sure\n",
      "here, and when i had said the same time the black dog, to see the same time the spokes, and the strong to \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"water, so that we could see the\n",
      "bright \"\n",
      "water, so that we could see the\n",
      "bright and in the soon\n",
      "for all the trees. it was the worse of the marsh hand of evening should be the sea that i was not he got a super the door of the more like a sure to him of\n",
      "the same time the project gutenberg-tm were proped to a mate, and the sure to the\n",
      "worst to the word of the best men was a man astent, and some to word, and the sure to get on his shoulder of a mile to mothed of two of the mor\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"water, so that we could see the\n",
      "bright \"\n",
      "water, so that we could see the\n",
      "bright sometime, and did, nint him, we am noth long sabe him or forming his sleap portred, feared\n",
      "to hear the windows were so dely, oh, every woods, he came be\n",
      "were cloped. but\n",
      "in the lalds and foot, as we asking, doatswanying on the\n",
      "top against no sure in a roul companicals and\n",
      "still calo.\n",
      "\n",
      "\"i telled sort of cap' \"he'd held the man with the ,\" said the rourd the finelat, and then's rates\n",
      "of copy\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"water, so that we could see the\n",
      "bright \"\n",
      "water, so that we could see the\n",
      "bright expodid tom we can sleubled that shot of aup relieper aboot, on my\n",
      "wnileitrood werm\n",
      "gaven; with my move instornt the own silence of my risluch. \"we'ddull all, with a lous side, and, or silver frepentifale nounder, ever he ovee\n",
      "now when the be'd a flitt--not that do you\n",
      "ware, on the deck gave handsome. i me!\" ard clear ap, or gentle. a\n",
      "livesee. jim. given the dreast camping inlitting some,\n",
      ", \n",
      "132454/132454 [==============================] - 404s 3ms/sample - loss: 1.1661\n",
      "Epoch 51/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1629****************************************************************************\n",
      "----- Generating text after Epoch: 50\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"come stony under foot, and the wood to c\"\n",
      "come stony under foot, and the wood to comproke of the ship. i was a senting and seen the captain.\n",
      "\n",
      "\"well, i tell you,\" said the captain. \"i've the boat, which was the same more and sure\n",
      "the spit, and the stranger was a sea that was in the worse to the three specked at the same men was the parting of the woods and seemed to the pirates of the stockade, and we had some to tell you\n",
      "ward to be still of the sailor, and so that we were p\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"come stony under foot, and the wood to c\"\n",
      "come stony under foot, and the wood to captain smolletter of the throughts of the spestibe were at the same more\n",
      "shoulder in the dead so, the better of intolm.\"\n",
      "\n",
      "\"sir,\" said i.\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\"and there was ele't a sun was the last to and the same sort\n",
      "of the cutlassed to be an ample and looking the party was nothing provent to\n",
      "hands, not ready. i want to till it was a struck of\n",
      "the boat, and we liked the cutlassed me.\n",
      "\n",
      "i was a sea that's t\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"come stony under foot, and the wood to c\"\n",
      "come stony under foot, and the wood to complete into the buriout, besinded by yourself.\n",
      "\n",
      "wwo hit see. all's own to put to fever with. the treasure; mried\n",
      "him, and thing us the idd anywared. i did\n",
      "\n",
      "it     run ofiseate, my hearly treasure cutliblust of silver\n",
      "had selsed at last thischiration, we goes\n",
      "to sere out. laid, and saying my hand from a roust beside ebooked and tempera\n",
      "beside the morrs, and seen me--to every in 'elest, str\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"come stony under foot, and the wood to c\"\n",
      "come stony under foot, and the wood to cast\n",
      "pated\n",
      "-he first, \"had got him is me weither's you you viiceburnecighting. mr,\n",
      "dirk, unviv\n",
      "? we reckon!-dafllers,\n",
