HMM Tagger.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project: Part of Speech Tagging with Hidden Markov Models \n",
    "---\n",
    "### Introduction\n",
    "\n",
    "Part of speech tagging is the process of determining the syntactic category of a word from the words in its surrounding context. It is often used to help disambiguate natural language phrases because it can be done quickly with high accuracy. Tagging can be used for many NLP tasks like determining correct pronunciation during speech synthesis (for example, _dis_-count as a noun vs dis-_count_ as a verb), for information retrieval, and for word sense disambiguation.\n",
    "\n",
    "In this notebook, you'll use the [Pomegranate](http://pomegranate.readthedocs.io/) library to build a hidden Markov model for part of speech tagging using a \"universal\" tagset. Hidden Markov models have been able to achieve [>96% tag accuracy with larger tagsets on realistic text corpora](http://www.coli.uni-saarland.de/~thorsten/publications/Brants-ANLP00.pdf). Hidden Markov models have also been used for speech recognition and speech generation, machine translation, gene recognition for bioinformatics, and human gesture recognition for computer vision, and more. \n",
    "\n",
    "![](_post-hmm.png)\n",
    "\n",
    "The notebook already contains some code to get you started. You only need to add some new functionality in the areas indicated to complete the project; you will not need to modify the included code beyond what is requested. Sections that begin with **'IMPLEMENTATION'** in the header indicate that you must provide code in the block that follows. Instructions will be provided for each section, and the specifics of the implementation are marked in the code block with a 'TODO' statement. Please be sure to read the instructions carefully!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "**Note:** Once you have completed all of the code implementations, you need to finalize your work by exporting the iPython Notebook as an HTML document. Before exporting the notebook to html, all of the code cells need to have been run so that reviewers can see the final implementation and output. You must then **export the notebook** by running the last cell in the notebook, or by using the menu above and navigating to **File -> Download as -> HTML (.html)** Your submissions should include both the `html` and `ipynb` files.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "**Note:** Code and Markdown cells can be executed using the `Shift + Enter` keyboard shortcut. Markdown cells can be edited by double-clicking the cell to enter edit mode.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Road Ahead\n",
    "You must complete Steps 1-3 below to pass the project. The section on Step 4 includes references & resources you can use to further explore HMM taggers.\n",
    "\n",
    "- [Step 1](#Step-1:-Read-and-preprocess-the-dataset): Review the provided interface to load and access the text corpus\n",
    "- [Step 2](#Step-2:-Build-a-Most-Frequent-Class-tagger): Build a Most Frequent Class tagger to use as a baseline\n",
    "- [Step 3](#Step-3:-Build-an-HMM-tagger): Build an HMM Part of Speech tagger and compare to the MFC baseline\n",
    "- [Step 4](#Step-4:-[Optional]-Improving-model-performance): (Optional) Improve the HMM tagger"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "**Note:** Make sure you have selected a **Python 3** kernel in Workspaces or the hmm-tagger conda environment if you are running the Jupyter server on your own machine.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Jupyter \"magic methods\" -- only need to be run once per kernel restart\n",
    "%load_ext autoreload\n",
    "%aimport helpers, tests\n",
    "%autoreload 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import python modules -- this cell needs to be run again if you make changes to any of the files\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from IPython.core.display import HTML\n",
    "from itertools import chain\n",
    "from collections import Counter, defaultdict\n",
    "from helpers import show_model, Dataset\n",
    "from pomegranate import State, HiddenMarkovModel, DiscreteDistribution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Read and preprocess the dataset\n",
    "---\n",
    "We'll start by reading in a text corpus and splitting it into a training and testing dataset. The data set is a copy of the [Brown corpus](https://en.wikipedia.org/wiki/Brown_Corpus) (originally from the [NLTK](https://www.nltk.org/) library) that has already been pre-processed to only include the [universal tagset](https://arxiv.org/pdf/1104.2086.pdf). You should expect to get slightly higher accuracy using this simplified tagset than the same model would achieve on a larger tagset like the full [Penn treebank tagset](https://www.ling.upenn.edu/courses/Fall_2003/ling001/penn_treebank_pos.html), but the process you'll follow would be the same.\n",
    "\n",
    "The `Dataset` class provided in helpers.py will read and parse the corpus. You can generate your own datasets compatible with the reader by writing them to the following format. The dataset is stored in plaintext as a collection of words and corresponding tags. Each sentence starts with a unique identifier on the first line, followed by one tab-separated word/tag pair on each following line. Sentences are separated by a single blank line.\n",
    "\n",
    "Example from the Brown corpus. \n",
    "```\n",
    "b100-38532\n",
    "Perhaps\tADV\n",
    "it\tPRON\n",
    "was\tVERB\n",
    "right\tADJ\n",
    ";\t.\n",
    ";\t.\n",
    "\n",
    "b100-35577\n",
    "...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 57340 sentences in the corpus.\n",
      "There are 45872 sentences in the training set.\n",
      "There are 11468 sentences in the testing set.\n"
     ]
    }
   ],
   "source": [
    "data = Dataset(\"tags-universal.txt\", \"brown-universal.txt\", train_test_split=0.8)\n",
    "\n",
    "print(\"There are {} sentences in the corpus.\".format(len(data)))\n",
    "print(\"There are {} sentences in the training set.\".format(len(data.training_set)))\n",
    "print(\"There are {} sentences in the testing set.\".format(len(data.testing_set)))\n",
    "\n",
    "assert len(data) == len(data.training_set) + len(data.testing_set), \\\n",
    "       \"The number of sentences in the training set + testing set should sum to the number of sentences in the corpus\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Dataset Interface\n",
    "\n",
    "You can access (mostly) immutable references to the dataset through a simple interface provided through the `Dataset` class, which represents an iterable collection of sentences along with easy access to partitions of the data for training & testing. Review the reference below, then run and review the next few cells to make sure you understand the interface before moving on to the next step.\n",
    "\n",
    "```\n",
    "Dataset-only Attributes:\n",
    "    training_set - reference to a Subset object containing the samples for training\n",
    "    testing_set - reference to a Subset object containing the samples for testing\n",
    "\n",
    "Dataset & Subset Attributes:\n",
    "    sentences - a dictionary with an entry {sentence_key: Sentence()} for each sentence in the corpus\n",
    "    keys - an immutable ordered (not sorted) collection of the sentence_keys for the corpus\n",
    "    vocab - an immutable collection of the unique words in the corpus\n",
    "    tagset - an immutable collection of the unique tags in the corpus\n",
    "    X - returns an array of words grouped by sentences ((w11, w12, w13, ...), (w21, w22, w23, ...), ...)\n",
    "    Y - returns an array of tags grouped by sentences ((t11, t12, t13, ...), (t21, t22, t23, ...), ...)\n",
    "    N - returns the number of distinct samples (individual words or tags) in the dataset\n",
    "\n",
    "Methods:\n",
    "    stream() - returns an flat iterable over all (word, tag) pairs across all sentences in the corpus\n",
    "    __iter__() - returns an iterable over the data as (sentence_key, Sentence()) pairs\n",
    "    __len__() - returns the nubmer of sentences in the dataset\n",
    "```\n",
    "\n",
    "For example, consider a Subset, `subset`, of the sentences `{\"s0\": Sentence((\"See\", \"Spot\", \"run\"), (\"VERB\", \"NOUN\", \"VERB\")), \"s1\": Sentence((\"Spot\", \"ran\"), (\"NOUN\", \"VERB\"))}`. The subset will have these attributes:\n",
    "\n",
    "```\n",
    "subset.keys == {\"s1\", \"s0\"}  # unordered\n",
    "subset.vocab == {\"See\", \"run\", \"ran\", \"Spot\"}  # unordered\n",
    "subset.tagset == {\"VERB\", \"NOUN\"}  # unordered\n",
    "subset.X == ((\"Spot\", \"ran\"), (\"See\", \"Spot\", \"run\"))  # order matches .keys\n",
    "subset.Y == ((\"NOUN\", \"VERB\"), (\"VERB\", \"NOUN\", \"VERB\"))  # order matches .keys\n",
    "subset.N == 7  # there are a total of seven observations over all sentences\n",
    "len(subset) == 2  # because there are two sentences\n",
    "```\n",
    "\n",
    "<div class=\"alert alert-block alert-info\">\n",
    "**Note:** The `Dataset` class is _convenient_, but it is **not** efficient. It is not suitable for huge datasets because it stores multiple redundant copies of the same data.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sentences\n",
    "\n",
    "`Dataset.sentences` is a dictionary of all sentences in the training corpus, each keyed to a unique sentence identifier. Each `Sentence` is itself an object with two attributes: a tuple of the words in the sentence named `words` and a tuple of the tag corresponding to each word named `tags`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sentence: b100-38532\n",
      "words:\n",
      "\t('Perhaps', 'it', 'was', 'right', ';', ';')\n",
      "tags:\n",
      "\t('ADV', 'PRON', 'VERB', 'ADJ', '.', '.')\n"
     ]
    }
   ],
   "source": [
    "key = 'b100-38532'\n",
    "print(\"Sentence: {}\".format(key))\n",
    "print(\"words:\\n\\t{!s}\".format(data.sentences[key].words))\n",
    "print(\"tags:\\n\\t{!s}\".format(data.sentences[key].tags))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "**Note:** The underlying iterable sequence is **unordered** over the sentences in the corpus; it is not guaranteed to return the sentences in a consistent order between calls. Use `Dataset.stream()`, `Dataset.keys`, `Dataset.X`, or `Dataset.Y` attributes if you need ordered access to the data.\n",
    "</div>\n",
    "\n",
    "#### Counting Unique Elements\n",
    "\n",
    "You can access the list of unique words (the dataset vocabulary) via `Dataset.vocab` and the unique list of tags via `Dataset.tagset`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are a total of 1161192 samples of 56057 unique words in the corpus.\n",
      "There are 928458 samples of 50536 unique words in the training set.\n",
      "There are 232734 samples of 25112 unique words in the testing set.\n",
      "There are 5521 words in the test set that are missing in the training set.\n"
     ]
    }
   ],
   "source": [
    "print(\"There are a total of {} samples of {} unique words in the corpus.\"\n",
    "      .format(data.N, len(data.vocab)))\n",
    "print(\"There are {} samples of {} unique words in the training set.\"\n",
    "      .format(data.training_set.N, len(data.training_set.vocab)))\n",
    "print(\"There are {} samples of {} unique words in the testing set.\"\n",
    "      .format(data.testing_set.N, len(data.testing_set.vocab)))\n",
    "print(\"There are {} words in the test set that are missing in the training set.\"\n",
    "      .format(len(data.testing_set.vocab - data.training_set.vocab)))\n",
    "\n",
    "assert data.N == data.training_set.N + data.testing_set.N, \\\n",
    "       \"The number of training + test samples should sum to the total number of samples\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Accessing word and tag Sequences\n",
    "The `Dataset.X` and `Dataset.Y` attributes provide access to ordered collections of matching word and tag sequences for each sentence in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sentence 1: ('Mr.', 'Podger', 'had', 'thanked', 'him', 'gravely', ',', 'and', 'now', 'he', 'made', 'use', 'of', 'the', 'advice', '.')\n",
      "\n",
      "Labels 1: ('NOUN', 'NOUN', 'VERB', 'VERB', 'PRON', 'ADV', '.', 'CONJ', 'ADV', 'PRON', 'VERB', 'NOUN', 'ADP', 'DET', 'NOUN', '.')\n",
      "\n",
      "Sentence 2: ('But', 'there', 'seemed', 'to', 'be', 'some', 'difference', 'of', 'opinion', 'as', 'to', 'how', 'far', 'the', 'board', 'should', 'go', ',', 'and', 'whose', 'advice', 'it', 'should', 'follow', '.')\n",
      "\n",
      "Labels 2: ('CONJ', 'PRT', 'VERB', 'PRT', 'VERB', 'DET', 'NOUN', 'ADP', 'NOUN', 'ADP', 'ADP', 'ADV', 'ADV', 'DET', 'NOUN', 'VERB', 'VERB', '.', 'CONJ', 'DET', 'NOUN', 'PRON', 'VERB', 'VERB', '.')\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# accessing words with Dataset.X and tags with Dataset.Y \n",
    "for i in range(2):    \n",
    "    print(\"Sentence {}:\".format(i + 1), data.X[i])\n",
    "    print()\n",
    "    print(\"Labels {}:\".format(i + 1), data.Y[i])\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Accessing (word, tag) Samples\n",
    "The `Dataset.stream()` method returns an iterator that chains together every pair of (word, tag) entries across all sentences in the entire corpus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Stream (word, tag) pairs:\n",
      "\n",
      "\t ('Mr.', 'NOUN')\n",
      "\t ('Podger', 'NOUN')\n",
      "\t ('had', 'VERB')\n",
      "\t ('thanked', 'VERB')\n",
      "\t ('him', 'PRON')\n",
      "\t ('gravely', 'ADV')\n",
      "\t (',', '.')\n"
     ]
    }
   ],
   "source": [
    "# use Dataset.stream() (word, tag) samples for the entire corpus\n",
    "print(\"\\nStream (word, tag) pairs:\\n\")\n",
    "for i, pair in enumerate(data.stream()):\n",
    "    print(\"\\t\", pair)\n",
    "    if i > 5: break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "For both our baseline tagger and the HMM model we'll build, we need to estimate the frequency of tags & words from the frequency counts of observations in the training corpus. In the next several cells you will complete functions to compute the counts of several sets of counts. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Build a Most Frequent Class tagger\n",
    "---\n",
    "\n",
    "Perhaps the simplest tagger (and a good baseline for tagger performance) is to simply choose the tag most frequently assigned to each word. This \"most frequent class\" tagger inspects each observed word in the sequence and assigns it the label that was most often assigned to that word in the corpus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMPLEMENTATION: Pair Counts\n",
    "\n",
    "Complete the function below that computes the joint frequency counts for two input sequences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"alert alert-block alert-success\">Your emission counts look good!</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def pair_counts(sequence_A, sequence_B):\n",
    "    \"\"\"Return a dictionary keyed to each unique value in the first sequence list\n",
    "    that counts the number of occurrences of the corresponding value from the\n",
    "    second sequences list.\n",
    "    \n",
    "    For example, if sequences_A is tags and sequences_B is the corresponding\n",
    "    words, then if 1244 sequences contain the word \"time\" tagged as a NOUN, then\n",
    "    you should return a dictionary such that pair_counts[NOUN][time] == 1244\n",
    "    \"\"\"\n",
    "    # TODO: Finish this function!\n",
    "#     tag_dic = {}\n",
    "    \n",
    "#     count_seq = len(sequence_A)\n",
    "#     print(count_seq)\n",
    "#     for i in range(count_seq):\n",
    "#         for j in range(len(sequence_A[i])):\n",
    "#             if sequence_A[i][j] in tag_dic.keys():\n",
    "#                 if sequence_B[i][j] in tag_dic[sequence_A[i][j]].keys():\n",
    "#                     tag_dic[sequence_A[i][j]][sequence_B[i][j]] = tag_dic[sequence_A[i][j]][sequence_B[i][j]] + 1\n",
    "#                 else:\n",
    "#                     tag_dic[sequence_A[i][j]][sequence_B[i][j]] = 0\n",
    "#             else:\n",
    "#                 tag_dic[sequence_A[i][j]] = {sequence_B[i][j]:0}\n",
    "#     return tag_dic\n",
    "\n",
    "    d = defaultdict(Counter)\n",
    "    # Loop all over the sentences\n",
    "    for i in range(len(sequence_A)):\n",
    "        # Loop all over the 2 sequences \n",
    "        for a, b in zip(sequence_A[i],sequence_B[i]): \n",
    "            # Insert the tag and word pair if needed + increment their counter\n",
    "            d[a][b] += 1           \n",
    "    return d\n",
    "\n",
    "    raise NotImplementedError\n",
    "\n",
    "\n",
    "# Calculate C(t_i, w_i)\n",
    "emission_counts = pair_counts(data.Y, data.X)\n",
    "\n",
    "assert len(emission_counts) == 12, \\\n",
    "       \"Uh oh. There should be 12 tags in your dictionary.\"\n",
    "assert max(emission_counts[\"NOUN\"], key=emission_counts[\"NOUN\"].get) == 'time', \\\n",
    "       \"Hmmm...'time' is expected to be the most common NOUN.\"\n",
    "HTML('<div class=\"alert alert-block alert-success\">Your emission counts look good!</div>')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_counts = pair_counts(data.X, data.Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(collections.Counter,\n",
       "            {'Mr.': Counter({'NOUN': 844}),\n",
       "             'Podger': Counter({'NOUN': 21}),\n",
       "             'had': Counter({'VERB': 5101, 'X': 1}),\n",
       "             'thanked': Counter({'VERB': 6}),\n",
       "             'him': Counter({'PRON': 2576}),\n",
       "             'gravely': Counter({'ADV': 7}),\n",
       "             ',': Counter({'.': 58333, 'X': 1}),\n",
       "             'and': Counter({'CONJ': 27912, 'X': 3}),\n",
       "             'now': Counter({'ADV': 1045}),\n",
       "             'he': Counter({'PRON': 6564, 'X': 2}),\n",
       "             'made': Counter({'VERB': 1119, 'X': 3}),\n",
       "             'use': Counter({'NOUN': 352, 'VERB': 214}),\n",
       "             'of': Counter({'ADP': 36078, 'X': 2}),\n",
       "             'the': Counter({'DET': 62710, 'X': 3}),\n",
       "             'advice': Counter({'NOUN': 50}),\n",
       "             '.': Counter({'.': 49346}),\n",
       "             'But': Counter({'CONJ': 1371, 'ADP': 3}),\n",
       "             'there': Counter({'PRT': 1353, 'ADV': 524}),\n",
       "             'seemed': Counter({'VERB': 333}),\n",
       "             'to': Counter({'PRT': 14742,\n",
       "                      'ADP': 10985,\n",
       "                      'ADV': 1,\n",
       "                      'X': 3,\n",
       "                      'NOUN': 1}),\n",
       "             'be': Counter({'VERB': 6342, 'X': 2}),\n",
       "             'some': Counter({'DET': 1388, 'ADV': 19}),\n",
       "             'difference': Counter({'NOUN': 148}),\n",
       "             'opinion': Counter({'NOUN': 94}),\n",
       "             'as': Counter({'ADP': 5656, 'ADV': 1049, 'X': 1}),\n",
       "             'how': Counter({'ADV': 623}),\n",
       "             'far': Counter({'ADV': 374, 'ADJ': 35}),\n",
       "             'board': Counter({'NOUN': 165, 'VERB': 5}),\n",
       "             'should': Counter({'VERB': 865}),\n",
       "             'go': Counter({'VERB': 604, 'NOUN': 1}),\n",
       "             'whose': Counter({'DET': 250}),\n",
       "             'it': Counter({'PRON': 6722, 'PRT': 1}),\n",
       "             'follow': Counter({'VERB': 90}),\n",
       "             'Such': Counter({'PRT': 36, 'ADJ': 75}),\n",
       "             'an': Counter({'DET': 3529, 'CONJ': 11, 'X': 2}),\n",
       "             'instrument': Counter({'NOUN': 44}),\n",
       "             'is': Counter({'VERB': 10010, 'X': 1}),\n",
       "             'expected': Counter({'VERB': 186}),\n",
       "             'especially': Counter({'ADV': 156}),\n",
       "             'useful': Counter({'ADJ': 58}),\n",
       "             'if': Counter({'ADP': 1465, 'X': 1}),\n",
       "             'could': Counter({'VERB': 1580}),\n",
       "             'used': Counter({'VERB': 610}),\n",
       "             'measure': Counter({'VERB': 27, 'NOUN': 60}),\n",
       "             'elasticity': Counter({'NOUN': 5}),\n",
       "             'heavy': Counter({'ADJ': 107}),\n",
       "             'pastes': Counter({'NOUN': 1}),\n",
       "             'such': Counter({'ADJ': 903, 'PRT': 274, 'ADV': 15}),\n",
       "             'printing': Counter({'VERB': 10, 'NOUN': 5}),\n",
       "             'inks': Counter({'NOUN': 1}),\n",
       "             'paints': Counter({'NOUN': 6, 'VERB': 4}),\n",
       "             'adhesives': Counter({'NOUN': 2}),\n",
       "             'molten': Counter({'ADJ': 2}),\n",
       "             'plastics': Counter({'NOUN': 28}),\n",
       "             'bread': Counter({'NOUN': 41}),\n",
       "             'dough': Counter({'NOUN': 13}),\n",
       "             'for': Counter({'ADP': 8833, 'ADV': 5, 'NOUN': 3}),\n",
       "             'related': Counter({'VERB': 98}),\n",
       "             'those': Counter({'DET': 782}),\n",
       "             'various': Counter({'ADJ': 195}),\n",
       "             'properties': Counter({'NOUN': 61}),\n",
       "             'termed': Counter({'VERB': 15}),\n",
       "             '``': Counter({'.': 8837}),\n",
       "             'length': Counter({'NOUN': 115}),\n",
       "             \"''\": Counter({'.': 8789}),\n",
       "             'shortness': Counter({'NOUN': 1}),\n",
       "             'spinnability': Counter({'NOUN': 1}),\n",
       "             'etc.': Counter({'ADV': 58}),\n",
       "             'which': Counter({'DET': 3539, 'X': 1}),\n",
       "             'are': Counter({'VERB': 4333}),\n",
       "             'usually': Counter({'ADV': 189}),\n",
       "             'judged': Counter({'VERB': 15}),\n",
       "             'by': Counter({'ADP': 5044, 'ADV': 58, 'X': 1}),\n",
       "             'subjective': Counter({'ADJ': 18}),\n",
       "             'methods': Counter({'NOUN': 138}),\n",
       "             'at': Counter({'ADP': 4963}),\n",
       "             'present': Counter({'NOUN': 44,\n",
       "                      'ADJ': 224,\n",
       "                      'ADV': 63,\n",
       "                      'VERB': 39}),\n",
       "             'My': Counter({'DET': 154, 'NOUN': 2, 'PRT': 1}),\n",
       "             'future': Counter({'ADJ': 81, 'NOUN': 134}),\n",
       "             'plans': Counter({'NOUN': 96, 'VERB': 11}),\n",
       "             'become': Counter({'VERB': 359}),\n",
       "             'a': Counter({'DET': 21872, 'X': 8, 'NOUN': 1}),\n",
       "             'language': Counter({'NOUN': 106}),\n",
       "             'teacher': Counter({'NOUN': 78}),\n",
       "             'We': Counter({'PRON': 679}),\n",
       "             'ran': Counter({'VERB': 132}),\n",
       "             'east': Counter({'NOUN': 41, 'ADJ': 1}),\n",
       "             'about': Counter({'ADV': 511, 'ADP': 1234, 'PRT': 20, 'X': 1}),\n",
       "             'half': Counter({'PRT': 232, 'ADV': 17, 'NOUN': 14}),\n",
       "             'mile': Counter({'NOUN': 42}),\n",
       "             'before': Counter({'ADP': 787, 'ADV': 160, 'X': 1}),\n",
       "             'we': Counter({'PRON': 1973}),\n",
       "             'turned': Counter({'VERB': 320}),\n",
       "             'back': Counter({'ADV': 722, 'ADJ': 27, 'NOUN': 176, 'VERB': 25}),\n",
       "             'road': Counter({'NOUN': 178}),\n",
       "             'panting': Counter({'VERB': 8}),\n",
       "             'from': Counter({'ADP': 4207}),\n",
       "             'effort': Counter({'NOUN': 145}),\n",
       "             'soaked': Counter({'VERB': 6}),\n",
       "             'with': Counter({'ADP': 7009, 'ADV': 3}),\n",
       "             'sweat': Counter({'NOUN': 19, 'VERB': 1}),\n",
       "             'After': Counter({'ADP': 246}),\n",
       "             'television': Counter({'NOUN': 49}),\n",
       "             'La': Counter({'X': 24, 'NOUN': 18}),\n",
       "             'Dolce': Counter({'X': 5}),\n",
       "             'Vita': Counter({'X': 5}),\n",
       "             'seems': Counter({'VERB': 252}),\n",
       "             'harmless': Counter({'ADJ': 5}),\n",
       "             'Gray': Counter({'ADJ': 9, 'NOUN': 7}),\n",
       "             'Line': Counter({'NOUN': 15, 'VERB': 1}),\n",
       "             'tour': Counter({'NOUN': 39, 'X': 1, 'VERB': 1}),\n",
       "             'North': Counter({'ADJ': 96, 'NOUN': 48}),\n",
       "             'Beach': Counter({'NOUN': 28}),\n",
       "             'night': Counter({'NOUN': 398}),\n",
       "             'It': Counter({'PRON': 2037}),\n",
       "             'would': Counter({'VERB': 2677}),\n",
       "             'give': Counter({'VERB': 377, 'NOUN': 2}),\n",
       "             'opportunity': Counter({'NOUN': 120}),\n",
       "             'take': Counter({'VERB': 573, 'NOUN': 4}),\n",
       "             'his': Counter({'DET': 6428, 'PRON': 36, 'X': 2}),\n",
       "             'chief': Counter({'ADJ': 54, 'NOUN': 28}),\n",
       "             'adversary': Counter({'NOUN': 5}),\n",
       "             'in': Counter({'ADP': 19066, 'PRT': 465, 'X': 4, 'NOUN': 1}),\n",
       "             'cold': Counter({'ADJ': 138, 'NOUN': 21, 'ADV': 2}),\n",
       "             'war': Counter({'NOUN': 304, 'VERB': 1}),\n",
       "             'try': Counter({'VERB': 125, 'NOUN': 3}),\n",
       "             'probe': Counter({'VERB': 5, 'NOUN': 1}),\n",
       "             \"Khrushchev's\": Counter({'NOUN': 14}),\n",
       "             'intentions': Counter({'NOUN': 22}),\n",
       "             'make': Counter({'VERB': 765, 'NOUN': 3}),\n",
       "             'clear': Counter({'ADJ': 196, 'VERB': 14, 'ADV': 9}),\n",
       "             'own': Counter({'ADJ': 750, 'VERB': 22}),\n",
       "             'views': Counter({'NOUN': 49, 'VERB': 2}),\n",
       "             'She': Counter({'PRON': 911}),\n",
       "             'move': Counter({'VERB': 132, 'NOUN': 36}),\n",
       "             'direction': Counter({'NOUN': 132}),\n",
       "             '--': Counter({'.': 3431, 'X': 1}),\n",
       "             'any': Counter({'DET': 1288, 'ADV': 13}),\n",
       "             'that': Counter({'PRON': 1779,\n",
       "                      'ADP': 6422,\n",
       "                      'DET': 1981,\n",
       "                      'ADV': 54,\n",
       "                      'X': 1}),\n",
       "             'her': Counter({'PRON': 1106, 'DET': 1779}),\n",
       "             'away': Counter({'ADV': 453}),\n",
       "             'this': Counter({'DET': 3965, 'ADV': 1}),\n",
       "             'evil': Counter({'ADJ': 37, 'NOUN': 33}),\n",
       "             'place': Counter({'NOUN': 475, 'VERB': 53}),\n",
       "             'English': Counter({'ADJ': 109, 'NOUN': 86}),\n",
       "             'philosopher': Counter({'NOUN': 16}),\n",
       "             'Samuel': Counter({'NOUN': 34}),\n",
       "             \"Alexander's\": Counter({'NOUN': 3}),\n",
       "             'debt': Counter({'NOUN': 13}),\n",
       "             'Wordsworth': Counter({'NOUN': 2}),\n",
       "             'Meredith': Counter({'NOUN': 18}),\n",
       "             'recent': Counter({'ADJ': 167}),\n",
       "             'interesting': Counter({'ADJ': 81}),\n",
       "             'example': Counter({'NOUN': 287}),\n",
       "             'also': Counter({'ADV': 999}),\n",
       "             'A.': Counter({'NOUN': 110}),\n",
       "             'N.': Counter({'NOUN': 26, 'ADJ': 2}),\n",
       "             \"Whitehead's\": Counter({'NOUN': 2}),\n",
       "             'understanding': Counter({'NOUN': 82, 'VERB': 36, 'ADJ': 1}),\n",
       "             'romantics': Counter({'NOUN': 5}),\n",
       "             'chiefly': Counter({'ADV': 21}),\n",
       "             'Shelley': Counter({'NOUN': 12}),\n",
       "             'So': Counter({'ADV': 169, 'ADP': 60, 'PRT': 1}),\n",
       "             'faced': Counter({'VERB': 50}),\n",
       "             'vast': Counter({'ADJ': 60}),\n",
       "             'network': Counter({'NOUN': 30}),\n",
       "             'amorphous': Counter({'ADJ': 6}),\n",
       "             'entities': Counter({'NOUN': 11}),\n",
       "             'perpetuating': Counter({'VERB': 4}),\n",
       "             'themselves': Counter({'PRON': 270}),\n",
       "             'whatever': Counter({'DET': 86, 'ADV': 1}),\n",
       "             'manner': Counter({'NOUN': 124}),\n",
       "             'they': Counter({'PRON': 2773}),\n",
       "             'can': Counter({'VERB': 1730, 'NOUN': 7, 'X': 1}),\n",
       "             'without': Counter({'ADP': 541}),\n",
       "             'regard': Counter({'NOUN': 53, 'VERB': 36}),\n",
       "             'needs': Counter({'NOUN': 93, 'VERB': 59}),\n",
       "             'society': Counter({'NOUN': 192}),\n",
       "             'controlling': Counter({'VERB': 23}),\n",
       "             'forcing': Counter({'VERB': 13}),\n",
       "             'upon': Counter({'ADP': 431, 'ADV': 44}),\n",
       "             'regime': Counter({'NOUN': 23}),\n",
       "             'representing': Counter({'VERB': 28}),\n",
       "             'only': Counter({'ADV': 1281, 'ADJ': 365}),\n",
       "             \"corporation's\": Counter({'NOUN': 5}),\n",
       "             'survival': Counter({'NOUN': 30}),\n",
       "             'First': Counter({'ADV': 35, 'ADJ': 84}),\n",
       "             'encourage': Counter({'VERB': 45}),\n",
       "             'responsibility': Counter({'NOUN': 116}),\n",
       "             'establishing': Counter({'VERB': 25, 'NOUN': 1}),\n",
       "             'conditions': Counter({'NOUN': 179}),\n",
       "             'assistance': Counter({'NOUN': 85}),\n",
       "             'on': Counter({'ADP': 5837, 'PRT': 556, 'X': 2}),\n",
       "             'substantial': Counter({'ADJ': 66}),\n",
       "             'sustained': Counter({'VERB': 15}),\n",
       "             'scale': Counter({'NOUN': 53, 'VERB': 1, 'X': 1}),\n",
       "             'definition': Counter({'NOUN': 34}),\n",
       "             'objectives': Counter({'NOUN': 39}),\n",
       "             'assessment': Counter({'NOUN': 22}),\n",
       "             'costs': Counter({'NOUN': 160, 'VERB': 12}),\n",
       "             'Could': Counter({'VERB': 21}),\n",
       "             'just': Counter({'ADV': 731, 'ADJ': 20}),\n",
       "             'Theresa': Counter({'NOUN': 24}),\n",
       "             'wondered': Counter({'VERB': 58}),\n",
       "             'Anne': Counter({'NOUN': 42}),\n",
       "             'understood': Counter({'VERB': 58}),\n",
       "             'too': Counter({'ADV': 801}),\n",
       "             'well': Counter({'ADV': 700,\n",
       "                      'NOUN': 17,\n",
       "                      'PRT': 22,\n",
       "                      'ADJ': 14,\n",
       "                      'VERB': 4}),\n",
       "             'George': Counter({'NOUN': 129}),\n",
       "             'all': Counter({'PRT': 2548, 'ADV': 178}),\n",
       "             'along': Counter({'ADV': 152, 'ADP': 190}),\n",
       "             'was': Counter({'VERB': 9777}),\n",
       "             'extraordinary': Counter({'ADJ': 30}),\n",
       "             'degree': Counter({'NOUN': 125}),\n",
       "             'dull': Counter({'ADJ': 27}),\n",
       "             '?': Counter({'.': 4692, 'X': 1}),\n",
       "             'Since': Counter({'ADP': 173}),\n",
       "             'Af': Counter({'NOUN': 994, 'X': 1}),\n",
       "             'P': Counter({'NOUN': 47}),\n",
       "             'divides': Counter({'VERB': 6}),\n",
       "             'have': Counter({'VERB': 3892}),\n",
       "             '1': Counter({'NUM': 526, 'NOUN': 1}),\n",
       "             'In': Counter({'ADP': 1800, 'PRT': 1}),\n",
       "             'upper': Counter({'ADJ': 66}),\n",
       "             'teen': Counter({'NOUN': 2}),\n",
       "             'Jewish': Counter({'ADJ': 74}),\n",
       "             'life': Counter({'NOUN': 676}),\n",
       "             'non-college': Counter({'NOUN': 1}),\n",
       "             'group': Counter({'NOUN': 377, 'VERB': 4}),\n",
       "             'tends': Counter({'VERB': 34}),\n",
       "             'sense': Counter({'NOUN': 301, 'VERB': 10}),\n",
       "             'marginality': Counter({'NOUN': 2}),\n",
       "             'One': Counter({'NUM': 343, 'NOUN': 76}),\n",
       "             'tempest': Counter({'NOUN': 1}),\n",
       "             'stirred': Counter({'VERB': 15}),\n",
       "             'up': Counter({'PRT': 1699, 'ADP': 175}),\n",
       "             'last': Counter({'ADJ': 575, 'ADV': 30, 'VERB': 23, 'NOUN': 8}),\n",
       "             'March': Counter({'NOUN': 97}),\n",
       "             'when': Counter({'ADV': 1746}),\n",
       "             'Udall': Counter({'NOUN': 6}),\n",
       "             'announced': Counter({'VERB': 88}),\n",
       "             'eight-and-a-half-foot': Counter({'ADJ': 1}),\n",
       "             'bronze': Counter({'NOUN': 8, 'ADJ': 3}),\n",
       "             'statue': Counter({'NOUN': 16}),\n",
       "             'William': Counter({'NOUN': 147}),\n",
       "             'Jennings': Counter({'NOUN': 3}),\n",
       "             'Bryan': Counter({'NOUN': 12}),\n",
       "             'sculpted': Counter({'VERB': 1}),\n",
       "             'late': Counter({'ADJ': 128, 'ADV': 46}),\n",
       "             'Gutzon': Counter({'NOUN': 1}),\n",
       "             'Borglum': Counter({'NOUN': 2}),\n",
       "             'sent': Counter({'VERB': 143}),\n",
       "             'indefinite': Counter({'ADJ': 6, 'NOUN': 1}),\n",
       "             'loan': Counter({'NOUN': 41}),\n",
       "             'Salem': Counter({'NOUN': 19}),\n",
       "             'Illinois': Counter({'NOUN': 40}),\n",
       "             \"Bryan's\": Counter({'NOUN': 2}),\n",
       "             'birthplace': Counter({'NOUN': 6}),\n",
       "             'You': Counter({'PRON': 520}),\n",
       "             'killed': Counter({'VERB': 75}),\n",
       "             \"didn't\": Counter({'VERB': 393}),\n",
       "             'you': Counter({'PRON': 2766}),\n",
       "             'first': Counter({'ADJ': 947, 'ADV': 295}),\n",
       "             'case': Counter({'NOUN': 353, 'VERB': 2}),\n",
       "             'fixed': Counter({'VERB': 81}),\n",
       "             'elements': Counter({'NOUN': 103}),\n",
       "             'within': Counter({'ADP': 313, 'ADV': 8}),\n",
       "             'each': Counter({'DET': 759}),\n",
       "             'pencil': Counter({'NOUN': 34}),\n",
       "             'multiple': Counter({'ADJ': 34}),\n",
       "             'secant': Counter({'NOUN': 12}),\n",
       "             'line': Counter({'NOUN': 279, 'VERB': 3}),\n",
       "             'joining': Counter({'VERB': 15}),\n",
       "             'vertex': Counter({'NOUN': 19}),\n",
       "             'intersection': Counter({'NOUN': 17}),\n",
       "             '**zg': Counter({'NOUN': 32}),\n",
       "             'plane': Counter({'NOUN': 111, 'VERB': 1}),\n",
       "             'does': Counter({'VERB': 445}),\n",
       "             'not': Counter({'ADV': 4423}),\n",
       "             'lie': Counter({'VERB': 52, 'NOUN': 6}),\n",
       "             'Before': Counter({'ADP': 68}),\n",
       "             'let': Counter({'VERB': 286, 'NOUN': 7}),\n",
       "             'loose': Counter({'ADJ': 41, 'ADV': 8, 'NOUN': 1, 'VERB': 3}),\n",
       "             'howl': Counter({'NOUN': 3}),\n",
       "             'saying': Counter({'VERB': 112, 'NOUN': 1}),\n",
       "             'its': Counter({'DET': 1780}),\n",
       "             'coming': Counter({'NOUN': 12, 'VERB': 158}),\n",
       "             'once': Counter({'ADV': 361, 'ADP': 53}),\n",
       "             'but': Counter({'CONJ': 2853, 'ADP': 128, 'ADV': 26}),\n",
       "             'several': Counter({'ADJ': 338}),\n",
       "             'times': Counter({'NOUN': 260, 'ADP': 3, 'VERB': 1}),\n",
       "             'indeed': Counter({'ADV': 118, 'PRT': 1}),\n",
       "             'did': Counter({'VERB': 994}),\n",
       "             'Either': Counter({'CONJ': 7, 'DET': 4}),\n",
       "             'or': Counter({'CONJ': 4117, 'X': 1}),\n",
       "             'veterinarian': Counter({'NOUN': 2}),\n",
       "             'Kennan': Counter({'NOUN': 7}),\n",
       "             'takes': Counter({'VERB': 86}),\n",
       "             'careful': Counter({'ADJ': 60}),\n",
       "             'account': Counter({'NOUN': 90, 'VERB': 27}),\n",
       "             'every': Counter({'DET': 434}),\n",
       "             'mitigating': Counter({'VERB': 2}),\n",
       "             'circumstance': Counter({'NOUN': 12}),\n",
       "             'recalling': Counter({'VERB': 5, 'NOUN': 2}),\n",
       "             'historical': Counter({'ADJ': 68}),\n",
       "             'atmosphere': Counter({'NOUN': 79}),\n",
       "             'mistaken': Counter({'VERB': 17}),\n",
       "             'decisions': Counter({'NOUN': 52}),\n",
       "             'were': Counter({'VERB': 3279}),\n",
       "             'taken': Counter({'VERB': 279}),\n",
       "             '1957': Counter({'NUM': 48}),\n",
       "             'social-economic': Counter({'ADJ': 3}),\n",
       "             'approach': Counter({'NOUN': 107, 'VERB': 15}),\n",
       "             'European': Counter({'ADJ': 59, 'NOUN': 2}),\n",
       "             'integration': Counter({'NOUN': 47}),\n",
       "             'capped': Counter({'VERB': 2}),\n",
       "             'formation': Counter({'NOUN': 37}),\n",
       "             'among': Counter({'ADP': 313, 'X': 1}),\n",
       "             'Six': Counter({'NUM': 23, 'NOUN': 1}),\n",
       "             'tariff-free': Counter({'ADJ': 1}),\n",
       "             'Common': Counter({'ADJ': 10, 'NOUN': 5}),\n",
       "             'Market': Counter({'NOUN': 12}),\n",
       "             'Euratom': Counter({'NOUN': 1}),\n",
       "             'cooperation': Counter({'NOUN': 36}),\n",
       "             'development': Counter({'NOUN': 309, 'X': 1}),\n",
       "             'atomic': Counter({'ADJ': 38}),\n",
       "             'energy': Counter({'NOUN': 96}),\n",
       "             'This': Counter({'DET': 1179}),\n",
       "             'leads': Counter({'VERB': 31, 'NOUN': 2}),\n",
       "             'one': Counter({'NOUN': 482, 'NUM': 2389, 'DET': 2}),\n",
       "             'conclude': Counter({'VERB': 16}),\n",
       "             'inevitably': Counter({'ADV': 35}),\n",
       "             'more': Counter({'ADJ': 941, 'ADV': 1188, 'X': 1}),\n",
       "             'prestige': Counter({'NOUN': 27}),\n",
       "             'management': Counter({'NOUN': 88}),\n",
       "             'position': Counter({'NOUN': 235, 'VERB': 3}),\n",
       "             'minds': Counter({'NOUN': 56}),\n",
       "             'our': Counter({'DET': 1142}),\n",
       "             'people': Counter({'NOUN': 809, 'VERB': 2}),\n",
       "             'I': Counter({'PRON': 5155, 'NOUN': 5, 'X': 1}),\n",
       "             'believe': Counter({'VERB': 199}),\n",
       "             'then': Counter({'ADV': 1008, 'ADJ': 15, 'ADP': 2}),\n",
       "             'stuck': Counter({'VERB': 23}),\n",
       "             'things': Counter({'NOUN': 361}),\n",
       "             'into': Counter({'ADP': 1779, 'X': 3}),\n",
       "             'holes': Counter({'NOUN': 38}),\n",
       "             'why': Counter({'ADV': 242}),\n",
       "             'come': Counter({'VERB': 589}),\n",
       "             'right': Counter({'ADV': 196, 'NOUN': 179, 'ADJ': 222}),\n",
       "             'out': Counter({'PRT': 1620, 'ADP': 436, 'ADV': 1, 'DET': 1}),\n",
       "             'again': Counter({'ADV': 534}),\n",
       "             'no': Counter({'DET': 1577, 'ADV': 204}),\n",
       "             'art': Counter({'NOUN': 178, 'VERB': 5}),\n",
       "             'born': Counter({'VERB': 109, 'ADJ': 1}),\n",
       "             'early': Counter({'ADJ': 239, 'ADV': 94}),\n",
       "             'movies': Counter({'NOUN': 30}),\n",
       "             'To': Counter({'ADP': 173, 'PRT': 253}),\n",
       "             'me': Counter({'PRON': 1164, 'X': 1}),\n",
       "             \"you'll\": Counter({'PRT': 60}),\n",
       "             'always': Counter({'ADV': 449}),\n",
       "             'girl': Counter({'NOUN': 211}),\n",
       "             \"o'\": Counter({'ADP': 15, 'VERB': 1}),\n",
       "             'my': Counter({'DET': 1160, 'PRT': 1}),\n",
       "             'dreams': Counter({'NOUN': 24, 'VERB': 2}),\n",
       "             \"an'\": Counter({'CONJ': 7}),\n",
       "             'sweetest': Counter({'ADJ': 2}),\n",
       "             'flower': Counter({'NOUN': 17, 'VERB': 1}),\n",
       "             'grows': Counter({'VERB': 22}),\n",
       "             'He': Counter({'PRON': 2982}),\n",
       "             'held': Counter({'VERB': 259}),\n",
       "             'elbows': Counter({'NOUN': 7}),\n",
       "             'body': Counter({'NOUN': 269}),\n",
       "             'little': Counter({'ADJ': 673, 'ADV': 115}),\n",
       "             'sweet': Counter({'ADJ': 67, 'ADV': 1}),\n",
       "             'potato': Counter({'NOUN': 15}),\n",
       "             'trilled': Counter({'VERB': 1}),\n",
       "             'neatly': Counter({'ADV': 19}),\n",
       "             'sweetly': Counter({'ADV': 6}),\n",
       "             'tickled': Counter({'VERB': 2}),\n",
       "             'tune-belly': Counter({'NOUN': 1}),\n",
       "             'The': Counter({'DET': 7258}),\n",
       "             'jury': Counter({'NOUN': 63}),\n",
       "             'commented': Counter({'VERB': 18}),\n",
       "             'Fulton': Counter({'NOUN': 17}),\n",
       "             \"ordinary's\": Counter({'NOUN': 1}),\n",
       "             'court': Counter({'NOUN': 118, 'VERB': 2}),\n",
       "             'has': Counter({'VERB': 2424, 'X': 1}),\n",
       "             'been': Counter({'VERB': 2470}),\n",
       "             'under': Counter({'ADP': 632, 'ADV': 14, 'ADJ': 2}),\n",
       "             'fire': Counter({'NOUN': 160, 'VERB': 10}),\n",
       "             'practices': Counter({'NOUN': 49, 'VERB': 1}),\n",
       "             'appointment': Counter({'NOUN': 26}),\n",
       "             'appraisers': Counter({'NOUN': 1}),\n",
       "             'guardians': Counter({'NOUN': 4}),\n",
       "             'administrators': Counter({'NOUN': 5}),\n",
       "             'awarding': Counter({'NOUN': 1, 'VERB': 2}),\n",
       "             'fees': Counter({'NOUN': 27}),\n",
       "             'compensation': Counter({'NOUN': 17}),\n",
       "             'want': Counter({'VERB': 317, 'NOUN': 9}),\n",
       "             'stir': Counter({'VERB': 7}),\n",
       "             'Yet': Counter({'ADV': 60, 'CONJ': 76}),\n",
       "             'precedent': Counter({'NOUN': 9}),\n",
       "             'At': Counter({'ADP': 409}),\n",
       "             'time': Counter({'NOUN': 1555, 'VERB': 1}),\n",
       "             'capture': Counter({'NOUN': 4, 'VERB': 13}),\n",
       "             'Helion': Counter({'NOUN': 18}),\n",
       "             'person': Counter({'NOUN': 170}),\n",
       "             'sketchbook': Counter({'NOUN': 2}),\n",
       "             'bought': Counter({'VERB': 56}),\n",
       "             \"Woolworth's\": Counter({'NOUN': 1}),\n",
       "             'New': Counter({'ADJ': 575}),\n",
       "             'York': Counter({'NOUN': 302}),\n",
       "             'Nowhere': Counter({'ADV': 6}),\n",
       "             'boat': Counter({'NOUN': 69}),\n",
       "             'do': Counter({'VERB': 1259}),\n",
       "             'frames': Counter({'NOUN': 26}),\n",
       "             'contact': Counter({'NOUN': 53, 'VERB': 4}),\n",
       "             'plywood': Counter({'NOUN': 9}),\n",
       "             'planking': Counter({'NOUN': 8}),\n",
       "             'Undoubtedly': Counter({'ADV': 7}),\n",
       "             'however': Counter({'ADV': 382}),\n",
       "             'significance': Counter({'NOUN': 66}),\n",
       "             'volume': Counter({'NOUN': 115}),\n",
       "             'greater': Counter({'ADJ': 181}),\n",
       "             'than': Counter({'ADP': 1788}),\n",
       "             'foregoing': Counter({'VERB': 7, 'NOUN': 4}),\n",
       "             'paragraphs': Counter({'NOUN': 14}),\n",
       "             'suggest': Counter({'VERB': 53}),\n",
       "             'Laguerre': Counter({'NOUN': 3}),\n",
       "             'Hanover': Counter({'NOUN': 66}),\n",
       "             '(': Counter({'.': 2425, 'X': 10}),\n",
       "             'Tar': Counter({'NOUN': 10}),\n",
       "             'Heel-Lotus': Counter({'NOUN': 2}),\n",
       "             ')': Counter({'.': 2456, 'X': 10}),\n",
       "             '2:30.3-:36.1': Counter({'NUM': 2}),\n",
       "             ';': Counter({'.': 5566}),\n",
       "             'looked': Counter({'VERB': 366}),\n",
       "             'radioactivity': Counter({'NOUN': 3}),\n",
       "             'fallout': Counter({'NOUN': 31}),\n",
       "             'decays': Counter({'VERB': 1}),\n",
       "             'rapidly': Counter({'ADV': 65}),\n",
       "             '7th': Counter({'ADJ': 12}),\n",
       "             'Cavalry': Counter({'NOUN': 10}),\n",
       "             'troopers': Counter({'NOUN': 5}),\n",
       "             'charged': Counter({'VERB': 57}),\n",
       "             'guarding': Counter({'VERB': 9}),\n",
       "             'Imperial': Counter({'ADJ': 7}),\n",
       "             'Palace': Counter({'NOUN': 23}),\n",
       "             'Emperor': Counter({'NOUN': 12}),\n",
       "             'said': Counter({'VERB': 1943}),\n",
       "             'good': Counter({'ADJ': 693, 'ADV': 13, 'NOUN': 61}),\n",
       "             'tonight': Counter({'NOUN': 34}),\n",
       "             'Earl': Counter({'NOUN': 11}),\n",
       "             'As': Counter({'ADP': 492, 'ADV': 55}),\n",
       "             'notable': Counter({'ADJ': 19}),\n",
       "             'examples': Counter({'NOUN': 47}),\n",
       "             'abuse': Counter({'NOUN': 13, 'VERB': 3}),\n",
       "             'quotes': Counter({'VERB': 4}),\n",
       "             'passages': Counter({'NOUN': 20}),\n",
       "             'Examiner': Counter({'NOUN': 8}),\n",
       "             'Destroyer': Counter({'NOUN': 1}),\n",
       "             'Character': Counter({'NOUN': 1}),\n",
       "             'Richard': Counter({'NOUN': 71}),\n",
       "             'Steele': Counter({'NOUN': 21}),\n",
       "             'here': Counter({'ADV': 607}),\n",
       "             'attributes': Counter({'VERB': 1, 'NOUN': 10}),\n",
       "             'Swift': Counter({'NOUN': 20}),\n",
       "             'truth': Counter({'NOUN': 124}),\n",
       "             'though': Counter({'ADV': 32, 'ADP': 341, 'VERB': 1, 'CONJ': 1}),\n",
       "             'men': Counter({'NOUN': 736}),\n",
       "             'react': Counter({'VERB': 15}),\n",
       "             'differently': Counter({'ADV': 16}),\n",
       "             'different': Counter({'ADJ': 306}),\n",
       "             'treatment': Counter({'NOUN': 122}),\n",
       "             'Robert': Counter({'NOUN': 83}),\n",
       "             'E.': Counter({'NOUN': 85, 'ADJ': 1}),\n",
       "             'Lee': Counter({'NOUN': 34}),\n",
       "             'represented': Counter({'VERB': 56}),\n",
       "             'dignity': Counter({'NOUN': 34}),\n",
       "             'needed': Counter({'VERB': 187}),\n",
       "             'rebelling': Counter({'VERB': 3}),\n",
       "             'confederacy': Counter({'NOUN': 3}),\n",
       "             'Heat': Counter({'NOUN': 6, 'VERB': 1}),\n",
       "             'transfer': Counter({'NOUN': 32, 'VERB': 6}),\n",
       "             'molecular': Counter({'ADJ': 17}),\n",
       "             'conduction': Counter({'NOUN': 2}),\n",
       "             'radiation': Counter({'NOUN': 91}),\n",
       "             'arc': Counter({'NOUN': 40}),\n",
       "             'column': Counter({'NOUN': 60}),\n",
       "             'accurate': Counter({'ADJ': 35}),\n",
       "             'base': Counter({'ADJ': 5, 'NOUN': 76, 'VERB': 3}),\n",
       "             'maps': Counter({'NOUN': 13}),\n",
       "             'necessary': Counter({'ADJ': 221}),\n",
       "             'planning': Counter({'VERB': 72, 'NOUN': 43}),\n",
       "             'program': Counter({'NOUN': 367, 'VERB': 5, 'X': 1}),\n",
       "             'step': Counter({'NOUN': 110, 'VERB': 20}),\n",
       "             'division': Counter({'NOUN': 66}),\n",
       "             'implement': Counter({'VERB': 3, 'NOUN': 1}),\n",
       "             'long-range': Counter({'NOUN': 40}),\n",
       "             'state': Counter({'NOUN': 524, 'VERB': 20}),\n",
       "             'plan': Counter({'NOUN': 166, 'VERB': 30}),\n",
       "             'prepare': Counter({'VERB': 35}),\n",
       "             'two': Counter({'NUM': 1311}),\n",
       "             'series': Counter({'NOUN': 122}),\n",
       "             'inch': Counter({'NOUN': 39}),\n",
       "             'second': Counter({'ADJ': 309, 'NOUN': 27, 'ADV': 5}),\n",
       "             '26': Counter({'NUM': 32}),\n",
       "             'sheets': Counter({'NOUN': 26}),\n",
       "             '2000': Counter({'NUM': 5}),\n",
       "             'feet': Counter({'NOUN': 283}),\n",
       "             'covering': Counter({'VERB': 30, 'NOUN': 2}),\n",
       "             'entire': Counter({'ADJ': 149}),\n",
       "             'Hong': Counter({'NOUN': 11}),\n",
       "             'Kong': Counter({'NOUN': 11}),\n",
       "             'India': Counter({'NOUN': 58}),\n",
       "             'Pakistan': Counter({'NOUN': 7}),\n",
       "             'limiting': Counter({'VERB': 11}),\n",
       "             'exports': Counter({'NOUN': 10}),\n",
       "             'certain': Counter({'ADJ': 302, 'X': 1}),\n",
       "             'types': Counter({'NOUN': 114}),\n",
       "             'textiles': Counter({'NOUN': 15}),\n",
       "             'Britain': Counter({'NOUN': 55}),\n",
       "             'years': Counter({'NOUN': 942, 'X': 1}),\n",
       "             'Lancashire': Counter({'NOUN': 1}),\n",
       "             'Pact': Counter({'NOUN': 3}),\n",
       "             'day': Counter({'NOUN': 623}),\n",
       "             'dogs': Counter({'NOUN': 66, 'VERB': 1}),\n",
       "             'Ireland': Counter({'NOUN': 13}),\n",
       "             'will': Counter({'VERB': 2105, 'NOUN': 99}),\n",
       "             'perhaps': Counter({'ADV': 214}),\n",
       "             'pigs': Counter({'NOUN': 6}),\n",
       "             'big': Counter({'ADJ': 316}),\n",
       "             'fans': Counter({'NOUN': 19, 'VERB': 2}),\n",
       "             'going': Counter({'VERB': 389, 'NOUN': 3}),\n",
       "             'drawing': Counter({'VERB': 25, 'NOUN': 12}),\n",
       "             'large': Counter({'ADJ': 347, 'NOUN': 2, 'ADV': 5}),\n",
       "             'room': Counter({'NOUN': 365, 'VERB': 1}),\n",
       "             'remnants': Counter({'NOUN': 2}),\n",
       "             'stale': Counter({'ADJ': 4}),\n",
       "             'smoke': Counter({'NOUN': 32, 'VERB': 8}),\n",
       "             'drifted': Counter({'VERB': 9}),\n",
       "             'pale': Counter({'ADJ': 56, 'NOUN': 1}),\n",
       "             'strata': Counter({'NOUN': 2}),\n",
       "             'underneath': Counter({'ADP': 6, 'ADV': 1}),\n",
       "             'ceiling': Counter({'NOUN': 31}),\n",
       "             'obtained': Counter({'VERB': 115}),\n",
       "             'provisioned': Counter({'VERB': 1}),\n",
       "             'veteran': Counter({'ADJ': 8, 'NOUN': 19}),\n",
       "             'ship': Counter({'NOUN': 76, 'VERB': 6}),\n",
       "             'called': Counter({'VERB': 396}),\n",
       "             'Discovery': Counter({'NOUN': 12}),\n",
       "             'recruited': Counter({'VERB': 4}),\n",
       "             'crew': Counter({'NOUN': 36}),\n",
       "             'twenty-one': Counter({'NUM': 7}),\n",
       "             'largest': Counter({'ADJ': 53}),\n",
       "             'ever': Counter({'ADV': 333}),\n",
       "             'commanded': Counter({'VERB': 15}),\n",
       "             'nuclei': Counter({'NOUN': 13}),\n",
       "             'these': Counter({'DET': 1228}),\n",
       "             'fibers': Counter({'NOUN': 23}),\n",
       "             'shown': Counter({'VERB': 166}),\n",
       "             'Figures': Counter({'NOUN': 13}),\n",
       "             '3': Counter({'NUM': 285, 'ADJ': 2}),\n",
       "             '4': Counter({'NUM': 206}),\n",
       "             'showed': Counter({'VERB': 141}),\n",
       "             'remarkable': Counter({'ADJ': 47}),\n",
       "             'proliferation': Counter({'NOUN': 5}),\n",
       "             'closely': Counter({'ADV': 63}),\n",
       "             'approximated': Counter({'VERB': 5}),\n",
       "             'forming': Counter({'VERB': 21}),\n",
       "             'chainlike': Counter({'ADJ': 1}),\n",
       "             'structure': Counter({'NOUN': 90, 'VERB': 1}),\n",
       "             'either': Counter({'CONJ': 182, 'DET': 59, 'ADV': 32}),\n",
       "             'center': Counter({'NOUN': 175, 'ADJ': 3, 'VERB': 9}),\n",
       "             'periphery': Counter({'NOUN': 5}),\n",
       "             'fiber': Counter({'NOUN': 27}),\n",
       "             'presence': Counter({'NOUN': 75}),\n",
       "             'normally': Counter({'ADV': 34}),\n",
       "             'occurring': Counter({'VERB': 21}),\n",
       "             'bronchial': Counter({'ADJ': 29}),\n",
       "             'artery-pulmonary': Counter({'ADJ': 4, 'NOUN': 1}),\n",
       "             'artery': Counter({'NOUN': 46}),\n",
       "             'anastomoses': Counter({'NOUN': 6}),\n",
       "             'noted': Counter({'VERB': 89}),\n",
       "             '1721': Counter({'NUM': 2}),\n",
       "             'Ruysch': Counter({'NOUN': 1}),\n",
       "             'thereafter': Counter({'ADV': 16}),\n",
       "             'many': Counter({'ADJ': 896, 'PRT': 20, 'ADV': 8, 'X': 1}),\n",
       "             'others': Counter({'NOUN': 294}),\n",
       "             'Much': Counter({'ADJ': 31, 'ADV': 6}),\n",
       "             'information': Counter({'NOUN': 258}),\n",
       "             'gathered': Counter({'VERB': 32}),\n",
       "             'relative': Counter({'ADJ': 43, 'NOUN': 1}),\n",
       "             'quantitative': Counter({'ADJ': 9}),\n",
       "             'sampling': Counter({'NOUN': 10, 'VERB': 12}),\n",
       "             'assesment': Counter({'NOUN': 1}),\n",
       "             'techniques': Counter({'NOUN': 98}),\n",
       "             'most': Counter({'ADV': 673, 'ADJ': 382}),\n",
       "             'disturbing': Counter({'ADJ': 14, 'VERB': 2}),\n",
       "             'advisers': Counter({'NOUN': 12}),\n",
       "             'sit': Counter({'VERB': 64, 'X': 1}),\n",
       "             'Precise': Counter({'ADJ': 2}),\n",
       "             'may': Counter({'VERB': 1290, 'NOUN': 1, 'X': 1}),\n",
       "             'both': Counter({'DET': 643}),\n",
       "             'divert': Counter({'VERB': 1}),\n",
       "             'attention': Counter({'NOUN': 177}),\n",
       "             'uninitiate': Counter({'NOUN': 1}),\n",
       "             'cause': Counter({'VERB': 52, 'NOUN': 77}),\n",
       "             'confusion': Counter({'NOUN': 43}),\n",
       "             'knowledgeable': Counter({'ADJ': 2}),\n",
       "             '6': Counter({'NUM': 114}),\n",
       "             'Now': Counter({'ADV': 269}),\n",
       "             'diagonalizable': Counter({'ADJ': 14}),\n",
       "             'operator': Counter({'NOUN': 49}),\n",
       "             'nilpotent': Counter({'ADJ': 12}),\n",
       "             \"don't\": Counter({'VERB': 387}),\n",
       "             'care': Counter({'VERB': 75, 'NOUN': 85}),\n",
       "             'anybody': Counter({'NOUN': 39}),\n",
       "             'witnessed': Counter({'VERB': 13}),\n",
       "             'campaign': Counter({'NOUN': 75, 'VERB': 5}),\n",
       "             'project': Counter({'VERB': 12, 'NOUN': 79}),\n",
       "             'Mitchell': Counter({'NOUN': 26}),\n",
       "             'image': Counter({'NOUN': 117}),\n",
       "             'unity': Counter({'NOUN': 66}),\n",
       "             'candidate': Counter({'NOUN': 34}),\n",
       "             'Washington': Counter({'NOUN': 206}),\n",
       "             'crassest': Counter({'ADJ': 1}),\n",
       "             'kind': Counter({'NOUN': 295, 'ADJ': 15}),\n",
       "             'materialism': Counter({'NOUN': 6}),\n",
       "             'Artists': Counter({'NOUN': 12}),\n",
       "             'truck': Counter({'NOUN': 54, 'VERB': 1}),\n",
       "             \"It's\": Counter({'PRT': 160}),\n",
       "             'easy': Counter({'ADJ': 110, 'ADV': 11}),\n",
       "             'see': Counter({'VERB': 727, 'PRT': 1}),\n",
       "             'If': Counter({'ADP': 732}),\n",
       "             'wish': Counter({'VERB': 86, 'NOUN': 23}),\n",
       "             'budget': Counter({'VERB': 2, 'NOUN': 55}),\n",
       "             'transportation': Counter({'NOUN': 39}),\n",
       "             'saving': Counter({'VERB': 18, 'NOUN': 3}),\n",
       "             'your': Counter({'DET': 868}),\n",
       "             'extra': Counter({'ADJ': 48, 'ADV': 2}),\n",
       "             'dollars': Counter({'NOUN': 97}),\n",
       "             'indulge': Counter({'VERB': 9}),\n",
       "             'luxuries': Counter({'NOUN': 3}),\n",
       "             'agency': Counter({'NOUN': 48}),\n",
       "             'lists': Counter({'VERB': 6, 'NOUN': 28}),\n",
       "             'small': Counter({'ADJ': 517, 'NOUN': 1}),\n",
       "             'Fiat': Counter({'NOUN': 9}),\n",
       "             '500': Counter({'NUM': 16}),\n",
       "             '$1.26': Counter({'NOUN': 1}),\n",
       "             'plus': Counter({'CONJ': 51, 'ADP': 16}),\n",
       "             '$.03': Counter({'NOUN': 4}),\n",
       "             'kilometer': Counter({'NOUN': 8}),\n",
       "             '2100': Counter({'NUM': 3}),\n",
       "             'Station': Counter({'NOUN': 12}),\n",
       "             'Wagon': Counter({'NOUN': 3}),\n",
       "             'seating': Counter({'VERB': 5}),\n",
       "             'six': Counter({'NUM': 196}),\n",
       "             '$1.10': Counter({'NOUN': 1}),\n",
       "             '$.105': Counter({'NOUN': 1}),\n",
       "             \"kid's\": Counter({'PRT': 3, 'NOUN': 9}),\n",
       "             'froze': Counter({'VERB': 5}),\n",
       "             'figure': Counter({'VERB': 19, 'NOUN': 147}),\n",
       "             'symbolize': Counter({'VERB': 9}),\n",
       "             'Thus': Counter({'ADV': 165, 'X': 1}),\n",
       "             'Premier': Counter({'NOUN': 24}),\n",
       "             'Khrushchev': Counter({'NOUN': 68}),\n",
       "             'intimated': Counter({'VERB': 5}),\n",
       "             'even': Counter({'ADV': 931, 'ADJ': 25, 'VERB': 28, 'X': 1}),\n",
       "             'inauguration': Counter({'NOUN': 3}),\n",
       "             'hoped': Counter({'VERB': 48}),\n",
       "             'meeting': Counter({'NOUN': 122, 'VERB': 29}),\n",
       "             'new': Counter({'ADJ': 1060}),\n",
       "             'President': Counter({'NOUN': 257}),\n",
       "             'Kennedy': Counter({'NOUN': 140}),\n",
       "             'confronted': Counter({'VERB': 30}),\n",
       "             'delicate': Counter({'ADJ': 27}),\n",
       "             'problem': Counter({'NOUN': 312}),\n",
       "             'These': Counter({'DET': 345}),\n",
       "             'follows': Counter({'VERB': 76}),\n",
       "             ':': Counter({'.': 1773, 'ADP': 20, 'NOUN': 1, 'X': 1}),\n",
       "             'field': Counter({'NOUN': 241, 'VERB': 2}),\n",
       "             'work': Counter({'NOUN': 576, 'VERB': 179}),\n",
       "             'procedures': Counter({'NOUN': 61}),\n",
       "             'Felix': Counter({'NOUN': 30}),\n",
       "             'Kopstein': Counter({'NOUN': 1}),\n",
       "             'states': Counter({'VERB': 17, 'NOUN': 141}),\n",
       "             'snake': Counter({'NOUN': 42}),\n",
       "             'reaches': Counter({'VERB': 21, 'NOUN': 4}),\n",
       "             'maturity': Counter({'NOUN': 36}),\n",
       "             'already': Counter({'ADV': 257}),\n",
       "             'reached': Counter({'VERB': 169}),\n",
       "             'maximal': Counter({'ADJ': 3}),\n",
       "             'goes': Counter({'VERB': 89}),\n",
       "             'cite': Counter({'VERB': 7}),\n",
       "             'reticulate': Counter({'ADJ': 3}),\n",
       "             'python': Counter({'NOUN': 14}),\n",
       "             'exception': Counter({'NOUN': 40}),\n",
       "             'maximum': Counter({'ADJ': 66, 'NOUN': 12}),\n",
       "             'approximately': Counter({'ADV': 64}),\n",
       "             'three': Counter({'NUM': 553}),\n",
       "             'went': Counter({'VERB': 506}),\n",
       "             'around': Counter({'ADP': 321, 'ADV': 235}),\n",
       "             'corner': Counter({'NOUN': 113}),\n",
       "             'parked': Counter({'VERB': 33}),\n",
       "             'turning': Counter({'VERB': 57, 'NOUN': 5}),\n",
       "             'off': Counter({'PRT': 478, 'ADP': 156}),\n",
       "             'lights': Counter({'NOUN': 45, 'VERB': 1}),\n",
       "             'motor': Counter({'NOUN': 52, 'VERB': 1}),\n",
       "             'she': Counter({'PRON': 1949}),\n",
       "             'children': Counter({'NOUN': 342}),\n",
       "             'section': Counter({'NOUN': 132}),\n",
       "             'least': Counter({'ADJ': 325, 'NOUN': 1, 'ADV': 17}),\n",
       "             'other': Counter({'ADJ': 1627}),\n",
       "             'their': Counter({'DET': 2561, 'X': 1}),\n",
       "             'countries': Counter({'NOUN': 148}),\n",
       "             'put': Counter({'VERB': 424}),\n",
       "             'them': Counter({'PRON': 1775, 'DET': 10, 'X': 1}),\n",
       "             'farms': Counter({'NOUN': 16}),\n",
       "             'Under': Counter({'ADP': 56, 'ADJ': 3}),\n",
       "             'Du': Counter({'NOUN': 59, 'X': 8}),\n",
       "             'Pont': Counter({'NOUN': 35}),\n",
       "             'retain': Counter({'VERB': 11}),\n",
       "             'General': Counter({'NOUN': 103, 'ADJ': 84}),\n",
       "             'Motors': Counter({'NOUN': 43}),\n",
       "             'shares': Counter({'NOUN': 41, 'VERB': 4}),\n",
       "             'required': Counter({'VERB': 181}),\n",
       "             'pass': Counter({'VERB': 63, 'NOUN': 23}),\n",
       "             'stockholders': Counter({'NOUN': 26}),\n",
       "             'vote': Counter({'VERB': 26, 'NOUN': 49}),\n",
       "             'eyes': Counter({'NOUN': 391}),\n",
       "             'black': Counter({'ADJ': 147, 'NOUN': 8, 'VERB': 1}),\n",
       "             'deep-set': Counter({'ADJ': 3}),\n",
       "             'expressionless': Counter({'ADJ': 2}),\n",
       "             'very': Counter({'ADV': 678, 'ADJ': 94}),\n",
       "             'few': Counter({'ADJ': 583}),\n",
       "             'surviving': Counter({'VERB': 13}),\n",
       "             'bridge': Counter({'NOUN': 79, 'VERB': 4}),\n",
       "             'type': Counter({'NOUN': 195, 'VERB': 2}),\n",
       "             'serve': Counter({'VERB': 103}),\n",
       "             'main': Counter({'ADJ': 98, 'NOUN': 10}),\n",
       "             'U.S.': Counter({'NOUN': 161}),\n",
       "             'highway': Counter({'NOUN': 32}),\n",
       "             'system': Counter({'NOUN': 393}),\n",
       "             'thus': Counter({'ADV': 146}),\n",
       "             'relic': Counter({'NOUN': 6}),\n",
       "             'horse': Counter({'NOUN': 110}),\n",
       "             'buggy': Counter({'NOUN': 6}),\n",
       "             'days': Counter({'NOUN': 377}),\n",
       "             'promise': Counter({'NOUN': 36, 'VERB': 9}),\n",
       "             'lion': Counter({'NOUN': 14}),\n",
       "             'lamb': Counter({'NOUN': 6}),\n",
       "             'down': Counter({'PRT': 694,\n",
       "                      'ADP': 190,\n",
       "                      'NOUN': 1,\n",
       "                      'VERB': 2,\n",
       "                      'ADJ': 1}),\n",
       "             'together': Counter({'ADV': 260}),\n",
       "             'given': Counter({'VERB': 371, 'X': 1}),\n",
       "             'tense': Counter({'NOUN': 5, 'ADJ': 10}),\n",
       "             \"that's\": Counter({'PRT': 90}),\n",
       "             'what': Counter({'DET': 1435}),\n",
       "             'told': Counter({'VERB': 411}),\n",
       "             'common': Counter({'ADJ': 201, 'NOUN': 7}),\n",
       "             'spices': Counter({'NOUN': 3}),\n",
       "             'flavorings': Counter({'NOUN': 1}),\n",
       "             'condiments': Counter({'NOUN': 2}),\n",
       "             'values': Counter({'NOUN': 182, 'VERB': 3}),\n",
       "             'talents': Counter({'NOUN': 28}),\n",
       "             'tile': Counter({'NOUN': 16}),\n",
       "             'dome': Counter({'NOUN': 17}),\n",
       "             'rug': Counter({'NOUN': 13}),\n",
       "             'poem': Counter({'NOUN': 48}),\n",
       "             'miniature': Counter({'NOUN': 5, 'ADJ': 4}),\n",
       "             'continue': Counter({'VERB': 105}),\n",
       "             'social': Counter({'ADJ': 355, 'NOUN': 1}),\n",
       "             'institutions': Counter({'NOUN': 96}),\n",
       "             'rise': Counter({'VERB': 48, 'NOUN': 53}),\n",
       "             'above': Counter({'ADP': 169, 'ADV': 84, 'ADJ': 22}),\n",
       "             'ordinary': Counter({'ADJ': 66, 'NOUN': 1}),\n",
       "             'city': Counter({'NOUN': 259}),\n",
       "             'great': Counter({'ADJ': 592, 'ADV': 16}),\n",
       "             'buildings': Counter({'NOUN': 76}),\n",
       "             'blank': Counter({'ADJ': 11, 'NOUN': 3}),\n",
       "             'walls': Counter({'NOUN': 69}),\n",
       "             'dirty': Counter({'ADJ': 35}),\n",
       "             'lanes': Counter({'NOUN': 4}),\n",
       "             'plays': Counter({'NOUN': 31, 'VERB': 34}),\n",
       "             'deal': Counter({'VERB': 45, 'NOUN': 89}),\n",
       "             'same': Counter({'ADJ': 679}),\n",
       "             'facets': Counter({'NOUN': 9}),\n",
       "             'experience': Counter({'NOUN': 254, 'VERB': 18}),\n",
       "             'religion': Counter({'NOUN': 101}),\n",
       "             'must': Counter({'VERB': 998, 'NOUN': 4, 'X': 1}),\n",
       "             'Called': Counter({'VERB': 5}),\n",
       "             'Perennian': Counter({'ADJ': 2}),\n",
       "             'indicate': Counter({'VERB': 80}),\n",
       "             'lasting': Counter({'VERB': 12, 'ADJ': 1}),\n",
       "             'today': Counter({'NOUN': 246}),\n",
       "             'tomorrow': Counter({'NOUN': 59}),\n",
       "             'quality': Counter({'NOUN': 112}),\n",
       "             'collection': Counter({'NOUN': 83}),\n",
       "             'truly': Counter({'ADV': 56}),\n",
       "             'avoids': Counter({'VERB': 3}),\n",
       "             'monotony': Counter({'NOUN': 7}),\n",
       "             'identical': Counter({'ADJ': 31}),\n",
       "             'pieces': Counter({'NOUN': 92}),\n",
       "             \"gourmet's\": Counter({'NOUN': 1}),\n",
       "             'instead': Counter({'ADV': 129}),\n",
       "             'kitchen': Counter({'NOUN': 90}),\n",
       "             'breakfast': Counter({'NOUN': 51}),\n",
       "             'luncheon': Counter({'NOUN': 23}),\n",
       "             'dining': Counter({'VERB': 26, 'NOUN': 1}),\n",
       "             'sitting': Counter({'VERB': 88, 'NOUN': 4}),\n",
       "             'standing': Counter({'VERB': 91, 'NOUN': 5}),\n",
       "             'party': Counter({'NOUN': 194, 'VERB': 1}),\n",
       "             'dressing': Counter({'VERB': 17, 'NOUN': 5}),\n",
       "             'rooms': Counter({'NOUN': 54}),\n",
       "             'everybody': Counter({'NOUN': 60}),\n",
       "             'mud': Counter({'NOUN': 31}),\n",
       "             'Few': Counter({'ADJ': 18}),\n",
       "             'crank': Counter({'NOUN': 1}),\n",
       "             'calls': Counter({'NOUN': 22, 'VERB': 45, 'X': 1}),\n",
       "             'McFeeley': Counter({'NOUN': 12}),\n",
       "             \"it's\": Counter({'PRT': 142}),\n",
       "             'still': Counter({'ADV': 703, 'ADJ': 24, 'VERB': 2, 'NOUN': 2}),\n",
       "             'better': Counter({'ADJ': 233, 'ADV': 163, 'VERB': 6}),\n",
       "             'chance': Counter({'NOUN': 127, 'VERB': 1, 'ADJ': 1}),\n",
       "             \"won't\": Counter({'VERB': 103}),\n",
       "             'notice': Counter({'VERB': 26, 'NOUN': 29}),\n",
       "             'transposition': Counter({'NOUN': 1}),\n",
       "             'numbers': Counter({'NOUN': 120, 'VERB': 1}),\n",
       "             'thing': Counter({'NOUN': 331}),\n",
       "             'passed': Counter({'VERB': 157}),\n",
       "             'honest': Counter({'ADJ': 45}),\n",
       "             'mistake': Counter({'NOUN': 30, 'VERB': 4}),\n",
       "             'infamous': Counter({'ADJ': 3}),\n",
       "             'launched': Counter({'VERB': 20, 'X': 1}),\n",
       "             'explosion': Counter({'NOUN': 15}),\n",
       "             'island': Counter({'NOUN': 32}),\n",
       "             'Krakatoa': Counter({'NOUN': 1}),\n",
       "             '1883': Counter({'NUM': 6}),\n",
       "             'What': Counter({'DET': 463, 'PRON': 10}),\n",
       "             'transfers': Counter({'NOUN': 10, 'VERB': 1}),\n",
       "             'angle': Counter({'NOUN': 50, 'VERB': 1}),\n",
       "             'where': Counter({'ADV': 850}),\n",
       "             'Orioles': Counter({'NOUN': 11}),\n",
       "             'look': Counter({'VERB': 268, 'NOUN': 96}),\n",
       "             'improvement': Counter({'NOUN': 37}),\n",
       "             'year': Counter({'NOUN': 647, 'X': 2}),\n",
       "             'influence': Counter({'NOUN': 113, 'VERB': 19}),\n",
       "             'marijuana': Counter({'NOUN': 10}),\n",
       "             'beatnik': Counter({'NOUN': 7}),\n",
       "             'comes': Counter({'VERB': 133}),\n",
       "             'alive': Counter({'ADJ': 57}),\n",
       "             'experiences': Counter({'VERB': 5, 'NOUN': 48}),\n",
       "             'wonderfully': Counter({'ADV': 11}),\n",
       "             'enhanced': Counter({'VERB': 5}),\n",
       "             'self': Counter({'NOUN': 34}),\n",
       "             'discovered': Counter({'VERB': 73}),\n",
       "             'open': Counter({'ADJ': 238, 'ADV': 8, 'VERB': 55, 'NOUN': 4}),\n",
       "             'sesame': Counter({'NOUN': 4}),\n",
       "             'universe': Counter({'NOUN': 63}),\n",
       "             'being': Counter({'VERB': 663, 'NOUN': 27, 'X': 1}),\n",
       "             'asked': Counter({'VERB': 382}),\n",
       "             'laughing': Counter({'VERB': 27}),\n",
       "             'added': Counter({'VERB': 171}),\n",
       "             'nervous': Counter({'ADJ': 24}),\n",
       "             'buying': Counter({'VERB': 23, 'NOUN': 6}),\n",
       "             'book': Counter({'NOUN': 176}),\n",
       "             'title': Counter({'NOUN': 52}),\n",
       "             'like': Counter({'ADP': 991, 'VERB': 211, 'ADJ': 35}),\n",
       "             'knew': Counter({'VERB': 395}),\n",
       "             \"you'd\": Counter({'PRT': 28}),\n",
       "             'moment': Counter({'NOUN': 246}),\n",
       "             'Wheeler': Counter({'NOUN': 4}),\n",
       "             'Fiske': Counter({'NOUN': 5}),\n",
       "             'fired': Counter({'VERB': 43}),\n",
       "             'rifle': Counter({'NOUN': 59}),\n",
       "             'Mike': Counter({'NOUN': 91}),\n",
       "             'another': Counter({'DET': 573}),\n",
       "             'guerrilla': Counter({'NOUN': 12}),\n",
       "             'hit': Counter({'VERB': 101, 'NOUN': 10}),\n",
       "             'And': Counter({'CONJ': 938}),\n",
       "             'makes': Counter({'VERB': 164, 'NOUN': 3}),\n",
       "             'think': Counter({'VERB': 427}),\n",
       "             \"you're\": Counter({'PRT': 93}),\n",
       "             'get': Counter({'VERB': 719}),\n",
       "             'pretty': Counter({'ADJ': 39, 'ADV': 60}),\n",
       "             'boy': Counter({'NOUN': 234, 'PRT': 1}),\n",
       "             'Certainly': Counter({'ADV': 26}),\n",
       "             'sir': Counter({'NOUN': 33, 'PRT': 1}),\n",
       "             'Later': Counter({'ADV': 38, 'ADJ': 2}),\n",
       "             'riding': Counter({'VERB': 41, 'NOUN': 2}),\n",
       "             'lusty': Counter({'ADJ': 3}),\n",
       "             'enjoyment': Counter({'NOUN': 21}),\n",
       "             'liquor': Counter({'NOUN': 42}),\n",
       "             'professional': Counter({'ADJ': 95, 'NOUN': 6}),\n",
       "             'ladies': Counter({'NOUN': 27}),\n",
       "             'Cheyenne': Counter({'NOUN': 2}),\n",
       "             'laid': Counter({'VERB': 77}),\n",
       "             'claim': Counter({'NOUN': 69, 'VERB': 28}),\n",
       "             'killing': Counter({'NOUN': 12, 'VERB': 11}),\n",
       "             'vague': Counter({'ADJ': 24}),\n",
       "             'insinuations': Counter({'NOUN': 2}),\n",
       "             'Hetman': Counter({'NOUN': 12}),\n",
       "             'plotted': Counter({'VERB': 10}),\n",
       "             'over': Counter({'PRT': 383, 'ADP': 820, 'ADJ': 3}),\n",
       "             'Hearst': Counter({'NOUN': 48}),\n",
       "             'newspaper': Counter({'NOUN': 62}),\n",
       "             'empire': Counter({'NOUN': 9}),\n",
       "             'means': Counter({'NOUN': 188, 'VERB': 103}),\n",
       "             'coups': Counter({'NOUN': 2}),\n",
       "             'destruction': Counter({'NOUN': 37}),\n",
       "             'editors': Counter({'NOUN': 17}),\n",
       "             'who': Counter({'PRON': 2192}),\n",
       "             'tried': Counter({'VERB': 170}),\n",
       "             'halt': Counter({'VERB': 7, 'NOUN': 3}),\n",
       "             'course': Counter({'NOUN': 464}),\n",
       "             'unfrocking': Counter({'NOUN': 1}),\n",
       "             'publishers': Counter({'NOUN': 9}),\n",
       "             'mistakes': Counter({'NOUN': 15, 'VERB': 1}),\n",
       "             'judgment': Counter({'NOUN': 58}),\n",
       "             'might': Counter({'VERB': 658, 'NOUN': 12}),\n",
       "             'magnified': Counter({'VERB': 6}),\n",
       "             'secret': Counter({'ADJ': 45, 'NOUN': 32}),\n",
       "             'reports': Counter({'NOUN': 65, 'VERB': 13}),\n",
       "             'Mama': Counter({'NOUN': 43}),\n",
       "             'felt': Counter({'VERB': 356, 'NOUN': 1}),\n",
       "             'symbolized': Counter({'VERB': 11}),\n",
       "             'Mrs.': Counter({'NOUN': 534}),\n",
       "             \"Coolidge's\": Counter({'NOUN': 2}),\n",
       "             'preferred': Counter({'VERB': 26}),\n",
       "             'rest': Counter({'NOUN': 136, 'VERB': 24}),\n",
       "             'orchestra': Counter({'NOUN': 40}),\n",
       "             'refrain': Counter({'VERB': 6, 'NOUN': 4}),\n",
       "             'spots': Counter({'NOUN': 31}),\n",
       "             'recording': Counter({'NOUN': 14, 'VERB': 15}),\n",
       "             'since': Counter({'ADP': 426, 'ADV': 29}),\n",
       "             'mars': Counter({'VERB': 2}),\n",
       "             'otherwise': Counter({'ADV': 69}),\n",
       "             'sober': Counter({'ADJ': 16}),\n",
       "             'lofty': Counter({'ADJ': 5}),\n",
       "             'performance': Counter({'NOUN': 122}),\n",
       "             'Their': Counter({'DET': 107}),\n",
       "             'burgeoning': Counter({'VERB': 4}),\n",
       "             'popularity': Counter({'NOUN': 17}),\n",
       "             'result': Counter({'NOUN': 196, 'VERB': 47}),\n",
       "             'closing': Counter({'NOUN': 5, 'VERB': 23}),\n",
       "             '52nd': Counter({'ADJ': 1}),\n",
       "             'Street': Counter({'NOUN': 98}),\n",
       "             'burlesque': Counter({'NOUN': 1, 'ADJ': 1}),\n",
       "             'joints': Counter({'NOUN': 12}),\n",
       "             'curiously': Counter({'ADV': 10}),\n",
       "             'enough': Counter({'ADV': 252, 'ADJ': 174}),\n",
       "             'almost': Counter({'ADV': 406}),\n",
       "             'familial': Counter({'ADJ': 4}),\n",
       "             'neighborhood': Counter({'NOUN': 57, 'X': 1}),\n",
       "             'saloons': Counter({'NOUN': 8}),\n",
       "             'bit': Counter({'NOUN': 93, 'VERB': 8}),\n",
       "             'epidermis': Counter({'NOUN': 2}),\n",
       "             'swung': Counter({'VERB': 48}),\n",
       "             'toward': Counter({'ADP': 380}),\n",
       "             'bedroom': Counter({'NOUN': 52}),\n",
       "             'fifteen': Counter({'NUM': 48}),\n",
       "             'possible': Counter({'ADJ': 373}),\n",
       "             'mutational': Counter({'ADJ': 1}),\n",
       "             'forms': Counter({'NOUN': 122, 'VERB': 5}),\n",
       "             'produced': Counter({'VERB': 90}),\n",
       "             'antibiotic': Counter({'NOUN': 1}),\n",
       "             'resistant': Counter({'ADJ': 4}),\n",
       "             'strains': Counter({'NOUN': 8}),\n",
       "             'An': Counter({'DET': 197, 'CONJ': 1}),\n",
       "             'examination': Counter({'NOUN': 27}),\n",
       "             'forty': Counter({'NUM': 32}),\n",
       "             'catalogs': Counter({'NOUN': 2}),\n",
       "             'schools': Counter({'NOUN': 190}),\n",
       "             'offering': Counter({'VERB': 22, 'NOUN': 6}),\n",
       "             'courses': Counter({'NOUN': 58}),\n",
       "             'interior': Counter({'ADJ': 29, 'NOUN': 17}),\n",
       "             'design': Counter({'NOUN': 105, 'VERB': 4}),\n",
       "             'part': Counter({'NOUN': 461, 'VERB': 3, 'X': 1}),\n",
       "             'accredited': Counter({'VERB': 2}),\n",
       "             'membership': Counter({'NOUN': 66}),\n",
       "             'National': Counter({'ADJ': 162, 'X': 1}),\n",
       "             'Association': Counter({'NOUN': 86}),\n",
       "             'Schools': Counter({'NOUN': 5}),\n",
       "             'Art': Counter({'NOUN': 24, 'VERB': 1}),\n",
       "             'further': Counter({'ADJ': 97, 'ADV': 89, 'VERB': 8}),\n",
       "             'spot': Counter({'NOUN': 52, 'VERB': 4}),\n",
       "             'inspection': Counter({'NOUN': 20}),\n",
       "             'number': Counter({'NOUN': 466, 'VERB': 1}),\n",
       "             'show': Counter({'VERB': 199, 'NOUN': 72}),\n",
       "             'adhere': Counter({'VERB': 4}),\n",
       "             'recommendations': Counter({'NOUN': 21}),\n",
       "             'changes': Counter({'VERB': 10, 'NOUN': 116}),\n",
       "             'answers': Counter({'NOUN': 36, 'VERB': 8}),\n",
       "             'Who': Counter({'PRON': 60}),\n",
       "             'clay': Counter({'NOUN': 84}),\n",
       "             'plastically': Counter({'ADV': 1}),\n",
       "             'soft': Counter({'ADJ': 59, 'ADV': 2}),\n",
       "             'moving': Counter({'VERB': 100, 'ADJ': 8, 'NOUN': 2}),\n",
       "             'flesh': Counter({'NOUN': 52}),\n",
       "             'abdomen': Counter({'NOUN': 6}),\n",
       "             ...})"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(collections.Counter,\n",
       "            {'NOUN': Counter({'Mr.': 844,\n",
       "                      'Podger': 21,\n",
       "                      'use': 352,\n",
       "                      'advice': 50,\n",
       "                      'difference': 148,\n",
       "                      'opinion': 94,\n",
       "                      'board': 165,\n",
       "                      'instrument': 44,\n",
       "                      'elasticity': 5,\n",
       "                      'pastes': 1,\n",
       "                      'inks': 1,\n",
       "                      'paints': 6,\n",
       "                      'adhesives': 2,\n",
       "                      'plastics': 28,\n",
       "                      'bread': 41,\n",
       "                      'dough': 13,\n",
       "                      'properties': 61,\n",
       "                      'length': 115,\n",
       "                      'shortness': 1,\n",
       "                      'spinnability': 1,\n",
       "                      'methods': 138,\n",
       "                      'present': 44,\n",
       "                      'plans': 96,\n",
       "                      'language': 106,\n",
       "                      'teacher': 78,\n",
       "                      'east': 41,\n",
       "                      'mile': 42,\n",
       "                      'road': 178,\n",
       "                      'effort': 145,\n",
       "                      'sweat': 19,\n",
       "                      'television': 49,\n",
       "                      'Line': 15,\n",
       "                      'tour': 39,\n",
       "                      'Beach': 28,\n",
       "                      'night': 398,\n",
       "                      'opportunity': 120,\n",
       "                      'measure': 60,\n",
       "                      'adversary': 5,\n",
       "                      'war': 304,\n",
       "                      \"Khrushchev's\": 14,\n",
       "                      'intentions': 22,\n",
       "                      'views': 49,\n",
       "                      'direction': 132,\n",
       "                      'place': 475,\n",
       "                      'philosopher': 16,\n",
       "                      'Samuel': 34,\n",
       "                      \"Alexander's\": 3,\n",
       "                      'debt': 13,\n",
       "                      'Wordsworth': 2,\n",
       "                      'Meredith': 18,\n",
       "                      'example': 287,\n",
       "                      'A.': 110,\n",
       "                      'N.': 26,\n",
       "                      \"Whitehead's\": 2,\n",
       "                      'understanding': 82,\n",
       "                      'romantics': 5,\n",
       "                      'Shelley': 12,\n",
       "                      'network': 30,\n",
       "                      'entities': 11,\n",
       "                      'manner': 124,\n",
       "                      'regard': 53,\n",
       "                      'needs': 93,\n",
       "                      'society': 192,\n",
       "                      'regime': 23,\n",
       "                      \"corporation's\": 5,\n",
       "                      'survival': 30,\n",
       "                      'responsibility': 116,\n",
       "                      'conditions': 179,\n",
       "                      'assistance': 85,\n",
       "                      'scale': 53,\n",
       "                      'definition': 34,\n",
       "                      'objectives': 39,\n",
       "                      'assessment': 22,\n",
       "                      'costs': 160,\n",
       "                      'Theresa': 24,\n",
       "                      'Anne': 42,\n",
       "                      'George': 129,\n",
       "                      'degree': 125,\n",
       "                      'Af': 994,\n",
       "                      'P': 47,\n",
       "                      'teen': 2,\n",
       "                      'life': 676,\n",
       "                      'non-college': 1,\n",
       "                      'group': 377,\n",
       "                      'sense': 301,\n",
       "                      'marginality': 2,\n",
       "                      'tempest': 1,\n",
       "                      'March': 97,\n",
       "                      'Udall': 6,\n",
       "                      'bronze': 8,\n",
       "                      'statue': 16,\n",
       "                      'William': 147,\n",
       "                      'Jennings': 3,\n",
       "                      'Bryan': 12,\n",
       "                      'Gutzon': 1,\n",
       "                      'Borglum': 2,\n",
       "                      'loan': 41,\n",
       "                      'Salem': 19,\n",
       "                      'Illinois': 40,\n",
       "                      \"Bryan's\": 2,\n",
       "                      'birthplace': 6,\n",
       "                      'case': 353,\n",
       "                      'elements': 103,\n",
       "                      'pencil': 34,\n",
       "                      'secant': 12,\n",
       "                      'line': 279,\n",
       "                      'vertex': 19,\n",
       "                      'intersection': 17,\n",
       "                      '**zg': 32,\n",
       "                      'plane': 111,\n",
       "                      'howl': 3,\n",
       "                      'coming': 12,\n",
       "                      'times': 260,\n",
       "                      'veterinarian': 2,\n",
       "                      'Kennan': 7,\n",
       "                      'account': 90,\n",
       "                      'circumstance': 12,\n",
       "                      'atmosphere': 79,\n",
       "                      'decisions': 52,\n",
       "                      'approach': 107,\n",
       "                      'integration': 47,\n",
       "                      'formation': 37,\n",
       "                      'Market': 12,\n",
       "                      'Euratom': 1,\n",
       "                      'cooperation': 36,\n",
       "                      'development': 309,\n",
       "                      'energy': 96,\n",
       "                      'one': 482,\n",
       "                      'prestige': 27,\n",
       "                      'management': 88,\n",
       "                      'position': 235,\n",
       "                      'minds': 56,\n",
       "                      'people': 809,\n",
       "                      'things': 361,\n",
       "                      'holes': 38,\n",
       "                      'art': 178,\n",
       "                      'movies': 30,\n",
       "                      'girl': 211,\n",
       "                      'dreams': 24,\n",
       "                      'flower': 17,\n",
       "                      'elbows': 7,\n",
       "                      'body': 269,\n",
       "                      'potato': 15,\n",
       "                      'tune-belly': 1,\n",
       "                      'jury': 63,\n",
       "                      'Fulton': 17,\n",
       "                      \"ordinary's\": 1,\n",
       "                      'court': 118,\n",
       "                      'fire': 160,\n",
       "                      'practices': 49,\n",
       "                      'appointment': 26,\n",
       "                      'appraisers': 1,\n",
       "                      'guardians': 4,\n",
       "                      'administrators': 5,\n",
       "                      'awarding': 1,\n",
       "                      'fees': 27,\n",
       "                      'compensation': 17,\n",
       "                      'precedent': 9,\n",
       "                      'time': 1555,\n",
       "                      'capture': 4,\n",
       "                      'Helion': 18,\n",
       "                      'person': 170,\n",
       "                      'sketchbook': 2,\n",
       "                      \"Woolworth's\": 1,\n",
       "                      'York': 302,\n",
       "                      'boat': 69,\n",
       "                      'frames': 26,\n",
       "                      'contact': 53,\n",
       "                      'plywood': 9,\n",
       "                      'planking': 8,\n",
       "                      'significance': 66,\n",
       "                      'volume': 115,\n",
       "                      'paragraphs': 14,\n",
       "                      'Laguerre': 3,\n",
       "                      'Hanover': 66,\n",
       "                      'Tar': 10,\n",
       "                      'Heel-Lotus': 2,\n",
       "                      'radioactivity': 3,\n",
       "                      'fallout': 31,\n",
       "                      'Cavalry': 10,\n",
       "                      'troopers': 5,\n",
       "                      'Palace': 23,\n",
       "                      'Emperor': 12,\n",
       "                      'tonight': 34,\n",
       "                      'Earl': 11,\n",
       "                      'examples': 47,\n",
       "                      'abuse': 13,\n",
       "                      'passages': 20,\n",
       "                      'Examiner': 8,\n",
       "                      'Destroyer': 1,\n",
       "                      'Character': 1,\n",
       "                      'Richard': 71,\n",
       "                      'Steele': 21,\n",
       "                      'Swift': 20,\n",
       "                      'truth': 124,\n",
       "                      'men': 736,\n",
       "                      'treatment': 122,\n",
       "                      'Robert': 83,\n",
       "                      'E.': 85,\n",
       "                      'Lee': 34,\n",
       "                      'dignity': 34,\n",
       "                      'confederacy': 3,\n",
       "                      'Heat': 6,\n",
       "                      'transfer': 32,\n",
       "                      'conduction': 2,\n",
       "                      'radiation': 91,\n",
       "                      'arc': 40,\n",
       "                      'column': 60,\n",
       "                      'maps': 13,\n",
       "                      'program': 367,\n",
       "                      'step': 110,\n",
       "                      'division': 66,\n",
       "                      'long-range': 40,\n",
       "                      'state': 524,\n",
       "                      'plan': 166,\n",
       "                      'series': 122,\n",
       "                      'inch': 39,\n",
       "                      'sheets': 26,\n",
       "                      'feet': 283,\n",
       "                      'Hong': 11,\n",
       "                      'Kong': 11,\n",
       "                      'India': 58,\n",
       "                      'Pakistan': 7,\n",
       "                      'exports': 10,\n",
       "                      'types': 114,\n",
       "                      'textiles': 15,\n",
       "                      'Britain': 55,\n",
       "                      'years': 942,\n",
       "                      'Lancashire': 1,\n",
       "                      'Pact': 3,\n",
       "                      'day': 623,\n",
       "                      'dogs': 66,\n",
       "                      'Ireland': 13,\n",
       "                      'pigs': 6,\n",
       "                      'fans': 19,\n",
       "                      'room': 365,\n",
       "                      'remnants': 2,\n",
       "                      'smoke': 32,\n",
       "                      'strata': 2,\n",
       "                      'ceiling': 31,\n",
       "                      'ship': 76,\n",
       "                      'Discovery': 12,\n",
       "                      'crew': 36,\n",
       "                      'nuclei': 13,\n",
       "                      'fibers': 23,\n",
       "                      'Figures': 13,\n",
       "                      'proliferation': 5,\n",
       "                      'structure': 90,\n",
       "                      'center': 175,\n",
       "                      'periphery': 5,\n",
       "                      'fiber': 27,\n",
       "                      'presence': 75,\n",
       "                      'artery': 46,\n",
       "                      'anastomoses': 6,\n",
       "                      'Ruysch': 1,\n",
       "                      'others': 294,\n",
       "                      'information': 258,\n",
       "                      'sampling': 10,\n",
       "                      'assesment': 1,\n",
       "                      'techniques': 98,\n",
       "                      'advisers': 12,\n",
       "                      'attention': 177,\n",
       "                      'uninitiate': 1,\n",
       "                      'confusion': 43,\n",
       "                      'operator': 49,\n",
       "                      'anybody': 39,\n",
       "                      'campaign': 75,\n",
       "                      'Mitchell': 26,\n",
       "                      'image': 117,\n",
       "                      'unity': 66,\n",
       "                      'candidate': 34,\n",
       "                      'Washington': 206,\n",
       "                      'kind': 295,\n",
       "                      'materialism': 6,\n",
       "                      'Artists': 12,\n",
       "                      'truck': 54,\n",
       "                      'transportation': 39,\n",
       "                      'dollars': 97,\n",
       "                      'luxuries': 3,\n",
       "                      'agency': 48,\n",
       "                      'Fiat': 9,\n",
       "                      '$1.26': 1,\n",
       "                      '$.03': 4,\n",
       "                      'kilometer': 8,\n",
       "                      'Station': 12,\n",
       "                      'Wagon': 3,\n",
       "                      '$1.10': 1,\n",
       "                      '$.105': 1,\n",
       "                      'Premier': 24,\n",
       "                      'Khrushchev': 68,\n",
       "                      'inauguration': 3,\n",
       "                      'meeting': 122,\n",
       "                      'President': 257,\n",
       "                      'Kennedy': 140,\n",
       "                      'problem': 312,\n",
       "                      'field': 241,\n",
       "                      'work': 576,\n",
       "                      'procedures': 61,\n",
       "                      'Felix': 30,\n",
       "                      'Kopstein': 1,\n",
       "                      'snake': 42,\n",
       "                      'maturity': 36,\n",
       "                      'python': 14,\n",
       "                      'exception': 40,\n",
       "                      'corner': 113,\n",
       "                      'lights': 45,\n",
       "                      'motor': 52,\n",
       "                      'children': 342,\n",
       "                      'section': 132,\n",
       "                      'countries': 148,\n",
       "                      'farms': 16,\n",
       "                      'Du': 59,\n",
       "                      'Pont': 35,\n",
       "                      'General': 103,\n",
       "                      'Motors': 43,\n",
       "                      'shares': 41,\n",
       "                      'stockholders': 26,\n",
       "                      'right': 179,\n",
       "                      'eyes': 391,\n",
       "                      'bridge': 79,\n",
       "                      'type': 195,\n",
       "                      'U.S.': 161,\n",
       "                      'highway': 32,\n",
       "                      'system': 393,\n",
       "                      'relic': 6,\n",
       "                      'horse': 110,\n",
       "                      'buggy': 6,\n",
       "                      'days': 377,\n",
       "                      'promise': 36,\n",
       "                      'lion': 14,\n",
       "                      'lamb': 6,\n",
       "                      'tense': 5,\n",
       "                      'spices': 3,\n",
       "                      'flavorings': 1,\n",
       "                      'condiments': 2,\n",
       "                      'values': 182,\n",
       "                      'talents': 28,\n",
       "                      'tile': 16,\n",
       "                      'dome': 17,\n",
       "                      'rug': 13,\n",
       "                      'poem': 48,\n",
       "                      'miniature': 5,\n",
       "                      'institutions': 96,\n",
       "                      'city': 259,\n",
       "                      'buildings': 76,\n",
       "                      'walls': 69,\n",
       "                      'lanes': 4,\n",
       "                      'plays': 31,\n",
       "                      'facets': 9,\n",
       "                      'experience': 254,\n",
       "                      'religion': 101,\n",
       "                      'today': 246,\n",
       "                      'tomorrow': 59,\n",
       "                      'quality': 112,\n",
       "                      'collection': 83,\n",
       "                      'monotony': 7,\n",
       "                      'pieces': 92,\n",
       "                      \"gourmet's\": 1,\n",
       "                      'kitchen': 90,\n",
       "                      'breakfast': 51,\n",
       "                      'luncheon': 23,\n",
       "                      'party': 194,\n",
       "                      'rooms': 54,\n",
       "                      'everybody': 60,\n",
       "                      'mud': 31,\n",
       "                      'crank': 1,\n",
       "                      'calls': 22,\n",
       "                      'McFeeley': 12,\n",
       "                      'chance': 127,\n",
       "                      'transposition': 1,\n",
       "                      'numbers': 120,\n",
       "                      'thing': 331,\n",
       "                      'mistake': 30,\n",
       "                      'explosion': 15,\n",
       "                      'island': 32,\n",
       "                      'Krakatoa': 1,\n",
       "                      'transfers': 10,\n",
       "                      'angle': 50,\n",
       "                      'Orioles': 11,\n",
       "                      'improvement': 37,\n",
       "                      'year': 647,\n",
       "                      'influence': 113,\n",
       "                      'marijuana': 10,\n",
       "                      'beatnik': 7,\n",
       "                      'self': 34,\n",
       "                      'sesame': 4,\n",
       "                      'universe': 63,\n",
       "                      'book': 176,\n",
       "                      'title': 52,\n",
       "                      'moment': 246,\n",
       "                      'Wheeler': 4,\n",
       "                      'Fiske': 5,\n",
       "                      'rifle': 59,\n",
       "                      'Mike': 91,\n",
       "                      'guerrilla': 12,\n",
       "                      'boy': 234,\n",
       "                      'sir': 33,\n",
       "                      'enjoyment': 21,\n",
       "                      'liquor': 42,\n",
       "                      'ladies': 27,\n",
       "                      'Cheyenne': 2,\n",
       "                      'claim': 69,\n",
       "                      'killing': 12,\n",
       "                      'insinuations': 2,\n",
       "                      'Hetman': 12,\n",
       "                      'Hearst': 48,\n",
       "                      'newspaper': 62,\n",
       "                      'empire': 9,\n",
       "                      'means': 188,\n",
       "                      'coups': 2,\n",
       "                      'destruction': 37,\n",
       "                      'editors': 17,\n",
       "                      'course': 464,\n",
       "                      'unfrocking': 1,\n",
       "                      'publishers': 9,\n",
       "                      'mistakes': 15,\n",
       "                      'judgment': 58,\n",
       "                      'reports': 65,\n",
       "                      'Mama': 43,\n",
       "                      'Mrs.': 534,\n",
       "                      \"Coolidge's\": 2,\n",
       "                      'wish': 23,\n",
       "                      'rest': 136,\n",
       "                      'orchestra': 40,\n",
       "                      'spots': 31,\n",
       "                      'recording': 14,\n",
       "                      'performance': 122,\n",
       "                      'popularity': 17,\n",
       "                      'result': 196,\n",
       "                      'closing': 5,\n",
       "                      'Street': 98,\n",
       "                      'burlesque': 1,\n",
       "                      'joints': 12,\n",
       "                      'neighborhood': 57,\n",
       "                      'saloons': 8,\n",
       "                      'bit': 93,\n",
       "                      'epidermis': 2,\n",
       "                      'bedroom': 52,\n",
       "                      'forms': 122,\n",
       "                      'antibiotic': 1,\n",
       "                      'strains': 8,\n",
       "                      'examination': 27,\n",
       "                      'catalogs': 2,\n",
       "                      'schools': 190,\n",
       "                      'courses': 58,\n",
       "                      'design': 105,\n",
       "                      'part': 461,\n",
       "                      'membership': 66,\n",
       "                      'Association': 86,\n",
       "                      'Schools': 5,\n",
       "                      'Art': 24,\n",
       "                      'spot': 52,\n",
       "                      'inspection': 20,\n",
       "                      'number': 466,\n",
       "                      'recommendations': 21,\n",
       "                      'answers': 36,\n",
       "                      'clay': 84,\n",
       "                      'flesh': 52,\n",
       "                      'abdomen': 6,\n",
       "                      'torso': 7,\n",
       "                      'tablet': 3,\n",
       "                      'water': 430,\n",
       "                      'jungle': 18,\n",
       "                      'pool': 106,\n",
       "                      'nose': 59,\n",
       "                      'glasses': 29,\n",
       "                      'ribbon': 12,\n",
       "                      'jockey': 3,\n",
       "                      'adult': 23,\n",
       "                      'world': 684,\n",
       "                      'sources': 82,\n",
       "                      'diffusion': 24,\n",
       "                      \"adolescent's\": 3,\n",
       "                      'search': 58,\n",
       "                      'meaning': 113,\n",
       "                      'particular': 5,\n",
       "                      'identity': 55,\n",
       "                      'crisis': 77,\n",
       "                      'carborundum': 1,\n",
       "                      'disk': 25,\n",
       "                      'atom': 37,\n",
       "                      'physics': 19,\n",
       "                      'head': 404,\n",
       "                      'sides': 99,\n",
       "                      'balls': 17,\n",
       "                      'size': 136,\n",
       "                      'footballs': 1,\n",
       "                      'Eden': 9,\n",
       "                      'West': 94,\n",
       "                      'negotiation': 6,\n",
       "                      'East': 44,\n",
       "                      'parents': 81,\n",
       "                      'police': 134,\n",
       "                      'headquarters': 56,\n",
       "                      'hour': 145,\n",
       "                      'choice': 105,\n",
       "                      'fact': 447,\n",
       "                      'signs': 64,\n",
       "                      'frenzy': 6,\n",
       "                      'hunger': 17,\n",
       "                      'pain': 87,\n",
       "                      'fear': 93,\n",
       "                      'leg': 53,\n",
       "                      'importance': 108,\n",
       "                      'knife': 73,\n",
       "                      'material': 170,\n",
       "                      'Carboloy': 2,\n",
       "                      'Hesiometer': 6,\n",
       "                      'support': 123,\n",
       "                      'President-elect': 5,\n",
       "                      'Rules': 9,\n",
       "                      'Committee': 88,\n",
       "                      'bottleneck': 2,\n",
       "                      'touch': 54,\n",
       "                      'Crombie': 11,\n",
       "                      'Product': 4,\n",
       "                      'research': 133,\n",
       "                      'hours': 173,\n",
       "                      'independence': 46,\n",
       "                      'tribesmen': 2,\n",
       "                      \"congressman's\": 1,\n",
       "                      'patriotism': 6,\n",
       "                      'Defense': 41,\n",
       "                      'Department': 164,\n",
       "                      \"Ortega's\": 1,\n",
       "                      'hope': 98,\n",
       "                      'psychology': 13,\n",
       "                      'flowering': 4,\n",
       "                      'novel': 48,\n",
       "                      'something': 420,\n",
       "                      'home': 525,\n",
       "                      '49%': 1,\n",
       "                      'subjects': 79,\n",
       "                      'reaction': 121,\n",
       "                      'normalcy': 4,\n",
       "                      'demonstration': 25,\n",
       "                      'warmth': 28,\n",
       "                      'area': 319,\n",
       "                      'tones': 15,\n",
       "                      'fabrics': 28,\n",
       "                      'Romaniuk': 1,\n",
       "                      'Director': 25,\n",
       "                      'AIMO': 5,\n",
       "                      'Congo': 57,\n",
       "                      'rapport': 3,\n",
       "                      'Secretariat': 5,\n",
       "                      'points': 124,\n",
       "                      'Berle': 4,\n",
       "                      \"Means's\": 1,\n",
       "                      'study': 200,\n",
       "                      'Corporation': 20,\n",
       "                      'Property': 3,\n",
       "                      'panic': 20,\n",
       "                      'Mis-ter': 2,\n",
       "                      'McBride': 11,\n",
       "                      'Lord': 86,\n",
       "                      'hand': 411,\n",
       "                      \"boss's\": 3,\n",
       "                      'arm': 91,\n",
       "                      'car': 270,\n",
       "                      'Chapel': 11,\n",
       "                      'services': 127,\n",
       "                      'weekend': 27,\n",
       "                      'retreat': 11,\n",
       "                      'Cape': 17,\n",
       "                      'roses': 7,\n",
       "                      'door': 312,\n",
       "                      'birth': 63,\n",
       "                      'word': 261,\n",
       "                      'God': 297,\n",
       "                      'parts': 109,\n",
       "                      'cells': 81,\n",
       "                      'wavelengths': 6,\n",
       "                      'portions': 11,\n",
       "                      'color': 132,\n",
       "                      'San': 70,\n",
       "                      'Francisco': 41,\n",
       "                      'firemen': 5,\n",
       "                      'week': 257,\n",
       "                      'task': 59,\n",
       "                      'toys': 7,\n",
       "                      'distribution': 83,\n",
       "                      'Austin': 18,\n",
       "                      'Gary': 5,\n",
       "                      'Hammond': 2,\n",
       "                      'Ronnie': 5,\n",
       "                      'Davis': 27,\n",
       "                      'Oak': 8,\n",
       "                      'Cliff': 3,\n",
       "                      'Airport': 8,\n",
       "                      'Los': 51,\n",
       "                      'Angeles': 47,\n",
       "                      'Houston': 25,\n",
       "                      'Boeing': 3,\n",
       "                      'minutes': 193,\n",
       "                      'stopovers': 1,\n",
       "                      'Phoenix': 9,\n",
       "                      'El': 18,\n",
       "                      'Paso': 10,\n",
       "                      'Antonio': 6,\n",
       "                      'friction': 17,\n",
       "                      'force': 175,\n",
       "                      'chip': 17,\n",
       "                      'surfaces': 28,\n",
       "                      'face': 319,\n",
       "                      'Shayne': 27,\n",
       "                      'left-hand': 5,\n",
       "                      'lane': 11,\n",
       "                      'Boulevard': 9,\n",
       "                      'divider': 1,\n",
       "                      'shore': 40,\n",
       "                      'masts': 2,\n",
       "                      'Boys': 11,\n",
       "                      'boys': 132,\n",
       "                      'Texans': 9,\n",
       "                      'controversies': 4,\n",
       "                      'confusions': 4,\n",
       "                      'mind': 287,\n",
       "                      'usage': 14,\n",
       "                      'Gentile': 9,\n",
       "                      'Jew': 26,\n",
       "                      'members': 312,\n",
       "                      'bee': 10,\n",
       "                      'family': 311,\n",
       "                      'idlers': 1,\n",
       "                      'parasites': 4,\n",
       "                      'expense': 50,\n",
       "                      'relatives': 21,\n",
       "                      'Georgia': 46,\n",
       "                      'State': 263,\n",
       "                      'Chamber': 15,\n",
       "                      'Commerce': 40,\n",
       "                      'danger': 68,\n",
       "                      'candidates': 38,\n",
       "                      'side': 365,\n",
       "                      'situation': 196,\n",
       "                      'anything': 265,\n",
       "                      'policy': 221,\n",
       "                      'Definition': 4,\n",
       "                      'thighs': 7,\n",
       "                      'championship': 8,\n",
       "                      'lifters': 4,\n",
       "                      'exploration': 22,\n",
       "                      'business': 363,\n",
       "                      'joke': 19,\n",
       "                      'somebody': 45,\n",
       "                      'Spirit': 22,\n",
       "                      'Whigs': 6,\n",
       "                      \"Steele's\": 12,\n",
       "                      'reference': 66,\n",
       "                      'friend': 125,\n",
       "                      'Style': 1,\n",
       "                      'Friend': 8,\n",
       "                      'Body': 7,\n",
       "                      'Level': 1,\n",
       "                      'piano': 30,\n",