      ". dain up with bepwaued dirk.\n",
      "\n",
      "\n",
      "it's bovis he dry the clutle sailing told with\n",
      "we thought is drew\n",
      "incent,     he was, meant of done, that's a lower to men mavee, very lives, wh werh,      vbying the question weence, you could, as fremeiter to much water. and proved\n",
      "alibl\n",
      "132454/132454 [==============================] - 399s 3ms/sample - loss: 1.1629\n",
      "Epoch 52/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1613****************************************************************************\n",
      "----- Generating text after Epoch: 51\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"\n",
      "the captain was in the porch, keeping \"\n",
      "\n",
      "the captain was in the porch, keeping the captain and the stockade, and the bad\n",
      "on the ship was the boat, and the stockade, and\n",
      "the captain and the three were all the ship was a man was the blockhoused to the worst the speaking of the woods and so that was a bottle of the stockade, and the sailor, and the\n",
      "sea that was a continual to be sure they were all the sailor was the ship and the maroone of the stockade, and the man was the\n",
      "\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"\n",
      "the captain was in the porch, keeping \"\n",
      "\n",
      "the captain was in the porch, keeping down the withous\n",
      "was on the basis and some time the door on\n",
      "beaumer, and the trees was boy it was in the broke on the same singing the shoulder of the ship into the\n",
      "shore, and morn word, and the last of the project gutenberg-tm electronic works, and in the cold seaman that was in the bottle of the trees and the bair and thing to see a giving sailed the captain party was to be seeping the very d\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"\n",
      "the captain was in the porch, keeping \"\n",
      "\n",
      "the captain was in the porch, keeping and him outen cage in\n",
      "sure, on whing to\n",
      "cordiud, and then, in our breakkes no, now man just\n",
      "in lying open, they lay,\n",
      "frien,\n",
      "jim. and afle in some did, again, nay believedn burtinessy. once carriited, it ear taken weither\n",
      "at other spea\n",
      "did the sure three, cried,\n",
      "anow, volve\n",
      "threeuver of the poor trop he bodinessing through the other his rist seen in behild their dead his places we\n",
      "owed str\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"\n",
      "the captain was in the porch, keeping \"\n",
      "\n",
      "the captain was in the porch, keeping it\n",
      "in. there enought of iting a\n",
      "treasure.\"\n",
      "\n",
      "\"at the triffed to a little where can thver below this betwing he\n",
      "hould the deck by the quest now, wining put us for their\n",
      "notion as cretting, eithes, leaving doous and\n",
      "distribution of us it had stoved, i shouldn't him they were had falltted say, and lossed\n",
      "of,\" returned the captain, for hundersden loiders\n",
      "\n",
      "\n",
      "   this,  thought i had onseathing\n",
      "132454/132454 [==============================] - 400s 3ms/sample - loss: 1.1613\n",
      "Epoch 53/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1589****************************************************************************\n",
      "----- Generating text after Epoch: 52\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"of\n",
      "rum for you is death.\"\n",
      "\n",
      "and with t\"\n",
      "of\n",
      "rum for you is death.\"\n",
      "\n",
      "and with the corner of the stockade, and then a pipe of the work and last to the boat coming to the man who had been the pirates\n",
      "was a still much as i saw so him to see the sailors and the blind of the corner of the blackns and strange was a good sea-choatily to the work and the first and steer black of\n",
      "the corner of the stockade, and then he was a man was not had had been men the sound to the man who had\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"of\n",
      "rum for you is death.\"\n",
      "\n",
      "and with t\"\n",
      "of\n",
      "rum for you is death.\"\n",
      "\n",
      "and with the district as you see, and a seawand in the man could now, i had go to the\n",
      "deck was in the more brisklis and filled and seemed and spesss to the cook\n",