       "                      'sonatas': 3,\n",
       "                      'chamber': 31,\n",
       "                      'music': 194,\n",
       "                      'gavottes': 1,\n",
       "                      'marches': 1,\n",
       "                      'Miami': 22,\n",
       "                      'Fla.': 10,\n",
       "                      'protein': 21,\n",
       "                      'vitamins': 9,\n",
       "                      'minerals': 11,\n",
       "                      'shrubs': 4,\n",
       "                      'value': 199,\n",
       "                      'areas': 235,\n",
       "                      'brush': 29,\n",
       "                      'Palmer': 56,\n",
       "                      'strokes': 12,\n",
       "                      'Player': 33,\n",
       "                      'Communists': 39,\n",
       "                      'Germany': 81,\n",
       "                      'age': 212,\n",
       "                      'dealer': 24,\n",
       "                      'stocks': 17,\n",
       "                      'equipment': 164,\n",
       "                      '25%': 6,\n",
       "                      'affects': 1,\n",
       "                      'recovery': 26,\n",
       "                      \"country's\": 15,\n",
       "                      'farm': 109,\n",
       "                      'manufacturers': 40,\n",
       "                      'Simpkins': 7,\n",
       "                      'Somerset': 3,\n",
       "                      'shunts': 5,\n",
       "                      'being': 27,\n",
       "                      'rats': 3,\n",
       "                      'Pilgrims': 5,\n",
       "                      'prayers': 13,\n",
       "                      'thanks': 27,\n",
       "                      'conviction': 50,\n",
       "                      'need': 157,\n",
       "                      \"Lord's\": 12,\n",
       "                      'protection': 64,\n",
       "                      'future': 134,\n",
       "                      'peace': 133,\n",
       "                      'Morse': 29,\n",
       "                      'priests': 16,\n",
       "                      'Minerals': 3,\n",
       "                      'notch': 6,\n",
       "                      'finish': 15,\n",
       "                      'steel': 38,\n",
       "                      'dog': 70,\n",
       "                      'operation': 106,\n",
       "                      'platform': 70,\n",
       "                      \"man's\": 115,\n",
       "                      'Woods': 1,\n",
       "                      'duck': 2,\n",
       "                      'blinds': 3,\n",
       "                      'beer': 32,\n",
       "                      'poker': 5,\n",
       "                      'male': 24,\n",
       "                      'secretaries': 6,\n",
       "                      'climate': 26,\n",
       "                      'impressions': 24,\n",
       "                      'subject': 121,\n",
       "                      'deal': 89,\n",
       "                      'moments': 48,\n",
       "                      'long-life': 1,\n",
       "                      'components': 54,\n",
       "                      'housing': 21,\n",
       "                      'Pantas': 2,\n",
       "                      'club': 69,\n",
       "                      'chef': 8,\n",
       "                      'level': 195,\n",
       "                      'dark': 22,\n",
       "                      'light': 251,\n",
       "                      'impact': 66,\n",
       "                      'labor-management': 7,\n",
       "                      'relations': 93,\n",
       "                      'past': 98,\n",
       "                      'Moulton': 1,\n",
       "                      'Wilshire': 2,\n",
       "                      'Franklin': 30,\n",
       "                      'Moultons': 1,\n",
       "                      'S.': 114,\n",
       "                      'Windsor': 2,\n",
       "                      'Blvd.': 4,\n",
       "                      'enterprises': 14,\n",
       "                      'Electric': 4,\n",
       "                      'prices': 61,\n",
       "                      'way': 883,\n",
       "                      'competitors': 9,\n",
       "                      'wall': 137,\n",
       "                      'Cereal': 4,\n",
       "                      'grains': 20,\n",
       "                      'soybeans': 5,\n",
       "                      'peas': 24,\n",
       "                      'beans': 9,\n",
       "                      'two-thirds': 11,\n",
       "                      'three-fourths': 2,\n",
       "                      'diet': 20,\n",
       "                      'Asia': 44,\n",
       "                      'Africa': 45,\n",
       "                      'hardship': 9,\n",
       "                      'bristles': 3,\n",
       "                      'Fitch': 1,\n",
       "                      'one-half': 9,\n",
       "                      'chisel': 4,\n",
       "                      'edge': 76,\n",
       "                      'arcs': 8,\n",
       "                      'instance': 82,\n",
       "                      '90%': 4,\n",
       "                      'power': 324,\n",
       "                      'anode': 77,\n",
       "                      'rise': 53,\n",
       "                      'heat': 86,\n",
       "                      'fluxes': 4,\n",
       "                      'excess': 23,\n",
       "                      'authors': 23,\n",
       "                      'hell': 71,\n",
       "                      'niggers': 3,\n",
       "                      'squad': 16,\n",
       "                      'places': 91,\n",
       "                      'bags': 10,\n",
       "                      'seed': 39,\n",
       "                      'grain': 27,\n",
       "                      'author': 42,\n",
       "                      'electronics': 28,\n",
       "                      'application': 64,\n",
       "                      'possibilities': 42,\n",
       "                      'mathematics': 18,\n",
       "                      'grammar': 4,\n",
       "                      'school': 413,\n",
       "                      'arithmetic': 5,\n",
       "                      'classes': 76,\n",
       "                      'president': 125,\n",
       "                      'faculty': 73,\n",
       "                      'autonomy': 18,\n",
       "                      \"university's\": 5,\n",
       "                      'income': 97,\n",
       "                      'top-level': 3,\n",
       "                      'peoples': 36,\n",
       "                      'population': 136,\n",
       "                      'Yesterday': 3,\n",
       "                      'Violence': 3,\n",
       "                      'Jean': 23,\n",
       "                      'Reavey': 1,\n",
       "                      'sound': 126,\n",
       "                      'concrete': 26,\n",
       "                      'air': 218,\n",
       "                      'dust': 65,\n",
       "                      'debris': 8,\n",
       "                      'everyone': 73,\n",
       "                      'women': 182,\n",
       "                      'floor': 157,\n",
       "                      'desks': 4,\n",
       "                      'turtlebacks': 1,\n",
       "                      'expansion': 45,\n",
       "                      'raise': 4,\n",
       "                      'taxes': 44,\n",
       "                      'growth': 151,\n",
       "                      'tax': 186,\n",
       "                      'digest': 1,\n",
       "                      'planning': 43,\n",
       "                      'commissioners': 11,\n",
       "                      'Chairman': 19,\n",
       "                      'Charles': 96,\n",
       "                      'O.': 29,\n",
       "                      'Emmerich': 2,\n",
       "                      'trust': 25,\n",
       "                      'county': 70,\n",
       "                      'officials': 56,\n",
       "                      'list': 125,\n",
       "                      'Blevins': 2,\n",
       "                      'Flannagans': 3,\n",
       "                      'figure': 147,\n",
       "                      'Scripture': 3,\n",
       "                      'creatures': 20,\n",
       "                      'church': 223,\n",
       "                      \"God's\": 38,\n",
       "                      'providence': 3,\n",
       "                      'literature': 131,\n",
       "                      'education': 175,\n",
       "                      'sensibility': 7,\n",
       "                      'man': 1148,\n",
       "                      'curses': 3,\n",
       "                      'spirits': 42,\n",
       "                      'daughter': 70,\n",
       "                      'talons': 1,\n",
       "                      'fingers': 66,\n",
       "                      'hair': 147,\n",
       "                      'trees': 95,\n",
       "                      'moon': 48,\n",
       "                      'arms': 115,\n",
       "                      'piece': 127,\n",
       "                      'cavity': 12,\n",
       "                      'mold': 42,\n",
       "                      'Penny': 21,\n",
       "                      'grass': 52,\n",
       "                      'none': 92,\n",
       "                      'Mercer': 70,\n",
       "                      'Shayol': 4,\n",
       "                      'change': 161,\n",
       "                      'paper': 152,\n",
       "                      'flatness': 7,\n",
       "                      'indication': 19,\n",
       "                      'sign': 73,\n",
       "                      'ages': 37,\n",
       "                      'patients': 35,\n",
       "                      'Dr.': 192,\n",
       "                      'Brodie': 10,\n",
       "                      'cake': 13,\n",
       "                      'Bill': 65,\n",
       "                      'Bailey': 3,\n",
       "                      'discussions': 31,\n",
       "                      'science': 105,\n",
       "                      'studies': 94,\n",
       "                      'humanities': 2,\n",
       "                      'arts': 42,\n",
       "                      \"week's\": 8,\n",
       "                      'honeymoon': 10,\n",
       "                      'Acapulco': 1,\n",
       "                      'details': 57,\n",
       "                      'Victory': 7,\n",
       "                      'Sun': 10,\n",
       "                      'p': 29,\n",
       "                      'intention': 36,\n",
       "                      \"Faulkner's\": 9,\n",
       "                      'awareness': 32,\n",
       "                      'borders': 10,\n",
       "                      'South': 106,\n",
       "                      'Southerner': 8,\n",
       "                      'outlook': 35,\n",
       "                      'newspapers': 37,\n",
       "                      'cartoons': 5,\n",
       "                      'implications': 22,\n",
       "                      'headaches': 6,\n",
       "                      \"Tilghman's\": 4,\n",
       "                      'comrade': 4,\n",
       "                      'Throat': 11,\n",
       "                      'brawl': 1,\n",
       "                      \"town's\": 14,\n",
       "                      'funeral': 23,\n",
       "                      'parlor': 18,\n",
       "                      'burial': 10,\n",
       "                      'Moss': 6,\n",
       "                      'possum': 2,\n",
       "                      'plant': 118,\n",
       "                      'chief': 28,\n",
       "                      'Chapter': 36,\n",
       "                      'Parker': 63,\n",
       "                      'minister': 46,\n",
       "                      'pale': 1,\n",
       "                      'repository': 4,\n",
       "                      'liberality': 3,\n",
       "                      'champion': 18,\n",
       "                      'freedom': 119,\n",
       "                      'Steinberg': 15,\n",
       "                      'element': 52,\n",
       "                      'score': 50,\n",
       "                      'effect': 197,\n",
       "                      'song': 56,\n",
       "                      'Ivan': 4,\n",
       "                      'Allen': 20,\n",
       "                      'Jr.': 75,\n",
       "                      'Sept.': 34,\n",
       "                      'primary': 15,\n",
       "                      'Mayor': 30,\n",
       "                      'Hartsfield': 5,\n",
       "                      'reelection': 2,\n",
       "                      'Requests': 3,\n",
       "                      'agencies': 61,\n",
       "                      'assignments': 18,\n",
       "                      'cars': 109,\n",
       "                      'Hood': 3,\n",
       "                      'house': 391,\n",
       "                      'Blanche': 24,\n",
       "                      'Dunkel': 2,\n",
       "                      'Dwight': 12,\n",
       "                      'reformatory': 2,\n",
       "                      'murder': 68,\n",
       "                      'son-in-law': 4,\n",
       "                      'Ervin': 2,\n",
       "                      'Lang': 1,\n",
       "                      'parole': 5,\n",
       "                      'hearing': 48,\n",
       "                      'yesterday': 80,\n",
       "                      'pardon': 4,\n",
       "                      'John': 360,\n",
       "                      'M.': 62,\n",
       "                      'Bookwalter': 1,\n",
       "                      'Joseph': 55,\n",
       "                      'Carpentier': 1,\n",
       "                      'trend': 46,\n",
       "                      'bargaining': 16,\n",
       "                      'Geneva': 17,\n",
       "                      'negotiations': 20,\n",
       "                      'Laos': 64,\n",
       "                      'Vietnam': 3,\n",
       "                      'nations': 117,\n",
       "                      'pressure': 183,\n",
       "                      'lease': 7,\n",
       "                      'option': 5,\n",
       "                      'verdict': 15,\n",
       "                      'neighbor': 13,\n",
       "                      'Hengesbach': 9,\n",
       "                      'announcement': 24,\n",
       "                      'bond': 43,\n",
       "                      'City': 134,\n",
       "                      'Solicitor': 3,\n",
       "                      'David': 51,\n",
       "                      'Berger': 15,\n",
       "                      'press': 81,\n",
       "                      'conference': 61,\n",
       "                      'morning': 208,\n",
       "                      'Wagner': 21,\n",
       "                      'PTC': 3,\n",
       "                      'representatives': 27,\n",
       "                      'engineering': 9,\n",
       "                      'firm': 59,\n",
       "                      'project': 79,\n",
       "                      'completion': 36,\n",
       "                      'key': 51,\n",
       "                      'shoe': 14,\n",
       "                      'engine': 47,\n",
       "                      'fog': 24,\n",
       "                      'refrigerator': 23,\n",
       "                      'Knauer': 2,\n",
       "                      'owners': 34,\n",
       "                      \"city's\": 20,\n",
       "                      'animal': 68,\n",
       "                      'care': 85,\n",
       "                      'bar': 68,\n",
       "                      'spacers': 5,\n",
       "                      'frame': 69,\n",
       "                      'country': 312,\n",
       "                      'folk': 33,\n",
       "                      'dances': 19,\n",
       "                      'Virginia': 75,\n",
       "                      'Reels': 1,\n",
       "                      'square': 77,\n",
       "                      'trains': 14,\n",
       "                      'migration': 5,\n",
       "                      'Briton': 1,\n",
       "                      'Stirling': 2,\n",
       "                      'road-circuit': 1,\n",
       "                      ...}),\n",
       "             'VERB': Counter({'had': 5101,\n",
       "                      'thanked': 6,\n",
       "                      'made': 1119,\n",
       "                      'seemed': 333,\n",
       "                      'be': 6342,\n",
       "                      'should': 865,\n",
       "                      'go': 604,\n",
       "                      'follow': 90,\n",
       "                      'is': 10010,\n",
       "                      'expected': 186,\n",
       "                      'could': 1580,\n",
       "                      'used': 610,\n",
       "                      'measure': 27,\n",
       "                      'printing': 10,\n",
       "                      'related': 98,\n",
       "                      'termed': 15,\n",
       "                      'are': 4333,\n",
       "                      'judged': 15,\n",
       "                      'become': 359,\n",
       "                      'ran': 132,\n",
       "                      'turned': 320,\n",
       "                      'panting': 8,\n",
       "                      'soaked': 6,\n",
       "                      'seems': 252,\n",
       "                      'would': 2677,\n",
       "                      'give': 377,\n",
       "                      'take': 573,\n",
       "                      'try': 125,\n",
       "                      'probe': 5,\n",
       "                      'make': 765,\n",
       "                      'move': 132,\n",
       "                      'faced': 50,\n",
       "                      'perpetuating': 4,\n",
       "                      'can': 1730,\n",
       "                      'controlling': 23,\n",
       "                      'forcing': 13,\n",
       "                      'representing': 28,\n",
       "                      'encourage': 45,\n",
       "                      'establishing': 25,\n",
       "                      'sustained': 15,\n",
       "                      'Could': 21,\n",
       "                      'wondered': 58,\n",
       "                      'understood': 58,\n",
       "                      'was': 9777,\n",
       "                      'divides': 6,\n",
       "                      'have': 3892,\n",
       "                      'tends': 34,\n",
       "                      'stirred': 15,\n",
       "                      'announced': 88,\n",
       "                      'sculpted': 1,\n",
       "                      'sent': 143,\n",
       "                      'killed': 75,\n",
       "                      \"didn't\": 393,\n",
       "                      'fixed': 81,\n",
       "                      'joining': 15,\n",
       "                      'does': 445,\n",
       "                      'lie': 52,\n",
       "                      'let': 286,\n",
       "                      'saying': 112,\n",
       "                      'did': 994,\n",
       "                      'takes': 86,\n",
       "                      'mitigating': 2,\n",
       "                      'recalling': 5,\n",
       "                      'mistaken': 17,\n",
       "                      'were': 3279,\n",
       "                      'taken': 279,\n",
       "                      'capped': 2,\n",
       "                      'leads': 31,\n",
       "                      'conclude': 16,\n",
       "                      'believe': 199,\n",
       "                      'stuck': 23,\n",
       "                      'come': 589,\n",
       "                      'born': 109,\n",
       "                      'grows': 22,\n",
       "                      'held': 259,\n",
       "                      'trilled': 1,\n",
       "                      'tickled': 2,\n",
       "                      'commented': 18,\n",
       "                      'has': 2424,\n",
       "                      'been': 2470,\n",
       "                      'want': 317,\n",
       "                      'stir': 7,\n",
       "                      'bought': 56,\n",
       "                      'do': 1259,\n",
       "                      'foregoing': 7,\n",
       "                      'suggest': 53,\n",
       "                      'looked': 366,\n",
       "                      'decays': 1,\n",
       "                      'charged': 57,\n",
       "                      'guarding': 9,\n",
       "                      'said': 1943,\n",
       "                      'quotes': 4,\n",
       "                      'attributes': 1,\n",
       "                      'react': 15,\n",
       "                      'represented': 56,\n",
       "                      'needed': 187,\n",
       "                      'rebelling': 3,\n",
       "                      'planning': 72,\n",
       "                      'implement': 3,\n",
       "                      'prepare': 35,\n",
       "                      'covering': 30,\n",
       "                      'limiting': 11,\n",
       "                      'will': 2105,\n",
       "                      'going': 389,\n",
       "                      'drawing': 25,\n",
       "                      'drifted': 9,\n",
       "                      'obtained': 115,\n",
       "                      'provisioned': 1,\n",
       "                      'called': 396,\n",
       "                      'recruited': 4,\n",
       "                      'commanded': 15,\n",
       "                      'shown': 166,\n",
       "                      'showed': 141,\n",
       "                      'approximated': 5,\n",
       "                      'forming': 21,\n",
       "                      'occurring': 21,\n",
       "                      'noted': 89,\n",
       "                      'gathered': 32,\n",
       "                      'sit': 64,\n",
       "                      'may': 1290,\n",
       "                      'divert': 1,\n",
       "                      'cause': 52,\n",
       "                      \"don't\": 387,\n",
       "                      'care': 75,\n",
       "                      'witnessed': 13,\n",
       "                      'project': 12,\n",
       "                      'see': 727,\n",
       "                      'wish': 86,\n",
       "                      'budget': 2,\n",
       "                      'saving': 18,\n",
       "                      'indulge': 9,\n",
       "                      'lists': 6,\n",
       "                      'seating': 5,\n",
       "                      'froze': 5,\n",
       "                      'figure': 19,\n",
       "                      'symbolize': 9,\n",
       "                      'intimated': 5,\n",
       "                      'hoped': 48,\n",
       "                      'confronted': 30,\n",
       "                      'follows': 76,\n",
       "                      'states': 17,\n",
       "                      'reaches': 21,\n",
       "                      'reached': 169,\n",
       "                      'goes': 89,\n",
       "                      'cite': 7,\n",
       "                      'went': 506,\n",
       "                      'parked': 33,\n",
       "                      'turning': 57,\n",
       "                      'put': 424,\n",
       "                      'retain': 11,\n",
       "                      'required': 181,\n",
       "                      'pass': 63,\n",
       "                      'vote': 26,\n",
       "                      'surviving': 13,\n",
       "                      'serve': 103,\n",
       "                      'given': 371,\n",
       "                      'told': 411,\n",
       "                      'continue': 105,\n",
       "                      'rise': 48,\n",
       "                      'deal': 45,\n",
       "                      'must': 998,\n",
       "                      'Called': 5,\n",
       "                      'indicate': 80,\n",
       "                      'lasting': 12,\n",
       "                      'avoids': 3,\n",
       "                      'dining': 26,\n",
       "                      'sitting': 88,\n",
       "                      'standing': 91,\n",
       "                      'dressing': 17,\n",
       "                      \"won't\": 103,\n",
       "                      'notice': 26,\n",
       "                      'passed': 157,\n",
       "                      'launched': 20,\n",
       "                      'look': 268,\n",
       "                      'comes': 133,\n",
       "                      'experiences': 5,\n",
       "                      'enhanced': 5,\n",
       "                      'discovered': 73,\n",
       "                      'being': 663,\n",
       "                      'asked': 382,\n",
       "                      'laughing': 27,\n",
       "                      'added': 171,\n",
       "                      'buying': 23,\n",
       "                      'knew': 395,\n",
       "                      'like': 211,\n",
       "                      'fired': 43,\n",
       "                      'hit': 101,\n",
       "                      'makes': 164,\n",
       "                      'think': 427,\n",
       "                      'get': 719,\n",
       "                      'riding': 41,\n",
       "                      'laid': 77,\n",
       "                      'plotted': 10,\n",
       "                      'tried': 170,\n",
       "                      'halt': 7,\n",
       "                      'might': 658,\n",
       "                      'magnified': 6,\n",
       "                      'felt': 356,\n",
       "                      'symbolized': 11,\n",
       "                      'preferred': 26,\n",
       "                      'refrain': 6,\n",
       "                      'mars': 2,\n",
       "                      'burgeoning': 4,\n",
       "                      'swung': 48,\n",
       "                      'produced': 90,\n",
       "                      'offering': 22,\n",
       "                      'accredited': 2,\n",
       "                      'show': 199,\n",
       "                      'adhere': 4,\n",
       "                      'changes': 10,\n",
       "                      'moving': 100,\n",
       "                      'reclining': 3,\n",
       "                      'gone': 190,\n",
       "                      \"hadn't\": 98,\n",
       "                      'purify': 2,\n",
       "                      'discover': 40,\n",
       "                      'wore': 65,\n",
       "                      'dangled': 2,\n",
       "                      'compound': 2,\n",
       "                      'equipped': 36,\n",
       "                      'step': 20,\n",
       "                      'circulating': 5,\n",
       "                      'declared': 66,\n",
       "                      'escort': 4,\n",
       "                      'struggled': 8,\n",
       "                      'escape': 43,\n",
       "                      'eaten': 12,\n",
       "                      'employed': 49,\n",
       "                      'becomes': 104,\n",
       "                      'menaced': 2,\n",
       "                      'commenced': 7,\n",
       "                      'fighting': 53,\n",
       "                      'involved': 147,\n",
       "                      'turns': 30,\n",
       "                      'bring': 156,\n",
       "                      'fulfilled': 11,\n",
       "                      'matters': 5,\n",
       "                      'informed': 56,\n",
       "                      'formed': 76,\n",
       "                      'work': 179,\n",
       "                      'relies': 4,\n",
       "                      'restraining': 7,\n",
       "                      'waiting': 101,\n",
       "                      'thought': 412,\n",
       "                      'subdued': 7,\n",
       "                      'effected': 12,\n",
       "                      'absorb': 13,\n",
       "                      'reflect': 25,\n",
       "                      'busied': 1,\n",
       "                      'fixing': 9,\n",
       "                      'flies': 4,\n",
       "                      'acting': 47,\n",
       "                      'got': 471,\n",
       "                      'cut': 161,\n",
       "                      'approaching': 26,\n",
       "                      'appeared': 135,\n",
       "                      'live': 155,\n",
       "                      'guard': 8,\n",
       "                      'eliminating': 14,\n",
       "                      'seen': 276,\n",
       "                      'wonder': 37,\n",
       "                      \"isn't\": 87,\n",
       "                      'started': 194,\n",
       "                      'dismissed': 14,\n",
       "                      'suppose': 69,\n",
       "                      'studied': 79,\n",
       "                      'taught': 49,\n",
       "                      'performed': 34,\n",
       "                      'count': 25,\n",
       "                      'contains': 38,\n",
       "                      'amounts': 20,\n",
       "                      'landscaping': 1,\n",
       "                      'need': 195,\n",
       "                      'cleared': 23,\n",
       "                      'Starting': 7,\n",
       "                      'wanting': 16,\n",
       "                      'united': 19,\n",
       "                      'disarmed': 3,\n",
       "                      'averaging': 8,\n",
       "                      'found': 536,\n",
       "                      'find': 392,\n",
       "                      'imitate': 5,\n",
       "                      'accompanying': 17,\n",
       "                      'shall': 254,\n",
       "                      'Questioned': 1,\n",
       "                      'slide': 8,\n",
       "                      'leveling': 9,\n",
       "                      'maintained': 48,\n",
       "                      'controlled': 39,\n",
       "                      'dawning': 2,\n",
       "                      'listen': 34,\n",
       "                      'preoccupies': 1,\n",
       "                      'waking': 10,\n",
       "                      'play': 109,\n",
       "                      'merchandising': 7,\n",
       "                      'predicted': 18,\n",
       "                      'say': 476,\n",
       "                      'selected': 73,\n",
       "                      'making': 231,\n",
       "                      'changed': 95,\n",
       "                      'structure': 1,\n",
       "                      'forced': 79,\n",
       "                      'supplemented': 6,\n",
       "                      'comprise': 11,\n",
       "                      'caused': 90,\n",
       "                      'forget': 52,\n",
       "                      'shaved': 9,\n",
       "                      'transferred': 29,\n",
       "                      'giving': 91,\n",
       "                      'measured': 65,\n",
       "                      'depending': 3,\n",
       "                      \"can't\": 151,\n",
       "                      'damned': 16,\n",
       "                      'question': 17,\n",
       "                      'know': 676,\n",
       "                      'hang': 24,\n",
       "                      'sputtered': 1,\n",
       "                      'scrambled': 9,\n",
       "                      'pull': 38,\n",
       "                      'convinced': 49,\n",
       "                      'involve': 31,\n",
       "                      'expects': 22,\n",
       "                      'remember': 120,\n",
       "                      'exercising': 5,\n",
       "                      'share': 39,\n",
       "                      'situated': 18,\n",
       "                      'constitute': 29,\n",
       "                      'offered': 83,\n",
       "                      'Poised': 2,\n",
       "                      'shattering': 6,\n",
       "                      'cracking': 14,\n",
       "                      'buckle': 3,\n",
       "                      'filled': 99,\n",
       "                      'flying': 35,\n",
       "                      'ordered': 69,\n",
       "                      'start': 90,\n",
       "                      'headed': 59,\n",
       "                      'demonstrating': 5,\n",
       "                      'placed': 126,\n",
       "                      'accuse': 10,\n",
       "                      'moved': 181,\n",
       "                      'reminds': 8,\n",
       "                      'afford': 40,\n",
       "                      'presents': 27,\n",
       "                      'provide': 214,\n",
       "                      'bore': 20,\n",
       "                      'twisted': 19,\n",
       "                      'pushed': 53,\n",
       "                      'requires': 57,\n",
       "                      'Place': 21,\n",
       "                      'carved': 14,\n",
       "                      \"aren't\": 31,\n",
       "                      \"seekin'\": 1,\n",
       "                      'amount': 30,\n",
       "                      'represents': 39,\n",
       "                      'covers': 15,\n",
       "                      'pasted': 6,\n",
       "                      'establishes': 4,\n",
       "                      'done': 316,\n",
       "                      'says': 193,\n",
       "                      'frosted': 1,\n",
       "                      'left': 334,\n",
       "                      'prove': 53,\n",
       "                      'trained': 54,\n",
       "                      'confined': 16,\n",
       "                      'marketing': 34,\n",
       "                      'gambling': 15,\n",
       "                      'carried': 124,\n",
       "                      'prepared': 102,\n",
       "                      'canning': 6,\n",
       "                      'proclaimed': 9,\n",
       "                      'poses': 1,\n",
       "                      'resolved': 17,\n",
       "                      'holding': 59,\n",
       "                      'Squatting': 3,\n",
       "                      'concluded': 32,\n",
       "                      'dominate': 8,\n",
       "                      'manages': 4,\n",
       "                      'create': 53,\n",
       "                      'bursting': 11,\n",
       "                      'succeeded': 33,\n",
       "                      'became': 245,\n",
       "                      'run': 154,\n",
       "                      'Must': 10,\n",
       "                      'solve': 20,\n",
       "                      'spent': 104,\n",
       "                      'appealed': 13,\n",
       "                      'increased': 141,\n",
       "                      'occupy': 16,\n",
       "                      'purchase': 11,\n",
       "                      'burned': 40,\n",
       "                      'shrugged': 18,\n",
       "                      'came': 621,\n",
       "                      'sue': 13,\n",
       "                      'following': 177,\n",
       "                      'pulled': 73,\n",
       "                      'Finding': 5,\n",
       "                      'warmed': 10,\n",
       "                      'dripping': 7,\n",
       "                      'Defrost': 1,\n",
       "                      'penalized': 3,\n",
       "                      'pleased': 41,\n",
       "                      'Solder': 2,\n",
       "                      'locking': 31,\n",
       "                      'substituted': 15,\n",
       "                      'believes': 43,\n",
       "                      'begun': 51,\n",
       "                      'drift': 3,\n",
       "                      'retaining': 7,\n",
       "                      'identified': 46,\n",
       "                      'isolated': 34,\n",
       "                      'longing': 5,\n",
       "                      'complicated': 30,\n",
       "                      'liked': 58,\n",
       "                      'tell': 245,\n",
       "                      'having': 258,\n",
       "                      'indoctrinated': 1,\n",
       "                      'feel': 201,\n",
       "                      'failing': 14,\n",
       "                      'behave': 13,\n",
       "                      'chose': 37,\n",
       "                      'borrowed': 14,\n",
       "                      'parodied': 2,\n",
       "                      'mixing': 8,\n",
       "                      'renew': 4,\n",
       "                      'pay': 130,\n",
       "                      \"shan't\": 1,\n",
       "                      'die': 57,\n",
       "                      'Damned': 3,\n",
       "                      \"wasn't\": 147,\n",
       "                      'sailing': 15,\n",
       "                      'declares': 11,\n",
       "                      'soiled': 7,\n",
       "                      'Prohibited': 1,\n",
       "                      'kick': 4,\n",
       "                      'catch': 39,\n",
       "                      'leading': 65,\n",
       "                      'wrote': 181,\n",
       "                      'visit': 50,\n",
       "                      'return': 72,\n",
       "                      'escorted': 5,\n",
       "                      'belonging': 12,\n",
       "                      'doing': 159,\n",
       "                      'asking': 67,\n",
       "                      'considered': 150,\n",
       "                      'confused': 43,\n",
       "                      'summarize': 3,\n",
       "                      'prevailing': 17,\n",
       "                      'repeat': 22,\n",
       "                      'limited': 102,\n",
       "                      'Do': 102,\n",
       "                      'hear': 151,\n",
       "                      'attacked': 25,\n",
       "                      'stitched': 1,\n",
       "                      'using': 130,\n",
       "                      'restrained': 13,\n",
       "                      'suited': 22,\n",
       "                      'Are': 61,\n",
       "                      'looking': 156,\n",
       "                      'exploding': 7,\n",
       "                      'grow': 63,\n",
       "                      'enjoy': 43,\n",
       "                      'ranging': 30,\n",
       "                      'signing': 5,\n",
       "                      'meant': 100,\n",
       "                      'refurbished': 2,\n",
       "                      'cast': 22,\n",
       "                      'attain': 20,\n",
       "                      'relieve': 13,\n",
       "                      'provides': 81,\n",
       "                      'fosters': 3,\n",
       "                      'taking': 158,\n",
       "                      'answered': 67,\n",
       "                      'written': 153,\n",
       "                      'imported': 8,\n",
       "                      'procure': 4,\n",
       "                      'heare': 2,\n",
       "                      'prai': 1,\n",
       "                      'mai': 1,\n",
       "                      'sort': 3,\n",
       "                      'straggling': 2,\n",
       "                      'hemmed': 2,\n",
       "                      'enabled': 12,\n",
       "                      'paint': 18,\n",
       "                      'spend': 53,\n",
       "                      'waged': 7,\n",
       "                      'face': 51,\n",
       "                      'realize': 69,\n",
       "                      \"doesn't\": 85,\n",
       "                      'understand': 137,\n",
       "                      'attacks': 3,\n",
       "                      'costs': 12,\n",
       "                      'cooling': 32,\n",
       "                      'mean': 158,\n",
       "                      'died': 86,\n",
       "                      'served': 119,\n",
       "                      'increase': 82,\n",
       "                      'warning': 26,\n",
       "                      \"wouldn't\": 125,\n",
       "                      'Colored': 2,\n",
       "                      'named': 82,\n",
       "                      'working': 148,\n",
       "                      'demanded': 40,\n",
       "                      'won': 68,\n",
       "                      'rest': 24,\n",
       "                      'grassed': 1,\n",
       "                      'bagged': 1,\n",
       "                      'thrived': 5,\n",
       "                      'brought': 253,\n",
       "                      'sail': 6,\n",
       "                      'gave': 285,\n",
       "                      'indisposed': 3,\n",
       "                      'appear': 117,\n",
       "                      'seized': 24,\n",
       "                      'landing': 13,\n",
       "                      'wrecking': 5,\n",
       "                      'carry': 88,\n",
       "                      'strengthened': 6,\n",
       "                      'house': 9,\n",
       "                      'feed': 59,\n",
       "                      'train': 10,\n",
       "                      'pose': 9,\n",
       "                      'enjoyed': 57,\n",
       "                      'thinking': 101,\n",
       "                      'introverted': 1,\n",
       "                      'serves': 36,\n",
       "                      'renovated': 3,\n",
       "                      'remain': 93,\n",
       "                      'urge': 12,\n",
       "                      'camping': 16,\n",
       "                      'training': 63,\n",
       "                      'discouraged': 15,\n",
       "                      'utilizing': 8,\n",
       "                      'concerned': 135,\n",
       "                      'baptized': 12,\n",
       "                      'opened': 131,\n",
       "                      'saw': 346,\n",
       "                      'descending': 10,\n",
       "                      'lighting': 12,\n",
       "                      'heard': 240,\n",
       "                      'crack': 9,\n",
       "                      'rolled': 48,\n",
       "                      'propping': 1,\n",
       "                      'am': 225,\n",
       "                      'grant': 13,\n",
       "                      'suspect': 20,\n",
       "                      'levy': 3,\n",
       "                      'shook': 57,\n",
       "                      'Singing': 3,\n",
       "                      'interested': 100,\n",
       "                      'note': 33,\n",
       "                      'stripped': 17,\n",
       "                      'consult': 11,\n",
       "                      'organized': 56,\n",
       "                      'hopes': 18,\n",
       "                      'occupies': 4,\n",
       "                      'specify': 11,\n",
       "                      'indexing': 2,\n",
       "                      'sizzling': 1,\n",
       "                      'telephoned': 16,\n",
       "                      'arrived': 62,\n",
       "                      'amused': 9,\n",
       "                      'confounded': 2,\n",
       "                      'rewrites': 1,\n",
       "                      'creating': 29,\n",
       "                      'rationalize': 5,\n",
       "                      'excuse': 2,\n",
       "                      'compared': 68,\n",
       "                      'shouldered': 3,\n",
       "                      'scanned': 10,\n",
       "                      'collected': 43,\n",
       "                      'Tampering': 1,\n",
       "                      'infuriate': 1,\n",
       "                      'write': 105,\n",
       "                      'telling': 42,\n",
       "                      'knows': 98,\n",
       "                      'glanced': 25,\n",
       "                      'hurtling': 5,\n",
       "                      'dress': 13,\n",
       "                      'keep': 244,\n",
       "                      'choose': 48,\n",
       "                      'set': 320,\n",
       "                      'stop': 84,\n",
       "                      'speculating': 4,\n",
       "                      'consists': 43,\n",
       "                      'dwells': 1,\n",
       "                      'existing': 60,\n",
       "                      'determine': 92,\n",
       "                      'operating': 81,\n",
       "                      'appreciate': 26,\n",
       "                      'qualified': 24,\n",
       "                      'collecting': 13,\n",
       "                      'commissioned': 2,\n",
       "                      'breathe': 7,\n",
       "                      'receive': 76,\n",
       "                      'United': 463,\n",
       "                      'Estimate': 1,\n",
       "                      'fought': 45,\n",
       "                      'discounting': 1,\n",
       "                      'built': 101,\n",
       "                      'reproduce': 7,\n",
       "                      'Drawn': 2,\n",
       "                      'puzzled': 18,\n",
       "                      'recalled': 26,\n",
       "                      'reports': 13,\n",
       "                      'brush': 12,\n",
       "                      'account': 27,\n",
       "                      'entitled': 56,\n",
       "                      'failed': 74,\n",
       "                      'leave': 188,\n",
       "                      'wounded': 23,\n",
       "                      'hold': 137,\n",
       "                      'cultivated': 10,\n",
       "                      'combine': 12,\n",
       "                      'stared': 60,\n",
       "                      'retreated': 8,\n",
       "                      'trying': 154,\n",
       "                      'close': 39,\n",
       "                      'leaned': 38,\n",
       "                      'raised': 101,\n",
       "                      'forgive': 20,\n",
       "                      'seem': 229,\n",
       "                      'wants': 64,\n",
       "                      'demand': 22,\n",
       "                      'knuckle': 1,\n",
       "                      'Suppose': 28,\n",
       "                      'missed': 40,\n",
       "                      'engineering': 30,\n",
       "                      'jimmied': 1,\n",
       "                      'scurried': 3,\n",
       "                      'improved': 54,\n",
       "                      'furnish': 29,\n",
       "                      'obtain': 42,\n",
       "                      'lost': 173,\n",
       "                      'observed': 74,\n",
       "                      'dragging': 15,\n",
       "                      'monitoring': 9,\n",
       "                      'closed': 104,\n",
       "                      'depressed': 11,\n",
       "                      'witness': 9,\n",
       "                      'memorize': 3,\n",
       "                      'batting': 15,\n",
       "                      'flowing': 17,\n",
       "                      'manage': 20,\n",
       "                      'noticed': 50,\n",
       "                      'ricocheted': 1,\n",
       "                      'leaving': 80,\n",
       "                      'Bring': 2,\n",
       "                      'shouted': 40,\n",
       "                      'determined': 119,\n",
       "                      'occurred': 67,\n",
       "                      'begin': 82,\n",
       "                      'contemplated': 5,\n",
       "                      'followed': 172,\n",
       "                      'swear': 10,\n",
       "                      'floated': 7,\n",
       "                      'squared': 5,\n",
       "                      'weigh': 4,\n",
       "                      'attended': 36,\n",
       "                      'displays': 6,\n",
       "                      'call': 131,\n",
       "                      'perceive': 13,\n",
       "                      'financing': 20,\n",
       "                      'promote': 32,\n",
       "                      'balanced': 21,\n",
       "                      'agreed': 81,\n",
       "                      'allowed': 86,\n",
       "                      'happened': 146,\n",
       "                      'trading': 23,\n",
       "                      'began': 312,\n",
       "                      'deny': 47,\n",
       "                      'abused': 5,\n",
       "                      'resulted': 37,\n",
       "                      'learned': 112,\n",
       "                      'signed': 37,\n",
       "                      'planned': 72,\n",
       "                      'maintain': 60,\n",
       "                      'Have': 50,\n",
       "                      'evaluated': 11,\n",
       "                      'advertising': 34,\n",
       "                      'spreads': 9,\n",
       "                      'observe': 25,\n",
       "                      'detect': 10,\n",
       "                      'accelerating': 6,\n",
       "                      'supposed': 65,\n",
       "                      'result': 47,\n",
       "                      'exhibits': 3,\n",
       "                      'possesses': 8,\n",
       "                      'use': 214,\n",
       "                      'order': 17,\n",
       "                      'redeem': 2,\n",
       "                      \"couldn't\": 173,\n",
       "                      'lived': 113,\n",
       "                      'fatigued': 3,\n",
       "                      'feeling': 37,\n",
       "                      'understanding': 36,\n",
       "                      'eliminate': 25,\n",
       "                      'strengthen': 16,\n",
       "                      'facing': 31,\n",
       "                      'Believing': 2,\n",
       "                      'altered': 22,\n",
       "                      'knowing': 47,\n",
       "                      'arise': 28,\n",
       "                      'waved': 16,\n",
       "                      'Keep': 17,\n",
       "                      'insisted': 43,\n",
       "                      'cooking': 26,\n",
       "                      'cleaning': 21,\n",
       "                      'Get': 30,\n",
       "                      'located': 63,\n",
       "                      'sloping': 7,\n",
       "                      'pumping': 8,\n",
       "                      'scooping': 1,\n",
       "                      'expect': 107,\n",
       "                      'includes': 45,\n",
       "                      'cannot': 258,\n",
       "                      'avoid': 56,\n",
       "                      'hanging': 24,\n",
       "                      'attracted': 25,\n",
       "                      'datelined': 4,\n",
       "                      'dig': 8,\n",
       "                      'entertain': 14,\n",
       "                      'reacted': 12,\n",
       "                      'intended': 45,\n",
       "                      'projecting': 6,\n",
       "                      'gleaming': 6,\n",
       "                      'elapsed': 5,\n",
       "                      'splitting': 3,\n",
       "                      'deserted': 15,\n",
       "                      'spit': 9,\n",
       "                      'encouraged': 28,\n",
       "                      'handle': 33,\n",
       "                      'traced': 12,\n",
       "                      'cleans': 1,\n",
       "                      'remind': 15,\n",
       "                      'suggested': 102,\n",
       "                      'securing': 6,\n",
       "                      'secure': 16,\n",
       "                      'counseling': 5,\n",
       "                      'retraining': 1,\n",
       "                      'link': 4,\n",
       "                      'proposed': 82,\n",
       "                      'filed': 33,\n",
       "                      'took': 425,\n",
       "                      'pays': 17,\n",
       "                      'consider': 106,\n",
       "                      'divorce': 6,\n",
       "                      'assigned': 53,\n",
       "                      'thrown': 40,\n",
       "                      'overfill': 1,\n",
       "                      'activated': 5,\n",
       "                      'switched': 16,\n",
       "                      'heating': 16,\n",
       "                      'sat': 149,\n",
       "                      'advised': 33,\n",
       "                      'paid': 144,\n",
       "                      'Restudy': 1,\n",
       "                      'help': 209,\n",
       "                      'waste': 10,\n",
       "                      'love': 53,\n",
       "                      'audition': 1,\n",
       "                      'gushed': 5,\n",
       "                      'describing': 17,\n",
       "                      'hearing': 27,\n",
       "                      'apply': 56,\n",
       "                      'settled': 68,\n",
       "                      'hired': 24,\n",
       "                      'gleamed': 4,\n",
       "                      'poured': 29,\n",
       "                      'coiling': 1,\n",
       "                      'anticipated': 22,\n",
       "                      'knelt': 8,\n",
       "                      'whispering': 4,\n",
       "                      'Art': 1,\n",
       "                      'unlocked': 12,\n",
       "                      'centering': 3,\n",
       "                      'combined': 39,\n",
       "                      'preceding': 29,\n",
       "                      'reported': 119,\n",
       "                      'refer': 27,\n",
       "                      'strangled': 6,\n",
       "                      'owning': 1,\n",
       "                      'printed': 31,\n",
       "                      'led': 130,\n",
       "                      'completed': 68,\n",
       "                      'cleaned': 14,\n",
       "                      'remains': 74,\n",
       "                      'throw': 34,\n",
       "                      'overtook': 1,\n",
       "                      'retains': 9,\n",
       "                      'interpreted': 24,\n",
       "                      'meaning': 11,\n",
       "                      'carrying': 68,\n",
       "                      'fills': 5,\n",
       "                      'contain': 45,\n",
       "                      'raise': 47,\n",
       "                      'tells': 34,\n",
       "                      'expressing': 24,\n",
       "                      'trailing': 7,\n",
       "                      'bunched': 5,\n",
       "                      'extend': 29,\n",
       "                      'learn': 83,\n",
       "                      'portray': 6,\n",
       "                      'extrapolated': 4,\n",
       "                      'flip': 3,\n",
       "                      'swinging': 15,\n",
       "                      'swaggered': 3,\n",
       "                      'provided': 128,\n",
       "                      'feeding': 22,\n",
       "                      'talk': 111,\n",
       "                      'treat': 21,\n",
       "                      'Drain': 3,\n",
       "                      'phrased': 3,\n",
       "                      'Broil': 1,\n",
       "                      'toast': 5,\n",
       "                      'Does': 40,\n",
       "                      'realized': 69,\n",
       "                      'shriveled': 3,\n",
       "                      'fishing': 28,\n",
       "                      'bathing': 14,\n",
       "                      'boasted': 6,\n",
       "                      'received': 163,\n",
       "                      'attained': 8,\n",
       "                      'commencing': 7,\n",
       "                      'Forget': 2,\n",
       "                      'dancing': 28,\n",
       "                      'visiting': 35,\n",
       "                      'lurched': 5,\n",
       "                      'banging': 3,\n",
       "                      'scraping': 7,\n",
       "                      'collapsed': 13,\n",
       "                      'punctured': 3,\n",
       "                      'reared': 9,\n",
       "                      'threw': 46,\n",
       "                      'booted': 1,\n",
       "                      'caught': 97,\n",
       "                      \"hasn't\": 20,\n",
       "                      'decided': 141,\n",
       "                      'repeated': 56,\n",
       "                      'restore': 9,\n",
       "                      'drink': 23,\n",
       "                      'cracked': 17,\n",
       "                      'assume': 62,\n",
       "                      'supported': 54,\n",
       "                      'conditioning': 3,\n",
       "                      'returned': 115,\n",
       "                      'reading': 84,\n",
       "                      'identify': 26,\n",
       "                      'financed': 16,\n",
       "                      'disclose': 9,\n",
       "                      'record': 11,\n",
       "                      'offer': 67,\n",
       "                      'sang': 28,\n",
       "                      'lighted': 28,\n",
       "                      'lounged': 3,\n",
       "                      'rejoining': 1,\n",
       "                      'display': 12,\n",
       "                      'explaining': 13,\n",
       "                      'varied': 42,\n",
       "                      'shake': 14,\n",
       "                      'rumored': 2,\n",
       "                      'finding': 37,\n",
       "                      'developed': 169,\n",
       "                      'consulting': 10,\n",
       "                      'denied': 47,\n",
       "                      'published': 85,\n",
       "                      'talked': 58,\n",
       "                      'watch': 49,\n",
       "                      'towed': 1,\n",
       "                      'justify': 26,\n",
       "                      'pumped': 3,\n",
       "                      'getting': 156,\n",
       "                      'vary': 34,\n",
       "                      'sprawled': 11,\n",
       "                      'stalked': 7,\n",
       "                      'consisted': 24,\n",
       "                      'established': 108,\n",
       "                      'cooled': 17,\n",
       "                      'Comes': 4,\n",
       "                      'worked': 128,\n",
       "                      'passing': 56,\n",
       "                      'calls': 45,\n",
       "                      'studded': 4,\n",
       "                      'reproduced': 7,\n",
       "                      'avoided': 19,\n",
       "                      'stressing': 5,\n",
       "                      'imply': 13,\n",
       "                      'remembers': 13,\n",
       "                      'loved': 56,\n",
       "                      'included': 94,\n",
       "                      'organizing': 7,\n",
       "                      'automated': 2,\n",
       "                      'act': 74,\n",
       "                      'correct': 12,\n",
       "                      'dropped': 101,\n",
       "                      'discussed': 64,\n",
       "                      'rejected': 33,\n",
       "                      'accepting': 19,\n",
       "                      'Cascading': 3,\n",
       "                      'coupling': 6,\n",
       "                      'strikes': 8,\n",
       "                      'causes': 27,\n",
       "                      'forgotten': 37,\n",
       "                      'Stop': 10,\n",
       "                      'shaking': 19,\n",
       "                      'operated': 27,\n",
       "                      'shared': 40,\n",
       "                      'huddling': 3,\n",
       "                      'furnished': 23,\n",
       "                      'daring': 11,\n",
       "                      'clutching': 8,\n",
       "                      'tilting': 1,\n",
       "                      'allows': 19,\n",
       "                      'drilling': 9,\n",
       "                      'reinforce': 10,\n",
       "                      'picked': 78,\n",
       "                      'granted': 53,\n",
       "                      'warm': 3,\n",
       "                      'aerate': 1,\n",
       "                      'stand': 107,\n",
       "                      'decanted': 2,\n",
       "                      'sold': 47,\n",
       "                      'distributed': 27,\n",
       "                      'offers': 43,\n",
       "                      'doubled': 11,\n",
       "                      'crossed': 42,\n",
       "                      'petitioned': 4,\n",
       "                      'survive': 33,\n",
       "                      'kept': 186,\n",
       "                      'pursue': 20,\n",
       "                      'ought': 66,\n",
       "                      'painting': 30,\n",
       "                      'Should': 23,\n",
       "                      'legislated': 1,\n",
       "                      'inspired': 25,\n",
       "                      'complete': 18,\n",
       "                      'settle': 23,\n",
       "                      'honor': 14,\n",
       "                      'obey': 8,\n",
       "                      'quit': 13,\n",
       "                      'drinking': 41,\n",
       "                      'walked': 159,\n",
       "                      'rode': 40,\n",
       "                      'bowed': 7,\n",
       "                      'recognized': 80,\n",
       "                      'justified': 23,\n",
       "                      'brooding': 13,\n",
       "                      'brightened': 2,\n",
       "                      'growled': 4,\n",
       "                      'pointed': 72,\n",
       "                      'professed': 5,\n",
       "                      'Being': 18,\n",
       "                      'encumbered': 2,\n",
       "                      'partake': 1,\n",
       "                      'struggle': 7,\n",
       "                      'heaving': 3,\n",
       "                      'Is': 98,\n",
       "                      'painted': 40,\n",
       "                      'binding': 10,\n",
       "                      'rule': 7,\n",
       "                      'paced': 10,\n",
       "                      'sidled': 2,\n",
       "                      'subtracted': 4,\n",
       "                      'Adjusted': 10,\n",
       "                      'arriving': 12,\n",
       "                      'blowing': 17,\n",
       "                      'Drawing': 2,\n",
       "                      'introduced': 52,\n",
       "                      'culminated': 2,\n",
       "                      'boasts': 2,\n",
       "                      'flew': 27,\n",
       "                      'employ': 9,\n",
       "                      'wanted': 226,\n",
       "                      'transmitted': 8,\n",
       "                      'finds': 59,\n",
       "                      'maximize': 2,\n",
       "                      'supplying': 13,\n",
       "                      'continues': 41,\n",
       "                      'supplies': 11,\n",
       "                      'nodded': 51,\n",
       "                      'remained': 106,\n",
       "                      'augmented': 9,\n",
       "                      'handled': 26,\n",
       "                      'shopping': 19,\n",
       "                      'adopting': 11,\n",
       "                      'begins': 55,\n",
       "                      'finishes': 1,\n",
       "                      'save': 55,\n",
       "                      'edged': 7,\n",
       "                      'smiling': 32,\n",
       "                      'ridiculing': 1,\n",
       "                      'belittling': 1,\n",
       "                      'vilifying': 1,\n",
       "                      'send': 70,\n",
       "                      'exert': 11,\n",
       "                      'support': 54,\n",
       "                      'conserving': 2,\n",
       "                      'growing': 105,\n",
       "                      'dumped': 9,\n",
       "                      'achieved': 62,\n",
       "                      ...}),\n",
       "             'PRON': Counter({'him': 2576,\n",
       "                      'he': 6564,\n",
       "                      'it': 6722,\n",
       "                      'We': 679,\n",
       "                      'we': 1973,\n",
       "                      'It': 2037,\n",
       "                      'She': 911,\n",
       "                      'that': 1779,\n",
       "                      'her': 1106,\n",
       "                      'themselves': 270,\n",
       "                      'they': 2773,\n",
       "                      'You': 520,\n",
       "                      'you': 2766,\n",
       "                      'I': 5155,\n",
       "                      'me': 1164,\n",
       "                      'He': 2982,\n",
       "                      'she': 1949,\n",
       "                      'them': 1775,\n",
       "                      'who': 2192,\n",
       "                      'Who': 60,\n",
       "                      'They': 847,\n",
       "                      'himself': 599,\n",
       "                      'his': 36,\n",
       "                      'us': 670,\n",
       "                      'itself': 304,\n",
       "                      'Whoever': 8,\n",
       "                      'ours': 26,\n",
       "                      'herself': 125,\n",
       "                      'yourselves': 8,\n",
       "                      'myself': 128,\n",
       "                      'whom': 142,\n",
       "                      'Himself': 4,\n",
       "                      'yourself': 67,\n",
       "                      'hers': 16,\n",
       "                      \"'em\": 41,\n",
       "                      'ourselves': 66,\n",
       "                      'mine': 36,\n",
       "                      'thee': 16,\n",
       "                      'yours': 24,\n",
       "                      'Her': 1,\n",
       "                      \"their's\": 1,\n",
       "                      'theirs': 19,\n",
       "                      'oneself': 5,\n",
       "                      'em': 4,\n",
       "                      'Thou': 6,\n",
       "                      'Him': 43,\n",
       "                      'Me': 16,\n",
       "                      'ya': 4,\n",
       "                      'Ah': 7,\n",
       "                      'That': 19,\n",
       "                      \"Y'all\": 3,\n",
       "                      'Whosoever': 1,\n",
       "                      'whatsoever': 3,\n",
       "                      'mee': 5,\n",
       "                      'whoe': 2,\n",
       "                      'What': 10,\n",
       "                      'thou': 8,\n",
       "                      'yow': 5,\n",
       "                      'himselfe': 1,\n",
       "                      'Whom': 3,\n",
       "                      'dey': 1,\n",
       "                      'hym': 2,\n",
       "                      'Theirs': 2,\n",
       "                      'u': 1,\n",
       "                      \"'im\": 6,\n",
       "                      'hisself': 1,\n",
       "                      'whoever': 5,\n",
       "                      'ye': 10,\n",
       "                      'Yours': 1,\n",
       "                      'yuh': 2,\n",
       "                      'Myself': 1,\n",
       "                      'Thay': 1,\n",
       "                      \"y'all\": 1,\n",
       "                      'whosoever': 2,\n",
       "                      'Mine': 1,\n",
       "                      'thum': 1,\n",
       "                      \"H'all\": 1,\n",
       "                      'ownself': 1,\n",
       "                      \"you'uns\": 1,\n",
       "                      \"we'uns\": 1,\n",
       "                      'His': 1,\n",
       "                      'hytt': 1,\n",
       "                      'wee': 1,\n",
       "                      'Us': 1,\n",
       "                      'thei': 1,\n",
       "                      'hymselfe': 1,\n",
       "                      'Ours': 1,\n",
       "                      \"'emselves\": 1,\n",
       "                      'Thee': 1,\n",
       "                      'um': 1}),\n",
       "             'ADV': Counter({'gravely': 7,\n",
       "                      'now': 1045,\n",
       "                      'how': 623,\n",
       "                      'far': 374,\n",
       "                      'especially': 156,\n",
       "                      'etc.': 58,\n",
       "                      'usually': 189,\n",
       "                      'about': 511,\n",
       "                      'back': 722,\n",
       "                      'as': 1049,\n",
       "                      'away': 453,\n",
       "                      'also': 999,\n",
       "                      'chiefly': 21,\n",
       "                      'So': 169,\n",
       "                      'only': 1281,\n",
       "                      'First': 35,\n",
       "                      'just': 731,\n",
       "                      'too': 801,\n",
       "                      'well': 700,\n",
       "                      'along': 152,\n",
       "                      'when': 1746,\n",
       "                      'not': 4423,\n",
       "                      'once': 361,\n",
       "                      'indeed': 118,\n",
       "                      'inevitably': 35,\n",
       "                      'then': 1008,\n",
       "                      'why': 242,\n",
       "                      'right': 196,\n",
       "                      'again': 534,\n",
       "                      'always': 449,\n",
       "                      'neatly': 19,\n",
       "                      'sweetly': 6,\n",
       "                      'Yet': 60,\n",
       "                      'Nowhere': 6,\n",
       "                      'Undoubtedly': 7,\n",
       "                      'however': 382,\n",
       "                      'rapidly': 65,\n",
       "                      'first': 295,\n",
       "                      'here': 607,\n",
       "                      'though': 32,\n",
       "                      'differently': 16,\n",
       "                      'perhaps': 214,\n",
       "                      'ever': 333,\n",
       "                      'closely': 63,\n",
       "                      'normally': 34,\n",
       "                      'thereafter': 16,\n",
       "                      'most': 673,\n",
       "                      'more': 1188,\n",
       "                      'Now': 269,\n",
       "                      'good': 13,\n",
       "                      'Thus': 165,\n",
       "                      'even': 931,\n",
       "                      'already': 257,\n",
       "                      'approximately': 64,\n",
       "                      'very': 678,\n",
       "                      'thus': 146,\n",
       "                      'together': 260,\n",
       "                      'truly': 56,\n",
       "                      'instead': 129,\n",
       "                      'still': 703,\n",
       "                      'where': 850,\n",
       "                      'wonderfully': 11,\n",
       "                      'Certainly': 26,\n",
       "                      'Later': 38,\n",
       "                      'otherwise': 69,\n",
       "                      'curiously': 10,\n",
       "                      'enough': 252,\n",
       "                      'almost': 406,\n",
       "                      'around': 235,\n",
       "                      'pretty': 60,\n",
       "                      'plastically': 1,\n",
       "                      'little': 115,\n",
       "                      'no': 204,\n",
       "                      'rather': 233,\n",
       "                      'further': 89,\n",
       "                      'inside': 60,\n",
       "                      'ago': 246,\n",
       "                      'much': 435,\n",
       "                      'immediately': 117,\n",
       "                      'yet': 226,\n",
       "                      'forth': 71,\n",
       "                      'partially': 25,\n",
       "                      'exclusively': 24,\n",
       "                      'firmly': 49,\n",
       "                      'weekly': 7,\n",
       "                      'maybe': 68,\n",
       "                      'sometimes': 162,\n",
       "                      'often': 349,\n",
       "                      'undoubtedly': 17,\n",
       "                      'Actually': 38,\n",
       "                      'nearly': 134,\n",
       "                      'some': 19,\n",
       "                      'quite': 230,\n",
       "                      'commonly': 28,\n",
       "                      'easily': 106,\n",
       "                      'everywhere': 38,\n",
       "                      'contemptuously': 2,\n",
       "                      'there': 524,\n",
       "                      'However': 170,\n",
       "                      'remotely': 4,\n",
       "                      'Apparently': 21,\n",
       "                      'objectively': 3,\n",
       "                      'dispassionately': 3,\n",
       "                      'increasingly': 42,\n",
       "                      'Naturally': 15,\n",
       "                      'relatively': 84,\n",
       "                      'When': 585,\n",
       "                      'thoughtlessly': 1,\n",
       "                      'deliberately': 28,\n",
       "                      'Just': 120,\n",
       "                      'madly': 4,\n",
       "                      'forward': 97,\n",
       "                      'recently': 109,\n",
       "                      'alone': 184,\n",
       "                      'personally': 35,\n",
       "                      'favorably': 14,\n",
       "                      'Where': 87,\n",
       "                      'Then': 343,\n",
       "                      'ill': 4,\n",
       "                      'Outside': 12,\n",
       "                      'rudely': 2,\n",
       "                      'ahead': 106,\n",
       "                      'loosely': 12,\n",
       "                      'farther': 30,\n",
       "                      'exceedingly': 8,\n",
       "                      'simply': 166,\n",
       "                      'Because': 27,\n",
       "                      'bodily': 4,\n",
       "                      'therefore': 156,\n",
       "                      'presumably': 34,\n",
       "                      'obviously': 87,\n",
       "                      'Why': 159,\n",
       "                      'feverishly': 2,\n",
       "                      'noncommittally': 1,\n",
       "                      'terribly': 18,\n",
       "                      'Only': 97,\n",
       "                      'carefully': 84,\n",
       "                      'so': 1336,\n",
       "                      'westward': 8,\n",
       "                      'sooner': 15,\n",
       "                      'conclusively': 7,\n",
       "                      'better': 163,\n",
       "                      'freely': 22,\n",
       "                      'continually': 25,\n",
       "                      'mechanically': 4,\n",
       "                      'Eventually': 9,\n",
       "                      'high': 33,\n",
       "                      'entirely': 90,\n",
       "                      'because': 144,\n",
       "                      'uniformly': 6,\n",
       "                      'Therefore': 49,\n",
       "                      'spiritually': 7,\n",
       "                      'wheare': 1,\n",
       "                      'howe': 2,\n",
       "                      'Instead': 44,\n",
       "                      'improbably': 1,\n",
       "                      'elsewhere': 42,\n",
       "                      'completely': 110,\n",
       "                      'Still': 50,\n",
       "                      'vigorously': 13,\n",
       "                      'later': 304,\n",
       "                      'generally': 119,\n",
       "                      'probably': 236,\n",
       "                      'loose': 8,\n",
       "                      'mercifully': 3,\n",
       "                      'merely': 133,\n",
       "                      'higher': 14,\n",
       "                      'No': 116,\n",
       "                      'Occasionally': 16,\n",
       "                      'straightway': 1,\n",
       "                      'anyway': 37,\n",
       "                      'Not': 187,\n",
       "                      'less': 200,\n",
       "                      'e.g.': 32,\n",
       "                      'before': 160,\n",
       "                      'early': 94,\n",
       "                      'How': 211,\n",
       "                      'outside': 53,\n",
       "                      'thoroughly': 38,\n",
       "                      'above': 84,\n",
       "                      'literally': 26,\n",
       "                      'deep': 16,\n",
       "                      'joyously': 1,\n",
       "                      'directly': 137,\n",
       "                      'faithfully': 5,\n",
       "                      'exactly': 101,\n",
       "                      'badly': 33,\n",
       "                      'definitely': 21,\n",
       "                      'equally': 59,\n",
       "                      'valiantly': 1,\n",
       "                      'slowly': 108,\n",
       "                      'actually': 128,\n",
       "                      'under': 14,\n",
       "                      'desperately': 20,\n",
       "                      'Sometime': 2,\n",
       "                      'Finally': 60,\n",
       "                      'quickly': 87,\n",
       "                      'All': 65,\n",
       "                      'long': 195,\n",
       "                      'necessarily': 51,\n",
       "                      'mutually': 13,\n",
       "                      'ideally': 5,\n",
       "                      'soon': 176,\n",
       "                      'seriously': 46,\n",
       "                      'supposedly': 12,\n",
       "                      'Here': 143,\n",
       "                      'devoutly': 1,\n",
       "                      'straight': 58,\n",
       "                      'never': 664,\n",
       "                      'certainly': 117,\n",
       "                      'frankly': 11,\n",
       "                      'sincerely': 7,\n",
       "                      'Besides': 25,\n",
       "                      'gently': 31,\n",
       "                      'wickedly': 2,\n",
       "                      'variously': 5,\n",
       "                      'Also': 70,\n",
       "                      'yes': 55,\n",
       "                      'all': 178,\n",
       "                      'simultaneously': 32,\n",
       "                      'accurately': 24,\n",
       "                      'really': 267,\n",
       "                      'subjectively': 6,\n",
       "                      'finally': 131,\n",
       "                      'behind': 25,\n",
       "                      'by': 58,\n",
       "                      'frequently': 85,\n",
       "                      'Whenever': 13,\n",
       "                      'previously': 55,\n",
       "                      'physically': 18,\n",
       "                      'suddenly': 130,\n",
       "                      'etcetera': 9,\n",
       "                      'permanently': 13,\n",
       "                      'illegally': 2,\n",
       "                      'substantially': 36,\n",
       "                      'usual': 4,\n",
       "                      'Sometimes': 59,\n",
       "                      'present': 63,\n",
       "                      'presently': 26,\n",
       "                      'somehow': 57,\n",
       "                      'occasionally': 32,\n",
       "                      'else': 176,\n",
       "                      'fairly': 57,\n",
       "                      'thereof': 16,\n",
       "                      'heavier': 1,\n",
       "                      'sure': 16,\n",
       "                      'likewise': 13,\n",
       "                      'constantly': 41,\n",
       "                      'shockingly': 3,\n",
       "                      'excitedly': 7,\n",
       "                      'greatly': 62,\n",
       "                      'unpredictably': 2,\n",
       "                      'rarely': 39,\n",
       "                      'Out': 8,\n",
       "                      'As': 55,\n",
       "                      'but': 26,\n",
       "                      'historically': 11,\n",
       "                      'plenty': 7,\n",
       "                      'preferably': 13,\n",
       "                      'systematically': 9,\n",
       "                      'particularly': 142,\n",
       "                      'reportedly': 9,\n",
       "                      'upside': 8,\n",
       "                      'hither': 2,\n",
       "                      'any': 13,\n",
       "                      'Right': 10,\n",
       "                      'uncomfortably': 3,\n",
       "                      'openly': 34,\n",
       "                      'whenever': 30,\n",
       "                      'conveniently': 7,\n",
       "                      'Properly': 2,\n",
       "                      'after': 10,\n",
       "                      'a.m.': 27,\n",
       "                      'somewhat': 123,\n",
       "                      'sadly': 12,\n",
       "                      'unblinkingly': 2,\n",
       "                      'twice': 66,\n",
       "                      'primarily': 63,\n",
       "                      'brilliantly': 9,\n",
       "                      'gradually': 43,\n",
       "                      'officially': 18,\n",
       "                      'fully': 80,\n",
       "                      'thoughtfully': 14,\n",
       "                      'clearly': 118,\n",
       "                      'Previously': 3,\n",
       "                      'exceptionally': 8,\n",
       "                      'upstairs': 22,\n",
       "                      'A.D.': 10,\n",
       "                      'somewhere': 40,\n",
       "                      'abroad': 51,\n",
       "                      'partly': 46,\n",
       "                      'widely': 52,\n",
       "                      'hardly': 99,\n",
       "                      'quietly': 48,\n",
       "                      'Obviously': 27,\n",
       "                      'someplace': 5,\n",
       "                      'instantly': 18,\n",
       "                      'outwardly': 2,\n",
       "                      'nearby': 20,\n",
       "                      'readily': 43,\n",
       "                      'moreover': 21,\n",
       "                      'Hence': 29,\n",
       "                      'normal': 3,\n",
       "                      'incredibly': 7,\n",
       "                      'pitifully': 2,\n",
       "                      'monthly': 3,\n",
       "                      'best': 54,\n",
       "                      'currently': 32,\n",
       "                      'restlessly': 2,\n",
       "                      'vastly': 9,\n",
       "                      'soulfully': 1,\n",
       "                      'frightfully': 1,\n",
       "                      'regardless': 32,\n",
       "                      'psychologically': 3,\n",
       "                      'shamefacedly': 1,\n",
       "                      'naturally': 55,\n",
       "                      'peculiarly': 8,\n",
       "                      'formerly': 27,\n",
       "                      'surprisingly': 17,\n",
       "                      'softly': 30,\n",
       "                      'near': 21,\n",
       "                      'extremely': 50,\n",
       "                      'finely': 4,\n",
       "                      'earlier': 67,\n",
       "                      'patiently': 8,\n",
       "                      'respectively': 31,\n",
       "                      'open': 8,\n",
       "                      'atop': 3,\n",
       "                      'successfully': 31,\n",
       "                      'downright': 5,\n",
       "                      'close': 96,\n",
       "                      'socially': 15,\n",
       "                      'About': 43,\n",
       "                      'logically': 10,\n",
       "                      'Perhaps': 93,\n",
       "                      'gaily': 5,\n",
       "                      'ambitiously': 1,\n",
       "                      'furiously': 12,\n",
       "                      'incidentally': 7,\n",
       "                      'Seemingly': 2,\n",
       "                      'markedly': 4,\n",
       "                      'heavily': 59,\n",
       "                      'essentially': 43,\n",
       "                      'earnestly': 13,\n",
       "                      'abruptly': 17,\n",
       "                      'steadily': 22,\n",
       "                      'ultimately': 19,\n",
       "                      'Further': 15,\n",
       "                      'Maybe': 65,\n",
       "                      'strictly': 32,\n",
       "                      'vainly': 2,\n",
       "                      'Nearly': 7,\n",
       "                      'real': 15,\n",
       "                      'fine': 4,\n",
       "                      'possibly': 58,\n",
       "                      'nowhere': 20,\n",
       "                      'politely': 10,\n",
       "                      'adequately': 16,\n",
       "                      'politically': 11,\n",
       "                      'prettily': 2,\n",
       "                      'imprecisely': 3,\n",
       "                      'foremost': 7,\n",
       "                      'apart': 47,\n",
       "                      'doubly': 4,\n",
       "                      'Even': 185,\n",
       "                      'nearer': 8,\n",
       "                      'religiously': 4,\n",
       "                      'overboard': 8,\n",
       "                      'tenaciously': 1,\n",
       "                      'More': 24,\n",
       "                      'apparently': 104,\n",
       "                      'Often': 20,\n",
       "                      'empirically': 5,\n",
       "                      'Meanwhile': 22,\n",
       "                      'p.m.': 53,\n",
       "                      'decisively': 5,\n",
       "                      'wisely': 7,\n",
       "                      'last': 30,\n",
       "                      'annually': 14,\n",
       "                      'reluctantly': 7,\n",
       "                      'Secondly': 4,\n",
       "                      'beautifully': 16,\n",
       "                      'Almost': 26,\n",
       "                      'courteously': 3,\n",
       "                      'unexpectedly': 11,\n",
       "                      'longer': 124,\n",
       "                      'paradoxically': 8,\n",
       "                      'plainly': 18,\n",
       "                      'largely': 67,\n",
       "                      'tighter': 1,\n",
       "                      'temporarily': 20,\n",
       "                      'due': 18,\n",
       "                      'Yes': 89,\n",
       "                      'explosively': 1,\n",
       "                      'newly': 26,\n",
       "                      'solely': 20,\n",
       "                      'instantaneously': 1,\n",
       "                      'beneath': 2,\n",
       "                      'upright': 5,\n",
       "                      'unhurriedly': 2,\n",
       "                      'afield': 1,\n",
       "                      'triumphantly': 8,\n",
       "                      'upon': 44,\n",
       "                      'dismally': 2,\n",
       "                      'twirlingly': 1,\n",
       "                      'Always': 9,\n",
       "                      'repeatedly': 18,\n",
       "                      'customarily': 4,\n",
       "                      'considerately': 2,\n",
       "                      'scarcely': 24,\n",
       "                      \"o'clock\": 39,\n",
       "                      'originally': 21,\n",
       "                      'halfway': 13,\n",
       "                      'Indeed': 41,\n",
       "                      'Closely': 3,\n",
       "                      'such': 15,\n",
       "                      'utterly': 27,\n",
       "                      'thar': 2,\n",
       "                      'wildly': 24,\n",
       "                      'leisurely': 3,\n",
       "                      'potentially': 7,\n",
       "                      'stirringly': 1,\n",
       "                      'silently': 16,\n",
       "                      'thereby': 34,\n",
       "                      'alternately': 6,\n",
       "                      'infinitely': 3,\n",
       "                      'gracefully': 8,\n",
       "                      'willy-nilly': 4,\n",
       "                      'Furthermore': 36,\n",
       "                      'effectively': 36,\n",
       "                      'ethically': 2,\n",
       "                      'faster': 13,\n",
       "                      'instinctively': 7,\n",
       "                      'bad': 4,\n",
       "                      'evidently': 22,\n",
       "                      'nowadays': 10,\n",
       "                      'barely': 31,\n",
       "                      'considerably': 44,\n",
       "                      'stiffly': 9,\n",
       "                      'conversely': 4,\n",
       "                      'below': 59,\n",
       "                      'slightly': 82,\n",
       "                      'properly': 53,\n",
       "                      'Generally': 13,\n",
       "                      'fast': 46,\n",
       "                      'Presumably': 6,\n",
       "                      'prudentially': 1,\n",
       "                      'confidentially': 4,\n",
       "                      'aboard': 17,\n",
       "                      'tersely': 2,\n",
       "                      'powerfully': 4,\n",
       "                      'rigorously': 4,\n",
       "                      'Wherever': 3,\n",
       "                      'unequivocally': 5,\n",
       "                      'boldly': 8,\n",
       "                      'yearly': 6,\n",
       "                      'wherein': 5,\n",
       "                      'crazily': 4,\n",
       "                      'habitually': 2,\n",
       "                      'half': 17,\n",
       "                      'unfortunately': 14,\n",
       "                      'prior': 33,\n",
       "                      'Probably': 25,\n",
       "                      'primly': 2,\n",
       "                      'tauntingly': 1,\n",
       "                      'ostensibly': 1,\n",
       "                      'either': 32,\n",
       "                      'Calmly': 1,\n",
       "                      'downhill': 4,\n",
       "                      'dimly': 10,\n",
       "                      'practically': 47,\n",
       "                      'arbitrarily': 5,\n",
       "                      'namely': 33,\n",
       "                      'impossibly': 1,\n",
       "                      'hypnotically': 1,\n",
       "                      'virtually': 40,\n",
       "                      'vividly': 9,\n",
       "                      'knowingly': 4,\n",
       "                      'grimly': 11,\n",
       "                      'Inside': 7,\n",
       "                      'scientifically': 4,\n",
       "                      'aside': 57,\n",
       "                      'Moreover': 67,\n",
       "                      'lewdly': 1,\n",
       "                      'Regardless': 6,\n",
       "                      'roughly': 25,\n",
       "                      'precisely': 46,\n",
       "                      'eagerly': 13,\n",
       "                      'Really': 8,\n",
       "                      'basically': 18,\n",
       "                      'internally': 6,\n",
       "                      'highly': 93,\n",
       "                      'artificially': 6,\n",
       "                      'Originally': 2,\n",
       "                      'Soon': 23,\n",
       "                      'inadequately': 2,\n",
       "                      'Together': 7,\n",
       "                      'positively': 9,\n",
       "                      'mostly': 38,\n",
       "                      'Once': 57,\n",
       "                      'forever': 37,\n",
       "                      'that': 54,\n",
       "                      'intrinsically': 4,\n",
       "                      'Again': 43,\n",
       "                      'Usually': 17,\n",
       "                      'invariably': 31,\n",
       "                      'Wherefore': 3,\n",
       "                      'Some': 5,\n",
       "                      'selectively': 2,\n",
       "                      'specifically': 36,\n",
       "                      'altogether': 26,\n",
       "                      'professionally': 4,\n",
       "                      'Relatively': 1,\n",
       "                      'distinctly': 12,\n",
       "                      'hence': 29,\n",
       "                      'Culturally': 1,\n",
       "                      'reassuringly': 2,\n",
       "                      'whereby': 19,\n",
       "                      'comfortably': 11,\n",
       "                      'Shortly': 9,\n",
       "                      'Largely': 1,\n",
       "                      'hard': 61,\n",
       "                      'individually': 19,\n",
       "                      'painfully': 14,\n",
       "                      'great': 16,\n",
       "                      'academically': 5,\n",
       "                      'honestly': 12,\n",
       "                      'Unfortunately': 19,\n",
       "                      'out-of-doors': 2,\n",
       "                      'upward': 24,\n",
       "                      'briefly': 37,\n",
       "                      'closer': 42,\n",
       "                      'vitally': 9,\n",
       "                      'herewith': 2,\n",
       "                      'solemnly': 8,\n",
       "                      'sexually': 6,\n",
       "                      'south': 2,\n",
       "                      'telepathically': 1,\n",
       "                      'Accordingly': 19,\n",
       "                      'affectionately': 3,\n",
       "                      'haughtily': 1,\n",
       "                      'i.e.': 43,\n",
       "                      'inordinately': 2,\n",
       "                      'squarely': 11,\n",
       "                      'prominently': 8,\n",
       "                      'prematurely': 3,\n",
       "                      'nonetheless': 7,\n",
       "                      'actively': 11,\n",
       "                      'nevertheless': 31,\n",
       "                      'Nevertheless': 42,\n",
       "                      'excellently': 5,\n",
       "                      'inward': 7,\n",
       "                      'Very': 24,\n",
       "                      'piecemeal': 1,\n",
       "                      'contradictorily': 2,\n",
       "                      'Beyond': 4,\n",
       "                      'indirectly': 16,\n",
       "                      'Meantime': 2,\n",
       "                      'There': 40,\n",
       "                      'appreciably': 7,\n",
       "                      'reasonably': 34,\n",
       "                      'healthily': 2,\n",
       "                      'No-o-o': 1,\n",
       "                      'cruelly': 4,\n",
       "                      'tirelessly': 1,\n",
       "                      'Rather': 16,\n",
       "                      'offstage': 1,\n",
       "                      'hull-first': 1,\n",
       "                      'poorly': 11,\n",
       "                      'Directly': 4,\n",
       "                      'outright': 4,\n",
       "                      'Aloud': 1,\n",
       "                      'harshly': 5,\n",
       "                      'unhappily': 8,\n",
       "                      'next': 34,\n",
       "                      'technologically': 1,\n",
       "                      'lightly': 30,\n",
       "                      'rigidly': 8,\n",
       "                      'grotesquely': 4,\n",
       "                      'circa': 1,\n",
       "                      'wistfully': 4,\n",
       "                      'someday': 8,\n",
       "                      'hastily': 14,\n",
       "                      'amply': 4,\n",
       "                      'schematically': 3,\n",
       "                      'characteristically': 6,\n",
       "                      'understandably': 3,\n",
       "                      'correctly': 13,\n",
       "                      'Most': 8,\n",
       "                      'tightly': 15,\n",
       "                      'asymmetrically': 2,\n",
       "                      'randomly': 2,\n",
       "                      'wearily': 7,\n",
       "                      'functionally': 3,\n",
       "                      'Never': 33,\n",
       "                      'rationally': 3,\n",
       "                      'similarly': 19,\n",
       "                      'notoriously': 1,\n",
       "                      'methodically': 6,\n",
       "                      'regrettably': 2,\n",
       "                      'vaguely': 17,\n",
       "                      'late': 46,\n",
       "                      'generously': 8,\n",
       "                      'throughout': 7,\n",
       "                      'thickly': 5,\n",
       "                      'bravely': 4,\n",
       "                      'Frequently': 6,\n",
       "                      'automatically': 35,\n",
       "                      'Someday': 4,\n",
       "                      'Well': 23,\n",
       "                      'short': 14,\n",
       "                      'Microscopically': 6,\n",
       "                      'Initially': 6,\n",
       "                      'unanimously': 10,\n",
       "                      'seldom': 33,\n",
       "                      'since': 29,\n",
       "                      'doubtfully': 2,\n",
       "                      'publicly': 26,\n",
       "                      'regularly': 22,\n",
       "                      'uniquely': 10,\n",
       "                      'straightaway': 1,\n",
       "                      'happily': 19,\n",
       "                      'persuasively': 3,\n",
       "                      'eventually': 43,\n",
       "                      'typically': 13,\n",
       "                      'fortunately': 3,\n",
       "                      'poor-mouth': 1,\n",
       "                      'Anyhow': 4,\n",
       "                      'heretofore': 7,\n",
       "                      'greenly': 1,\n",
       "                      'universally': 6,\n",
       "                      'impatiently': 8,\n",
       "                      'Half': 2,\n",
       "                      'promptly': 25,\n",
       "                      'clear': 9,\n",
       "                      'strongly': 37,\n",
       "                      'radically': 13,\n",
       "                      'broadly': 6,\n",
       "                      'recurrently': 1,\n",
       "                      'inwardly': 3,\n",
       "                      'angrily': 6,\n",
       "                      'richly': 5,\n",
       "                      'Essentially': 4,\n",
       "                      'asymptotically': 1,\n",
       "                      'egregiously': 1,\n",
       "                      'experimentally': 7,\n",
       "                      'perversely': 3,\n",
       "                      'constructively': 2,\n",
       "                      'photographically': 1,\n",
       "                      'purely': 29,\n",
       "                      'aptly': 4,\n",
       "                      'fantastically': 2,\n",
       "                      'easier': 6,\n",
       "                      'emphatically': 3,\n",
       "                      'henceforth': 4,\n",
       "                      'anyhow': 16,\n",
       "                      'credibly': 1,\n",
       "                      'specially': 9,\n",
       "                      'coldly': 8,\n",
       "                      'appraisingly': 1,\n",
       "                      'supremely': 4,\n",
       "                      'thereabouts': 1,\n",
       "                      'Anyway': 9,\n",
       "                      'macroscopically': 1,\n",
       "                      'ingeniously': 1,\n",
       "                      'hopefully': 7,\n",
       "                      'Somewhere': 11,\n",
       "                      'Anywhere': 2,\n",
       "                      'Everywhere': 5,\n",
       "                      'covertly': 1,\n",
       "                      'Thereupon': 2,\n",
       "                      'sufficiently': 42,\n",
       "                      'Ever': 11,\n",
       "                      'acoustically': 1,\n",
       "                      'statistically': 2,\n",
       "                      'tight': 6,\n",
       "                      'startlingly': 4,\n",
       "                      'militantly': 1,\n",
       "                      'rightfully': 3,\n",
       "                      'Aside': 10,\n",
       "                      'unusually': 11,\n",
       "                      'unquestioningly': 1,\n",
       "                      'shortly': 25,\n",
       "                      'fundamentally': 8,\n",
       "                      'totally': 22,\n",
       "                      'overhead': 7,\n",
       "                      'surely': 39,\n",
       "                      'progressively': 6,\n",
       "                      'nationally': 10,\n",
       "                      'deeply': 39,\n",
       "                      'absolutely': 27,\n",
       "                      'reputedly': 3,\n",
       "                      \"O'Clock\": 2,\n",
       "                      'perilously': 3,\n",
       "                      'outward': 7,\n",
       "                      'cunningly': 3,\n",
       "                      'Quickly': 2,\n",
       "                      'accordingly': 12,\n",
       "                      'Hardly': 7,\n",
       "                      'overtly': 3,\n",
       "                      'hereby': 7,\n",
       "                      'Presently': 9,\n",
       "                      'round': 14,\n",
       "                      'indoors': 5,\n",
       "                      'adversely': 3,\n",
       "                      'structurally': 2,\n",
       "                      'drowsily': 1,\n",
       "                      'Clearly': 10,\n",
       "                      'Far': 11,\n",
       "                      'innocently': 3,\n",
       "                      'ordinarily': 12,\n",
       "                      'delightfully': 4,\n",
       "                      'lately': 12,\n",
       "                      'Yea': 2,\n",
       "                      'intensely': 10,\n",
       "                      'efficiently': 8,\n",
       "                      'Otherwise': 17,\n",
       "                      'doubtless': 12,\n",
       "                      'tentatively': 6,\n",
       "                      'deeper': 8,\n",
       "                      'collectively': 4,\n",
       "                      'sometime': 9,\n",
       "                      'exhaustingly': 1,\n",
       "                      'suitably': 3,\n",
       "                      'Conversely': 5,\n",
       "                      'enthusiastically': 4,\n",
       "                      'full': 8,\n",
       "                      'ruthlessly': 2,\n",
       "                      'Ideally': 5,\n",
       "                      'cautiously': 7,\n",
       "                      'savagely': 3,\n",
       "                      'overly': 8,\n",
       "                      'narrowly': 6,\n",
       "                      'immeasurably': 1,\n",
       "                      'Next': 14,\n",
       "                      'mistakenly': 3,\n",
       "                      'besides': 10,\n",
       "                      'Deliberately': 2,\n",
       "                      'perfunctorily': 1,\n",
       "                      'yonder': 1,\n",
       "                      'darkly': 2,\n",
       "                      'comically': 2,\n",
       "                      'disconcertingly': 1,\n",
       "                      'minutely': 1,\n",
       "                      'fervently': 2,\n",
       "                      'ceremoniously': 1,\n",
       "                      'Early': 13,\n",
       "                      'morally': 7,\n",
       "                      'energetically': 2,\n",
       "                      'That-a-way': 1,\n",
       "                      'sound': 1,\n",
       "                      'freehand': 1,\n",
       "                      'hyperbolically': 1,\n",
       "                      'Suddenly': 23,\n",
       "                      'dominantly': 1,\n",
       "                      'Similarly': 16,\n",
       "                      'Allso': 1,\n",
       "                      'heartily': 9,\n",
       "                      'consistently': 19,\n",
       "                      'Centrally': 1,\n",
       "                      'hereafter': 4,\n",
       "                      'exhaustively': 1,\n",
       "                      'Real': 2,\n",
       "                      'tremendously': 10,\n",
       "                      'wherever': 24,\n",
       "                      'false': 1,\n",
       "                      'true': 1,\n",
       "                      'Metrically': 1,\n",
       "                      'Traditionally': 1,\n",
       "                      'materially': 5,\n",
       "                      'sharply': 38,\n",
       "                      'Fortunately': 17,\n",
       "                      'rectlinearly': 1,\n",
       "                      'unwittingly': 5,\n",
       "                      'alike': 14,\n",
       "                      'Nonetheless': 3,\n",
       "                      'ineptly': 1,\n",
       "                      'afloat': 7,\n",
       "                      'mentally': 15,\n",
       "                      'principally': 10,\n",
       "                      'remarkably': 18,\n",
       "                      'consciously': 12,\n",
       "                      'keenly': 3,\n",
       "                      'irritably': 3,\n",
       "                      'Awkwardly': 2,\n",
       "                      'laboriously': 2,\n",
       "                      'Second': 8,\n",
       "                      'severely': 16,\n",
       "                      'mighty': 13,\n",
       "                      'jist': 4,\n",
       "                      'immensely': 9,\n",
       "                      'Somehow': 15,\n",
       "                      'Ordinarily': 2,\n",
       "                      'consequently': 20,\n",
       "                      'wholly': 24,\n",
       "                      'Twice': 8,\n",
       "                      'intimately': 6,\n",
       "                      'Much': 6,\n",
       "                      'outdoors': 4,\n",
       "                      'bitterly': 16,\n",
       "                      'conspicuously': 8,\n",
       "                      \"'way\": 1,\n",
       "                      'grossly': 4,\n",
       "                      'downstairs': 11,\n",
       "                      'admittedly': 3,\n",
       "                      'profoundly': 8,\n",
       "                      'South': 1,\n",
       "                      'Automatically': 1,\n",
       "                      'shiningly': 1,\n",
       "                      'incredulously': 1,\n",
       "                      'slow': 3,\n",
       "                      'past': 8,\n",
       "                      'sidewise': 6,\n",
       "                      'traditionally': 9,\n",
       "                      'smoothly': 12,\n",
       "                      'Apprehensively': 1,\n",
       "                      'with': 3,\n",
       "                      'faintly': 7,\n",
       "                      'catastrophically': 2,\n",
       "                      'anciently': 1,\n",
       "                      'minimally': 1,\n",
       "                      'familiarly': 1,\n",
       "                      'soaking': 3,\n",
       "                      'likely': 25,\n",
       "                      'notably': 16,\n",
       "                      'secondarily': 3,\n",
       "                      'creatively': 3,\n",
       "                      'tantalizingly': 1,\n",
       "                      'compulsively': 3,\n",
       "                      'incessantly': 2,\n",
       "                      'engagingly': 1,\n",
       "                      'thereupon': 3,\n",
       "                      'Typically': 3,\n",
       "                      'Insofar': 2,\n",
       "                      'meanwhile': 13,\n",
       "                      'therefrom': 5,\n",
       "                      'Astonishingly': 1,\n",
       "                      'parallel': 14,\n",
       "                      'optically': 1,\n",
       "                      'pictorially': 1,\n",
       "                      'backward': 16,\n",
       "                      'appropriately': 4,\n",
       "                      'rightly': 4,\n",
       "                      'circumspectly': 1,\n",
       "                      'free': 10,\n",
       "                      'True': 9,\n",
       "                      'diagonally': 4,\n",
       "                      'Mostly': 6,\n",
       "                      'Interestingly': 3,\n",
       "                      'diametrically': 2,\n",
       "                      'commercially': 11,\n",
       "                      'securely': 5,\n",
       "                      'convincingly': 2,\n",
       "                      'popularly': 7,\n",
       "                      'Basically': 2,\n",
       "                      'tensely': 4,\n",
       "                      'technically': 8,\n",
       "                      'Silently': 1,\n",
       "                      'drunkenly': 4,\n",
       "                      'staggeringly': 1,\n",
       "                      'unavoidably': 3,\n",
       "                      'Simultaneously': 6,\n",
       "                      'counter': 5,\n",
       "                      'resourcefully': 1,\n",
       "                      'significantly': 14,\n",
       "                      'low': 15,\n",
       "                      'allegedly': 4,\n",
       "                      'artfully': 3,\n",
       "                      'infinitesimally': 1,\n",
       "                      'Vastly': 1,\n",
       "                      'separately': 13,\n",
       "                      'lively': 4,\n",
       "                      'stubbornly': 3,\n",