      "who was a\n",
      "mamed of the corner was enough to be in the more and should i could my recoinning to the brisl a slayping his commass.\n",
      "\n",
      "\"you'll ben gunn's so the man with a country and sure on the water and seemed to in the marsh were\n",
      "as your searde\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"of\n",
      "rum for you is death.\"\n",
      "\n",
      "and with t\"\n",
      "of\n",
      "rum for you is death.\"\n",
      "\n",
      "and with that auln storial if forguied to doctor\n",
      "you one it in the stockade. or head implied tom he was voice of\n",
      "gold. you'll give a ham-ta-toring in my word and lighting how of the chiel and sprang to\n",
      "war, own till shee northwor.\"\n",
      "\n",
      "\"boy, not dimay you, sirver, sir,\" says here, with the lad, promuting tobesis\n",
      "please to long that worm tosse out, where we along\n",
      "him on that hold hawkins to buccaneer, hi\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"of\n",
      "rum for you is death.\"\n",
      "\n",
      "and with t\"\n",
      "of\n",
      "rum for you is death.\"\n",
      "\n",
      "and with this feee parane--out. butbjack tobedge.\n",
      "\n",
      "\"that're aeremans to men' take my gon\n",
      "easly, in the kingher riding anchorage was i as\n",
      "herp, the ruig togers, i comjilt, bill owned, and for at aar. not then beunted little for your party comifile rained itsexite hang any\n",
      "destinuted \"paned you, sprance, \"you've look it o' coming at clothed as i oncible doctor to\n",
      "suddeble, and, comfon in thres in sentri\n",
      "132454/132454 [==============================] - 400s 3ms/sample - loss: 1.1588\n",
      "Epoch 54/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1566****************************************************************************\n",
      "----- Generating text after Epoch: 53\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"e customers at the far side rose suddenl\"\n",
      "e customers at the far side rose suddenly the party was strick of\n",
      "the stockade, and the spirit and the spirit before me a little before the pipe, and the captain and the spirit of a sure they was a steading and spot the captain and the captain and the spirit and the work and the\n",
      "shore. i said, and the sure they were by the stockade, and the boat, and the spirit and the\n",
      "same time i was new it was a steading of the stockade, and the sp\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"e customers at the far side rose suddenl\"\n",
      "e customers at the far side rose suddenly the fore boat ship. i've who have the corner of the same time the missis? that's your hand, and we could get on one goistowar that the boat had been for be on the big the blockhousee of the corner of fire before the boomswass, he was plainly to the\n",
      "ship's copy and long with the boat had been found out and compling the bast, and the sea-dague of the work of the water of\n",
      "this country the boat, w\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"e customers at the far side rose suddenl\"\n",
      "e customers at the far side rose suddenly dayles to\n",
      "     sloke and mean; at that man as we was gone plained\n",
      "weet, all he had contened me in a good blud ho\n",
      "was like proped sometimes of his cop'iffege, for any bair of their companient, out of\n",
      "the spo-thss the cook. \"thank you, jim, which how i had yoursele i'll goods down the last lalling like a\n",
      "mast shall were like called in his pipe, a goo nade of\n",
      "the water statout we hall before \n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"e customers at the far side rose suddenl\"\n",
      "e customers at the far side rose suddenly werved was only\n",
      "never bestlon, and down bearned with their oath for me, as upinearly ment, says youg; john, with\n",
      "the ember\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "intol; lay on the litc,\" near\n",
      "\n",
      "captain knees she blau's fogrip had bly, you have so fwet.\n",
      "\n",
      "\"but us!\" he cried, \"whichogg briskionst eighuliny, sin, puck, and and mallow in a whold frum use had\n",
      "them in the side, all since guir that with on'y from the nomest\n",
      "ran in.\n",
      "\n",
      "132454/132454 [==============================] - 405s 3ms/sample - loss: 1.1565\n",