       "                      'depressingly': 2,\n",
       "                      'hell-for-leather': 1,\n",
       "                      'ablaze': 3,\n",
       "                      'suspiciously': 4,\n",
       "                      'Recently': 14,\n",
       "                      'satisfactorily': 11,\n",
       "                      'nonspecifically': 3,\n",
       "                      'dramatically': 10,\n",
       "                      'lower': 5,\n",
       "                      'profusely': 3,\n",
       "                      'duly': 10,\n",
       "                      'competitively': 2,\n",
       "                      'forcibly': 3,\n",
       "                      'economically': 10,\n",
       "                      'endlessly': 7,\n",
       "                      'demonstrably': 2,\n",
       "                      'calmly': 10,\n",
       "                      'zealously': 3,\n",
       "                      'druther': 1,\n",
       "                      'across': 12,\n",
       "                      'Back': 12,\n",
       "                      'mysteriously': 2,\n",
       "                      'Slowly': 7,\n",
       "                      'chemically': 5,\n",
       "                      'alternatively': 3,\n",
       "                      'easy': 11,\n",
       "                      'drastically': 10,\n",
       "                      'marginally': 1,\n",
       "                      'judiciously': 2,\n",
       "                      'genuinely': 10,\n",
       "                      'fastest': 1,\n",
       "                      'slower': 2,\n",
       "                      'Behind': 2,\n",
       "                      'Normally': 2,\n",
       "                      'distastefully': 2,\n",
       "                      'Professionally': 1,\n",
       "                      'Surely': 8,\n",
       "                      'tiredly': 2,\n",
       "                      'extraordinarily': 3,\n",
       "                      'loudly': 17,\n",
       "                      'fatally': 4,\n",
       "                      'Analogously': 1,\n",
       "                      'fondly': 4,\n",
       "                      'invisibly': 2,\n",
       "                      'astonishingly': 5,\n",
       "                      'cheerfully': 5,\n",
       "                      'exquisitely': 3,\n",
       "                      'asleep': 26,\n",
       "                      'unfairly': 2,\n",
       "                      'peripherally': 2,\n",
       "                      'centrally': 5,\n",
       "                      'momentarily': 4,\n",
       "                      'extensively': 10,\n",
       "                      'anew': 6,\n",
       "                      'afresh': 2,\n",
       "                      'theretofore': 2,\n",
       "                      'five-fold': 1,\n",
       "                      'absently': 6,\n",
       "                      'passionately': 3,\n",
       "                      'whence': 2,\n",
       "                      'soundly': 3,\n",
       "                      'dreamlessly': 1,\n",
       "                      'anxiously': 9,\n",
       "                      'everlastingly': 1,\n",
       "                      'noticeably': 2,\n",
       "                      'expressly': 3,\n",
       "                      'temporally': 1,\n",
       "                      'Historically': 5,\n",
       "                      'Yeah': 17,\n",
       "                      'unintentionally': 2,\n",
       "                      'comparatively': 15,\n",
       "                      'whereof': 8,\n",
       "                      'hereunto': 7,\n",
       "                      'enormously': 9,\n",
       "                      'superbly': 9,\n",
       "                      'thereto': 11,\n",
       "                      'unquestionably': 9,\n",
       "                      'amazingly': 3,\n",
       "                      'Immediately': 6,\n",
       "                      'therein': 9,\n",
       "                      'Exactly': 2,\n",
       "                      'cold-bloodedly': 1,\n",
       "                      'well-nigh': 1,\n",
       "                      'daily': 55,\n",
       "                      'whole-heartedly': 1,\n",
       "                      'unnecessarily': 3,\n",
       "                      'electronically': 1,\n",
       "                      'Sleepily': 1,\n",
       "                      'overwhelmingly': 7,\n",
       "                      'aloud': 12,\n",
       "                      'irregularly': 5,\n",
       "                      'unconditionally': 2,\n",
       "                      'visually': 3,\n",
       "                      'Halfway': 2,\n",
       "                      'anywhere': 37,\n",
       "                      'sleepily': 2,\n",
       "                      'realistically': 8,\n",
       "                      'Publicly': 1,\n",
       "                      'awkwardly': 3,\n",
       "                      'awake': 7,\n",
       "                      'abstractly': 1,\n",
       "                      'assuredly': 3,\n",
       "                      'A.M.': 13,\n",
       "                      'Consequently': 11,\n",
       "                      'Mercifully': 1,\n",
       "                      'highest': 4,\n",
       "                      'subconsciously': 4,\n",
       "                      'underway': 3,\n",
       "                      'surreptitiously': 3,\n",
       "                      'amicably': 1,\n",
       "                      'needlessly': 1,\n",
       "                      'eminently': 4,\n",
       "                      'medically': 2,\n",
       "                      'overnight': 12,\n",
       "                      \"more'n\": 1,\n",
       "                      'elaborately': 6,\n",
       "                      'shrilly': 3,\n",
       "                      'aback': 2,\n",
       "                      'locally': 11,\n",
       "                      'afterward': 15,\n",
       "                      'eloquently': 2,\n",
       "                      'imaginatively': 1,\n",
       "                      'cheap': 1,\n",
       "                      'Already': 16,\n",
       "                      'fussily': 1,\n",
       "                      'clockwise': 3,\n",
       "                      'delicately': 2,\n",
       "                      ...}),\n",
       "             '.': Counter({',': 58333,\n",
       "                      '.': 49346,\n",
       "                      '``': 8837,\n",
       "                      \"''\": 8789,\n",
       "                      '--': 3431,\n",
       "                      '?': 4692,\n",
       "                      '(': 2425,\n",
       "                      ')': 2456,\n",
       "                      ';': 5566,\n",
       "                      ':': 1773,\n",
       "                      '!': 1596,\n",
       "                      \"'\": 317,\n",
       "                      '[': 2,\n",
       "                      ']': 2}),\n",
       "             'CONJ': Counter({'and': 27912,\n",
       "                      'But': 1371,\n",
       "                      'but': 2853,\n",
       "                      'Either': 7,\n",
       "                      'or': 4117,\n",
       "                      \"an'\": 7,\n",
       "                      'either': 182,\n",
       "                      'plus': 51,\n",
       "                      'And': 938,\n",
       "                      'Yet': 76,\n",
       "                      'nor': 159,\n",
       "                      '&': 162,\n",
       "                      'Nor': 36,\n",
       "                      'and/or': 17,\n",
       "                      'Or': 88,\n",
       "                      'yet': 57,\n",
       "                      'Neither': 19,\n",
       "                      'neither': 78,\n",
       "                      'an': 11,\n",
       "                      'butt': 2,\n",
       "                      'An': 1,\n",
       "                      'minus': 2,\n",
       "                      \"'n'\": 2,\n",
       "                      \"An'\": 1,\n",
       "                      'Plus': 1,\n",
       "                      'though': 1}),\n",
       "             'ADP': Counter({'of': 36078,\n",
       "                      'as': 5656,\n",
       "                      'to': 10985,\n",
       "                      'if': 1465,\n",
       "                      'for': 8833,\n",
       "                      'by': 5044,\n",
       "                      'at': 4963,\n",
       "                      'before': 787,\n",
       "                      'from': 4207,\n",
       "                      'with': 7009,\n",
       "                      'After': 246,\n",
       "                      'in': 19066,\n",
       "                      'without': 541,\n",
       "                      'upon': 431,\n",
       "                      'on': 5837,\n",
       "                      'that': 6422,\n",
       "                      'Since': 173,\n",
       "                      'In': 1800,\n",
       "                      'within': 313,\n",
       "                      'Before': 68,\n",
       "                      'among': 313,\n",
       "                      'into': 1779,\n",
       "                      'To': 173,\n",
       "                      \"o'\": 15,\n",
       "                      'under': 632,\n",
       "                      'At': 409,\n",
       "                      'than': 1788,\n",
       "                      'As': 492,\n",
       "                      'underneath': 6,\n",
       "                      'about': 1234,\n",
       "                      'If': 732,\n",
       "                      'around': 321,\n",
       "                      'out': 436,\n",
       "                      'Under': 56,\n",
       "                      'above': 169,\n",
       "                      'like': 991,\n",
       "                      'since': 426,\n",
       "                      'toward': 380,\n",
       "                      'during': 453,\n",
       "                      'according': 99,\n",
       "                      'over': 820,\n",
       "                      'but': 128,\n",
       "                      'after': 812,\n",
       "                      'For': 648,\n",
       "                      'through': 880,\n",
       "                      'so': 419,\n",
       "                      'From': 163,\n",
       "                      'including': 165,\n",
       "                      'between': 715,\n",
       "                      'across': 250,\n",
       "                      'against': 616,\n",
       "                      'behind': 217,\n",
       "                      'With': 277,\n",
       "                      'below': 73,\n",
       "                      'Of': 332,\n",
       "                      'That': 45,\n",
       "                      'beyond': 149,\n",
       "                      'though': 341,\n",
       "                      'along': 190,\n",
       "                      'off': 156,\n",
       "                      'while': 480,\n",
       "                      'because': 667,\n",
       "                      'except': 163,\n",
       "                      'until': 433,\n",
       "                      'On': 345,\n",
       "                      'Although': 123,\n",
       "                      'Respecting': 1,\n",
       "                      'unto': 16,\n",
       "                      'per': 369,\n",
       "                      'till': 45,\n",
       "                      'up': 175,\n",
       "                      'Next': 5,\n",
       "                      'unless': 88,\n",
       "                      'Without': 42,\n",
       "                      'near': 149,\n",
       "                      'By': 200,\n",
       "                      'Besides': 16,\n",
       "                      'excluding': 13,\n",
       "                      'next': 37,\n",
       "                      'regarding': 36,\n",
       "                      'beside': 76,\n",
       "                      'whether': 258,\n",
       "                      'towards': 62,\n",
       "                      'Through': 30,\n",
       "                      'throughout': 115,\n",
       "                      'Over': 21,\n",
       "                      'Around': 5,\n",
       "                      'Throughout': 18,\n",
       "                      'down': 190,\n",
       "                      'depending': 28,\n",
       "                      'Between': 14,\n",
       "                      'Until': 28,\n",
       "                      'post': 3,\n",
       "                      ':': 20,\n",
       "                      'outside': 78,\n",
       "                      'concerning': 59,\n",
       "                      'unlike': 33,\n",
       "                      'inside': 77,\n",
       "                      'despite': 66,\n",
       "                      'Though': 65,\n",
       "                      'although': 198,\n",
       "                      'rather': 116,\n",
       "                      'Unless': 13,\n",
       "                      'Among': 56,\n",
       "                      'While': 120,\n",
       "                      'Up': 4,\n",
       "                      'versus': 9,\n",
       "                      'Across': 8,\n",
       "                      'During': 132,\n",
       "                      'Below': 7,\n",
       "                      'onto': 60,\n",
       "                      'past': 60,\n",
       "                      'Beyond': 14,\n",
       "                      'According': 29,\n",
       "                      '-': 72,\n",
       "                      'alongside': 10,\n",
       "                      'So': 60,\n",
       "                      'Considering': 7,\n",
       "                      'Despite': 38,\n",
       "                      'beneath': 51,\n",
       "                      'lest': 17,\n",
       "                      'Amid': 2,\n",
       "                      'albeit': 2,\n",
       "                      'Like': 54,\n",
       "                      'Along': 8,\n",
       "                      'via': 17,\n",
       "                      'Out': 18,\n",
       "                      'Once': 28,\n",
       "                      'Thru': 1,\n",
       "                      'Near': 7,\n",
       "                      'Upon': 20,\n",
       "                      'whereas': 31,\n",
       "                      'Beside': 2,\n",
       "                      'Till': 3,\n",
       "                      'Because': 45,\n",
       "                      'Within': 38,\n",
       "                      'vs.': 15,\n",
       "                      'Except': 10,\n",
       "                      'whereupon': 6,\n",
       "                      'Whereas': 10,\n",
       "                      'once': 53,\n",
       "                      'Than': 2,\n",
       "                      'pursuant': 20,\n",
       "                      'Behind': 12,\n",
       "                      'Notwithstanding': 1,\n",
       "                      'Above': 19,\n",
       "                      'About': 6,\n",
       "                      'v.': 17,\n",
       "                      'Outside': 5,\n",
       "                      'Pending': 1,\n",
       "                      'Per': 1,\n",
       "                      'respecting': 1,\n",
       "                      'plus': 16,\n",
       "                      'Unlike': 9,\n",
       "                      'befoh': 1,\n",
       "                      'foh': 1,\n",
       "                      'thru': 15,\n",
       "                      '/': 20,\n",
       "                      'opposite': 22,\n",
       "                      'Whether': 28,\n",
       "                      'Into': 9,\n",
       "                      \"so's\": 4,\n",
       "                      'altho': 2,\n",
       "                      'onct': 1,\n",
       "                      \"f'r\": 1,\n",
       "                      'supposing': 1,\n",
       "                      'amongst': 4,\n",
       "                      'round': 4,\n",
       "                      'Toward': 6,\n",
       "                      'att': 2,\n",
       "                      'spite': 8,\n",
       "                      'Opposite': 2,\n",
       "                      'considering': 16,\n",
       "                      'aboard': 8,\n",
       "                      'Concerning': 3,\n",
       "                      'But': 3,\n",
       "                      'aftuh': 1,\n",
       "                      'thet': 1,\n",
       "                      \"f'ovuh\": 1,\n",
       "                      'behahn': 1,\n",
       "                      'yff': 1,\n",
       "                      \"durin'\": 3,\n",
       "                      'pro': 5,\n",
       "                      'amid': 12,\n",
       "                      'besides': 15,\n",
       "                      'Beneath': 4,\n",
       "                      'thatt': 1,\n",
       "                      'behynde': 1,\n",
       "                      'anti': 1,\n",
       "                      'Uh': 1,\n",
       "                      'astride': 3,\n",
       "                      'times': 3,\n",
       "                      'atop': 3,\n",
       "                      'bi': 2,\n",
       "                      'pending': 4,\n",
       "                      'lak': 1,\n",
       "                      \"'round\": 1,\n",
       "                      'minus': 4,\n",
       "                      'following': 12,\n",
       "                      'nearest': 3,\n",
       "                      'amidst': 3,\n",
       "                      'Including': 1,\n",
       "                      'involving': 3,\n",
       "                      'Yff': 1,\n",
       "                      'nearer': 2,\n",
       "                      'Rather': 3,\n",
       "                      'inter': 1,\n",
       "                      \"t'hi-im\": 1,\n",
       "                      'lahk': 1,\n",
       "                      'synce': 1,\n",
       "                      'uppon': 3,\n",
       "                      'Against': 9,\n",
       "                      \"'cept\": 1,\n",
       "                      'Inside': 4,\n",
       "                      'Following': 1,\n",
       "                      'save': 5,\n",
       "                      \"tho'\": 1,\n",
       "                      \"s'posin'\": 1,\n",
       "                      'beefore': 1,\n",
       "                      'towardes': 1,\n",
       "                      'Underneath': 3,\n",
       "                      'Regarding': 1,\n",
       "                      'providing': 3,\n",
       "                      'infra': 1,\n",
       "                      'consisting': 2,\n",
       "                      'bout': 1,\n",
       "                      \"'ceptin'\": 1,\n",
       "                      'Depending': 1,\n",
       "                      \"o'er\": 1,\n",
       "                      'Fur': 1,\n",
       "                      '2': 1,\n",
       "                      'with-but-after': 1,\n",
       "                      'Vs.': 1,\n",
       "                      'Towards': 2,\n",
       "                      'Down': 2,\n",
       "                      'fer': 2,\n",
       "                      \"'fore\": 1,\n",
       "                      'notwithstanding': 2,\n",
       "                      'ere': 1,\n",
       "                      'then': 2,\n",
       "                      'seeing': 1,\n",
       "                      \"'till\": 1,\n",
       "                      'vis-a-vis': 2,\n",
       "                      \"considerin'\": 1,\n",
       "                      'Off': 1,\n",
       "                      'Supposing': 1,\n",
       "                      'Save': 2,\n",
       "                      'Past': 1,\n",
       "                      'Plus': 1,\n",
       "                      \"'bout\": 1,\n",
       "                      'excepting': 1}),\n",
       "             'DET': Counter({'the': 62710,\n",
       "                      'some': 1388,\n",
       "                      'whose': 250,\n",
       "                      'an': 3529,\n",
       "                      'those': 782,\n",
       "                      'which': 3539,\n",
       "                      'My': 154,\n",
       "                      'a': 21872,\n",
       "                      'his': 6428,\n",
       "                      'any': 1288,\n",
       "                      'this': 3965,\n",
       "                      'whatever': 86,\n",
       "                      'each': 759,\n",
       "                      'its': 1780,\n",
       "                      'that': 1981,\n",
       "                      'every': 434,\n",
       "                      'This': 1179,\n",
       "                      'our': 1142,\n",
       "                      'no': 1577,\n",
       "                      'my': 1160,\n",
       "                      'The': 7258,\n",
       "                      'these': 1228,\n",
       "                      'both': 643,\n",
       "                      'your': 868,\n",
       "                      'These': 345,\n",
       "                      'their': 2561,\n",
       "                      'what': 1435,\n",
       "                      'What': 463,\n",
       "                      'another': 573,\n",
       "                      'Their': 107,\n",
       "                      'An': 197,\n",
       "                      'A': 1198,\n",
       "                      'her': 1779,\n",
       "                      'Some': 206,\n",
       "                      'That': 291,\n",
       "                      'His': 529,\n",
       "                      'Her': 150,\n",
       "                      'ani': 2,\n",
       "                      'Its': 78,\n",
       "                      'Every': 57,\n",
       "                      'either': 59,\n",
       "                      'Each': 118,\n",
       "                      'No': 242,\n",
       "                      'Our': 110,\n",
       "                      'Which': 21,\n",
       "                      'Another': 111,\n",
       "                      'Both': 87,\n",
       "                      'neither': 22,\n",
       "                      'Your': 55,\n",
       "                      \"another's\": 5,\n",
       "                      'Any': 43,\n",
       "                      'them': 10,\n",
       "                      'Those': 68,\n",
       "                      'Thy': 5,\n",
       "                      'Neither': 15,\n",
       "                      'whichever': 5,\n",
       "                      \"'nother\": 1,\n",
       "                      'Ye': 1,\n",
       "                      'thy': 7,\n",
       "                      'Either': 4,\n",
       "                      'thees': 1,\n",
       "                      'Whatever': 25,\n",
       "                      'mah': 2,\n",
       "                      'hys': 5,\n",
       "                      'anye': 1,\n",
       "                      'Them': 2,\n",
       "                      'Whichever': 1,\n",
       "                      \"ever'\": 1,\n",
       "                      'thease': 1,\n",
       "                      'myn': 1,\n",
       "                      'hir': 1,\n",
       "                      \"th'\": 1,\n",
       "                      'thet': 1,\n",
       "                      'enny': 1,\n",
       "                      'yore': 1,\n",
       "                      'Whose': 1,\n",
       "                      'one': 2,\n",
       "                      'whichever-the-hell': 1,\n",
       "                      'out': 1,\n",
       "                      'ether': 1,\n",
       "                      'myne': 1,\n",
       "                      \"Y'r\": 1,\n",
       "                      'mine': 1,\n",
       "                      'Whosever': 1,\n",
       "                      'thine': 1,\n",
       "                      'ther': 2,\n",
       "                      'nether': 1}),\n",
       "             'PRT': Counter({'there': 1353,\n",
       "                      'to': 14742,\n",
       "                      'Such': 36,\n",
       "                      'half': 232,\n",
       "                      'all': 2548,\n",
       "                      'up': 1699,\n",
       "                      'out': 1620,\n",
       "                      \"you'll\": 60,\n",
       "                      \"It's\": 160,\n",
       "                      \"kid's\": 3,\n",
       "                      'on': 556,\n",
       "                      'off': 478,\n",
       "                      'down': 694,\n",
       "                      \"that's\": 90,\n",
       "                      \"it's\": 142,\n",
       "                      \"you'd\": 28,\n",
       "                      \"you're\": 93,\n",
       "                      'in': 465,\n",
       "                      'over': 383,\n",
       "                      'such': 274,\n",
       "                      'There': 811,\n",
       "                      \"he'd\": 75,\n",
       "                      'To': 253,\n",
       "                      \"We've\": 21,\n",
       "                      'Sonuvabitch': 1,\n",
       "                      \"I'm\": 269,\n",
       "                      \"That's\": 97,\n",
       "                      \"We're\": 26,\n",
       "                      'quite': 41,\n",
       "                      'Goodbye': 2,\n",
       "                      \"You're\": 58,\n",
       "                      \"who's\": 8,\n",
       "                      'lo': 1,\n",
       "                      \"I've\": 125,\n",
       "                      'All': 210,\n",
       "                      'Well': 116,\n",
       "                      \"he's\": 60,\n",
       "                      \"I'll\": 181,\n",
       "                      'Oh': 109,\n",
       "                      \"There's\": 56,\n",
       "                      \"I'd\": 104,\n",
       "                      \"They'll\": 17,\n",
       "                      'Uh-huh': 4,\n",
       "                      \"she'd\": 55,\n",
       "                      'hell': 3,\n",
       "                      \"Where'd\": 4,\n",
       "                      \"they'd\": 24,\n",
       "                      \"camera's\": 1,\n",
       "                      'Hell': 11,\n",
       "                      'through': 61,\n",
       "                      \"You'll\": 30,\n",
       "                      \"you've\": 43,\n",
       "                      'Dammit': 4,\n",
       "                      'Okay': 13,\n",
       "                      'Hey': 11,\n",
       "                      \"Wally's\": 2,\n",
       "                      \"there's\": 53,\n",
       "                      \"we'll\": 26,\n",
       "                      'well': 22,\n",
       "                      \"They're\": 28,\n",
       "                      \"leg's\": 1,\n",
       "                      \"it'll\": 9,\n",
       "                      \"they'll\": 15,\n",
       "                      \"We'll\": 38,\n",
       "                      'many': 20,\n",
       "                      \"we'd\": 22,\n",
       "                      'Over': 9,\n",
       "                      \"who'd\": 8,\n",
       "                      'Down': 2,\n",
       "                      'Many': 5,\n",
       "                      \"they're\": 37,\n",
       "                      'Bong': 6,\n",
       "                      'Out': 13,\n",
       "                      \"he'll\": 16,\n",
       "                      \"she's\": 22,\n",
       "                      'say': 14,\n",
       "                      'damnit': 1,\n",
       "                      'oh': 10,\n",
       "                      \"we're\": 35,\n",
       "                      'ahem': 1,\n",
       "                      \"Who's\": 10,\n",
       "                      \"sun's\": 1,\n",
       "                      'Jesus': 5,\n",
       "                      \"what's\": 15,\n",
       "                      \"we've\": 13,\n",
       "                      \"They've\": 8,\n",
       "                      'Amen': 7,\n",
       "                      'amen': 5,\n",
       "                      \"water's\": 1,\n",
       "                      'Hello': 6,\n",
       "                      'about': 20,\n",
       "                      \"He'd\": 23,\n",
       "                      \"other's\": 9,\n",
       "                      \"What's\": 38,\n",
       "                      \"She's\": 26,\n",
       "                      'damn': 3,\n",
       "                      \"else's\": 9,\n",
       "                      \"How's\": 9,\n",
       "                      'huh': 5,\n",
       "                      'Ah': 11,\n",
       "                      \"Nobody's\": 2,\n",
       "                      \"He's\": 65,\n",
       "                      \"She'd\": 13,\n",
       "                      \"Summer's\": 1,\n",
       "                      'alas': 6,\n",
       "                      'Alas': 4,\n",
       "                      \"You've\": 24,\n",
       "                      'rather': 5,\n",
       "                      \"There'll\": 1,\n",
       "                      \"cane's\": 1,\n",
       "                      \"Kitty's\": 4,\n",
       "                      \"y'know\": 2,\n",
       "                      \"Them's\": 2,\n",
       "                      'Atta': 2,\n",
       "                      'Uhhu': 3,\n",
       "                      'goddamit': 1,\n",
       "                      \"She'll\": 6,\n",
       "                      'good-bye': 4,\n",
       "                      \"father's\": 1,\n",
       "                      \"Someone's\": 1,\n",
       "                      'zoooop': 1,\n",
       "                      \"What'd\": 1,\n",
       "                      'OK.': 1,\n",
       "                      'gosh': 1,\n",
       "                      'My': 1,\n",
       "                      'eh': 3,\n",
       "                      \"It'll\": 9,\n",
       "                      'Good-by': 1,\n",
       "                      'zounds': 2,\n",
       "                      \"they've\": 8,\n",
       "                      'Please': 7,\n",
       "                      \"what're\": 1,\n",
       "                      'bannnnnng': 1,\n",
       "                      \"'tis\": 2,\n",
       "                      'Hmm': 1,\n",
       "                      'diddle': 1,\n",
       "                      'Kee-reist': 1,\n",
       "                      \"sun'll\": 1,\n",
       "                      \"out'n\": 2,\n",
       "                      \"Where's\": 6,\n",
       "                      'Indeed': 2,\n",
       "                      \"'tain't\": 1,\n",
       "                      'Jee-sus': 1,\n",
       "                      \"name's\": 4,\n",
       "                      'hello': 4,\n",
       "                      \"He'll\": 14,\n",
       "                      'Uh': 3,\n",
       "                      \"that'd\": 1,\n",
       "                      \"Here's\": 10,\n",
       "                      'Gosh': 3,\n",
       "                      \"Myra's\": 1,\n",
       "                      \"We'd\": 10,\n",
       "                      \"this'll\": 1,\n",
       "                      \"Mack's\": 2,\n",
       "                      \"Jack's\": 1,\n",
       "                      'So': 1,\n",
       "                      'Half': 6,\n",
       "                      'O.K.': 7,\n",
       "                      \"everything's\": 2,\n",
       "                      'dear': 1,\n",
       "                      \"Rob's\": 1,\n",
       "                      \"Guardino's\": 1,\n",
       "                      \"sky's\": 2,\n",
       "                      'please': 8,\n",
       "                      \"thet's\": 1,\n",
       "                      'good-night': 1,\n",
       "                      'Up': 12,\n",
       "                      'O': 10,\n",
       "                      'Golly': 1,\n",
       "                      \"Pietro's\": 1,\n",
       "                      \"undersecretary's\": 1,\n",
       "                      'shucks': 1,\n",
       "                      'Bravo': 1,\n",
       "                      'insomma': 1,\n",
       "                      \"Someone'll\": 1,\n",
       "                      \"They'd\": 6,\n",
       "                      \"Where're\": 1,\n",
       "                      \"'ello\": 1,\n",
       "                      'across': 12,\n",
       "                      \"Knife's\": 2,\n",
       "                      \"Pa's\": 1,\n",
       "                      \"company's\": 3,\n",
       "                      'ba-a-a': 1,\n",
       "                      'Um': 2,\n",
       "                      'theare': 1,\n",
       "                      'Wow': 1,\n",
       "                      'God': 2,\n",
       "                      'dammit': 3,\n",
       "                      'Aah': 1,\n",
       "                      'good-by': 1,\n",
       "                      \"You'd\": 8,\n",
       "                      \"Baseball's\": 1,\n",
       "                      'Off': 4,\n",
       "                      \"That'll\": 5,\n",
       "                      \"Katharine's\": 1,\n",
       "                      \"Arthur's\": 1,\n",
       "                      'Christ': 2,\n",
       "                      'Mmm': 2,\n",
       "                      'Hooray': 1,\n",
       "                      \"boat's\": 1,\n",
       "                      'Heigh-ho': 1,\n",
       "                      'dairy-oh': 1,\n",
       "                      \"Somebody's\": 2,\n",
       "                      'Shh': 1,\n",
       "                      'uh-huh': 1,\n",
       "                      'Eh': 5,\n",
       "                      'Howdy': 1,\n",
       "                      'Good-bye': 2,\n",
       "                      'bang': 2,\n",
       "                      \"guy's\": 2,\n",
       "                      'Goolick': 1,\n",
       "                      'goooolick': 1,\n",
       "                      \"t'lah\": 1,\n",
       "                      'hey': 4,\n",
       "                      'Welcome': 3,\n",
       "                      'Hurrah': 3,\n",
       "                      'Fiddlesticks': 1,\n",
       "                      'Quite': 1,\n",
       "                      \"there'll\": 2,\n",
       "                      \"kind's\": 1,\n",
       "                      'ah': 3,\n",
       "                      'Whoa': 1,\n",
       "                      'Haw': 1,\n",
       "                      'Gee': 2,\n",
       "                      'indeed': 1,\n",
       "                      'Keerist': 1,\n",
       "                      'after': 1,\n",
       "                      \"nobody'd\": 1,\n",
       "                      'Hi': 6,\n",
       "                      \"she'll\": 4,\n",
       "                      \"Penny's\": 2,\n",
       "                      'Aw': 2,\n",
       "                      \"it'd\": 3,\n",
       "                      'Say': 1,\n",
       "                      \"Springfield's\": 1,\n",
       "                      'Man': 1,\n",
       "                      \"fire's\": 2,\n",
       "                      'up-pp': 1,\n",
       "                      'Hoa-whup': 1,\n",
       "                      'sir': 1,\n",
       "                      'crap': 1,\n",
       "                      'Zingggg-O': 1,\n",
       "                      'Oh-the-pain-of-it': 1,\n",
       "                      'golly': 1,\n",
       "                      \"duds'd\": 1,\n",
       "                      'goodbye': 3,\n",
       "                      'sake': 1,\n",
       "                      'uh': 2,\n",
       "                      'outta': 2,\n",
       "                      'Da-da-da-dum': 1,\n",
       "                      'Toot': 3,\n",
       "                      \"Somebody'll\": 1,\n",
       "                      'oops': 1,\n",
       "                      \"C'mon\": 3,\n",
       "                      'nary': 1,\n",
       "                      'Kaboom': 1,\n",
       "                      'Crunch': 1,\n",
       "                      'Sure-sure': 1,\n",
       "                      'Why': 3,\n",
       "                      'godamit': 1,\n",
       "                      'goodnight': 2,\n",
       "                      \"hell's\": 1,\n",
       "                      'doggone': 1,\n",
       "                      'Pap-pap-pap-hey': 1,\n",
       "                      \"Everything's\": 1,\n",
       "                      \"Buckhorn's\": 1,\n",
       "                      'Yesiree': 1,\n",
       "                      'Ahm': 1,\n",
       "                      \"t'jawn\": 1,\n",
       "                      \"Kate's\": 1,\n",
       "                      'okay': 2,\n",
       "                      \"Whyn't\": 1,\n",
       "                      'Hubba': 1,\n",
       "                      'hubba': 1,\n",
       "                      'Yalagaloo': 1,\n",
       "                      'pip': 2,\n",
       "                      \"Arlene's\": 1,\n",
       "                      'Aaawww': 1,\n",
       "                      'buzz-buzz-buzz': 1,\n",
       "                      \"bastard's\": 1,\n",
       "                      \"cowhand'd\": 1,\n",
       "                      \"Crosson's\": 1,\n",
       "                      \"Bill's\": 1,\n",
       "                      \"Mahzeer's\": 2,\n",
       "                      'Bah': 1,\n",
       "                      \"Great's\": 1,\n",
       "                      \"there'd\": 3,\n",
       "                      'In': 1,\n",
       "                      \"throat's\": 1,\n",
       "                      'goddammit': 1,\n",
       "                      'my': 1,\n",
       "                      \"ye're\": 2,\n",
       "                      'Harro': 1,\n",
       "                      \"doctor's\": 1,\n",
       "                      \"t'\": 1,\n",
       "                      'Gawdamighty': 1,\n",
       "                      'Keeeerist': 1,\n",
       "                      'tarantara': 1,\n",
       "                      'rum-tum-tum': 1,\n",
       "                      'boom-boom-boom': 1,\n",
       "                      \"you's\": 1,\n",
       "                      'Ugh': 1,\n",
       "                      'Shucks': 1,\n",
       "                      \"oystchers'll\": 1,\n",
       "                      'Oooo': 1,\n",
       "                      'Goddammit': 1,\n",
       "                      'Aye-yah-ah-ah': 1,\n",
       "                      'Pugh': 1,\n",
       "                      'Henh': 1,\n",
       "                      'Krist': 1,\n",
       "                      'M-m-m': 1,\n",
       "                      \"granite's\": 1,\n",
       "                      'Hmpf': 1,\n",
       "                      'boy': 1,\n",
       "                      \"Seaton's\": 1,\n",
       "                      \"'mon\": 1,\n",
       "                      'uh-uh': 1,\n",
       "                      'Goodby': 1,\n",
       "                      \"wife's\": 1,\n",
       "                      \"one's\": 1,\n",
       "                      'farewell': 1,\n",
       "                      'honest-to-Betsy': 1,\n",
       "                      \"rain's\": 1,\n",
       "                      'pugh': 1,\n",
       "                      \"Y're\": 2,\n",
       "                      \"today'll\": 1,\n",
       "                      \"Gyp'll\": 1,\n",
       "                      \"here's\": 1,\n",
       "                      'Yooee': 1,\n",
       "                      \"anybody'd\": 1,\n",
       "                      \"roulette's\": 1,\n",
       "                      'Bye': 1,\n",
       "                      \"Tim's\": 1,\n",
       "                      'Jumping': 1,\n",
       "                      'Jerusalem': 1,\n",
       "                      'sure-sure': 1,\n",
       "                      'Hush': 1,\n",
       "                      \"John'll\": 1,\n",
       "                      'ha': 2,\n",
       "                      \"Blackwell's\": 1,\n",
       "                      'On': 1,\n",
       "                      \"Breed's\": 1,\n",
       "                      'Goddamn': 1,\n",
       "                      \"Lucille's\": 1,\n",
       "                      \"Nothing's\": 1,\n",
       "                      'a-gracious': 1,\n",
       "                      \"Who'd\": 1,\n",
       "                      'it': 1,\n",
       "                      \"W.'s\": 1,\n",
       "                      'Goody': 1,\n",
       "                      'goody': 1,\n",
       "                      'Aaa-ee': 1,\n",
       "                      \"How'd\": 2,\n",
       "                      'Mmmm': 1,\n",
       "                      'huh-uh': 1,\n",
       "                      'Roger': 1,\n",
       "                      'Chrissake': 1,\n",
       "                      \"Pa'd\": 1,\n",
       "                      'Jeepers': 1,\n",
       "                      'Creepers': 1,\n",
       "                      \"fat's\": 1,\n",
       "                      'ther': 1,\n",
       "                      'hush': 1,\n",
       "                      \"how'd\": 1,\n",
       "                      'Toot-toot': 1,\n",
       "                      \"Black's\": 1,\n",
       "                      \"money's\": 1,\n",
       "                      'Boy': 1,\n",
       "                      'Sssshoo': 1,\n",
       "                      'Whee': 1,\n",
       "                      'Bullshit': 1,\n",
       "                      'Hurray': 1,\n",
       "                      'see': 1,\n",
       "                      \"Heat's\": 1,\n",
       "                      'Rockabye': 1,\n",
       "                      'Umm': 1,\n",
       "                      'uhhu': 1,\n",
       "                      \"There'd\": 1,\n",
       "                      'whoosh': 1,\n",
       "                      'Glory': 1,\n",
       "                      'Be': 1,\n",
       "                      'Hallelujah': 1,\n",
       "                      \"Who'll\": 1,\n",
       "                      'Howda': 1,\n",
       "                      'presto': 1,\n",
       "                      'unnnt': 1,\n",
       "                      \"Why'n\": 1,\n",
       "                      \"Ike's\": 1,\n",
       "                      'hoo-pig': 1,\n",
       "                      'Morning': 1,\n",
       "                      'help': 1,\n",
       "                      \"Skolman's\": 1,\n",
       "                      'Ahah': 1,\n",
       "                      'Ah-ah': 1,\n",
       "                      \"level's\": 1,\n",
       "                      \"Celie's\": 1}),\n",
       "             'ADJ': Counter({'useful': 58,\n",
       "                      'heavy': 107,\n",
       "                      'such': 903,\n",
       "                      'molten': 2,\n",
       "                      'various': 195,\n",
       "                      'subjective': 18,\n",
       "                      'future': 81,\n",
       "                      'harmless': 5,\n",
       "                      'Gray': 9,\n",
       "                      'North': 96,\n",
       "                      'chief': 54,\n",
       "                      'cold': 138,\n",
       "                      'clear': 196,\n",
       "                      'own': 750,\n",
       "                      'evil': 37,\n",
       "                      'English': 109,\n",
       "                      'recent': 167,\n",
       "                      'interesting': 81,\n",
       "                      'vast': 60,\n",
       "                      'amorphous': 6,\n",
       "                      'substantial': 66,\n",
       "                      'extraordinary': 30,\n",
       "                      'dull': 27,\n",
       "                      'upper': 66,\n",
       "                      'Jewish': 74,\n",
       "                      'last': 575,\n",
       "                      'eight-and-a-half-foot': 1,\n",
       "                      'late': 128,\n",
       "                      'indefinite': 6,\n",
       "                      'first': 947,\n",
       "                      'multiple': 34,\n",
       "                      'loose': 41,\n",
       "                      'several': 338,\n",
       "                      'careful': 60,\n",
       "                      'historical': 68,\n",
       "                      'social-economic': 3,\n",
       "                      'European': 59,\n",
       "                      'tariff-free': 1,\n",
       "                      'Common': 10,\n",
       "                      'atomic': 38,\n",
       "                      'more': 941,\n",
       "                      'early': 239,\n",
       "                      'sweetest': 2,\n",
       "                      'little': 673,\n",
       "                      'sweet': 67,\n",
       "                      'New': 575,\n",
       "                      'greater': 181,\n",
       "                      '7th': 12,\n",
       "                      'Imperial': 7,\n",
       "                      'good': 693,\n",
       "                      'notable': 19,\n",
       "                      'different': 306,\n",
       "                      'molecular': 17,\n",
       "                      'accurate': 35,\n",
       "                      'base': 5,\n",
       "                      'necessary': 221,\n",
       "                      'second': 309,\n",
       "                      'entire': 149,\n",
       "                      'certain': 302,\n",
       "                      'big': 316,\n",
       "                      'large': 347,\n",
       "                      'stale': 4,\n",
       "                      'pale': 56,\n",
       "                      'veteran': 8,\n",
       "                      'largest': 53,\n",
       "                      'remarkable': 47,\n",
       "                      'chainlike': 1,\n",
       "                      'bronchial': 29,\n",
       "                      'artery-pulmonary': 4,\n",
       "                      'many': 896,\n",
       "                      'Much': 31,\n",
       "                      'relative': 43,\n",
       "                      'quantitative': 9,\n",
       "                      'disturbing': 14,\n",
       "                      'Precise': 2,\n",
       "                      'knowledgeable': 2,\n",
       "                      'diagonalizable': 14,\n",
       "                      'nilpotent': 12,\n",
       "                      'crassest': 1,\n",
       "                      'easy': 110,\n",
       "                      'extra': 48,\n",
       "                      'small': 517,\n",
       "                      'new': 1060,\n",
       "                      'delicate': 27,\n",
       "                      'maximal': 3,\n",
       "                      'reticulate': 3,\n",
       "                      'maximum': 66,\n",
       "                      'least': 325,\n",
       "                      'other': 1627,\n",
       "                      'black': 147,\n",
       "                      'deep-set': 3,\n",
       "                      'expressionless': 2,\n",
       "                      'few': 583,\n",
       "                      'only': 365,\n",
       "                      'main': 98,\n",
       "                      'common': 201,\n",
       "                      'social': 355,\n",
       "                      'ordinary': 66,\n",
       "                      'great': 592,\n",
       "                      'blank': 11,\n",
       "                      'dirty': 35,\n",
       "                      'same': 679,\n",
       "                      'Perennian': 2,\n",
       "                      'identical': 31,\n",
       "                      'Few': 18,\n",
       "                      'better': 233,\n",
       "                      'even': 25,\n",
       "                      'honest': 45,\n",
       "                      'infamous': 3,\n",
       "                      'alive': 57,\n",
       "                      'open': 238,\n",
       "                      'nervous': 24,\n",
       "                      'pretty': 39,\n",
       "                      'lusty': 3,\n",
       "                      'professional': 95,\n",
       "                      'vague': 24,\n",
       "                      'secret': 45,\n",
       "                      'sober': 16,\n",
       "                      'lofty': 5,\n",
       "                      '52nd': 1,\n",
       "                      'familial': 4,\n",
       "                      'possible': 373,\n",
       "                      'mutational': 1,\n",
       "                      'resistant': 4,\n",
       "                      'interior': 29,\n",
       "                      'most': 382,\n",
       "                      'National': 162,\n",
       "                      'further': 97,\n",
       "                      'soft': 59,\n",
       "                      'bitter': 52,\n",
       "                      'stagnant': 5,\n",
       "                      'timid': 5,\n",
       "                      'bigger': 34,\n",
       "                      'general': 291,\n",
       "                      'diffuse': 3,\n",
       "                      'ideological': 21,\n",
       "                      'latter': 112,\n",
       "                      'luminous': 12,\n",
       "                      'pessimistic': 6,\n",
       "                      'closer': 18,\n",
       "                      'effective': 128,\n",
       "                      'third': 168,\n",
       "                      'hard': 138,\n",
       "                      'abrasion-resistant': 1,\n",
       "                      'apparent': 57,\n",
       "                      'unspoken': 3,\n",
       "                      'legislative': 39,\n",
       "                      'doubtful': 21,\n",
       "                      'wild': 49,\n",
       "                      'modern': 180,\n",
       "                      'positive': 71,\n",
       "                      'golden': 25,\n",
       "                      'orange': 7,\n",
       "                      'close': 80,\n",
       "                      'General': 84,\n",
       "                      'Modern': 18,\n",
       "                      'Private': 3,\n",
       "                      'Different': 6,\n",
       "                      'internal': 47,\n",
       "                      'annual': 88,\n",
       "                      'voluntary': 22,\n",
       "                      'needy': 5,\n",
       "                      'South': 74,\n",
       "                      'International': 38,\n",
       "                      'four-jet': 1,\n",
       "                      'routine': 15,\n",
       "                      'normal': 132,\n",
       "                      'Many': 100,\n",
       "                      'public': 266,\n",
       "                      'private': 182,\n",
       "                      'hardworking': 1,\n",
       "                      'potential': 39,\n",
       "                      'negative': 50,\n",
       "                      'helpless': 20,\n",
       "                      'nationwide': 5,\n",
       "                      'uppermost': 1,\n",
       "                      'Olympic': 7,\n",
       "                      'understandable': 13,\n",
       "                      'Publick': 3,\n",
       "                      'old': 568,\n",
       "                      'sincere': 14,\n",
       "                      'neutral': 33,\n",
       "                      'advantageous': 5,\n",
       "                      'German': 51,\n",
       "                      'nuclear': 110,\n",
       "                      'rural': 46,\n",
       "                      'human': 259,\n",
       "                      'unable': 54,\n",
       "                      'dire': 1,\n",
       "                      'smooth': 36,\n",
       "                      'mechanical': 34,\n",
       "                      'optical': 19,\n",
       "                      'individual': 152,\n",
       "                      'Trouble-free': 1,\n",
       "                      'important': 365,\n",
       "                      'best': 286,\n",
       "                      'sensitive': 59,\n",
       "                      'sub-Christian': 1,\n",
       "                      'much': 465,\n",
       "                      'economic': 219,\n",
       "                      'industrial': 114,\n",
       "                      'inexplicable': 6,\n",
       "                      'organizational': 5,\n",
       "                      'agricultural': 35,\n",
       "                      'short': 192,\n",
       "                      'dry': 51,\n",
       "                      'edible': 5,\n",
       "                      'sharp': 70,\n",
       "                      'free-burning': 1,\n",
       "                      'electric': 52,\n",
       "                      'total': 74,\n",
       "                      'local': 267,\n",
       "                      'exact': 27,\n",
       "                      'sorry': 45,\n",
       "                      'medical': 118,\n",
       "                      'electronic': 65,\n",
       "                      'enormous': 37,\n",
       "                      'simple': 155,\n",
       "                      'collective': 31,\n",
       "                      'accountable': 1,\n",
       "                      'underdeveloped': 10,\n",
       "                      'due': 114,\n",
       "                      'sound': 50,\n",
       "                      'fiscal': 116,\n",
       "                      'horrible': 15,\n",
       "                      'frequent': 32,\n",
       "                      'gnarled': 1,\n",
       "                      'wooden': 49,\n",
       "                      'profound': 27,\n",
       "                      'gradual': 15,\n",
       "                      'ever-present': 6,\n",
       "                      'undepicted': 4,\n",
       "                      'orthodontic': 8,\n",
       "                      'young': 357,\n",
       "                      'reliable': 22,\n",
       "                      'current': 81,\n",
       "                      'creative': 48,\n",
       "                      'decisive': 19,\n",
       "                      'obscure': 11,\n",
       "                      'Southern': 109,\n",
       "                      'former': 128,\n",
       "                      'Blue': 44,\n",
       "                      'previous': 82,\n",
       "                      'decent': 20,\n",
       "                      'tall': 53,\n",
       "                      'grey': 6,\n",
       "                      'ultra-liberal': 1,\n",
       "                      'learned': 4,\n",
       "                      'lyric': 5,\n",
       "                      'whole': 256,\n",
       "                      'poor': 92,\n",
       "                      'Southeast': 17,\n",
       "                      'popular': 96,\n",
       "                      'worldly': 9,\n",
       "                      'greatest': 84,\n",
       "                      'ultra-fast': 1,\n",
       "                      'extreme': 51,\n",
       "                      'free': 222,\n",
       "                      'original': 99,\n",
       "                      'psychological': 41,\n",
       "                      'deep': 85,\n",
       "                      'ostensible': 3,\n",
       "                      'acceptable': 20,\n",
       "                      'medieval': 17,\n",
       "                      'intimate': 20,\n",
       "                      'able': 216,\n",
       "                      '26th': 2,\n",
       "                      'British': 101,\n",
       "                      'grim': 14,\n",
       "                      'international': 116,\n",
       "                      'nonspecific': 18,\n",
       "                      'bright': 77,\n",
       "                      'movable': 18,\n",
       "                      'present': 224,\n",
       "                      'dramatic': 62,\n",
       "                      'false': 27,\n",
       "                      'serious': 113,\n",
       "                      'irritating': 4,\n",
       "                      'pink': 45,\n",
       "                      'experimental': 33,\n",
       "                      'gyro-stabilized': 6,\n",
       "                      'automatic': 38,\n",
       "                      'rousing': 7,\n",
       "                      'sure': 222,\n",
       "                      'American': 535,\n",
       "                      'traditional': 77,\n",
       "                      'fine': 138,\n",
       "                      'excellent': 67,\n",
       "                      'magical': 12,\n",
       "                      'independent': 66,\n",
       "                      'high': 418,\n",
       "                      'natural': 152,\n",
       "                      'dead': 162,\n",
       "                      'blind': 42,\n",
       "                      'indifferent': 11,\n",
       "                      'salubrious': 2,\n",
       "                      'usual': 92,\n",
       "                      'bare': 27,\n",
       "                      'semitropical': 1,\n",
       "                      'bright-green': 1,\n",
       "                      'six-foot': 2,\n",
       "                      'tensile': 4,\n",
       "                      'unwaivering': 1,\n",
       "                      'revolutionary': 19,\n",
       "                      'artistic': 32,\n",
       "                      'junior-year-abroad': 1,\n",
       "                      'detachable': 2,\n",
       "                      'true': 215,\n",
       "                      'less': 226,\n",
       "                      'separate': 62,\n",
       "                      'regular': 79,\n",
       "                      'double': 36,\n",
       "                      'broad': 82,\n",
       "                      'fresh': 76,\n",
       "                      'hungry': 23,\n",
       "                      'West': 93,\n",
       "                      'firmer': 6,\n",
       "                      'sensual': 6,\n",
       "                      'courteous': 6,\n",
       "                      'slick': 6,\n",
       "                      'major': 221,\n",
       "                      'focal': 8,\n",
       "                      'South-Asian': 1,\n",
       "                      'long': 515,\n",
       "                      'cosmic': 18,\n",
       "                      'Small': 20,\n",
       "                      'deadly': 18,\n",
       "                      'musical': 76,\n",
       "                      'initial': 66,\n",
       "                      'unheeded': 2,\n",
       "                      'parsimonious': 1,\n",
       "                      'Indian': 42,\n",
       "                      'western-style': 1,\n",
       "                      'slivery': 1,\n",
       "                      'builtin': 1,\n",
       "                      'steady': 36,\n",
       "                      'eight-year': 1,\n",
       "                      'basic': 163,\n",
       "                      'technological': 18,\n",
       "                      'self-centered': 2,\n",
       "                      'efficient': 32,\n",
       "                      'narrow': 61,\n",
       "                      'wide': 115,\n",
       "                      'architectural': 8,\n",
       "                      'vocational': 68,\n",
       "                      'legal': 71,\n",
       "                      'standard': 64,\n",
       "                      'louder': 11,\n",
       "                      'left': 68,\n",
       "                      'special': 229,\n",
       "                      'harder': 9,\n",
       "                      'Italian': 43,\n",
       "                      'White': 88,\n",
       "                      'political': 254,\n",
       "                      'prominent': 40,\n",
       "                      'Last': 38,\n",
       "                      'grade-constructed': 1,\n",
       "                      'square': 25,\n",
       "                      'two-digit': 5,\n",
       "                      'symbolic': 35,\n",
       "                      'beautiful': 122,\n",
       "                      'vigorous': 28,\n",
       "                      'silent': 49,\n",
       "                      'contemporary': 58,\n",
       "                      'real': 236,\n",
       "                      'gravid': 2,\n",
       "                      'meaningful': 23,\n",
       "                      'bloody': 8,\n",
       "                      'right': 222,\n",
       "                      'biographical': 4,\n",
       "                      'obvious': 92,\n",
       "                      'fragmentary': 7,\n",
       "                      'personal': 192,\n",
       "                      'delightful': 26,\n",
       "                      'heart-warming': 1,\n",
       "                      'responsible': 71,\n",
       "                      'foreign': 135,\n",
       "                      'overseas': 12,\n",
       "                      'available': 240,\n",
       "                      'cross-licensing': 4,\n",
       "                      'mild': 14,\n",
       "                      'primitive': 37,\n",
       "                      'Medical': 44,\n",
       "                      'denominational': 9,\n",
       "                      'gross': 19,\n",
       "                      'national': 209,\n",
       "                      'particular': 173,\n",
       "                      'Unitarian': 8,\n",
       "                      'exclusive': 26,\n",
       "                      'Back': 2,\n",
       "                      'fervent': 5,\n",
       "                      'enough': 174,\n",
       "                      'over-all': 35,\n",
       "                      'Several': 39,\n",
       "                      'primary': 78,\n",
       "                      'mathematical': 23,\n",
       "                      'middle': 46,\n",
       "                      'Old': 93,\n",
       "                      'Chinese': 38,\n",
       "                      'aggressive': 17,\n",
       "                      'native': 35,\n",
       "                      'firm': 49,\n",
       "                      '22nd': 3,\n",
       "                      'grand': 30,\n",
       "                      'additional': 106,\n",
       "                      'older': 93,\n",
       "                      '30th': 5,\n",
       "                      'paramount': 8,\n",
       "                      'self-confident': 3,\n",
       "                      'lonely': 25,\n",
       "                      'Absent-minded': 1,\n",
       "                      'unexplained': 4,\n",
       "                      'Second': 23,\n",
       "                      'barometric': 1,\n",
       "                      'calm': 21,\n",
       "                      'blue': 82,\n",
       "                      'automotive': 8,\n",
       "                      'autistic': 13,\n",
       "                      'physical': 131,\n",
       "                      'direct': 105,\n",
       "                      'pure': 54,\n",
       "                      'unhurt': 1,\n",
       "                      'mad': 34,\n",
       "                      'Such': 75,\n",
       "                      'domestic': 59,\n",
       "                      'average': 63,\n",
       "                      'unnecessary': 16,\n",
       "                      'tiresome': 3,\n",
       "                      'familiar': 72,\n",
       "                      'tintable': 2,\n",
       "                      'oval': 5,\n",
       "                      'shantung-like': 1,\n",
       "                      'equivalent': 36,\n",
       "                      'slow': 48,\n",
       "                      'highest': 58,\n",
       "                      'restrictive': 7,\n",
       "                      'hot': 118,\n",
       "                      'back': 27,\n",
       "                      'downright': 3,\n",
       "                      'optimum': 13,\n",
       "                      'proper': 92,\n",
       "                      'determinable': 1,\n",
       "                      'healthy': 33,\n",
       "                      'marvelous': 9,\n",
       "                      'Little': 41,\n",
       "                      'crazy': 32,\n",
       "                      'unbelievable': 4,\n",
       "                      'strong': 191,\n",
       "                      'weak': 32,\n",
       "                      'best-preserved': 1,\n",
       "                      'ancient': 62,\n",
       "                      'Anglo-Saxon': 20,\n",
       "                      'Western': 103,\n",
       "                      'single': 164,\n",
       "                      'desirable': 36,\n",
       "                      'reasonable': 64,\n",
       "                      'minimum': 38,\n",
       "                      'beefed-up': 2,\n",
       "                      'essential': 78,\n",
       "                      'bad': 131,\n",
       "                      'stupid': 23,\n",
       "                      'moderate': 21,\n",
       "                      'damn': 13,\n",
       "                      'brighter': 8,\n",
       "                      'nautical': 2,\n",
       "                      'irrespective': 3,\n",
       "                      'concordant': 2,\n",
       "                      'comparable': 39,\n",
       "                      'stable': 16,\n",
       "                      'unstable': 8,\n",
       "                      'technical': 115,\n",
       "                      'aghast': 1,\n",
       "                      'moral': 134,\n",
       "                      'spiritual': 63,\n",
       "                      'ethical': 29,\n",
       "                      'irrelevant': 14,\n",
       "                      'deepest': 12,\n",
       "                      'poorest': 3,\n",
       "                      'Unemployed': 1,\n",
       "                      'skilled': 30,\n",
       "                      'vital': 54,\n",
       "                      'wrong': 116,\n",
       "                      'likely': 126,\n",
       "                      'desperate': 26,\n",
       "                      'tax-free': 8,\n",
       "                      'reportorial': 1,\n",
       "                      'massive': 33,\n",
       "                      'eventual': 11,\n",
       "                      'microscopic': 5,\n",
       "                      'minute': 11,\n",
       "                      'High': 35,\n",
       "                      'Great': 57,\n",
       "                      'narrower': 7,\n",
       "                      'fine-drawn': 1,\n",
       "                      'linguistic': 9,\n",
       "                      'vocalic': 1,\n",
       "                      'consonantal': 8,\n",
       "                      'amazing': 20,\n",
       "                      'Redundant': 1,\n",
       "                      'redundant': 3,\n",
       "                      'round': 28,\n",
       "                      'boyish': 4,\n",
       "                      'Precious': 9,\n",
       "                      'utter': 10,\n",
       "                      'Biblical': 15,\n",
       "                      'capable': 64,\n",
       "                      'V-shaped': 1,\n",
       "                      'brown': 61,\n",
       "                      'lumpy': 2,\n",
       "                      'center': 3,\n",
       "                      'shorter': 17,\n",
       "                      'helpful': 29,\n",
       "                      'visual': 39,\n",
       "                      'dark': 148,\n",
       "                      'stocky': 2,\n",
       "                      'smoky': 1,\n",
       "                      'horned': 1,\n",
       "                      'All-weather': 1,\n",
       "                      'East': 97,\n",
       "                      'empty': 64,\n",
       "                      'perceptive': 3,\n",
       "                      'lucky': 20,\n",
       "                      'tiny': 49,\n",
       "                      'tan': 5,\n",
       "                      'higher': 137,\n",
       "                      'thin': 90,\n",
       "                      'fake': 8,\n",
       "                      'Spanish': 31,\n",
       "                      'French': 107,\n",
       "                      'Pretty': 2,\n",
       "                      'blonde': 14,\n",
       "                      'pert': 2,\n",
       "                      'commercial': 58,\n",
       "                      'numerous': 46,\n",
       "                      'deaf': 11,\n",
       "                      'Brave': 3,\n",
       "                      'powerful': 62,\n",
       "                      'adequate': 65,\n",
       "                      'pursuant': 7,\n",
       "                      'unusual': 62,\n",
       "                      'underpaid': 1,\n",
       "                      'photographic': 11,\n",
       "                      'weird': 9,\n",
       "                      'fantastic': 19,\n",
       "                      'presumptuous': 4,\n",
       "                      'just': 20,\n",
       "                      'righteous': 4,\n",
       "                      'valuable': 44,\n",
       "                      'sad': 34,\n",
       "                      'full': 216,\n",
       "                      'earliest': 22,\n",
       "                      'eye-gouging': 1,\n",
       "                      'unliterary': 1,\n",
       "                      'anti-trust': 26,\n",
       "                      'outside': 39,\n",
       "                      'meager': 5,\n",
       "                      'ambitious': 16,\n",
       "                      'unlikely': 21,\n",
       "                      'dull-gray': 1,\n",
       "                      'now-historic': 1,\n",
       "                      'First': 84,\n",
       "                      'level': 15,\n",
       "                      'bland': 3,\n",
       "                      'white': 246,\n",
       "                      'Additional': 14,\n",
       "                      'promotional': 6,\n",
       "                      'critical': 55,\n",
       "                      'guilty': 29,\n",
       "                      'naked': 31,\n",
       "                      'dingy': 5,\n",
       "                      'radial': 5,\n",
       "                      'idiotic': 3,\n",
       "                      'contrary': 35,\n",
       "                      'porous': 12,\n",
       "                      'flat': 51,\n",
       "                      'spectacular': 21,\n",
       "                      'Irish': 26,\n",
       "                      'distressing': 7,\n",
       "                      'Red': 53,\n",
       "                      'sudden': 37,\n",
       "                      'nonpolitical': 1,\n",
       "                      'nonpartisan': 2,\n",
       "                      'subservient': 3,\n",
       "                      'fiery': 7,\n",
       "                      'minor': 44,\n",
       "                      'Solar': 3,\n",
       "                      'Federal': 134,\n",
       "                      'universal': 40,\n",
       "                      'syntactical': 1,\n",
       "                      'slack': 6,\n",
       "                      'digital': 6,\n",
       "                      'considerable': 94,\n",
       "                      'happy': 91,\n",
       "                      'carefree': 9,\n",
       "                      'unshed': 1,\n",
       "                      'impatient': 10,\n",
       "                      'divine': 28,\n",
       "                      'propagandistic': 4,\n",
       "                      'Superior': 16,\n",
       "                      'stirring': 2,\n",
       "                      'lovely': 43,\n",
       "                      'Other': 75,\n",
       "                      'Gross': 11,\n",
       "                      'Taxable': 1,\n",
       "                      'pro-Western': 12,\n",
       "                      'hostile': 18,\n",
       "                      'quick': 58,\n",
       "                      'clean': 47,\n",
       "                      'self-imposed': 4,\n",
       "                      'judicial': 14,\n",
       "                      'famous': 89,\n",
       "                      'mindful': 5,\n",
       "                      'violent': 32,\n",
       "                      'civil': 45,\n",
       "                      'provincial': 8,\n",
       "                      'literal': 14,\n",
       "                      'unfortunate': 18,\n",
       "                      'educational': 65,\n",
       "                      'mass': 5,\n",
       "                      'pulmonary': 27,\n",
       "                      'distal': 9,\n",
       "                      'respiratory': 16,\n",
       "                      'alveolar': 9,\n",
       "                      'past': 111,\n",
       "                      'Structural': 3,\n",
       "                      'thick': 63,\n",
       "                      'worse': 47,\n",
       "                      'infinite': 15,\n",
       "                      'incessant': 4,\n",
       "                      'satirical': 3,\n",
       "                      'analytical': 4,\n",
       "                      'Public': 37,\n",
       "                      'rich': 68,\n",
       "                      'solitary': 13,\n",
       "                      'immediate': 81,\n",
       "                      'Dry': 2,\n",
       "                      'dystopian': 7,\n",
       "                      'satiric': 4,\n",
       "                      'easier': 44,\n",
       "                      'inconsistent': 5,\n",
       "                      'corresponding': 29,\n",
       "                      'fullest': 5,\n",
       "                      'sane': 5,\n",
       "                      'thicker': 5,\n",
       "                      'all-out': 6,\n",
       "                      'dependent': 38,\n",
       "                      'genuine': 34,\n",
       "                      'lean': 13,\n",
       "                      'sundry': 5,\n",
       "                      'smaller': 77,\n",
       "                      'Late': 4,\n",
       "                      'Laurentian': 1,\n",
       "                      'pertinent': 21,\n",
       "                      '11-shot': 1,\n",
       "                      'hammerless': 1,\n",
       "                      'implicit': 13,\n",
       "                      'time-honored': 3,\n",
       "                      'clinical': 27,\n",
       "                      'inner': 53,\n",
       "                      'attractive': 39,\n",
       "                      'dynamic': 20,\n",
       "                      'comic': 7,\n",
       "                      'year-round': 4,\n",
       "                      'full-time': 23,\n",
       "                      'awesome': 4,\n",
       "                      'quiet': 63,\n",
       "                      'fewer': 33,\n",
       "                      'male': 13,\n",
       "                      'ready': 140,\n",
       "                      'naive': 18,\n",
       "                      'melodramatic': 4,\n",
       "                      'ultravehement': 1,\n",
       "                      'chilly': 5,\n",
       "                      'suave': 2,\n",
       "                      'unfair': 13,\n",
       "                      'wet': 45,\n",
       "                      'imaginative': 13,\n",
       "                      'miraculous': 4,\n",
       "                      'military': 183,\n",
       "                      'overwhelming': 19,\n",
       "                      'relevant': 22,\n",
       "                      'wider': 15,\n",
       "                      'longer': 69,\n",
       "                      'drunker': 2,\n",
       "                      'happier': 11,\n",
       "                      'Big': 43,\n",
       "                      'religious': 158,\n",
       "                      'Catholic': 83,\n",
       "                      'indoor': 4,\n",
       "                      'strange': 76,\n",
       "                      'actual': 96,\n",
       "                      'seventh': 14,\n",
       "                      'next-to-last': 1,\n",
       "                      'suitable': 33,\n",
       "                      'Corinthian': 5,\n",
       "                      'location-minded': 1,\n",
       "                      'Industrial': 29,\n",
       "                      'financial': 81,\n",
       "                      'connective': 2,\n",
       "                      'naval': 20,\n",
       "                      'break-neck': 1,\n",
       "                      'compatible': 16,\n",
       "                      'Economic': 24,\n",
       "                      'Mutual': 5,\n",
       "                      'deceased': 6,\n",
       "                      'central': 106,\n",
       "                      'hopeful': 12,\n",
       "                      'superior': 29,\n",
       "                      'acute': 13,\n",
       "                      'unofficial': 5,\n",
       "                      'literary': 76,\n",
       "                      'semi-major': 2,\n",
       "                      'semi-minor': 1,\n",
       "                      'consequent': 7,\n",
       "                      'circular': 16,\n",
       "                      'Young': 18,\n",
       "                      'red': 116,\n",
       "                      'fearful': 12,\n",
       "                      'piezoelectric': 3,\n",
       "                      'chemical': 5,\n",
       "                      'structural': 22,\n",
       "                      'sixteenth': 10,\n",
       "                      'seminal': 1,\n",
       "                      'influential': 13,\n",
       "                      'moonlit': 2,\n",
       "                      'admirable': 10,\n",
       "                      'afraid': 55,\n",
       "                      'hexagonal': 2,\n",
       "                      'aware': 84,\n",
       "                      'good-looking': 4,\n",
       "                      'severe': 36,\n",
       "                      'overweight': 3,\n",
       "                      'Royal': 19,\n",
       "                      'indispensable': 15,\n",
       "                      'Solid': 7,\n",
       "                      'hollow': 8,\n",
       "                      'magnetic': 24,\n",
       "                      'unpaired': 4,\n",
       "                      'tremendous': 37,\n",
       "                      'Apropos': 1,\n",
       "                      'larger': 122,\n",
       "                      'inside': 7,\n",
       "                      'Athletic': 5,\n",
       "                      'oily': 10,\n",
       "                      'unsalted': 2,\n",
       "                      'unimpeachable': 2,\n",
       "                      'prevalent': 5,\n",
       "                      'mental': 41,\n",
       "                      'level-headed': 2,\n",
       "                      'busy': 57,\n",
       "                      'Communist': 24,\n",
       "                      'definitive': 5,\n",
       "                      'consistent': 28,\n",
       "                      'key': 29,\n",
       "                      'poetic': 31,\n",
       "                      'flexible': 25,\n",
       "                      'rigid': 24,\n",
       "                      'discretionary': 2,\n",
       "                      'double-breasted': 2,\n",
       "                      'ripe': 10,\n",
       "                      'Oversized': 1,\n",
       "                      'dumb': 13,\n",
       "                      'part-time': 21,\n",
       "                      'probable': 24,\n",
       "                      'very': 94,\n",
       "                      'particulate': 3,\n",
       "                      'inorganic': 10,\n",
       "                      'colloidal': 2,\n",
       "                      'scholarly': 8,\n",
       "                      'successful': 93,\n",
       "                      'overt': 10,\n",
       "                      'next': 291,\n",
       "                      'subsequent': 26,\n",
       "                      'optimal': 28,\n",
       "                      'Religious': 7,\n",
       "                      'convulsive': 3,\n",
       "                      'fundamental': 47,\n",
       "                      'excitatory': 4,\n",
       "                      'inhibitory': 2,\n",
       "                      'cerebral': 7,\n",
       "                      'Geographic': 2,\n",
       "                      'formidable': 16,\n",
       "                      'inhuman': 7,\n",
       "                      'moonlike': 1,\n",
       "                      'pernicious': 1,\n",
       "                      'Metropolitan': 12,\n",
       "                      'equal': 81,\n",
       "                      'freer': 5,\n",
       "                      'frank': 18,\n",
       "                      'magnificent': 26,\n",
       "                      'Mexican': 19,\n",
       "                      'suspect': 3,\n",
       "                      'punishable': 1,\n",
       "                      'constant': 60,\n",
       "                      'preposterous': 5,\n",
       "                      'centrifugal': 1,\n",
       "                      'complete': 161,\n",
       "                      'Final': 5,\n",
       "                      'encephalographic': 1,\n",
       "                      'polytonal': 1,\n",
       "                      'harmonic': 2,\n",
       "                      'brilliant': 50,\n",
       "                      'florid': 2,\n",
       "                      'mature': 24,\n",
       "                      'scientific': 81,\n",
       "                      '5000-word': 1,\n",
       "                      'fiftieth': 1,\n",
       "                      'managerial': 10,\n",
       "                      'vivid': 25,\n",
       "                      'jubilant': 2,\n",
       "                      'complex': 59,\n",
       "                      'noncommittal': 2,\n",
       "                      'Theodosian': 1,\n",
       "                      'Good': 39,\n",
       "                      'forthright': 6,\n",
       "                      'privileged': 10,\n",
       "                      'submissive': 4,\n",
       "                      'slightest': 13,\n",
       "                      'radical': 22,\n",
       "                      'Hebrew': 3,\n",
       "                      'sheer': 13,\n",
       "                      'low': 143,\n",
       "                      'hypothalamic-cortical': 4,\n",
       "                      'synchronous': 2,\n",
       "                      'Home-made': 1,\n",
       "                      'Un-American': 2,\n",
       "                      'patriotic': 10,\n",
       "                      'slight': 49,\n",
       "                      '6-inch': 2,\n",
       "                      'False': 1,\n",
       "                      'all-Negro': 6,\n",
       "                      'gymnastic': 4,\n",
       "                      'federal': 112,\n",
       "                      'puffy': 2,\n",
       "                      'natty': 1,\n",
       "                      'unique': 57,\n",
       "                      'prompt': 6,\n",
       "                      'Pacific': 24,\n",
       "                      'determinate': 1,\n",
       "                      'classless': 1,\n",
       "                      'Socialist': 12,\n",
       "                      'heterogeneous': 4,\n",
       "                      'cultural': 49,\n",
       "                      'ever-changing': 5,\n",
       "                      'sole': 15,\n",
       "                      'gifted': 13,\n",
       "                      'difficult': 160,\n",
       "                      'theological': 24,\n",
       "                      'striking': 28,\n",
       "                      'marginal': 26,\n",
       "                      'plain': 36,\n",
       "                      'suspicious': 13,\n",
       "                      'Most': 96,\n",
       "                      'unfitting': 3,\n",
       "                      'practical': 66,\n",
       "                      'Christian': 131,\n",
       "                      'occipital': 2,\n",
       "                      'subsistent': 1,\n",
       "                      'adventitious': 1,\n",
       "                      'postwar': 11,\n",
       "                      'near': 16,\n",
       "                      'handmade': 1,\n",
       "                      'orderly': 19,\n",
       "                      'centuries-old': 2,\n",
       "                      'Colonial': 7,\n",
       "                      'eminent': 9,\n",
       "                      'eloquent': 11,\n",
       "                      'representative': 17,\n",
       "                      'solid': 63,\n",
       "                      'parallel': 14,\n",
       "                      'faint': 24,\n",
       "                      'absurd': 17,\n",
       "                      'infantile': 2,\n",
       "                      'resultant': 11,\n",
       "                      'unanimous': 5,\n",
       "                      'Rooseveltian': 1,\n",
       "                      'grateful': 25,\n",
       "                      'satisfactory': 38,\n",
       "                      'erect': 8,\n",
       "                      'Happy': 6,\n",
       "                      'prospective': 21,\n",
       "                      'erroneous': 4,\n",
       "                      'idle': 11,\n",
       "                      'listless': 1,\n",
       "                      'awkward': 11,\n",
       "                      'splendid': 18,\n",
       "                      'elaborate': 25,\n",
       "                      'slim': 10,\n",
       "                      'biggest': 22,\n",
       "                      'warm': 62,\n",
       "                      'Round': 4,\n",
       "                      'warty': 1,\n",
       "                      'Latin': 39,\n",
       "                      'unsaturated': 2,\n",
       "                      'fatty': 7,\n",
       "                      'Serious': 3,\n",
       "                      'like': 35,\n",
       "                      'comprehensive': 18,\n",
       "                      'nimbler': 1,\n",
       "                      'Dauntless': 1,\n",
       "                      'conservative': 27,\n",
       "                      'precarious': 8,\n",
       "                      'prime': 36,\n",
       "                      'builder-dealer': 1,\n",
       "                      'tangible': 19,\n",
       "                      'handless': 1,\n",
       "                      'undue': 13,\n",
       "                      'unmeritorious': 1,\n",
       "                      'tragic': 33,\n",
       "                      'sinister': 13,\n",
       "                      'dear': 38,\n",
       "                      'drunk': 23,\n",
       "                      'bleak': 9,\n",
       "                      'gorgeous': 6,\n",
       "                      'pleural': 6,\n",
       "                      'comparative': 17,\n",
       "                      'intrapulmonary': 1,\n",
       "                      'mammalian': 5,\n",
       "                      'Dark': 12,\n",
       "                      'interpeople': 1,\n",
       "                      'patristic': 1,\n",
       "                      'bereft': 2,\n",
       "                      'progressive': 17,\n",
       "                      'humanitarian': 2,\n",
       "                      'postage-prepaid': 1,\n",
       "                      'rational': 25,\n",
       "                      'ecclesiastical': 8,\n",
       "                      'earlier': 76,\n",
       "                      'gracious': 9,\n",
       "                      'objective': 38,\n",
       "                      'handy': 13,\n",
       "                      'Hoped-for': 1,\n",
       "                      'shallow': 14,\n",
       "                      'littlest': 1,\n",
       "                      'carnal': 2,\n",
       "                      'generous': 25,\n",
       "                      'philanthropic': 4,\n",
       "                      'antiseptic': 4,\n",
       "                      'distant': 37,\n",
       "                      'Atomic': 8,\n",
       "                      'systematic': 18,\n",
       "                      'atmospheric': 9,\n",
       "                      'meteoritic': 7,\n",
       "                      'theoretical': 18,\n",
       "                      'deformational': 1,\n",
       "                      'elastic': 7,\n",
       "                      'southern': 28,\n",
       "                      'administrative': 49,\n",
       "                      'scant': 5,\n",
       "                      'active': 76,\n",
       "                      'intense': 39,\n",
       "                      'amorous': 2,\n",
       "                      'liveried': 1,\n",
       "                      'childish': 11,\n",
       "                      'swift': 13,\n",
       "                      'unknown': 43,\n",
       "                      'monumental': 5,\n",
       "                      'metallic': 9,\n",
       "                      'quaint': 12,\n",
       "                      'hebephrenic': 7,\n",
       "                      'communicative': 6,\n",
       "                      'More': 48,\n",
       "                      'causal': 6,\n",
       "                      'proud': 50,\n",
       "                      'Eighty-seventh': 2,\n",
       "                      'undiminished': 3,\n",
       "                      'Green': 11,\n",
       "                      'liquid': 20,\n",
       "                      'photochemical': 7,\n",
       "                      'reproducible': 5,\n",
       "                      'thermal': 31,\n",
       "                      'erratic': 3,\n",
       "                      'romantic': 29,\n",
       "                      'pleasing': 10,\n",
       "                      'surprising': 17,\n",
       "                      'sold-out': 1,\n",
       "                      'worth': 71,\n",
       "                      'eager': 26,\n",
       "                      'western': 34,\n",
       "                      'fair': 62,\n",
       "                      'rhythmical': 1,\n",
       "                      'underwater': 10,\n",
       "                      'consecutive': 10,\n",
       "                      'icy': 12,\n",
       "                      'Tri-State': 12,\n",
       "                      'subject': 36,\n",
       "                      'profitable': 14,\n",
       "                      'typical': 63,\n",
       "                      'Teutonic': 1,\n",
       "                      'oral': 25,\n",
       "                      'ethnic': 13,\n",
       "                      'regional': 37,\n",
       "                      'occupational': 9,\n",
       "                      'comfortable': 37,\n",
       "                      'airy': 6,\n",
       "                      'reverent': 3,\n",
       "                      'revolting': 2,\n",
       "                      'Bad': 3,\n",
       "                      'Flemish': 5,\n",
       "                      'Low': 4,\n",
       "                      ...}),\n",
       "             'X': Counter({'La': 24,\n",
       "                      'Dolce': 5,\n",
       "                      'Vita': 5,\n",
       "                      'Bureau': 1,\n",
       "                      'De': 21,\n",
       "                      'Demographie': 1,\n",
       "                      'Section': 1,\n",
       "                      'Statistique': 1,\n",
       "                      'a': 8,\n",
       "                      'fortiori': 1,\n",
       "                      'virtuosi': 1,\n",
       "                      'Gracias': 2,\n",
       "                      \"dell'\": 1,\n",
       "                      'Orso': 1,\n",
       "                      'Ille': 1,\n",
       "                      'amici': 2,\n",
       "                      'curiae': 2,\n",
       "                      'Kulturbund': 4,\n",
       "                      'deja': 7,\n",
       "                      'vue': 7,\n",
       "                      'pas': 5,\n",
       "                      'de': 46,\n",
       "                      'deux': 4,\n",
       "                      'Le': 5,\n",
       "                      'Cygne': 1,\n",
       "                      'Sinfonica': 1,\n",
       "                      'Siciliana': 1,\n",
       "                      '(': 10,\n",
       "                      'B.t.u./sq.': 1,\n",
       "                      'ft.': 1,\n",
       "                      'of': 2,\n",
       "                      'material/hr./*0F./in.': 1,\n",
       "                      'thickness': 1,\n",
       "                      ')': 10,\n",
       "                      'engages': 5,\n",
       "                      'voyageurs': 4,\n",
       "                      'Gott': 1,\n",
       "                      'strafe': 2,\n",
       "                      'Angleterre': 1,\n",
       "                      'Carthago': 1,\n",
       "                      'delenda': 1,\n",
       "                      'est': 3,\n",
       "                      'Deus': 1,\n",
       "                      'if': 1,\n",
       "                      'Notitia': 1,\n",
       "                      'se': 8,\n",
       "                      'sub': 1,\n",
       "                      'specie': 2,\n",
       "                      'aeternitatis': 1,\n",
       "                      'Gladius': 2,\n",
       "                      'Dei': 2,\n",
       "                      'Cavaliere': 1,\n",
       "                      'alpha-beta-gammas': 1,\n",
       "                      'patronne': 3,\n",
       "                      'et': 29,\n",
       "                      'al.': 1,\n",
       "                      'milord': 2,\n",
       "                      'fille': 6,\n",
       "                      'chambre': 4,\n",
       "                      'bevor': 1,\n",
       "                      'die': 4,\n",
       "                      'Nacht': 2,\n",
       "                      'sinkt': 1,\n",
       "                      'eine': 1,\n",
       "                      'lange': 1,\n",
       "                      'vielleicht': 1,\n",
       "                      'und': 3,\n",
       "                      'ein': 2,\n",
       "                      'tiefes': 1,\n",
       "                      'Vergessen': 1,\n",
       "                      'Chateau': 1,\n",
       "                      \"d'Yquem\": 1,\n",
       "                      'al': 8,\n",
       "                      'esprit': 6,\n",
       "                      'corps': 7,\n",
       "                      'filles': 2,\n",
       "                      'joie': 1,\n",
       "                      '38': 4,\n",
       "                      '-': 6,\n",
       "                      '43*0': 1,\n",
       "                      'C.': 1,\n",
       "                      'unagi': 1,\n",
       "                      'zorrillas': 1,\n",
       "                      'sic': 1,\n",
       "                      'corroborees': 2,\n",
       "                      'novo': 1,\n",
       "                      'lubra': 2,\n",
       "                      'negociant': 2,\n",
       "                      'Sushi': 1,\n",
       "                      'Metamorphose': 1,\n",
       "                      'Des': 6,\n",
       "                      'Dieux': 1,\n",
       "                      'esse': 2,\n",
       "                      'Weltanschauung': 1,\n",
       "                      'prie-dieu': 1,\n",
       "                      'Conseil': 2,\n",
       "                      'El': 2,\n",
       "                      'Sake': 2,\n",
       "                      'simpliciter': 1,\n",
       "                      'papiers': 1,\n",
       "                      'colles': 1,\n",
       "                      'oui': 2,\n",
       "                      'wei': 2,\n",
       "                      'opera': 1,\n",
       "                      'bouffe': 1,\n",
       "                      'maku': 2,\n",
       "                      'persona': 1,\n",
       "                      'non': 7,\n",
       "                      'grata': 1,\n",
       "                      'en': 5,\n",
       "                      'route': 4,\n",
       "                      'Svenskarna': 1,\n",
       "                      'och': 2,\n",
       "                      'deras': 1,\n",
       "                      'Hovdingar': 1,\n",
       "                      'kotowaza': 1,\n",
       "                      'Tanin': 1,\n",
       "                      'yori': 1,\n",
       "                      'miuchi': 1,\n",
       "                      'Paredon': 2,\n",
       "                      'ASPIS': 1,\n",
       "                      'SAKOS': 1,\n",
       "                      'Rue': 4,\n",
       "                      'Ecole': 1,\n",
       "                      'Medecine': 1,\n",
       "                      'Non': 2,\n",
       "                      'lex': 1,\n",
       "                      'sana': 1,\n",
       "                      'Quod': 1,\n",
       "                      'regi': 1,\n",
       "                      'sit': 1,\n",
       "                      'mea': 2,\n",
       "                      'lana': 1,\n",
       "                      'biwa': 9,\n",
       "                      'kamikaze': 1,\n",
       "                      'oyabun': 4,\n",
       "                      'metier': 1,\n",
       "                      'ngandlu': 1,\n",
       "                      \"J'ai\": 1,\n",
       "                      'faim': 1,\n",
       "                      'viva': 1,\n",
       "                      'voce': 1,\n",
       "                      'vade': 2,\n",
       "                      'mecum': 2,\n",
       "                      'Atlantes': 1,\n",
       "                      'chili': 2,\n",
       "                      'con': 4,\n",
       "                      'carne': 3,\n",
       "                      'circonscriptions': 1,\n",
       "                      'sine': 3,\n",
       "                      'campagna': 1,\n",
       "                      'minber': 1,\n",
       "                      'tultul': 4,\n",
       "                      'culpas': 1,\n",
       "                      'Rondo': 1,\n",
       "                      'Sonambula': 1,\n",
       "                      'Toujours': 1,\n",
       "                      'gai': 1,\n",
       "                      'vopos': 1,\n",
       "                      \"dabhumaksanigalu'ahai\": 1,\n",
       "                      \"ksu'u'peli'afo\": 1,\n",
       "                      \"mai'teipa\": 1,\n",
       "                      'Francaise': 3,\n",
       "                      'Sultane': 1,\n",
       "                      \"L'Astree\": 1,\n",
       "                      \"L'Imperiale\": 1,\n",
       "                      'Engages': 1,\n",
       "                      'quo': 11,\n",
       "                      'Service': 1,\n",
       "                      'des': 2,\n",
       "                      'Affaires': 1,\n",
       "                      'Indigenes': 2,\n",
       "                      'la': 10,\n",
       "                      \"Main-d'Oeuvre\": 1,\n",
       "                      'Direction': 1,\n",
       "                      'Generale': 4,\n",
       "                      'Gouvernement': 1,\n",
       "                      'Nec': 1,\n",
       "                      'minus': 1,\n",
       "                      'salutaris': 1,\n",
       "                      'quam': 1,\n",
       "                      'festivus': 2,\n",
       "                      'Se': 1,\n",
       "                      'Habla': 1,\n",
       "                      'Espanol': 1,\n",
       "                      'Strukturbericht': 1,\n",
       "                      'hoi-polloi': 1,\n",
       "                      'Vive': 1,\n",
       "                      'nolo': 1,\n",
       "                      'contendere': 1,\n",
       "                      'Von': 3,\n",
       "                      'heute': 1,\n",
       "                      'auf': 1,\n",
       "                      'morgen': 1,\n",
       "                      'Klinico': 1,\n",
       "                      'Clericis': 1,\n",
       "                      'Laicos': 1,\n",
       "                      'Unam': 1,\n",
       "                      'Sanctam': 1,\n",
       "                      'tofu': 1,\n",
       "                      'miso': 1,\n",
       "                      'tempeh': 1,\n",
       "                      'Comedie': 13,\n",
       "                      'contadini': 2,\n",
       "                      'le': 6,\n",
       "                      'culte': 1,\n",
       "                      'du': 2,\n",
       "                      'moi': 1,\n",
       "                      \"d'you\": 1,\n",
       "                      'boite': 1,\n",
       "                      'Musique': 2,\n",
       "                      'rata': 2,\n",
       "                      'Angst': 2,\n",
       "                      'Variations': 1,\n",
       "                      'Serieuses': 1,\n",
       "                      'Pax': 1,\n",
       "                      'Britannica': 1,\n",
       "                      'bel': 3,\n",
       "                      'canto': 3,\n",
       "                      'Prix': 2,\n",
       "                      'intonaco': 2,\n",
       "                      'Puttana': 1,\n",
       "                      'cetera': 4,\n",
       "                      'sake': 4,\n",
       "                      '29': 1,\n",
       "                      '32-degrees-C': 1,\n",
       "                      '32*0C.': 1,\n",
       "                      'Lutte': 1,\n",
       "                      'avec': 1,\n",
       "                      \"l'Ange\": 1,\n",
       "                      'haute': 2,\n",
       "                      'monde': 1,\n",
       "                      'qua': 2,\n",
       "                      'ceteras': 1,\n",
       "                      'Grands': 3,\n",
       "                      'Crus': 3,\n",
       "                      'crus': 1,\n",
       "                      \"L'Institut\": 1,\n",
       "                      'pour': 2,\n",
       "                      'Recherche': 1,\n",
       "                      'Scientifique': 1,\n",
       "                      'En': 2,\n",
       "                      'Afrique': 1,\n",
       "                      'Centrale': 1,\n",
       "                      'Mi': 1,\n",
       "                      'diapiace': 1,\n",
       "                      'ma': 1,\n",
       "                      'comedie': 1,\n",
       "                      'humaine': 1,\n",
       "                      'troika': 1,\n",
       "                      'Royale': 1,\n",
       "                      'Y': 1,\n",
       "                      'que': 1,\n",
       "                      'sigue': 1,\n",
       "                      'despues': 1,\n",
       "                      'Vieux': 1,\n",
       "                      'Carre': 1,\n",
       "                      'adieu': 1,\n",
       "                      'kolkhoz': 2,\n",
       "                      'kolkhozes': 2,\n",
       "                      'pokeneu': 1,\n",
       "                      'phis': 1,\n",
       "                      'coup': 2,\n",
       "                      \"d'etat\": 2,\n",
       "                      'Maitres': 1,\n",
       "                      'Allemands': 1,\n",
       "                      '17e': 1,\n",
       "                      '18e': 2,\n",
       "                      'Siecles': 1,\n",
       "                      'Ensemble': 1,\n",
       "                      'Instrumental': 1,\n",
       "                      'Internationale': 1,\n",
       "                      'Tabellen': 1,\n",
       "                      'Zur': 1,\n",
       "                      'Bestimmung': 1,\n",
       "                      'Kristallstrukturen': 1,\n",
       "                      'Die': 4,\n",
       "                      'Frist': 1,\n",
       "                      'ist': 1,\n",
       "                      'um': 1,\n",
       "                      'wiederum': 1,\n",
       "                      'verstrichen': 1,\n",
       "                      'sind': 1,\n",
       "                      'sieben': 1,\n",
       "                      'Jahr': 1,\n",
       "                      'circonscription': 1,\n",
       "                      'territoire': 1,\n",
       "                      'peccavi': 1,\n",
       "                      'Fledermaus': 1,\n",
       "                      'ad': 6,\n",
       "                      'hoc': 3,\n",
       "                      'Mais': 2,\n",
       "                      'Bueno': 1,\n",
       "                      'amigo': 2,\n",
       "                      'Champs': 2,\n",
       "                      \"C'est\": 2,\n",
       "                      'formidable': 1,\n",
       "                      'merveilleux': 1,\n",
       "                      'Vallfart': 1,\n",
       "                      'Vandringsar': 1,\n",
       "                      'Sie': 1,\n",
       "                      'lacheln': 1,\n",
       "                      'Schwarzen': 1,\n",
       "                      'Hexen': 1,\n",
       "                      'cordon': 1,\n",
       "                      'sanitaire': 1,\n",
       "                      'Ciao': 1,\n",
       "                      'Paix': 1,\n",
       "                      'Tour': 2,\n",
       "                      \"D'Argent\": 1,\n",
       "                      \"chambre's\": 1,\n",
       "                      'Naturam': 1,\n",
       "                      'Pati': 1,\n",
       "                      'Senium': 1,\n",
       "                      'Idea': 1,\n",
       "                      'Platonica': 1,\n",
       "                      'Chemische': 4,\n",
       "                      'Krystallographie': 4,\n",
       "                      'A': 1,\n",
       "                      'quibusdam': 1,\n",
       "                      'audivi': 1,\n",
       "                      'nuper': 1,\n",
       "                      'Domina': 2,\n",
       "                      '38*0': 1,\n",
       "                      'to': 3,\n",
       "                      '60*0C.': 1,\n",
       "                      'Konzerthaus': 1,\n",
       "                      'Deutsche': 1,\n",
       "                      'Grammophon': 1,\n",
       "                      'Pacta': 1,\n",
       "                      'sunt': 1,\n",
       "                      'Servanda': 1,\n",
       "                      'Il': 2,\n",
       "                      'del': 1,\n",
       "                      'Place': 5,\n",
       "                      'Du': 8,\n",
       "                      'Tertre': 1,\n",
       "                      'jure': 3,\n",
       "                      'facto': 7,\n",
       "                      'baci': 1,\n",
       "                      'Musee': 1,\n",
       "                      'mode': 1,\n",
       "                      'avant': 1,\n",
       "                      'garde': 1,\n",
       "                      'mater': 1,\n",
       "                      'gegenschein': 1,\n",
       "                      'verboten': 1,\n",
       "                      'modus': 1,\n",
       "                      'dicendi': 1,\n",
       "                      'Compagnie': 1,\n",
       "                      'Telegraphie': 1,\n",
       "                      'Sans': 2,\n",
       "                      'Fil': 1,\n",
       "                      'Then': 1,\n",
       "                      'he': 2,\n",
       "                      'launches': 1,\n",
       "                      'into': 3,\n",
       "                      'an': 2,\n",
       "                      'attack': 1,\n",
       "                      'on': 2,\n",
       "                      'the': 3,\n",
       "                      'Tory': 1,\n",
       "                      'ministers': 1,\n",
       "                      'whom': 1,\n",
       "                      'calls': 1,\n",
       "                      'ghazals': 1,\n",
       "                      'mettwurst': 1,\n",
       "                      'bratwurst': 1,\n",
       "                      'bockwurst': 1,\n",
       "                      'blutwurst': 1,\n",
       "                      'in': 4,\n",
       "                      'situ': 1,\n",
       "                      'def': 1,\n",
       "                      'sympathique': 1,\n",
       "                      'hors': 1,\n",
       "                      'combat': 1,\n",
       "                      'Ballet': 3,\n",
       "                      'Espagnol': 1,\n",
       "                      '49*0': 1,\n",
       "                      '71*&0C.': 1,\n",
       "                      'Piazza': 2,\n",
       "                      'Inferno': 1,\n",
       "                      'jeunes': 1,\n",
       "                      'oud': 1,\n",
       "                      'terra': 1,\n",
       "                      'firma': 1,\n",
       "                      'paxam': 1,\n",
       "                      'Invictus': 1,\n",
       "                      'Son': 2,\n",
       "                      'Lumiere': 2,\n",
       "                      'Amici': 1,\n",
       "                      'Curiae': 1,\n",
       "                      'Thus': 1,\n",
       "                      'as': 1,\n",
       "                      'development': 1,\n",
       "                      'program': 1,\n",
       "                      'is': 1,\n",
       "                      'being': 1,\n",
       "                      'launched': 1,\n",
       "                      'commitments': 1,\n",
       "                      'and': 3,\n",
       "                      'obligations': 1,\n",
       "                      'must': 1,\n",
       "                      'be': 2,\n",
       "                      'entered': 1,\n",
       "                      'given': 1,\n",
       "                      'year': 2,\n",
       "                      'which': 1,\n",
       "                      'may': 1,\n",
       "                      'exceed': 1,\n",
       "                      'by': 1,\n",
       "                      'twofold': 1,\n",
       "                      'or': 1,\n",
       "                      'threefold': 1,\n",
       "                      'expenditures': 1,\n",
       "                      'made': 3,\n",
       "                      'that': 1,\n",
       "                      'wohaws': 1,\n",
       "                      'sushi': 1,\n",
       "                      'maria': 1,\n",
       "                      'Nouvelle': 1,\n",
       "                      'Alsatian': 1,\n",
       "                      'Wanderjahr': 1,\n",
       "                      'what-will-T.': 1,\n",
       "                      'S.': 1,\n",
       "                      'Eliot-or-Martin': 1,\n",
       "                      'Buber-think': 1,\n",
       "                      'Redoute': 3,\n",
       "                      'Revolutionibus': 3,\n",
       "                      'Af': 1,\n",
       "                      \"patronne's\": 1,\n",
       "                      'chevaux': 1,\n",
       "                      'frise': 1,\n",