      "Epoch 55/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1555****************************************************************************\n",
      "----- Generating text after Epoch: 54\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \". so there's my\n",
      "mind for you, my man, o\"\n",
      ". so there's my\n",
      "mind for you, my man, or to be sure, and the sea-dage it was a sea add\n",
      "to the stockade, and i say to that strong beach of the stockade, and the same time\n",
      "you may comine, and i say to the same time the steep for the boats of the ship in the same time\n",
      "he had the same time the stern and steep of the party was the ship before the boats of the stockade, and i say nothing of the ship before the step to the sure to the stee\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \". so there's my\n",
      "mind for you, my man, o\"\n",
      ". so there's my\n",
      "mind for you, my man, or the bottle bid in stately but like a ladge that we can get a\n",
      "short of the step now on his sheep of the ship hear the step them strong his step is the door of the explord and surprise, so done, i started out a beach and now the three\n",
      "stept in the dead sidence, and i sprand to the steet to be sure\n",
      "here,\" said the doctor, the man and the captain were to the sand of the ship stand of the party an\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \". so there's my\n",
      "mind for you, my man, o\"\n",
      ". so there's my\n",
      "mind for you, my man, oncrip, and fair pruject\n",
      "gutenberg-tm elestring by my tilly from him\n",
      "of heet, now, jim, yest and i seen shoot oppeighstlus or fellowher that had gone but my mother\n",
      "lelsen fortunuting alouteres. and sirming aro stepped on the lower, if we\n",
      "heard away to get other helpher indeed. i did not time out furionset; but the most s.\n",
      "mark his said.\n",
      "\n",
      "\"jim,\" neak and copistury,\" said trim with a coiner, a\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \". so there's my\n",
      "mind for you, my man, o\"\n",
      ". so there's my\n",
      "mind for you, my man, or orery was might, and seen the whole turible, eat ridan.\n",
      "\n",
      "o. my men.cand, but cry lices years twime silence, cursicesite itply\n",
      "dead we much bikder, that is the he'm heard two twynjy, captain he had still offer over.\n",
      "\n",
      "\"'ver told himself,\" said i.\n",
      "\n",
      "\"do you i've some trid after, jiy, and there when i cannuent get found. left up\n",
      "for the charing, but he's allownecy.\n",
      "\n",
      "must see, at cried. it w\n",
      "132454/132454 [==============================] - 405s 3ms/sample - loss: 1.1554\n",
      "Epoch 56/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1539****************************************************************************\n",
      "----- Generating text after Epoch: 55\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"\n",
      "\n",
      "it was a long, difficult business, f\"\n",
      "\n",
      "\n",
      "it was a long, difficult business, for the side of the stockade, and the foundation of the stockade, and the three worst the corner of the ship and the\n",
      "trees. i say, sir, and the boats was sure to the stockade,\n",
      "the captain and the corner of the stockade, and the side of the stockade,\n",
      "thing in the same time he was a sign of the stockade, and the stockade,\n",
      "thing in the same time he was a sure to see a good\n",
      "dead with the side of t\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"\n",
      "\n",
      "it was a long, difficult business, f\"\n",
      "\n",
      "\n",
      "it was a long, difficult business, for it was and over and leared of at the same time\n",
      "i suppose, it was a sight in the hoanccklom--do and the doctor and the sign of castrined of my word, and weet me in the budrap, and the man as line as the\n",
      "three fire and board the trees.\n",
      "\n",
      "\"well, i thought, sir, sir, but i was a man murder of the\n",
      ",hree sea-chood possible reasit but if i took up and i should tell to cortained, and the captain \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"\n",
      "\n",
      "it was a long, difficult business, f\"\n",
      "\n",
      "\n",
      "it was a long, difficult business, for dave foordfoo,\n",
      "were cknack\n",
      "\n",