       "                      'paot': 3,\n",
       "                      'une': 2,\n",
       "                      'femme': 1,\n",
       "                      \"d'un\": 1,\n",
       "                      'certain': 1,\n",
       "                      'age': 1,\n",
       "                      'ballet': 1,\n",
       "                      'fresco': 1,\n",
       "                      'je': 1,\n",
       "                      'ne': 1,\n",
       "                      'say': 1,\n",
       "                      'quok': 1,\n",
       "                      'boun': 1,\n",
       "                      'Volksgeist': 1,\n",
       "                      'Las': 1,\n",
       "                      'Putas': 1,\n",
       "                      'Buenas': 1,\n",
       "                      'Porto': 1,\n",
       "                      'Nuovo': 1,\n",
       "                      'Ubermenschen': 1,\n",
       "                      \"L'Union\": 2,\n",
       "                      'Marocaine': 1,\n",
       "                      'Commercants': 1,\n",
       "                      'Industrialistes': 1,\n",
       "                      'Artisans': 1,\n",
       "                      'National': 1,\n",
       "                      'Forces': 2,\n",
       "                      'Populaires': 1,\n",
       "                      'scrutin': 2,\n",
       "                      'liste': 1,\n",
       "                      'Einsatzkommandos': 1,\n",
       "                      'Siecle': 1,\n",
       "                      'ordinarius': 1,\n",
       "                      'basso': 1,\n",
       "                      'continuo': 1,\n",
       "                      'Arc': 1,\n",
       "                      'Triomphe': 1,\n",
       "                      \"d'Eiffel\": 1,\n",
       "                      'has': 1,\n",
       "                      'about': 1,\n",
       "                      'his': 2,\n",
       "                      'pamphlet': 1,\n",
       "                      'Dunkirk': 1,\n",
       "                      'Crisis': 1,\n",
       "                      'les': 1,\n",
       "                      'putains': 1,\n",
       "                      'polis': 1,\n",
       "                      'titre': 2,\n",
       "                      'personnel': 1,\n",
       "                      'ordo': 3,\n",
       "                      'senioritatis': 2,\n",
       "                      'Bonjour': 1,\n",
       "                      'messieurs': 1,\n",
       "                      'vous': 1,\n",
       "                      'etes': 1,\n",
       "                      'matinals': 1,\n",
       "                      'seq.': 1,\n",
       "                      'bijouterie': 1,\n",
       "                      'Das': 1,\n",
       "                      'der': 1,\n",
       "                      'Erde': 1,\n",
       "                      'sayonara': 1,\n",
       "                      'Conquete': 1,\n",
       "                      'par': 4,\n",
       "                      'Les': 2,\n",
       "                      'difficile': 1,\n",
       "                      \"aujourd'hui\": 1,\n",
       "                      \"d'entretenir\": 1,\n",
       "                      'illusions': 1,\n",
       "                      'sur': 1,\n",
       "                      'valeur': 1,\n",
       "                      'recit': 1,\n",
       "                      'traditionnel': 1,\n",
       "                      'conquete': 1,\n",
       "                      'Gute': 2,\n",
       "                      'ruh': 2,\n",
       "                      \"Mach't\": 1,\n",
       "                      'augen': 1,\n",
       "                      'zu': 1,\n",
       "                      'vermeil': 1,\n",
       "                      'apartheid': 1,\n",
       "                      'Pro': 2,\n",
       "                      \"Arte's\": 1,\n",
       "                      'baklava': 1,\n",
       "                      'ersatz': 2,\n",
       "                      'koan': 1,\n",
       "                      'bout-de-souffle': 1,\n",
       "                      'negociants': 1,\n",
       "                      'sou': 1,\n",
       "                      'domi': 1,\n",
       "                      'forisque': 1,\n",
       "                      \"helsq'iyokom\": 1,\n",
       "                      'ex': 2,\n",
       "                      'post': 1,\n",
       "                      'Arte': 4,\n",
       "                      'Bon': 2,\n",
       "                      'jour': 2,\n",
       "                      'Samba': 1,\n",
       "                      'Concertante': 1,\n",
       "                      'Mare': 1,\n",
       "                      'wohaw': 2,\n",
       "                      \"L'Unita\": 1,\n",
       "                      'Hoy': 1,\n",
       "                      \"l'Osservatore\": 1,\n",
       "                      'Romano': 1,\n",
       "                      ':': 1,\n",
       "                      'Mademoiselle': 1,\n",
       "                      'Ich': 1,\n",
       "                      'habe': 1,\n",
       "                      'Amt': 1,\n",
       "                      'aber': 1,\n",
       "                      'keine': 1,\n",
       "                      'Meinung': 1,\n",
       "                      'tour': 1,\n",
       "                      'force': 1,\n",
       "                      'mais': 1,\n",
       "                      'mon': 1,\n",
       "                      'Dieu': 1,\n",
       "                      'bete': 1,\n",
       "                      'noire': 1,\n",
       "                      'Soiree': 1,\n",
       "                      'Musicale': 1,\n",
       "                      'koinonia': 2,\n",
       "                      'Romanza': 2,\n",
       "                      'chelas': 1,\n",
       "                      'matsyendra': 1,\n",
       "                      'Escadrille': 1,\n",
       "                      'Gauleiter': 1,\n",
       "                      'ipso': 1,\n",
       "                      'Forellen': 1,\n",
       "                      'Vous': 2,\n",
       "                      'dites': 1,\n",
       "                      'vrai': 1,\n",
       "                      'justitia': 1,\n",
       "                      'pax-ordo': 3,\n",
       "                      'Fermate': 1,\n",
       "                      'Theatre': 1,\n",
       "                      \"D'Art\": 1,\n",
       "                      'Grand': 3,\n",
       "                      'Carrozza': 1,\n",
       "                      'Whaddya': 1,\n",
       "                      'Dogumenti': 1,\n",
       "                      'per': 1,\n",
       "                      'favore': 1,\n",
       "                      'even': 1,\n",
       "                      'years': 1,\n",
       "                      'before': 1,\n",
       "                      'construction': 1,\n",
       "                      'can': 1,\n",
       "                      'commence': 1,\n",
       "                      'Statuto': 1,\n",
       "                      'Zeitgeist': 1,\n",
       "                      'Forsan': 1,\n",
       "                      'haec': 1,\n",
       "                      'olim': 1,\n",
       "                      'meminisse': 1,\n",
       "                      'iuvabit': 1,\n",
       "                      'Recherches': 1,\n",
       "                      'Sur': 2,\n",
       "                      \"l'identite\": 1,\n",
       "                      'chimiques': 1,\n",
       "                      'electriques': 1,\n",
       "                      'tabula': 2,\n",
       "                      'rasa': 2,\n",
       "                      '43*0C.': 2,\n",
       "                      'chartaceos': 1,\n",
       "                      'libellos': 1,\n",
       "                      'Solitudinem': 1,\n",
       "                      'faciunt': 1,\n",
       "                      'pacem': 1,\n",
       "                      'appellant': 1,\n",
       "                      'carabao': 1,\n",
       "                      'pachinko': 1,\n",
       "                      'piece': 1,\n",
       "                      'resistance': 1,\n",
       "                      'Dummkopf': 1,\n",
       "                      'Missa': 1,\n",
       "                      'Solemnis': 1,\n",
       "                      '135*0C.': 1,\n",
       "                      'Karshilama': 1,\n",
       "                      'super': 1,\n",
       "                      'terram': 1,\n",
       "                      'cito': 1,\n",
       "                      'velociter': 1,\n",
       "                      'Presto': 1,\n",
       "                      'Ma': 1,\n",
       "                      'assai': 1,\n",
       "                      'Allegro': 1,\n",
       "                      'Spirito': 1,\n",
       "                      'Societe': 1,\n",
       "                      \"d'identite\": 1,\n",
       "                      'voyage': 1,\n",
       "                      'Systeme': 1,\n",
       "                      'Monde': 1,\n",
       "                      'Stabat': 1,\n",
       "                      'Mater': 1,\n",
       "                      'kwashiorkor': 1,\n",
       "                      'Arigato': 1,\n",
       "                      'gosaimasu': 1,\n",
       "                      'Gazette': 1,\n",
       "                      'Beaux-Arts': 1,\n",
       "                      'Stadtisches': 2,\n",
       "                      'Orchester': 1,\n",
       "                      'Sovietskaya': 1,\n",
       "                      'Muzyka': 1,\n",
       "                      'superieure': 1,\n",
       "                      'secco': 3,\n",
       "                      'Concorde': 1,\n",
       "                      'Institut': 1,\n",
       "                      'Jour': 2,\n",
       "                      'Nuit': 2,\n",
       "                      'Re': 1,\n",
       "                      'Galantuomo': 1,\n",
       "                      'chatte': 1,\n",
       "                      'chien': 1,\n",
       "                      'professeur': 1,\n",
       "                      'tibialis': 1,\n",
       "                      'anticus': 1,\n",
       "                      'metis': 1,\n",
       "                      '?': 1,\n",
       "                      'neighborhood': 1,\n",
       "                      'I': 1,\n",
       "                      'had': 1,\n",
       "                      'many': 1,\n",
       "                      'friends': 1,\n",
       "                      'among': 1,\n",
       "                      'them': 1,\n",
       "                      'taking': 1,\n",
       "                      'part': 1,\n",
       "                      'their': 1,\n",
       "                      'after-school': 1,\n",
       "                      'games': 1,\n",
       "                      'trying': 1,\n",
       "                      'desperately': 1,\n",
       "                      'translate': 1,\n",
       "                      \"Grimm's\": 1,\n",
       "                      'Fairy': 1,\n",
       "                      'Tales': 1,\n",
       "                      'Auf': 1,\n",
       "                      'Zwei': 1,\n",
       "                      'Planeten': 1,\n",
       "                      'Bonne': 1,\n",
       "                      'Auberge': 1,\n",
       "                      'infinitum': 2,\n",
       "                      'corpus': 1,\n",
       "                      'delicti': 1,\n",
       "                      'Sabinas': 1,\n",
       "                      \"l'Universite\": 1,\n",
       "                      'Officielle': 1,\n",
       "                      'Belge': 2,\n",
       "                      'rouge': 1,\n",
       "                      'noir': 1,\n",
       "                      'Soba': 1,\n",
       "                      'udon': 1,\n",
       "                      'Alors': 1,\n",
       "                      'Capello': 1,\n",
       "                      'Musica': 1,\n",
       "                      'Dachshund': 1,\n",
       "                      'Femmes': 1,\n",
       "                      'dans': 1,\n",
       "                      'un': 1,\n",
       "                      'Jardin': 1,\n",
       "                      'EUMMELIHS': 1,\n",
       "                      'Sacre': 1,\n",
       "                      'Printemps': 1,\n",
       "                      'Noces': 1,\n",
       "                      'Pas': 1,\n",
       "                      'goutte': 1,\n",
       "                      'sang': 1,\n",
       "                      'petits': 2,\n",
       "                      'pains': 1,\n",
       "                      'basileis': 1,\n",
       "                      'nolens': 1,\n",
       "                      'volens': 1,\n",
       "                      'whaddya': 1,\n",
       "                      'Cieca': 1,\n",
       "                      'Qui': 1,\n",
       "                      \"s'excuse\": 1,\n",
       "                      \"s'accuse\": 1,\n",
       "                      'oratio': 1,\n",
       "                      'Concerts': 1,\n",
       "                      'Sextuor': 1,\n",
       "                      \"L'orchestre\": 1,\n",
       "                      'Chambre': 1,\n",
       "                      'LD': 1,\n",
       "                      'Orchestre': 1,\n",
       "                      'Philharmonique': 1,\n",
       "                      'realismo': 1,\n",
       "                      'Quintus': 2,\n",
       "                      'Della': 2,\n",
       "                      'Lana': 1,\n",
       "                      'Calimala': 1,\n",
       "                      'Gesamtkunstwerke': 1,\n",
       "                      'Afrika': 1,\n",
       "                      'haflis': 1,\n",
       "                      'ghazal': 1,\n",
       "                      \"L'Arcade\": 1,\n",
       "                      'nisf-i-jahan': 1,\n",
       "                      'Force': 2,\n",
       "                      'Publique': 2,\n",
       "                      'cocu': 1,\n",
       "                      'laendler': 1,\n",
       "                      'chantier': 1,\n",
       "                      'zur': 1,\n",
       "                      'khaneh': 1,\n",
       "                      'pratakku': 1,\n",
       "                      'sweathruna': 1,\n",
       "                      'Gesangverein': 1,\n",
       "                      'Tchalo': 1,\n",
       "                      'pater': 1,\n",
       "                      'Pater': 1,\n",
       "                      'Liber': 1,\n",
       "                      'pruta': 1,\n",
       "                      'famille': 1,\n",
       "                      'Homo': 1,\n",
       "                      'Viator': 1,\n",
       "                      'das': 1,\n",
       "                      'Nichtige': 1,\n",
       "                      'Discours': 1,\n",
       "                      'methode': 1,\n",
       "                      'Principia': 1,\n",
       "                      'O': 1,\n",
       "                      'Sole': 1,\n",
       "                      'Mio': 1,\n",
       "                      'bianco': 1,\n",
       "                      'sangiovanni': 1,\n",
       "                      'inter': 1,\n",
       "                      'alia': 1,\n",
       "                      'petit': 1,\n",
       "                      'dejeuner': 1,\n",
       "                      'Comique': 1,\n",
       "                      'Reine': 2,\n",
       "                      'Gemeinschaft': 1,\n",
       "                      'bien': 1,\n",
       "                      'voulez': 1,\n",
       "                      'vos': 1,\n",
       "                      'dejeuners': 1,\n",
       "                      'tout': 1,\n",
       "                      'suite': 1,\n",
       "                      'alors': 1,\n",
       "                      'Ad': 1,\n",
       "                      'Amicam': 1,\n",
       "                      'bonheur': 1,\n",
       "                      'Al': 1,\n",
       "                      'Monarque': 1,\n",
       "                      'roi': 1,\n",
       "                      'gouverne': 1,\n",
       "                      'lui': 1,\n",
       "                      'meme': 1,\n",
       "                      'obliterans': 1,\n",
       "                      'Souci': 1,\n",
       "                      '43*0C': 1,\n",
       "                      'officio': 1,\n",
       "                      'paso': 1,\n",
       "                      'doble': 1,\n",
       "                      'enfant': 1,\n",
       "                      'terrible': 1,\n",
       "                      'ostinato': 1,\n",
       "                      'lutihaw': 1,\n",
       "                      'Douce': 1,\n",
       "                      ',': 1,\n",
       "                      'Bas': 1,\n",
       "                      'measuring': 1,\n",
       "                      'scale': 1,\n",
       "                      '--': 1,\n",
       "                      'mano': 2,\n",
       "                      'noli': 1,\n",
       "                      'me': 1,\n",
       "                      'tangere': 1,\n",
       "                      'Bayerische': 1,\n",
       "                      'Rundfunk': 1,\n",
       "                      'subpoena': 1,\n",
       "                      'duces': 1,\n",
       "                      'tecum': 1,\n",
       "                      'palazzi': 1,\n",
       "                      'objets': 1,\n",
       "                      \"d'art\": 1,\n",
       "                      'sacrificium': 2,\n",
       "                      'corporis': 1,\n",
       "                      'intellectus': 1,\n",
       "                      'palazzo': 1,\n",
       "                      'excellence': 2,\n",
       "                      'Nozze': 1,\n",
       "                      'optimo': 1,\n",
       "                      'reipublicae': 1,\n",
       "                      'statu': 1,\n",
       "                      'fiche': 1,\n",
       "                      'boites': 1,\n",
       "                      'bradykinin': 1,\n",
       "                      'Mouvement': 1,\n",
       "                      'Populaire': 1,\n",
       "                      \"trompe-l'oeil\": 1,\n",
       "                      'Via': 1,\n",
       "                      'Signora': 1,\n",
       "                      'Allons': 1,\n",
       "                      'Pueri': 1,\n",
       "                      'aquam': 1,\n",
       "                      'silvas': 1,\n",
       "                      'agricolas': 1,\n",
       "                      'portant': 1,\n",
       "                      'carob': 1,\n",
       "                      'Chili': 1,\n",
       "                      'paredon': 2,\n",
       "                      'Adios': 1,\n",
       "                      'Sonates': 1,\n",
       "                      'Royaux': 1,\n",
       "                      'chole': 1,\n",
       "                      'sterios': 1,\n",
       "                      'aide-de-camp': 1,\n",
       "                      'coureurs': 1,\n",
       "                      'bois': 1,\n",
       "                      'bona': 1,\n",
       "                      'fide': 1,\n",
       "                      'Parti': 1,\n",
       "                      'Democratique': 1,\n",
       "                      \"l'Independance\": 1,\n",
       "                      'Sic': 1,\n",
       "                      'semper': 1,\n",
       "                      'tyrannis': 1,\n",
       "                      'bouanahsha': 1,\n",
       "                      'Fonds': 1,\n",
       "                      \"l'Assistance\": 1,\n",
       "                      'Medicale': 1,\n",
       "                      'aux': 1,\n",
       "                      'di': 1,\n",
       "                      'Spagna': 1,\n",
       "                      'ij': 1,\n",
       "                      'faires': 1,\n",
       "                      'more': 1,\n",
       "                      'enquetes': 1,\n",
       "                      'demographiques': 1,\n",
       "                      'Bremsstrahlung': 1,\n",
       "                      'attis': 1,\n",
       "                      'keddah': 1,\n",
       "                      'cinq': 1,\n",
       "                      'mot': 1,\n",
       "                      'juste': 1,\n",
       "                      'cuisine': 1,\n",
       "                      'maitre': 1,\n",
       "                      \"d'hotel\": 1,\n",
       "                      'Ripa': 1,\n",
       "                      'Schone': 1,\n",
       "                      'Mullerin': 1,\n",
       "                      'Rapport': 1,\n",
       "                      \"l'activite\": 1,\n",
       "                      'Pendant': 1,\n",
       "                      'annee': 1,\n",
       "                      'banditos': 1,\n",
       "                      'extremis': 1,\n",
       "                      'mem': 1}),\n",
       "             'NUM': Counter({'1': 526,\n",
       "                      'One': 343,\n",
       "                      '1957': 48,\n",
       "                      'Six': 23,\n",
       "                      '2:30.3-:36.1': 2,\n",
       "                      'two': 1311,\n",
       "                      'one': 2389,\n",
       "                      '26': 32,\n",
       "                      '2000': 5,\n",
       "                      'twenty-one': 7,\n",
       "                      '3': 285,\n",
       "                      '4': 206,\n",
       "                      '1721': 2,\n",
       "                      '6': 114,\n",
       "                      '500': 16,\n",
       "                      '2100': 3,\n",
       "                      'six': 196,\n",
       "                      'three': 553,\n",
       "                      '1883': 6,\n",
       "                      'fifteen': 48,\n",
       "                      'forty': 32,\n",
       "                      'twenty': 73,\n",
       "                      'Twenty-four': 3,\n",
       "                      '20': 92,\n",
       "                      '1932': 3,\n",
       "                      '707': 4,\n",
       "                      'five': 242,\n",
       "                      '25': 82,\n",
       "                      'thirty': 56,\n",
       "                      'sixty': 18,\n",
       "                      '17': 41,\n",
       "                      'nine': 74,\n",
       "                      'four': 326,\n",
       "                      \"'49\": 2,\n",
       "                      '1960': 172,\n",
       "                      '2': 445,\n",
       "                      'thousand': 95,\n",
       "                      '10': 152,\n",
       "                      '12': 96,\n",
       "                      '14': 56,\n",
       "                      '55': 9,\n",
       "                      '1788': 3,\n",
       "                      '2:04': 1,\n",
       "                      '2:24': 1,\n",
       "                      '61': 4,\n",
       "                      '1946': 20,\n",
       "                      '22': 46,\n",
       "                      '13': 49,\n",
       "                      '60': 46,\n",
       "                      '1935': 10,\n",
       "                      '28': 21,\n",
       "                      '1959': 102,\n",
       "                      'Fifteen': 8,\n",
       "                      '1950': 21,\n",
       "                      '375': 3,\n",
       "                      '161': 1,\n",
       "                      '0.36': 1,\n",
       "                      '0.16': 2,\n",
       "                      'seventeen': 21,\n",
       "                      'hundred': 171,\n",
       "                      '540': 2,\n",
       "                      '1600': 3,\n",
       "                      'eighty': 10,\n",
       "                      'one-': 5,\n",
       "                      '8': 106,\n",
       "                      '7': 91,\n",
       "                      '1914': 8,\n",
       "                      '1915': 5,\n",
       "                      'ten': 149,\n",
       "                      'million': 204,\n",
       "                      '1962': 35,\n",
       "                      '15': 113,\n",
       "                      '50': 61,\n",
       "                      '14-1/2': 4,\n",
       "                      '75': 20,\n",
       "                      '104': 12,\n",
       "                      '5': 142,\n",
       "                      'Fourteen': 3,\n",
       "                      '1958': 91,\n",
       "                      '790': 1,\n",
       "                      '1900': 13,\n",
       "                      '21': 47,\n",
       "                      '30': 112,\n",
       "                      '40': 40,\n",
       "                      '5777': 1,\n",
       "                      '6,000': 5,\n",
       "                      '110': 7,\n",
       "                      'twelve': 45,\n",
       "                      '1949': 20,\n",
       "                      'Nineteen': 6,\n",
       "                      'Eighty-Four': 3,\n",
       "                      '101': 2,\n",
       "                      '11:20': 4,\n",
       "                      '9': 62,\n",
       "                      'Five': 44,\n",
       "                      'eight': 93,\n",
       "                      '16': 54,\n",
       "                      '54,320': 1,\n",
       "                      '642': 1,\n",
       "                      '228': 1,\n",
       "                      'Ten': 14,\n",
       "                      '1980': 4,\n",
       "                      'Ab4,500': 1,\n",
       "                      '602.2': 1,\n",
       "                      '260': 5,\n",
       "                      '11,330': 1,\n",
       "                      'Seven': 19,\n",
       "                      '230': 4,\n",
       "                      '18': 55,\n",
       "                      '33': 7,\n",
       "                      '08': 2,\n",
       "                      '0.906': 1,\n",
       "                      '24': 48,\n",
       "                      '2705': 1,\n",
       "                      '1920': 11,\n",
       "                      'Three': 57,\n",
       "                      'eighty-five': 1,\n",
       "                      '0.24': 1,\n",
       "                      '0.28': 1,\n",
       "                      '0.12': 1,\n",
       "                      '1955': 28,\n",
       "                      '1937': 10,\n",
       "                      '11': 62,\n",
       "                      '1,500': 3,\n",
       "                      'Two': 101,\n",
       "                      '360': 4,\n",
       "                      '1543': 1,\n",
       "                      '369': 1,\n",
       "                      '23-36': 1,\n",
       "                      '1626': 1,\n",
       "                      'one-thirty': 2,\n",
       "                      '1908': 8,\n",
       "                      '8861': 1,\n",
       "                      '950': 1,\n",
       "                      '2,418': 1,\n",
       "                      '869': 1,\n",
       "                      '2:32': 2,\n",
       "                      \"'52\": 3,\n",
       "                      'seven': 94,\n",
       "                      '9-7': 1,\n",
       "                      'eighteen': 15,\n",
       "                      'nineteen': 12,\n",
       "                      '1907': 4,\n",
       "                      \"'13\": 2,\n",
       "                      '2500': 1,\n",
       "                      '1.5': 12,\n",
       "                      '480': 2,\n",
       "                      '200': 38,\n",
       "                      '2544': 1,\n",
       "                      '1886': 2,\n",
       "                      '29': 22,\n",
       "                      '70': 24,\n",
       "                      '23': 47,\n",
       "                      '113': 3,\n",
       "                      '9.8': 2,\n",
       "                      '2:22': 2,\n",
       "                      '1961': 134,\n",
       "                      '1936': 6,\n",
       "                      '1911': 3,\n",
       "                      '1906': 3,\n",
       "                      '1945': 18,\n",
       "                      '1848': 3,\n",
       "                      'Four': 34,\n",
       "                      'fifty': 63,\n",
       "                      'fifty-odd': 2,\n",
       "                      '1902': 3,\n",
       "                      '1916': 5,\n",
       "                      '1919': 6,\n",
       "                      '68': 6,\n",
       "                      '32,000': 1,\n",
       "                      '2,700,877': 1,\n",
       "                      '300': 25,\n",
       "                      'thirty-four': 6,\n",
       "                      '80,000': 2,\n",
       "                      'zero': 17,\n",
       "                      '400': 18,\n",
       "                      '8,280': 2,\n",
       "                      '1861': 8,\n",
       "                      '1859': 10,\n",
       "                      '1577': 2,\n",
       "                      '355': 2,\n",
       "                      '149': 2,\n",
       "                      '126': 3,\n",
       "                      '187.5': 1,\n",
       "                      '189': 2,\n",
       "                      '49': 3,\n",
       "                      '1793': 5,\n",
       "                      '1479': 1,\n",
       "                      '1923': 7,\n",
       "                      '3,000': 9,\n",
       "                      'fourteen': 28,\n",
       "                      '1948': 21,\n",
       "                      '42': 16,\n",
       "                      '1816': 1,\n",
       "                      '1593': 2,\n",
       "                      'billion': 62,\n",
       "                      '1933': 9,\n",
       "                      '600': 8,\n",
       "                      '1607': 2,\n",
       "                      '1622': 1,\n",
       "                      '98': 3,\n",
       "                      '3.5': 4,\n",
       "                      '21-22': 1,\n",
       "                      '2:20': 2,\n",
       "                      '71': 10,\n",
       "                      '2130': 1,\n",
       "                      '1925': 9,\n",
       "                      '100': 77,\n",
       "                      'thirty-five': 10,\n",
       "                      '1984': 1,\n",
       "                      '1953': 26,\n",
       "                      '8:30': 4,\n",
       "                      '43': 5,\n",
       "                      '150': 9,\n",
       "                      'eighty-three': 3,\n",
       "                      '1801': 4,\n",
       "                      '80': 18,\n",
       "                      \"'48\": 2,\n",
       "                      '1927': 19,\n",
       "                      '3.15': 4,\n",
       "                      '10.3': 1,\n",
       "                      '30-odd': 2,\n",
       "                      '1855': 2,\n",
       "                      '7599': 1,\n",
       "                      'Nineteen-sixty': 1,\n",
       "                      '2:36': 12,\n",
       "                      '1951': 20,\n",
       "                      '353': 5,\n",
       "                      '607': 1,\n",
       "                      '4:30': 3,\n",
       "                      '368(a)(1)': 3,\n",
       "                      '332': 3,\n",
       "                      '1959-1960': 3,\n",
       "                      '1868': 5,\n",
       "                      '160': 5,\n",
       "                      '270': 2,\n",
       "                      '1849': 2,\n",
       "                      '1819': 7,\n",
       "                      '1820': 3,\n",
       "                      '350': 8,\n",
       "                      '5-1': 3,\n",
       "                      '15-1': 1,\n",
       "                      '1845': 5,\n",
       "                      '111': 5,\n",
       "                      '603': 1,\n",
       "                      '452': 1,\n",
       "                      '2.1': 4,\n",
       "                      '1888': 6,\n",
       "                      '1891': 4,\n",
       "                      '1827': 2,\n",
       "                      '85': 10,\n",
       "                      '64': 3,\n",
       "                      '41': 11,\n",
       "                      '30-30': 1,\n",
       "                      '1928': 5,\n",
       "                      '145': 1,\n",
       "                      '1885': 3,\n",
       "                      '1910': 16,\n",
       "                      '1909': 5,\n",
       "                      '1944': 15,\n",
       "                      '2.4': 3,\n",
       "                      '65': 13,\n",
       "                      '325': 1,\n",
       "                      '1943': 12,\n",
       "                      '821,220': 1,\n",
       "                      '4.3': 3,\n",
       "                      '40,000,000': 2,\n",
       "                      '1941': 11,\n",
       "                      '1000': 11,\n",
       "                      '1931': 8,\n",
       "                      'Thousand': 2,\n",
       "                      '5-7': 2,\n",
       "                      '13.5': 3,\n",
       "                      '1940': 15,\n",
       "                      '47.6': 1,\n",
       "                      '130': 5,\n",
       "                      'mid-1948': 1,\n",
       "                      '1,000': 11,\n",
       "                      '46': 9,\n",
       "                      '1040': 8,\n",
       "                      'Twenty-two': 2,\n",
       "                      '70,000': 4,\n",
       "                      '1823': 1,\n",
       "                      '06-05': 2,\n",
       "                      '192': 2,\n",
       "                      '0': 22,\n",
       "                      '95': 6,\n",
       "                      'twenty-five': 23,\n",
       "                      'eleven': 38,\n",
       "                      '140': 3,\n",
       "                      '5.1': 1,\n",
       "                      '1966': 4,\n",
       "                      '1720': 1,\n",
       "                      '2-4': 1,\n",
       "                      '1.1': 3,\n",
       "                      '1926': 6,\n",
       "                      '1954': 46,\n",
       "                      '3:300': 1,\n",
       "                      '700': 6,\n",
       "                      '1947': 14,\n",
       "                      '963': 1,\n",
       "                      '19': 32,\n",
       "                      '704': 1,\n",
       "                      '389': 1,\n",
       "                      '1797': 3,\n",
       "                      '0600': 1,\n",
       "                      '1956': 28,\n",
       "                      '1550': 1,\n",
       "                      '1777': 1,\n",
       "                      '2:31': 1,\n",
       "                      '36': 10,\n",
       "                      '1938': 8,\n",
       "                      '11-5': 1,\n",
       "                      '362': 2,\n",
       "                      '1223': 1,\n",
       "                      '32': 13,\n",
       "                      'Fifty-two': 1,\n",
       "                      '1,418,000': 1,\n",
       "                      '271': 2,\n",
       "                      '307': 1,\n",
       "                      '8.6': 2,\n",
       "                      '0.075': 1,\n",
       "                      '1924': 9,\n",
       "                      '1105': 7,\n",
       "                      '1912': 15,\n",
       "                      '16,000': 3,\n",
       "                      '1844': 5,\n",
       "                      'twenty-four': 11,\n",
       "                      '1921': 8,\n",
       "                      '1922': 8,\n",
       "                      'forty-three': 2,\n",
       "                      '2:34': 4,\n",
       "                      '5-4': 1,\n",
       "                      '1815': 6,\n",
       "                      '99': 8,\n",
       "                      '52': 4,\n",
       "                      '5.5': 3,\n",
       "                      '8,000': 7,\n",
       "                      '10,000': 14,\n",
       "                      '2269': 1,\n",
       "                      '22111': 1,\n",
       "                      '1913': 12,\n",
       "                      '1750': 1,\n",
       "                      '1833': 1,\n",
       "                      '470': 1,\n",
       "                      '605': 2,\n",
       "                      '542,250': 1,\n",
       "                      '1789': 3,\n",
       "                      '4.2': 4,\n",
       "                      'forty-two': 2,\n",
       "                      'Nine': 7,\n",
       "                      '767': 1,\n",
       "                      '59': 3,\n",
       "                      '2.21.6': 1,\n",
       "                      '2:37': 7,\n",
       "                      '0.8': 4,\n",
       "                      '30,000': 5,\n",
       "                      '1298': 1,\n",
       "                      '38': 7,\n",
       "                      '1/16': 2,\n",
       "                      '0.5': 9,\n",
       "                      '1872': 3,\n",
       "                      '1942': 11,\n",
       "                      'Twenty': 7,\n",
       "                      '31': 38,\n",
       "                      '34': 21,\n",
       "                      '2-1/2': 3,\n",
       "                      '6-3-3': 1,\n",
       "                      '8-4': 1,\n",
       "                      '142': 1,\n",
       "                      '1930': 11,\n",
       "                      '1.00': 2,\n",
       "                      '1812': 4,\n",
       "                      '1813': 2,\n",
       "                      '1851': 4,\n",
       "                      '5,000': 7,\n",
       "                      '2:38': 2,\n",
       "                      '1643': 3,\n",
       "                      '39': 5,\n",
       "                      '125': 3,\n",
       "                      '1642': 1,\n",
       "                      '6-3': 3,\n",
       "                      '949': 1,\n",
       "                      'Twenty-five': 2,\n",
       "                      '1905': 6,\n",
       "                      'Eighty': 1,\n",
       "                      '1871': 1,\n",
       "                      '2,000': 8,\n",
       "                      '1952': 31,\n",
       "                      '122': 2,\n",
       "                      '1870': 2,\n",
       "                      '4.0': 1,\n",
       "                      '3.4': 1,\n",
       "                      '60-66': 1,\n",
       "                      '2:30': 3,\n",
       "                      '4-d': 1,\n",
       "                      '500,000': 3,\n",
       "                      '47': 9,\n",
       "                      '9230': 1,\n",
       "                      '420': 3,\n",
       "                      '1838': 1,\n",
       "                      '0.3': 3,\n",
       "                      '37': 7,\n",
       "                      '1601': 2,\n",
       "                      '124': 2,\n",
       "                      '90': 11,\n",
       "                      '1817': 4,\n",
       "                      '15-17': 1,\n",
       "                      '154': 4,\n",
       "                      'sixty-five': 7,\n",
       "                      '0.1': 9,\n",
       "                      'twenty-eight': 4,\n",
       "                      'Thirty': 3,\n",
       "                      '1610': 3,\n",
       "                      '27': 26,\n",
       "                      '1928-29': 1,\n",
       "                      '1835': 3,\n",
       "                      '795,586': 1,\n",
       "                      '3,399': 1,\n",
       "                      '2,963': 1,\n",
       "                      '1853': 1,\n",
       "                      '2:32.2': 2,\n",
       "                      'Eighteen': 2,\n",
       "                      '1/2': 16,\n",
       "                      '1938-39': 2,\n",
       "                      '15,000': 2,\n",
       "                      '20,000': 5,\n",
       "                      '50,000': 1,\n",
       "                      '45': 14,\n",
       "                      '100,000': 9,\n",
       "                      '1965': 5,\n",
       "                      '38-7': 1,\n",
       "                      '7.5': 4,\n",
       "                      '1963': 8,\n",
       "                      '1780': 2,\n",
       "                      'sixty-one': 8,\n",
       "                      '1917': 10,\n",
       "                      '6.9': 2,\n",
       "                      '1688': 1,\n",
       "                      '90,000': 1,\n",
       "                      '62-63': 1,\n",
       "                      '431': 1,\n",
       "                      'hundred-and-fifty': 1,\n",
       "                      '1714': 2,\n",
       "                      'Twenty-eight': 1,\n",
       "                      '1884': 1,\n",
       "                      'thirty-six': 3,\n",
       "                      '6,768': 1,\n",
       "                      '7,360,187': 1,\n",
       "                      '327': 1,\n",
       "                      '114': 4,\n",
       "                      '7:30': 7,\n",
       "                      '2-56': 8,\n",
       "                      '1896': 8,\n",
       "                      '5000': 4,\n",
       "                      '4.00': 1,\n",
       "                      '60-1': 1,\n",
       "                      '6-1': 1,\n",
       "                      '258': 2,\n",
       "                      '78': 2,\n",
       "                      '1731': 1,\n",
       "                      '1,450,000': 1,\n",
       "                      '275': 4,\n",
       "                      'six-four': 1,\n",
       "                      '30-': 2,\n",
       "                      '1917-18': 1,\n",
       "                      '1.0': 3,\n",
       "                      '220': 2,\n",
       "                      '9.3': 1,\n",
       "                      '334': 1,\n",
       "                      '81': 3,\n",
       "                      '1/4': 9,\n",
       "                      '1624': 2,\n",
       "                      '1629': 4,\n",
       "                      '4,585': 1,\n",
       "                      '1860': 3,\n",
       "                      '885': 1,\n",
       "                      '254': 1,\n",
       "                      '1800': 2,\n",
       "                      '1040A': 4,\n",
       "                      '1803': 3,\n",
       "                      'quintillion': 1,\n",
       "                      '25,000': 7,\n",
       "                      '1065': 2,\n",
       "                      '76': 5,\n",
       "                      '3:00': 1,\n",
       "                      '1066': 2,\n",
       "                      '1846': 1,\n",
       "                      '15-20': 1,\n",
       "                      '1687': 1,\n",
       "                      '1862': 2,\n",
       "                      '1707': 3,\n",
       "                      '180': 8,\n",
       "                      '1709': 1,\n",
       "                      '92': 3,\n",
       "                      '3000': 1,\n",
       "                      'five-and-a-half': 1,\n",
       "                      '954': 1,\n",
       "                      '73': 4,\n",
       "                      'Ab1,040': 1,\n",
       "                      '677': 2,\n",
       "                      '133': 4,\n",
       "                      '1044': 1,\n",
       "                      '1594-1674': 1,\n",
       "                      '1628': 1,\n",
       "                      '400,000,000': 1,\n",
       "                      '2:35': 9,\n",
       "                      '69': 7,\n",
       "                      '206': 1,\n",
       "                      'Thirteen': 2,\n",
       "                      '1850': 3,\n",
       "                      '1893': 3,\n",
       "                      'sixty-nine': 1,\n",
       "                      'sixty-two': 2,\n",
       "                      'forty-four': 6,\n",
       "                      '510': 1,\n",
       "                      '2:01.1': 3,\n",
       "                      '2:12': 1,\n",
       "                      '2.3': 1,\n",
       "                      '166': 1,\n",
       "                      'eight-thirty': 1,\n",
       "                      '18,792': 1,\n",
       "                      '2-2': 1,\n",
       "                      '1068': 1,\n",
       "                      '1159': 1,\n",
       "                      '871': 1,\n",
       "                      '892': 1,\n",
       "                      '7070': 3,\n",
       "                      '250': 11,\n",
       "                      '817': 1,\n",
       "                      '619,000': 1,\n",
       "                      '48': 10,\n",
       "                      '74': 6,\n",
       "                      '1837': 2,\n",
       "                      '1892': 4,\n",
       "                      'mid-1958': 1,\n",
       "                      '215': 1,\n",
       "                      '1162': 1,\n",
       "                      '1,230': 1,\n",
       "                      '1929': 7,\n",
       "                      '203': 7,\n",
       "                      'Sixty-seven': 1,\n",
       "                      '54': 3,\n",
       "                      '11:30': 2,\n",
       "                      'Thirty-five': 4,\n",
       "                      '1897-8': 1,\n",
       "                      '101b': 1,\n",
       "                      '75,000': 3,\n",
       "                      'thirty-two': 3,\n",
       "                      '1,000,000': 1,\n",
       "                      '34220': 1,\n",
       "                      '1,850': 1,\n",
       "                      '1602': 3,\n",
       "                      'forty-five': 6,\n",
       "                      '381(a)': 4,\n",
       "                      '97': 4,\n",
       "                      'Ninety-nine': 1,\n",
       "                      '1516': 1,\n",
       "                      '350,000': 2,\n",
       "                      '4.4': 1,\n",
       "                      '53': 5,\n",
       "                      '1.07': 2,\n",
       "                      '1787-89': 2,\n",
       "                      '27-30': 1,\n",
       "                      '2:33.2': 1,\n",
       "                      '108': 4,\n",
       "                      '39,000': 2,\n",
       "                      'ninety': 11,\n",
       "                      '1,800,000': 1,\n",
       "                      '162': 1,\n",
       "                      '2.54': 1,\n",
       "                      '16.38': 1,\n",
       "                      '1625': 5,\n",
       "                      '1657': 1,\n",
       "                      '60,000': 3,\n",
       "                      '214': 2,\n",
       "                      '35': 18,\n",
       "                      '115': 1,\n",
       "                      '770': 2,\n",
       "                      '2.5': 4,\n",
       "                      '7070/7074': 4,\n",
       "                      '86': 6,\n",
       "                      '56': 6,\n",
       "                      'twenty-three': 7,\n",
       "                      '51': 4,\n",
       "                      '158': 1,\n",
       "                      '1,100': 1,\n",
       "                      '15.8': 1,\n",
       "                      '10,000,000': 2,\n",
       "                      '150,000,000': 2,\n",
       "                      '14.7': 2,\n",
       "                      '29.2': 2,\n",
       "                      '562': 1,\n",
       "                      '1958-60': 1,\n",
       "                      '1.8': 3,\n",
       "                      '1832': 7,\n",
       "                      '1,257,700': 1,\n",
       "                      '1200': 1,\n",
       "                      '-.50': 1,\n",
       "                      '-.10': 1,\n",
       "                      '7-6': 2,\n",
       "                      '32,589': 1,\n",
       "                      'Eight': 11,\n",
       "                      '72': 10,\n",
       "                      '1981': 1,\n",
       "                      '1821': 5,\n",
       "                      '165': 2,\n",
       "                      '6-6': 1,\n",
       "                      'seventy': 4,\n",
       "                      'hundred-odd': 2,\n",
       "                      '100-200': 1,\n",
       "                      '9e': 1,\n",
       "                      '2.26': 1,\n",
       "                      '1-0': 1,\n",
       "                      'Thirty-three': 1,\n",
       "                      '139': 1,\n",
       "                      '2,800,000': 1,\n",
       "                      '447': 2,\n",
       "                      '469': 1,\n",
       "                      '22-29': 1,\n",
       "                      '25-30': 1,\n",
       "                      'sixteen': 18,\n",
       "                      '1,700': 2,\n",
       "                      'ninety-eight': 1,\n",
       "                      'septillion': 1,\n",
       "                      '10.2': 1,\n",
       "                      '3.03': 2,\n",
       "                      '450': 3,\n",
       "                      '66': 2,\n",
       "                      '1,512': 1,\n",
       "                      '1,065': 1,\n",
       "                      '7:00': 2,\n",
       "                      'fifty-three': 1,\n",
       "                      '6-2/3': 1,\n",
       "                      '0.7': 1,\n",
       "                      '172': 1,\n",
       "                      '2:00.2': 1,\n",
       "                      '2:04.2': 2,\n",
       "                      '2:03': 1,\n",
       "                      '2:02.3': 2,\n",
       "                      '16-22': 1,\n",
       "                      '15-': 1,\n",
       "                      '46,000': 1,\n",
       "                      '2.6': 4,\n",
       "                      '2.7': 1,\n",
       "                      '2,800': 1,\n",
       "                      '1,524': 1,\n",
       "                      'seven-': 1,\n",
       "                      '543': 1,\n",
       "                      '1810': 5,\n",
       "                      'Fifty': 5,\n",
       "                      '2:33': 3,\n",
       "                      '96': 5,\n",
       "                      '285': 1,\n",
       "                      '312': 1,\n",
       "                      '392': 2,\n",
       "                      '1964': 3,\n",
       "                      \"'51\": 1,\n",
       "                      '3.0': 1,\n",
       "                      '-.5': 1,\n",
       "                      '391': 1,\n",
       "                      '1453': 2,\n",
       "                      '$50': 1,\n",
       "                      '4,000': 3,\n",
       "                      'eight-by-ten': 1,\n",
       "                      'eighty-nine': 1,\n",
       "                      '1310': 1,\n",
       "                      '1745': 1,\n",
       "                      '1764': 1,\n",
       "                      '1782': 2,\n",
       "                      \"'58\": 3,\n",
       "                      '762': 1,\n",
       "                      '442': 1,\n",
       "                      '390': 1,\n",
       "                      '2-and-2': 1,\n",
       "                      '1592': 2,\n",
       "                      'fifty-four': 1,\n",
       "                      '520': 1,\n",
       "                      '694': 1,\n",
       "                      '2.55': 1,\n",
       "                      '2.58': 1,\n",
       "                      '035': 1,\n",
       "                      '40,000': 9,\n",
       "                      '800': 13,\n",
       "                      '247': 2,\n",
       "                      '83': 3,\n",
       "                      'Fifty-seven': 1,\n",
       "                      '265': 1,\n",
       "                      '64-13': 1,\n",
       "                      '1776': 5,\n",
       "                      'quadrillion': 1,\n",
       "                      '9-6': 1,\n",
       "                      '7-9': 1,\n",
       "                      '3211': 2,\n",
       "                      '185': 1,\n",
       "                      '10.6': 1,\n",
       "                      '1597/8': 1,\n",
       "                      '5847': 1,\n",
       "                      '6124': 1,\n",
       "                      '12:50': 1,\n",
       "                      '7,484,268': 1,\n",
       "                      '9,910,741': 1,\n",
       "                      '12-to-one': 1,\n",
       "                      '1950-1953': 1,\n",
       "                      '2688': 1,\n",
       "                      '823': 1,\n",
       "                      '9a': 1,\n",
       "                      '57': 10,\n",
       "                      '7-1': 6,\n",
       "                      '381': 4,\n",
       "                      '2.0': 2,\n",
       "                      '200,000': 4,\n",
       "                      'thirty-nine': 2,\n",
       "                      '7:50': 1,\n",
       "                      '1540': 1,\n",
       "                      '1882': 3,\n",
       "                      '63,000,000': 1,\n",
       "                      '7,500': 1,\n",
       "                      '2:40': 2,\n",
       "                      '20-to-1': 2,\n",
       "                      '116': 1,\n",
       "                      '400,000': 2,\n",
       "                      '300,000': 6,\n",
       "                      '360,000': 1,\n",
       "                      '270,000': 1,\n",
       "                      '1630': 1,\n",
       "                      '170': 2,\n",
       "                      '105': 2,\n",
       "                      '430,000': 1,\n",
       "                      '7074': 1,\n",
       "                      '4.21': 1,\n",
       "                      '2.16': 1,\n",
       "                      '1-1/2': 4,\n",
       "                      '132,000': 1,\n",
       "                      '923,076': 1,\n",
       "                      '4:00': 2,\n",
       "                      '1811': 1,\n",
       "                      '7-3': 2,\n",
       "                      '1609': 3,\n",
       "                      '2/3': 1,\n",
       "                      '1938-1939': 1,\n",
       "                      '1,509': 1,\n",
       "                      '2:30-:34.3': 2,\n",
       "                      '250,000': 4,\n",
       "                      '511': 1,\n",
       "                      '1644': 1,\n",
       "                      '0.001': 2,\n",
       "                      '4,122,354': 1,\n",
       "                      '1818': 4,\n",
       "                      '1911-1912': 1,\n",
       "                      '1631': 1,\n",
       "                      '1311': 1,\n",
       "                      '451': 1,\n",
       "                      '1783': 3,\n",
       "                      '18-1/2': 1,\n",
       "                      '495': 1,\n",
       "                      '55,000': 1,\n",
       "                      '637': 1,\n",
       "                      'thirteen': 9,\n",
       "                      '7:25': 1,\n",
       "                      '4-0': 2,\n",
       "                      '1881-85': 1,\n",
       "                      '1901': 4,\n",
       "                      '1863': 3,\n",
       "                      '94': 2,\n",
       "                      '1-a': 4,\n",
       "                      '1,488': 1,\n",
       "                      '7-2': 3,\n",