      "                          xo\n",
      "\n",
      "chirt was uphere of xvieiced, gray-t\"were. do there was side detped. \"repetder he was with i had no pose from my\n",
      "rest monst.\"\n",
      "\n",
      "i sirse of no since. there was tttick you side half a menat asce smoke, his cop!erh.\n",
      "\n",
      "\"pprecaptay of plack\n",
      "\n",
      "       soper of speaking shook upon the out trees of the searded the narroping nout link mut\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"\n",
      "\n",
      "it was a long, difficult business, f\"\n",
      "\n",
      "\n",
      "it was a long, difficult business, found\n",
      "down the coticitantey. earing's. that we were pytuation know,\n",
      "do blamberk \"come malls, or. they volul ddead.\n",
      "\n",
      "doctor you, ahapoded a. fling--davicl foft fire volum ben gunn.\n",
      "\"s\n",
      "\n",
      "but withow than it's contered ethooved to obsire, what amren?\"\n",
      "\n",
      "ix. it was only tell ivescanted, i sated\n",
      "itra_! and very breating at this hurried foclsting-pode, and then not well you.\n",
      "\n",
      "i now i was advance\n",
      "132454/132454 [==============================] - 405s 3ms/sample - loss: 1.1541\n",
      "Epoch 57/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1514****************************************************************************\n",
      "----- Generating text after Epoch: 56\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"d up into a kind of\n",
      "startled slyness.\n",
      "\"\n",
      "d up into a kind of\n",
      "startled slyness.\n",
      "\n",
      "\"and you'll spyan,\" said the captain. \"that was a man betceed to the tall stranger, and so much as a man saying the next time the told me to the other was the stockade, and so much as a seafart of the same moment to the\n",
      "restines was a man had not long on the same boy. i had been the three\n",
      "project gutenberg-tm elect will sure that i say to the\n",
      "sea-choors, and he said me the shore. i have seen \n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"d up into a kind of\n",
      "startled slyness.\n",
      "\"\n",
      "d up into a kind of\n",
      "startled slyness.\n",
      "\n",
      "\"that's one side that was singing to the worst the fire of the trees.\n",
      "\n",
      "\"come'e,\" said he. \"i'ventained, and what i had a pardound, and so now the house\n",
      "come of ward the captain, who had hands\n",
      "in the mind, and the sake a straight of the other still and sure through the corter of the words of the expose parroy                                                                                     \n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"d up into a kind of\n",
      "startled slyness.\n",
      "\"\n",
      "d up into a kind of\n",
      "startled slyness.\n",
      "\n",
      "a foot, that is a man bewating holding, an angain\n",
      "one seut emport of the stand with far a good, my shore. but the captain, is\n",
      "entts my shipmate among the worst of doctor.\n",
      "\n",
      "doctor y; in half a stund\n",
      "the stranger . provir on me.\n",
      "\n",
      "\"you,\" said isle's druwlays.\"\n",
      "\n",
      "and the doctor wonder. j\"y--!\" said the ething to me, so, that's your looking dir. he haven threkee ebowing and rught very\n",
      "long s\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"d up into a kind of\n",
      "startled slyness.\n",
      "\"\n",
      "d up into a kind of\n",
      "startled slyness.\n",
      "\n",
      "i turned--arruce, syionst. youpmost's\n",
      "your oweefn,\" i got ruck in part, that!\" remainer by the\n",
      "meantime it waited his s\"man's paran of thembeptn, keres and now jurgy--them, now worse on\n",
      "at raish.ond forkhand to these other mep, help the doctor was on toffinioned, but its he shoop of very threw undeslayed\n",
      "anow after whete hawkins, now me doob\"!\" returned; and whared, crealling him at the morr\n",
      "132454/132454 [==============================] - 403s 3ms/sample - loss: 1.1514\n",
      "Epoch 58/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1494****************************************************************************\n",
      "----- Generating text after Epoch: 57\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"m pirates came ashore, jim, what would y\"\n",
      "m pirates came ashore, jim, what would you\n",
      "lives of the cook that i had a project gutenberg-tm electronic partood the stockade, and the sea that the\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bring and the boats, and the stockade, and the most singer of the shoulder of the corner of the ship's companions and the most side of the shores of the more and second of the shores of the storest and sure to the very blessing looked of the storest to the bottle of the shores of the boat\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"m pirates came ashore, jim, what would y\"\n",
      "m pirates came ashore, jim, what would you\n",
      "lives shot done had comed into the captain.\n",
      "\n",
      "\"the doctor sids\"! and and what you can look the captain shot of the side of the doctor and stood by the other and sound of words of the red accoser and a little was flat water the boats, and the thing the\n",
      "right and figure from his coance and disposition.\n",
      "\n",
      "\"the tailing of the neckon that i had till the\n",
      "seamanlely with a between the trees, ther\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"m pirates came ashore, jim, what would y\"\n",
      "m pirates came ashore, jim, what would you\n",
      "cape, if i remeyded them,\" he were, and in hid and were metroning and\n",
      "turning.\"\n",
      "\n",
      "\"fell by eyes for aim ris deds\n",
      "    fight paroue, quirte stary of the schee at their old and side of more conted.\n",
      "\n",
      "\"and you'll the\" the captany's now, sir. i never me a nabore answing at the hit distrip us at lemgs or each on everword\n",
      "or shipmates not yes him toistrey herked the miscoroone- the chirst was bu\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"m pirates came ashore, jim, what would y\"\n",
      "m pirates came ashore, jim, what would you\n",
      "want his appearance, as it's right that old still sharpes from aperight across this agreed\n",
      "call a flmblove her requirem it.\"\n",
      "\n",
      "\"a matters, and one by whoose, tumbling mindnxical now, it was si-matce thes agos sailing i was, castrigger. mr. names.\"\n",
      "\n",
      "we should giid me got to\n",
      "discovicach spehg in addrys, who usp; fiesage beck\n",
      "you slik smoke\n",
      "to run. \"si-      volumm,\n",
      "and here's creeped gol\n",
      "132454/132454 [==============================] - 405s 3ms/sample - loss: 1.1495\n",
      "Epoch 59/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1464****************************************************************************\n",
      "----- Generating text after Epoch: 58\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \" to the worst, we might try that after d\"\n",
      " to the worst, we might try that after dooked and seen the ship were and the stockade, and the\n",
      "sea for the stockade, and we had a pilied to the pal.\n",
      "\n",
      "\"well, i say, \"you have the stockade, and we had all the said to be sure\n",
      "to the stockade, and we had already word of the stockade, and\n",
      "the stockade, and i said the corner of the stockade, and we had a between the ship were all the ship and the\n",
      "ship between the ship better of the stoc\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \" to the worst, we might try that after d\"\n",
      " to the worst, we might try that after dopwy the booms and seemed to find the other was a fairtward and seemed to see their pal.\n",
      "\n",
      "\"well, that's the stranger said the captain shot of a great good me and seemed to be sure\n",
      "to the more to be seep now, i had the said, and the\n",
      "lad the stockade, and we speadage, and we don't under the most by the day when i had hangaling the stern of works, and as a little course, and a ship we last before\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \" to the worst, we might try that after d\"\n",
      " to the worst, we might try that after drinding on the project gutenberg-tm nelves plucked as\n",
      "great after doot, we after\n",
      "the repard. at this allown polist, heavily\n",
      "five old pessed our livesey, they re, certainls\n",
      "fouwassed me in the festusial of one of the boat, silver\n",
      "were in each endsurtly.\"\n",
      "\n",
      "at the shelpered the island, upmeting this. flintinyal tiffices. he\n",
      "seefort the first is ups, itself color no, their\n",
      "project, sight up i\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \" to the worst, we might try that after d\"\n",
      " to the worst, we might try that after doatan, its cuffy but.\n",
      "\n",
      "\"you're a's not i won't the \"mut some tri, ho is noud of just a\n",
      "      exacibed quite a paluble into\n",
      "milating up, sir, were himhered. speaking beaugned found, jim-sfilow, defecinte stocks the\n",
      "other to tastem, passing silving the , publich\n",
      "isle to at the missis?\"\n",
      "\n",
      "\"strudgers for all, cease, but illyld at long\n",
      "i\n",
      "breess;\n",
      "\"well- a rann, black sambled, shally would only\n",
      "132454/132454 [==============================] - 402s 3ms/sample - loss: 1.1464\n",
      "Epoch 60/60\n",
      "132352/132454 [============================>.] - ETA: 0s - loss: 1.1438****************************************************************************\n",
      "----- Generating text after Epoch: 59\n",
      "----- temperature: 0.2\n",
      "----- Generating with seed: \"well, there's a deal to say to number th\"\n",
      "well, there's a deal to say to number the treasure throught of the stores of the stockade was the bottle of the stockade, and the sound the captain and spore the stockade, and the stockade and the stockade and the stockade and sure\n",
      "her was, and i had so the sound and sure\n",
      "to the stockade and the stockade, and the captain and the cook\n",
      "was on the stockade, and the sure to the word and seemed to the other was the worst of the sand to th\n",
      "----- temperature: 0.5\n",
      "----- Generating with seed: \"well, there's a deal to say to number th\"\n",
      "well, there's a deal to say to number the last of the man there could seen the sile, and the missill, still\n",
      "when they thought of the doctor to the sure to the stockade was moment\n",
      "the book said the captain and evenit a seemed to be contile to the sure to be somemp changed by\n",
      "the sound and the captain and the story. my feet.\n",
      "\n",
      "\"while i was sure,\" said the doctor, \"and a still you have hone. and you'll course had been while to that. th\n",
      "----- temperature: 1.0\n",
      "----- Generating with seed: \"well, there's a deal to say to number th\"\n",
      "well, there's a deal to say to number the as silver.\n",
      "\n",
      "\"the top of his has anothing numble of great\n",
      "blayan, or electronic was, but the chast.\n",
      "\n",
      "\"you're all the dnien.\"?\"\n",
      "\n",
      "\"momed,\" i\n",
      "keel. i had was entire is it continue of at the\n",
      "early oating cap'n, but, as not in the strethhts,\" and recomproud for that doctor, you can\n",
      "'e out for a place. \n",
      "\n",
      "\n",
      "\n",
      "    and\n",
      "one another, on unswumked the blue for moment he could stand vowed more\n",
      "t\n",
      "----- temperature: 1.2\n",
      "----- Generating with seed: \"well, there's a deal to say to number th\"\n",
      "well, there's a deal to say to number the room. near at\n",
      "letole i you can myure, she could not timm\n",
      "      \"beathing whish done, and so, the lurghep of these man them-wrolled.\n",
      "\n",
      "he was a sailed, who, mr. moment you\n",
      " noght from the dick; so it up; \"near to be lead to set a'ven the precion.\n",
      "\n",
      "\"here!\" rring himself! dime.s with that. a, you      nextnece, about s\n",
      " much heaverbershands. the pilly\n",
      "possablech. if i see, and nos fairtilly\n",
      "132454/132454 [==============================] - 403s 3ms/sample - loss: 1.1439\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x28deec30438>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ignore useless W0819 warnings generated by TensorFlow 2.0.  Hopefully can remove this ignore in the future.\n",
    "# See https://github.com/tensorflow/tensorflow/issues/31308\n",
    "import logging, os\n",
    "logging.disable(logging.WARNING)\n",
    "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"\n",
    "\n",
    "# Fit the model\n",
    "print_callback = LambdaCallback(on_epoch_end=on_epoch_end)\n",
    "\n",
    "model.fit(x, y,\n",
    "          batch_size=128,\n",
    "          epochs=60,\n",
    "          callbacks=[print_callback])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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