       "                      '1939': 6,\n",
       "                      'fifty-one': 1,\n",
       "                      '0.2': 4,\n",
       "                      '0.4': 4,\n",
       "                      '1733': 1,\n",
       "                      '1.24': 2,\n",
       "                      '3-5': 1,\n",
       "                      '1751': 1,\n",
       "                      '1899': 3,\n",
       "                      '13,200': 1,\n",
       "                      '117': 1,\n",
       "                      '79,400': 1,\n",
       "                      '1904': 3,\n",
       "                      '144': 1,\n",
       "                      '570': 1,\n",
       "                      '44': 3,\n",
       "                      '36-A': 1,\n",
       "                      '1597': 1,\n",
       "                      '0.005': 1,\n",
       "                      '0.039': 1,\n",
       "                      '7/2': 2,\n",
       "                      '1897': 3,\n",
       "                      'octillion': 3,\n",
       "                      '8-b-2': 1,\n",
       "                      '2,300': 1,\n",
       "                      '4.5': 2,\n",
       "                      '1787': 2,\n",
       "                      '710': 1,\n",
       "                      '3.8': 1,\n",
       "                      '13.9': 1,\n",
       "                      '05': 3,\n",
       "                      '5.3': 1,\n",
       "                      '1492': 1,\n",
       "                      '1598/9': 1,\n",
       "                      'forty-seven': 3,\n",
       "                      '1579': 2,\n",
       "                      'Ninety': 1,\n",
       "                      '153': 2,\n",
       "                      '1970': 3,\n",
       "                      '1700': 3,\n",
       "                      '635': 1,\n",
       "                      '6.6': 1,\n",
       "                      '278': 1,\n",
       "                      '31730': 1,\n",
       "                      '1693': 1,\n",
       "                      '646': 1,\n",
       "                      '11-18': 1,\n",
       "                      '1,212,000': 1,\n",
       "                      '5-': 1,\n",
       "                      '1-701': 1,\n",
       "                      '168': 3,\n",
       "                      '381(c)(6)': 2,\n",
       "                      '140,000': 1,\n",
       "                      'two-to-three': 1,\n",
       "                      '126,000': 1,\n",
       "                      '1875': 4,\n",
       "                      '7-5': 1,\n",
       "                      '1307': 1,\n",
       "                      \"'50\": 3,\n",
       "                      \"'53\": 1,\n",
       "                      'Forty-six': 2,\n",
       "                      '1184': 1,\n",
       "                      '643': 1,\n",
       "                      '541': 1,\n",
       "                      '31978': 1,\n",
       "                      '14-1': 2,\n",
       "                      '2:25': 2,\n",
       "                      '6-12': 1,\n",
       "                      '1582': 3,\n",
       "                      '120': 6,\n",
       "                      '4.8': 1,\n",
       "                      '135': 3,\n",
       "                      '3.9': 1,\n",
       "                      '4.7': 1,\n",
       "                      '2.512': 2,\n",
       "                      '1858': 2,\n",
       "                      '1665.32': 1,\n",
       "                      '1667.36': 1,\n",
       "                      '0.10': 1,\n",
       "                      '443': 1,\n",
       "                      '106': 2,\n",
       "                      '2/4': 1,\n",
       "                      '4/4': 1,\n",
       "                      'Forty': 4,\n",
       "                      '3-0': 1,\n",
       "                      '1558': 1,\n",
       "                      '1,419,833': 1,\n",
       "                      '1,541,991': 1,\n",
       "                      '122,158': 1,\n",
       "                      '33-1/2': 1,\n",
       "                      '116,000': 1,\n",
       "                      '3.3': 2,\n",
       "                      '381(c)': 2,\n",
       "                      '3-1/2': 3,\n",
       "                      '1728': 1,\n",
       "                      '1,900': 1,\n",
       "                      '1637': 1,\n",
       "                      'twenty-two': 6,\n",
       "                      '1963-1972': 1,\n",
       "                      '1a': 1,\n",
       "                      '10:45': 1,\n",
       "                      '357': 1,\n",
       "                      '1830': 1,\n",
       "                      '12,500': 1,\n",
       "                      '1,119': 1,\n",
       "                      '402': 1,\n",
       "                      '22-1/2': 1,\n",
       "                      '2:67': 1,\n",
       "                      '63': 5,\n",
       "                      '394': 1,\n",
       "                      '7,827': 1,\n",
       "                      '5-to-2': 1,\n",
       "                      '151': 1,\n",
       "                      '5-1/2': 1,\n",
       "                      '1774': 1,\n",
       "                      '128': 3,\n",
       "                      '198': 1,\n",
       "                      '1859-1929': 1,\n",
       "                      '211': 2,\n",
       "                      '1895': 6,\n",
       "                      '1.10.1': 1,\n",
       "                      '50-50': 1,\n",
       "                      '78-79': 1,\n",
       "                      '87-1/2': 1,\n",
       "                      '1947-49': 1,\n",
       "                      '1,600': 2,\n",
       "                      '2-5': 2,\n",
       "                      '2:31.3-:35.3': 1,\n",
       "                      '19-1/2': 1,\n",
       "                      '6-1/2': 2,\n",
       "                      '64-66': 1,\n",
       "                      '343': 1,\n",
       "                      '169': 2,\n",
       "                      '22,000': 2,\n",
       "                      '44,000': 1,\n",
       "                      'thirty-eight': 1,\n",
       "                      '836-901': 1,\n",
       "                      '1876': 4,\n",
       "                      '1865': 6,\n",
       "                      '186': 2,\n",
       "                      '2:00.3': 1,\n",
       "                      '2:05.1': 1,\n",
       "                      '121,000': 1,\n",
       "                      '11:00': 2,\n",
       "                      '12:00': 1,\n",
       "                      '1898': 4,\n",
       "                      '1792': 3,\n",
       "                      '1:00': 2,\n",
       "                      '195': 2,\n",
       "                      '7-4': 2,\n",
       "                      'ten-fifty-five': 1,\n",
       "                      '1.10.8': 1,\n",
       "                      '540-K': 1,\n",
       "                      'ninety-six': 2,\n",
       "                      'seven-thirty': 1,\n",
       "                      '200-odd': 1,\n",
       "                      '828': 1,\n",
       "                      '354': 2,\n",
       "                      'Twenty-six': 1,\n",
       "                      '59,780': 1,\n",
       "                      '750': 4,\n",
       "                      '19-12': 1,\n",
       "                      '1632': 4,\n",
       "                      '1639': 1,\n",
       "                      '1565': 2,\n",
       "                      '512': 2,\n",
       "                      '156': 3,\n",
       "                      '1814': 2,\n",
       "                      '346': 2,\n",
       "                      '5-6': 1,\n",
       "                      '2:01.3': 1,\n",
       "                      '2:02': 1,\n",
       "                      '2:06.3': 1,\n",
       "                      '2:02.2': 1,\n",
       "                      '22,807': 1,\n",
       "                      '37,081': 1,\n",
       "                      'five-seventeen': 1,\n",
       "                      'eighty-one': 1,\n",
       "                      '1934': 6,\n",
       "                      '1640': 1,\n",
       "                      '1747': 1,\n",
       "                      '1878': 1,\n",
       "                      '1957-1958': 1,\n",
       "                      '1290': 1,\n",
       "                      '1655': 1,\n",
       "                      '1596/7': 1,\n",
       "                      '1633': 1,\n",
       "                      '1598': 2,\n",
       "                      '6-7': 1,\n",
       "                      '88': 1,\n",
       "                      '1746': 1,\n",
       "                      '1748': 1,\n",
       "                      '1967': 2,\n",
       "                      '650': 1,\n",
       "                      '63-64': 1,\n",
       "                      '1923-27': 1,\n",
       "                      '1972': 1,\n",
       "                      '4-7/8': 1,\n",
       "                      '1986': 3,\n",
       "                      '1991': 1,\n",
       "                      '37,470': 1,\n",
       "                      '6-5': 1,\n",
       "                      'forty-nine': 3,\n",
       "                      '213': 2,\n",
       "                      '060': 1,\n",
       "                      '5-3': 1,\n",
       "                      '5.6': 2,\n",
       "                      '6.2': 1,\n",
       "                      '1806': 1,\n",
       "                      '256': 3,\n",
       "                      '1024': 1,\n",
       "                      '6.4': 2,\n",
       "                      '9,748,000': 1,\n",
       "                      '2,887,671': 1,\n",
       "                      'Twelve': 3,\n",
       "                      '4.6': 1,\n",
       "                      '573': 1,\n",
       "                      '1847': 2,\n",
       "                      '2:26': 2,\n",
       "                      '1.25': 1,\n",
       "                      \"'31\": 1,\n",
       "                      '2.44': 1,\n",
       "                      '1769': 1,\n",
       "                      'seventy-eight': 1,\n",
       "                      ':35.3': 1,\n",
       "                      '381(c)(4)': 1,\n",
       "                      '5-5': 2,\n",
       "                      '5:30': 1,\n",
       "                      '27,000': 2,\n",
       "                      '4:05': 1,\n",
       "                      '13-1/2': 1,\n",
       "                      '9329': 1,\n",
       "                      ...})})"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emission_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'ADJ', 'NOUN', 'VERB', 'PRT', 'VERB', 'DET', 'NOUN', 'NOUN', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM', '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'PRON', '.', 'VERB', 'PRON', '.', '.', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.', 'CONJ', 'DET', 'CONJ', 'DET', 'NOUN', '.', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NUM',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'PRON', 'VERB', 'PRT', 'VERB', 'PRON', '.', '.'),\n",
       " ('CONJ',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'VERB', 'PRT', 'VERB', 'NOUN', 'PRT', '.'),\n",
       " ('ADV', 'PRT', 'VERB', 'DET', 'NOUN', 'ADP', 'PRON', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN', 'NOUN', '.', '.', 'NOUN', 'NOUN', 'NOUN', '.', '.', 'NUM', '.', '.'),\n",
       " ('PRON', 'VERB', 'ADP', 'PRON', 'ADP', 'PRON', '.'),\n",
       " ('DET', 'NOUN', 'ADP', 'NOUN', 'VERB', 'ADV', 'ADP', 'ADV', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NUM',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADJ',),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('NUM', '.'),\n",
       " ('.',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'VERB', 'ADP', 'NOUN', '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('PRT', 'ADJ', 'PRT', 'VERB', 'ADV', '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'DET', 'PRT', 'VERB', 'ADV', '.'),\n",
       " ('CONJ', 'ADV', 'VERB', 'NUM', 'VERB', 'VERB', 'DET', '.', '.'),\n",
       " ('ADV',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'ADJ', 'CONJ', 'ADJ', '.', 'CONJ', 'ADJ', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'CONJ', 'PRT', 'DET', 'PRON', 'VERB', 'PRON', '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'ADJ', 'NOUN', 'NOUN', '.', '.', 'NOUN', 'VERB', '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET', 'ADP', 'NOUN', '.', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('.',),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'ADV', '.', 'NOUN', '.', '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ', 'VERB', '.', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'DET', 'ADJ', 'VERB', 'ADP', 'DET', 'NOUN', 'NOUN', 'ADV'),\n",
       " ('CONJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRT',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'ADJ', 'NOUN', 'VERB', 'ADP', 'NOUN', 'VERB', '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'NOUN', 'CONJ', 'NOUN'),\n",
       " ('NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'X',\n",
       "  'X',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV', '.', 'PRON', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'VERB', 'ADP', 'PRON', '.'),\n",
       " ('NOUN', 'NOUN', 'VERB', 'VERB', 'ADV', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'ADJ', 'NOUN', 'VERB', 'VERB', 'ADP', 'DET', 'NOUN', 'ADP', 'NOUN'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB', 'NOUN', 'DET', 'NOUN', 'VERB', 'ADV', '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'VERB', 'DET', 'ADJ', 'NOUN', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'ADV', 'NUM', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('NOUN', '.', 'NOUN', '.', 'NOUN', 'NUM'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ', 'PRON', 'VERB', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'ADP', 'NOUN'),\n",
       " ('NUM',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('NOUN', 'NOUN'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN',),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'ADP', 'NOUN', 'ADV', '.', '.', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADV', 'VERB', 'PRON', 'VERB', '.', '.', '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV', 'DET', 'NOUN', 'VERB', 'PRT', '.'),\n",
       " ('CONJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'X',\n",
       "  'X',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'ADP', 'NUM', 'ADP', 'NUM', 'NOUN', '.'),\n",
       " ('VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT', 'PRT', 'NOUN', 'NOUN', '.', 'VERB', 'PRON', '.', 'NOUN', '.', '.'),\n",
       " ('CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN', 'NUM'),\n",
       " ('CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB', '.', 'ADP', 'ADP', 'VERB', '.'),\n",
       " ('.', 'DET', 'ADJ', 'NOUN', '.', '.', '.'),\n",
       " ('NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', 'ADP', 'NOUN'),\n",
       " ('.', 'VERB', 'VERB', 'NOUN', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV', 'DET', 'NOUN', 'ADP', 'NOUN', '.', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'ADV', '.'),\n",
       " ('PRON', 'VERB', 'ADV', '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('.', 'PRON', '.'),\n",
       " ('VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'NUM', '.', '.', 'PRON', 'VERB', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'ADV', 'VERB', '.'),\n",
       " ('VERB',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'X',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'PRON', 'VERB', 'CONJ', 'DET', 'NOUN', 'VERB', 'ADJ', '.'),\n",
       " ('PRON', 'VERB', 'DET', 'NOUN', 'CONJ', 'PRON', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('CONJ', 'PRON', 'VERB', 'VERB', 'NOUN', '.', '.'),\n",
       " ('VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'X', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'ADP', 'NOUN', 'VERB', 'VERB', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'ADJ', 'NOUN', 'VERB', 'PRT', 'DET', 'NOUN', 'ADP', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'PRON', 'VERB', 'DET', 'ADJ', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'PRON', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('PRT', 'DET', 'NUM', 'PRT', 'VERB', 'DET', 'ADJ', 'NOUN', '.', '.'),\n",
       " ('NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM', 'VERB', 'ADV', 'ADV', 'ADJ', 'ADP', 'DET', 'ADJ', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', 'VERB', 'ADP', 'NOUN', 'VERB', 'DET', 'NOUN', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'VERB', 'ADJ', '.', 'ADV', 'ADV', '.'),\n",
       " ('VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN', '.'),\n",
       " ('.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'ADP', 'DET', 'NOUN', 'VERB', 'ADV', 'VERB', 'NUM', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'CONJ', 'NOUN', 'NOUN', 'VERB', 'VERB', 'VERB', '.', '.'),\n",
       " ('CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', '.'),\n",
       " ('.', 'ADV', 'DET', '.'),\n",
       " ('.', 'CONJ', 'PRON', 'VERB', 'DET', 'PRON', 'VERB', '.', 'NOUN', '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NUM',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV', 'ADJ', 'NOUN', 'NOUN', '.', '.'),\n",
       " ('NUM',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', 'DET', 'NOUN', 'ADV', 'CONJ', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'ADP', 'NOUN', 'NOUN', 'VERB', 'NOUN', 'ADP', 'NOUN', '.'),\n",
       " ('.',),\n",
       " ('ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT', 'ADP', 'NOUN', '.', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.', 'PRON', 'VERB', 'VERB', 'PRT', 'DET', 'NOUN', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRT',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'PRT',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB', 'DET', 'NOUN', 'ADP', 'DET', 'NOUN', 'ADP', 'ADJ', 'NOUN', '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'PRT', 'VERB', 'VERB', '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'ADV', '.', 'PRT', 'VERB', 'DET', 'NOUN', '.', '.'),\n",
       " ('NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ', 'VERB', 'PRON', 'ADV', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'DET', 'NOUN', 'NOUN', '.', '.'),\n",
       " ('.', 'PRON', 'VERB', '.', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('DET', 'ADJ', 'NOUN', 'VERB', 'VERB', 'ADV', 'VERB', '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'X',\n",
       "  'X',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', '.', 'PRON', 'VERB', 'ADV', 'ADJ', '.', '.'),\n",
       " ('.', 'ADV', 'VERB', 'PRON', 'VERB', 'PRT', 'DET', 'NOUN', '.', '.', '.'),\n",
       " ('ADV', '.', 'PRON', 'VERB', 'ADV', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV', 'PRON', 'VERB', 'ADV', 'VERB', 'DET', 'NOUN', 'VERB', 'VERB', '.'),\n",
       " ('ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'ADV', 'VERB', 'PRON', 'ADV', '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'PRT', 'ADJ', '.', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB', 'PRON', 'DET', 'NOUN', '.', '.'),\n",
       " ('.',\n",
       "  'PRT',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM', '.'),\n",
       " ('PRON', 'VERB', 'ADV', 'NUM', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'ADJ', '.'),\n",
       " ('ADP',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'PRON', 'PRT', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'PRON', 'ADP', 'NOUN', 'NOUN', 'ADP', 'NUM', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', '.', 'NOUN'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'ADV', 'VERB', 'PRON'),\n",
       " ('NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'NOUN', 'ADP', 'NOUN', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('CONJ', 'PRON', 'VERB', 'PRON', 'VERB', '.'),\n",
       " ('DET', 'ADJ', 'NOUN', 'VERB', 'VERB', '.', '.'),\n",
       " ('VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN', 'NUM', '.'),\n",
       " ('ADJ', 'VERB', 'ADV', 'DET', 'NOUN', 'ADP', 'NOUN', 'NOUN', '.'),\n",
       " ('DET', 'NOUN', 'NOUN', 'NOUN', 'ADV', 'VERB', 'ADJ', 'NOUN', '.'),\n",
       " ('PRT', 'DET', 'NOUN', 'VERB', 'ADJ', '.', 'ADP', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('VERB', 'VERB', '.', '.', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', 'NOUN', 'NOUN', '.', 'ADP', 'NOUN', 'ADP', 'NOUN', '.'),\n",
       " ('NOUN', 'VERB', 'VERB', 'PRT', 'VERB', '.'),\n",
       " ('.', 'PRT', 'PRON', 'VERB', 'ADJ', '.', 'DET', 'ADJ', 'NOUN', '.', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'DET', 'NOUN', 'VERB', '.', '.', 'PRON', 'VERB', 'ADV', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADP', 'DET', 'ADJ', 'ADJ', 'NOUN', 'VERB', 'X', 'X', 'NOUN', 'ADJ', '.'),\n",
       " ('CONJ',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', '.', 'CONJ', 'VERB', 'ADJ', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'PRT', '.', 'ADV', '.', 'PRON', 'VERB', 'NOUN', '.', '.', '.'),\n",
       " ('PRT', 'NOUN', 'ADV', 'PRON', 'VERB', 'PRT', 'VERB', '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'X',\n",
       "  'X',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.', 'DET', 'VERB', '.', 'NOUN', '.', '.', '.'),\n",
       " ('PRON', 'VERB', 'PRON', 'ADJ', '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP', 'DET', 'NOUN', '.', 'NOUN'),\n",
       " ('PRON', 'VERB', 'ADP', 'DET', 'ADJ', 'NOUN', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('VERB', 'ADV', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'X',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.', 'CONJ', 'PRON', 'VERB', 'NOUN', '.', '.'),\n",
       " ('NOUN', 'NOUN', 'VERB', 'PRT', 'ADP', 'DET', 'NOUN', 'ADP', 'NOUN', '.'),\n",
       " ('PRON', 'VERB', 'DET', 'NOUN', 'ADP', 'NOUN', 'NOUN', 'ADJ', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'ADV', 'DET', 'NOUN', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP'),\n",
       " ('.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'NOUN', 'VERB', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'PRON', 'VERB', 'VERB', 'VERB', 'ADP', 'NOUN', '.', '.'),\n",
       " ('NOUN',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'ADV', 'ADV', '.', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET', 'ADJ', 'NOUN', 'VERB', 'VERB', 'ADJ', 'NOUN', '.', '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'ADV', 'VERB', '.'),\n",
       " ('ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB', 'CONJ', 'VERB', 'ADP', 'ADV', '.'),\n",
       " ('VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NUM',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'PRT', 'DET', 'NOUN', '.', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT', 'VERB', 'DET', 'NOUN', 'PRON', 'VERB', 'PRON', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.', 'VERB', 'PRON', 'ADV', 'VERB', 'DET', '.', '.', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('.', 'PRON', 'VERB', 'NUM', 'ADP', 'PRON', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'NOUN', 'VERB', 'VERB', 'PRT', 'NOUN', 'NOUN', 'ADV', '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.', 'NOUN', 'ADV', '.', '.', '.'),\n",
       " ('NOUN', 'NOUN', 'VERB', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV', 'ADP', 'PRON', 'VERB', '.', '.'),\n",
       " ('CONJ', 'ADJ', 'NOUN', 'VERB', '.', 'ADP', 'DET', 'NOUN', '.', 'ADJ', '.'),\n",
       " ('NOUN', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'ADV', 'VERB', 'ADJ', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'X',\n",
       "  'X',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'ADJ', 'NOUN', 'VERB', '.', '.', 'PRON', 'ADV', 'VERB', 'VERB', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', 'ADP', 'PRON', 'CONJ', 'VERB', 'DET', 'NOUN', 'ADV', '.'),\n",
       " ('PRON', 'VERB', 'DET', 'ADV', 'ADJ', 'ADP', 'VERB', 'NOUN', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM', '.'),\n",
       " ('ADP',\n",
       "  'NUM',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'PRT', '.', 'PRON', '.', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ', 'DET', 'NOUN', 'VERB', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('.', 'PRT', '.'),\n",
       " ('NUM',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB', 'ADJ', 'NOUN', 'ADP', 'VERB', 'NOUN', 'NOUN', '.', '.', 'NOUN', '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('VERB', 'VERB', '.', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP', 'NOUN', 'PRT', 'VERB', 'ADV', 'NOUN', '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'VERB', 'ADP', 'NOUN', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'NOUN', '.', 'PRT', '.', '.', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADJ', 'NOUN', '.', 'ADJ', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'PRT', 'VERB', 'PRT', '.', 'VERB', 'ADV', '.'),\n",
       " ('VERB', 'DET', 'NOUN', 'ADJ', '.', '.'),\n",
       " ('.', 'ADV', 'ADP', 'NOUN', 'ADV', '.', '.', 'NOUN', 'VERB', 'ADV', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'X',\n",
       "  'X',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN', '.', 'NOUN', '.', '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('.', 'ADP', 'DET', 'NOUN', 'ADV', 'VERB', '.', '.', 'NOUN', 'VERB', '.'),\n",
       " ('VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'NOUN', 'VERB', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT', 'ADV', 'VERB', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', '.', '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'PRT', 'DET', 'NOUN', 'NOUN', 'VERB', 'DET', 'NOUN', '.', '.', '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'VERB', 'VERB', 'NOUN', 'PRON', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('NUM', 'NOUN', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'ADP', 'DET', 'NOUN', 'ADV', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'PRON', 'ADP', 'ADJ', 'ADV', '.', '.'),\n",
       " ('CONJ',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'NOUN', 'VERB', 'DET', 'ADJ', 'NOUN', '.'),\n",
       " ('ADJ', 'ADP', 'NOUN', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'VERB', 'ADV', 'ADP', 'DET', 'ADJ', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'NOUN', 'VERB', 'VERB', '.', 'PRON', 'ADV', 'VERB', 'ADJ', '.'),\n",
       " ('.', 'DET', 'NOUN', 'PRON', 'VERB', 'PRON', 'ADP', '.', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', 'DET', 'NOUN', '.', 'ADP', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('ADP', 'DET', 'NOUN', 'VERB', 'NOUN', '.', 'NOUN', '.', 'CONJ', 'NOUN', '.'),\n",
       " ('DET', 'ADJ', 'NOUN', 'ADV', 'DET', 'NOUN', 'VERB', 'PRT', '.'),\n",
       " ('NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'PRON', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'ADV', 'ADP', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'PRON', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'DET', 'ADJ', 'NOUN', '.', '.'),\n",
       " ('ADP',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'NOUN', '.', '.', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('NOUN', '.', 'NOUN', '.', '.'),\n",
       " ('PRON', 'VERB', 'ADV', 'VERB', '.', '.'),\n",
       " ('CONJ', 'PRON', 'VERB', 'DET', 'NOUN', 'VERB', '.', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'NOUN', '.'),\n",
       " ('VERB', 'DET', 'NOUN', '.'),\n",
       " ('DET', 'VERB', 'ADP', 'NOUN', 'NOUN', 'ADP', 'NOUN', 'NOUN', '.'),\n",
       " ('DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'VERB', 'ADP', 'NOUN', 'ADP', 'ADJ', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', 'ADV', 'VERB', '.'),\n",
       " ('ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('.', 'NOUN', 'ADJ', 'NOUN', '.', 'VERB', 'PRON', '.', '.', '.'),\n",
       " ('PRON', 'VERB', 'VERB', 'ADJ', '.', '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT', 'DET', 'ADJ', 'NOUN', 'ADP', 'NOUN', '.', '.'),\n",
       " ('ADV',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN', '.', 'ADV', '.', 'VERB', 'ADP', 'ADJ', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'PRT', '.', '.', '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'ADJ', 'CONJ', 'ADJ', '.', '.'),\n",
       " ('NOUN',),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'X',\n",
       "  'X',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.',),\n",
       " ('.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'ADV', 'ADV', 'DET', 'NOUN', 'ADP', 'DET', 'NOUN', '.', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'ADV', 'VERB', 'PRON', 'VERB', '.', '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', 'ADJ'),\n",
       " ('DET', 'NOUN', 'VERB', 'PRON', 'NOUN', '.'),\n",
       " ('PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'VERB', 'ADJ', '.'),\n",
       " ('NOUN', 'NOUN', 'ADP', 'NOUN', 'NUM', '.'),\n",
       " ('CONJ',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET', 'ADJ', 'NOUN', '.', 'DET', 'NOUN', 'NOUN', '.'),\n",
       " ('PRT', '.', 'PRON', 'VERB', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT', 'VERB', 'DET', 'NOUN', 'PRON', 'VERB', 'VERB', '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', 'ADV', 'ADP', 'NOUN', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP', 'PRON', 'VERB', 'PRON', 'VERB', 'ADJ', '.', '.', '.'),\n",
       " ('NUM', '.', 'NOUN', 'NUM', '.', 'NUM', '.', 'NUM', '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', '.', 'ADP', 'NUM', 'NOUN', '.'),\n",
       " ('.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN',),\n",
       " ('.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV', 'VERB', 'DET', 'ADJ', 'NOUN', '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADP', 'NOUN', 'PRON', 'VERB', 'VERB', 'PRON', '.', '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ', 'NOUN', 'NOUN'),\n",
       " ('CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'VERB', 'PRT', 'VERB', '.', '.', 'PRON', 'VERB', '.'),\n",
       " ('.',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.', 'NOUN', 'VERB', 'VERB', '.', '.', 'PRON', 'VERB', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'NOUN', 'VERB', 'VERB', 'PRT', 'CONJ', 'VERB', 'PRT', '.'),\n",
       " ('NUM', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'X',\n",
       "  'X',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET', 'NOUN', 'ADP', 'NOUN', 'NOUN', 'VERB', 'VERB', 'ADJ', '.', '.'),\n",
       " ('ADV', 'ADV', 'PRT', 'VERB', 'ADV', 'ADJ', 'ADV', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV', 'VERB', 'PRON', 'PRT', 'ADV', 'PRT', 'ADP', 'PRON', '.', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'X',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'X',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('CONJ',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'DET', 'VERB', 'DET', 'NOUN', 'ADV', 'ADV', '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADV', 'VERB', 'PRON', 'VERB', 'VERB', 'DET', 'ADJ', 'ADJ', '.', '.'),\n",
       " ('DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('DET', 'ADJ', 'NOUN', 'ADP', 'DET', 'NOUN', 'VERB', 'VERB', 'ADJ', '.'),\n",
       " ('CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'PRON', 'VERB', 'VERB', 'PRT', 'VERB', 'PRON', '.', '.'),\n",
       " ('ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('ADV',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  '.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'CONJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP', 'DET', 'NOUN', 'ADP', 'DET', 'NOUN', '.'),\n",
       " ('.', 'ADV', 'ADV', 'PRON', '.', '.', '.'),\n",
       " ('ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'PRON', 'VERB', 'VERB', 'PRON', '.', '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('ADJ', 'NOUN', 'VERB', 'DET', 'ADJ', 'ADJ', 'NOUN', '.'),\n",
       " ('CONJ', 'NOUN', 'VERB', 'VERB', 'ADP', 'PRON', '.'),\n",
       " ('PRON',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'PRON',\n",
       "  '.',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'X',\n",
       "  'X',\n",
       "  'X',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'X',\n",
       "  'X',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  '.'),\n",
       " ('PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'ADJ',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'PRON',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  '.'),\n",
       " ('PRON', 'VERB', 'ADJ', 'ADP', 'DET', '.', '.'),\n",
       " ('NOUN',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'X',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADJ',\n",
       "  'ADP',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NOUN', 'VERB', 'DET', 'NOUN', '.'),\n",
       " ('ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADV',\n",
       "  'ADJ',\n",
       "  '.'),\n",
       " ('PRT',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'PRT',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('NUM',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  '.'),\n",
       " ('NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'DET',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  '.',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADP',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'ADJ',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'VERB',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.', 'VERB', 'DET', 'ADV', 'DET', 'NOUN', '.', '.', '.'),\n",
       " ('.', 'VERB', 'VERB', 'PRON', '.', 'ADV', '.', '.'),\n",
       " ('.', 'PRON', 'VERB', 'VERB', '.'),\n",
       " ('NOUN',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRT',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'VERB',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'NOUN',\n",
       "  'CONJ',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'CONJ',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('DET',\n",
       "  'NOUN',\n",
       "  '.',\n",
       "  'NUM',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'NOUN',\n",
       "  '.'),\n",
       " ('.',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'ADV',\n",
       "  'ADP',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'DET',\n",
       "  'NOUN',\n",
       "  'VERB',\n",
       "  'ADV',\n",
       "  'CONJ',\n",
       "  'PRON',\n",
       "  'VERB',\n",
       "  'VERB',\n",
       "  'DET',\n",
       "  'ADJ',\n",
       "  'NOUN',\n",
       "  'ADP',\n",
       "  'PRON',\n",
       "  '.'),\n",
       " ...)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.Y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMPLEMENTATION: Most Frequent Class Tagger\n",
    "\n",
    "Use the `pair_counts()` function and the training dataset to find the most frequent class label for each word in the training data, and populate the `mfc_table` below. The table keys should be words, and the values should be the appropriate tag string.\n",
    "\n",
    "The `MFCTagger` class is provided to mock the interface of Pomegranite HMM models so that they can be used interchangeably."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"alert alert-block alert-success\">Your MFC tagger has all the correct words!</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a lookup table mfc_table where mfc_table[word] contains the tag label most frequently assigned to that word\n",
    "from collections import namedtuple\n",
    "\n",
    "FakeState = namedtuple(\"FakeState\", \"name\")\n",
    "\n",
    "class MFCTagger:\n",
    "    # NOTE: You should not need to modify this class or any of its methods\n",
    "    missing = FakeState(name=\"<MISSING>\")\n",
    "    \n",
    "    def __init__(self, table):\n",
    "        self.table = defaultdict(lambda: MFCTagger.missing)\n",
    "        self.table.update({word: FakeState(name=tag) for word, tag in table.items()})\n",
    "        \n",
    "    def viterbi(self, seq):\n",
    "        \"\"\"This method simplifies predictions by matching the Pomegranate viterbi() interface\"\"\"\n",
    "        return 0., list(enumerate([\"<start>\"] + [self.table[w] for w in seq] + [\"<end>\"]))\n",
    "\n",
    "#def getKeys(dict):\n",
    "#    return \"\".join([*dict])\n",
    "\n",
    "# TODO: calculate the frequency of each tag being assigned to each word (hint: similar, but not\n",
    "# the same as the emission probabilities) and use it to fill the mfc_table\n",
    "\n",
    "word_counts = pair_counts(data.training_set.X, data.training_set.Y)\n",
    "\n",
    "# def get_word_counts():\n",
    "#     word_counts = {}\n",
    "#     for k in data.training_set.vocab\n",
    "\n",
    "mfc_table = {k:list(word_counts[k].keys())[0] for k in word_counts.keys()}\n",
    "#mfc_table = {k:getKeys(word_counts[k].keys()) for k in word_counts.keys()}\n",
    "\n",
    "# mfc_table = defaultdict()\n",
    "\n",
    "# # Loop over the words\n",
    "# for word, tags in word_counts.items():\n",
    "#     # Select the corresponding tag with highest count value\n",
    "#     tag, _ = max(tags.items(), key=lambda item: item[1])\n",
    "#     mfc_table[word]=tag\n",
    "\n",
    "\n",
    "# DO NOT MODIFY BELOW THIS LINE\n",
    "mfc_model = MFCTagger(mfc_table) # Create a Most Frequent Class tagger instance\n",
    "\n",
    "\n",
    "\n",
    "assert len(mfc_table) == len(data.training_set.vocab), \"\"\n",
    "assert all(k in data.training_set.vocab for k in mfc_table.keys()), \"\"\n",
    "assert sum(int(k not in mfc_table) for k in data.testing_set.vocab) == 5521, \"\"\n",
    "HTML('<div class=\"alert alert-block alert-success\">Your MFC tagger has all the correct words!</div>')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Making Predictions with a Model\n",
    "The helper functions provided below interface with Pomegranate network models & the mocked MFCTagger to take advantage of the [missing value](http://pomegranate.readthedocs.io/en/latest/nan.html) functionality in Pomegranate through a simple sequence decoding function. Run these functions, then run the next cell to see some of the predictions made by the MFC tagger."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "def replace_unknown(sequence):\n",
    "    \"\"\"Return a copy of the input sequence where each unknown word is replaced\n",
    "    by the literal string value 'nan'. Pomegranate will ignore these values\n",
    "    during computation.\n",
    "    \"\"\"\n",
    "    return [w if w in data.training_set.vocab else 'nan' for w in sequence]\n",
    "\n",
    "def simplify_decoding(X, model):\n",
    "    \"\"\"X should be a 1-D sequence of observations for the model to predict\"\"\"\n",
    "    _, state_path = model.viterbi(replace_unknown(X))\n",
    "    return [state[1].name for state in state_path[1:-1]]  # do not show the start/end state predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example Decoding Sequences with MFC Tagger"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sentence Key: b100-28144\n",
      "\n",
      "Predicted labels:\n",
      "-----------------\n",
      "['CONJ', 'NOUN', 'NUM', '.', 'NOUN', 'NUM', '.', 'NOUN', 'NUM', '.', 'CONJ', 'NOUN', 'NUM', '.', '.', 'NOUN', '.', '.']\n",
      "\n",
      "Actual labels:\n",
      "--------------\n",
      "('CONJ', 'NOUN', 'NUM', '.', 'NOUN', 'NUM', '.', 'NOUN', 'NUM', '.', 'CONJ', 'NOUN', 'NUM', '.', '.', 'NOUN', '.', '.')\n",
      "\n",
      "\n",
      "Sentence Key: b100-23146\n",
      "\n",
      "Predicted labels:\n",
      "-----------------\n",
      "['PRON', 'VERB', 'DET', 'NOUN', 'ADP', 'ADJ', 'ADJ', 'NOUN', 'VERB', 'VERB', '.', 'ADP', 'VERB', 'DET', 'NOUN', 'ADP', 'NOUN', 'ADP', 'DET', 'NOUN', '.']\n",
      "\n",
      "Actual labels:\n",
      "--------------\n",
      "('PRON', 'VERB', 'DET', 'NOUN', 'ADP', 'ADJ', 'ADJ', 'NOUN', 'VERB', 'VERB', '.', 'ADP', 'VERB', 'DET', 'NOUN', 'ADP', 'NOUN', 'ADP', 'DET', 'NOUN', '.')\n",
      "\n",
      "\n",
      "Sentence Key: b100-35462\n",
      "\n",
      "Predicted labels:\n",
      "-----------------\n",
      "['DET', 'ADJ', 'NOUN', 'VERB', 'VERB', 'VERB', 'ADP', 'DET', 'ADJ', 'ADJ', 'NOUN', 'ADP', 'DET', 'ADJ', 'NOUN', '.', 'ADP', 'ADJ', 'NOUN', '.', 'CONJ', 'ADP', 'DET', '<MISSING>', 'ADP', 'ADJ', 'ADJ', '.', 'ADJ', '.', 'CONJ', 'ADJ', 'NOUN', 'ADP', 'ADV', 'NOUN', '.']\n",
      "\n",
      "Actual labels:\n",
      "--------------\n",
      "('DET', 'ADJ', 'NOUN', 'VERB', 'VERB', 'VERB', 'ADP', 'DET', 'ADJ', 'ADJ', 'NOUN', 'ADP', 'DET', 'ADJ', 'NOUN', '.', 'ADP', 'ADJ', 'NOUN', '.', 'CONJ', 'ADP', 'DET', 'NOUN', 'ADP', 'ADJ', 'ADJ', '.', 'ADJ', '.', 'CONJ', 'ADJ', 'NOUN', 'ADP', 'ADJ', 'NOUN', '.')\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for key in data.testing_set.keys[:3]:\n",
    "    print(\"Sentence Key: {}\\n\".format(key))\n",
    "    print(\"Predicted labels:\\n-----------------\")\n",
    "    print(simplify_decoding(data.sentences[key].words, mfc_model))\n",
    "    print()\n",
    "    print(\"Actual labels:\\n--------------\")\n",
    "    print(data.sentences[key].tags)\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluating Model Accuracy\n",
    "\n",
    "The function below will evaluate the accuracy of the MFC tagger on the collection of all sentences from a text corpus. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "def accuracy(X, Y, model):\n",
    "    \"\"\"Calculate the prediction accuracy by using the model to decode each sequence\n",
    "    in the input X and comparing the prediction with the true labels in Y.\n",
    "    \n",
    "    The X should be an array whose first dimension is the number of sentences to test,\n",
    "    and each element of the array should be an iterable of the words in the sequence.\n",
    "    The arrays X and Y should have the exact same shape.\n",
    "    \n",
    "    X = [(\"See\", \"Spot\", \"run\"), (\"Run\", \"Spot\", \"run\", \"fast\"), ...]\n",
    "    Y = [(), (), ...]\n",
    "    \"\"\"\n",
    "    correct = total_predictions = 0\n",
    "    for observations, actual_tags in zip(X, Y):\n",
    "        \n",
    "        # The model.viterbi call in simplify_decoding will return None if the HMM\n",
    "        # raises an error (for example, if a test sentence contains a word that\n",
    "        # is out of vocabulary for the training set). Any exception counts the\n",
    "        # full sentence as an error (which makes this a conservative estimate).\n",
    "        try:\n",
    "            most_likely_tags = simplify_decoding(observations, model)\n",
    "            correct += sum(p == t for p, t in zip(most_likely_tags, actual_tags))\n",
    "        except:\n",
    "            pass\n",
    "        total_predictions += len(observations)\n",
    "    return correct / total_predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Evaluate the accuracy of the MFC tagger\n",
    "Run the next cell to evaluate the accuracy of the tagger on the training and test corpus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training accuracy mfc_model: 94.18%\n",
      "testing accuracy mfc_model: 91.44%\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div class=\"alert alert-block alert-success\">Your MFC tagger accuracy looks correct!</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mfc_training_acc = accuracy(data.training_set.X, data.training_set.Y, mfc_model)\n",
    "print(\"training accuracy mfc_model: {:.2f}%\".format(100 * mfc_training_acc))\n",
    "\n",
    "mfc_testing_acc = accuracy(data.testing_set.X, data.testing_set.Y, mfc_model)\n",
    "print(\"testing accuracy mfc_model: {:.2f}%\".format(100 * mfc_testing_acc))\n",
    "\n",
    "assert mfc_training_acc >= 0.9, \"Uh oh. Your MFC accuracy on the training set doesn't look right.\"\n",
    "assert mfc_testing_acc >= 0.9, \"Uh oh. Your MFC accuracy on the testing set doesn't look right.\"\n",
    "HTML('<div class=\"alert alert-block alert-success\">Your MFC tagger accuracy looks correct!</div>')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Build an HMM tagger\n",
    "---\n",
    "The HMM tagger has one hidden state for each possible tag, and parameterized by two distributions: the emission probabilties giving the conditional probability of observing a given **word** from each hidden state, and the transition probabilities giving the conditional probability of moving between **tags** during the sequence.\n",
    "\n",
    "We will also estimate the starting probability distribution (the probability of each **tag** being the first tag in a sequence), and the terminal probability distribution (the probability of each **tag** being the last tag in a sequence).\n",
    "\n",
    "The maximum likelihood estimate of these distributions can be calculated from the frequency counts as described in the following sections where you'll implement functions to count the frequencies, and finally build the model. The HMM model will make predictions according to the formula:\n",
    "\n",
    "$$t_i^n = \\underset{t_i^n}{\\mathrm{argmax}} \\prod_{i=1}^n P(w_i|t_i) P(t_i|t_{i-1})$$\n",
    "\n",
    "Refer to Speech & Language Processing [Chapter 10](https://web.stanford.edu/~jurafsky/slp3/10.pdf) for more information."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMPLEMENTATION: Unigram Counts\n",
    "\n",
    "Complete the function below to estimate the co-occurrence frequency of each symbol over all of the input sequences. The unigram probabilities in our HMM model are estimated from the formula below, where N is the total number of samples in the input. (You only need to compute the counts for now.)\n",
    "\n",
    "$$P(tag_1) = \\frac{C(tag_1)}{N}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"alert alert-block alert-success\">Your tag unigrams look good!</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def unigram_counts(sequences):\n",
    "    \"\"\"\n",
    "    Return a dictionary keyed to each unique value in the input sequence list that\n",
    "    counts the number of occurrences of the value in the sequences list. The sequences\n",
    "    collection should be a 2-dimensional array.\n",
    "    \n",
    "    For example, if the tag NOUN appears 275558 times over all the input sequences,\n",
    "    then you should return a dictionary such that your_unigram_counts[NOUN] == 275558.\n",
    "    \n",
    "    \"\"\"\n",
    "    uni_counts = {}\n",
    "    for tag in data.training_set.tagset:\n",
    "        uni_counts[tag] = 0\n",
    "        \n",
    "    for tag in data.training_set.tagset:\n",
    "        for sequence in sequences:\n",
    "            for i in sequence:\n",
    "                uni_counts[i] = uni_counts[i]+1\n",
    "        \n",
    "        \n",
    "    return uni_counts\n",
    "    # TODO: Finish this function!\n",
    "    raise NotImplementedError\n",
    "\n",
    "# TODO: call unigram_counts with a list of tag sequences from the training set\n",
    "tag_unigrams = unigram_counts(data.training_set.Y)\n",
    "\n",
    "assert set(tag_unigrams.keys()) == data.training_set.tagset, \\\n",
    "       \"Uh oh. It looks like your tag counts doesn't include all the tags!\"\n",
    "assert min(tag_unigrams, key=tag_unigrams.get) == 'X', \\\n",
    "       \"Hmmm...'X' is expected to be the least common class\"\n",
    "assert max(tag_unigrams, key=tag_unigrams.get) == 'NOUN', \\\n",
    "       \"Hmmm...'NOUN' is expected to be the most common class\"\n",
    "HTML('<div class=\"alert alert-block alert-success\">Your tag unigrams look good!</div>')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMPLEMENTATION: Bigram Counts\n",
    "\n",
    "Complete the function below to estimate the co-occurrence frequency of each pair of symbols in each of the input sequences. These counts are used in the HMM model to estimate the bigram probability of two tags from the frequency counts according to the formula: $$P(tag_2|tag_1) = \\frac{C(tag_2|tag_1)}{C(tag_2)}$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"alert alert-block alert-success\">Your tag bigrams look good!</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def bigram_counts(sequences):\n",
    "    \"\"\"Return a dictionary keyed to each unique PAIR of values in the input sequences\n",
    "    list that counts the number of occurrences of pair in the sequences list. The input\n",
    "    should be a 2-dimensional array.\n",
    "    \n",
    "    For example, if the pair of tags (NOUN, VERB) appear 61582 times, then you should\n",
    "    return a dictionary such that your_bigram_counts[(NOUN, VERB)] == 61582\n",
    "    \"\"\"\n",
    "    bigram_counts = {}\n",
    "    \n",
    "    l = len(sequences)\n",
    "    for tag_tuple in (sequences):\n",
    "        for i in range (len(tag_tuple)):\n",
    "            if i > len(tag_tuple)-2:\n",
    "                break\n",
    "            key = (tag_tuple[i], tag_tuple[i+1])\n",
    "            if key in bigram_counts.keys():\n",
    "                bigram_counts[key] = bigram_counts[key] + 1\n",
    "            else:\n",
    "                bigram_counts[key] = 1\n",
    "    # TODO: Finish this function!\n",
    "    return bigram_counts\n",
    "    raise NotImplementedError\n",
    "\n",
    "# TODO: call bigram_counts with a list of tag sequences from the training set\n",
    "tag_bigrams = bigram_counts(data.training_set.Y)\n",
    "\n",
    "assert len(tag_bigrams) == 144, \\\n",
    "       \"Uh oh. There should be 144 pairs of bigrams (12 tags x 12 tags)\"\n",
    "assert min(tag_bigrams, key=tag_bigrams.get) in [('X', 'NUM'), ('PRON', 'X')], \\\n",
    "       \"Hmmm...The least common bigram should be one of ('X', 'NUM') or ('PRON', 'X').\"\n",
    "assert max(tag_bigrams, key=tag_bigrams.get) in [('DET', 'NOUN')], \\\n",
    "       \"Hmmm...('DET', 'NOUN') is expected to be the most common bigram.\"\n",
    "HTML('<div class=\"alert alert-block alert-success\">Your tag bigrams look good!</div>')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMPLEMENTATION: Sequence Starting Counts\n",
    "Complete the code below to estimate the bigram probabilities of a sequence starting with each tag."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"alert alert-block alert-success\">Your starting tag counts look good!</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def starting_counts(sequences):\n",
    "    \"\"\"Return a dictionary keyed to each unique value in the input sequences list\n",
    "    that counts the number of occurrences where that value is at the beginning of\n",
    "    a sequence.\n",
    "    \n",
    "    For example, if 8093 sequences start with NOUN, then you should return a\n",
    "    dictionary such that your_starting_counts[NOUN] == 8093\n",
    "    \"\"\"\n",
    "    starting_count = {}\n",
    "    for tag_tuple in sequences:\n",
    "        \n",
    "        if tag_tuple[0] in starting_count.keys():\n",
    "            starting_count[tag_tuple[0]] = starting_count[tag_tuple[0]] + 1\n",
    "        else:\n",
    "            starting_count[tag_tuple[0]] = 1\n",
    "    # TODO: Finish this function!\n",
    "    return starting_count\n",
    "    raise NotImplementedError\n",
    "\n",
    "# TODO: Calculate the count of each tag starting a sequence\n",
    "tag_starts = starting_counts(data.training_set.Y)\n",
    "\n",
    "assert len(tag_starts) == 12, \"Uh oh. There should be 12 tags in your dictionary.\"\n",
    "assert min(tag_starts, key=tag_starts.get) == 'X', \"Hmmm...'X' is expected to be the least common starting bigram.\"\n",
    "assert max(tag_starts, key=tag_starts.get) == 'DET', \"Hmmm...'DET' is expected to be the most common starting bigram.\"\n",
    "HTML('<div class=\"alert alert-block alert-success\">Your starting tag counts look good!</div>')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMPLEMENTATION: Sequence Ending Counts\n",
    "Complete the function below to estimate the bigram probabilities of a sequence ending with each tag."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"alert alert-block alert-success\">Your ending tag counts look good!</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def ending_counts(sequences):\n",
    "    \"\"\"Return a dictionary keyed to each unique value in the input sequences list\n",
    "    that counts the number of occurrences where that value is at the end of\n",
    "    a sequence.\n",
    "    \n",
    "    For example, if 18 sequences end with DET, then you should return a\n",
    "    dictionary such that your_starting_counts[DET] == 18        \n",
    "    \"\"\"\n",
    "    ending_count = {}\n",
    "    for tag_tuple in sequences:        \n",
    "        if tag_tuple[-1] in ending_count.keys():\n",
    "            ending_count[tag_tuple[-1]] = ending_count[tag_tuple[-1]] + 1\n",
    "        else:\n",
    "            ending_count[tag_tuple[-1]] = 1\n",
    "    # TODO: Finish this function!\n",
    "    return ending_count\n",
    "    # TODO: Finish this function!\n",
    "    raise NotImplementedError\n",
    "\n",
    "# TODO: Calculate the count of each tag ending a sequence\n",
    "tag_ends = ending_counts(data.training_set.Y)\n",
    "\n",
    "assert len(tag_ends) == 12, \"Uh oh. There should be 12 tags in your dictionary.\"\n",
    "assert min(tag_ends, key=tag_ends.get) in ['X', 'CONJ'], \"Hmmm...'X' or 'CONJ' should be the least common ending bigram.\"\n",
    "assert max(tag_ends, key=tag_ends.get) == '.', \"Hmmm...'.' is expected to be the most common ending bigram.\"\n",
    "HTML('<div class=\"alert alert-block alert-success\">Your ending tag counts look good!</div>')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMPLEMENTATION: Basic HMM Tagger\n",
    "Use the tag unigrams and bigrams calculated above to construct a hidden Markov tagger.\n",
    "\n",
    "- Add one state per tag\n",
    "    - The emission distribution at each state should be estimated with the formula: $P(w|t) = \\frac{C(t, w)}{C(t)}$\n",
    "- Add an edge from the starting state `basic_model.start` to each tag\n",
    "    - The transition probability should be estimated with the formula: $P(t|start) = \\frac{C(start, t)}{C(start)}$\n",
    "- Add an edge from each tag to the end state `basic_model.end`\n",
    "    - The transition probability should be estimated with the formula: $P(end|t) = \\frac{C(t, end)}{C(t)}$\n",
    "- Add an edge between _every_ pair of tags\n",
    "    - The transition probability should be estimated with the formula: $P(t_2|t_1) = \\frac{C(t_1, t_2)}{C(t_1)}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "basic_model = HiddenMarkovModel(name=\"base-hmm-tagger\")\n",
    "\n",
    "# TODO: create states with emission probability distributions P(word | tag) and add to the model\n",
    "# (Hint: you may need to loop & create/add new states)\n",
    "\n",
    "\n",
    "    \n",
    "    \n",
    "states = {}\n",
    "# for tag in data.training_set.tagset:\n",
    "    \n",
    "#     emission = DiscreteDistribution(p_dist(tag))\n",
    "#     state = State(emission, name=tag)\n",
    "#     states[tag] = state\n",
    "#     basic_model.add_state(states[tag])\n",
    "\n",
    "# for tag in emission_counts:\n",
    "#     total = tag_unigrams[tag]\n",
    "  \n",
    "#     dist_distr = {key: v/total for k, v in emission_counts[tag].items()}    \n",
    "#     emission = DiscreteDistribution(dist_distr)\n",
    "#     state = State(emission, name=tag)\n",
    "#     states[tag] = state\n",
    "#     basic_model.add_state(states[tag])\n",
    "# # TODO: add edges between states for the observed transition frequencies P(tag_i | tag_i-1)\n",
    "# # (Hint: you may need to loop & add transitions\n",
    "\n",
    "# total_tags = len(data.training_set.Y)\n",
    "\n",
    "# def get_tag_seq_prob(bigram_tuple):\n",
    "#     bigram_count = bigram_counts(bigram_tuple)\n",
    "#     return tag_bigrams[bigram_tuple]/total_tags\n",
    "\n",
    "# for tag_tuple in tag_bigrams.keys():\n",
    "    \n",
    "#     t0 = tag_tuple[0]\n",
    "#     t1 = tag_tuple[1]\n",
    "#     prob_start = tag_starts[tag]/total_tags\n",
    "#     prob_end = tag_ends[tag]/total_tags\n",
    "#     basic_model.add_transition(basic_model.start, states[t0], prob_start)\n",
    "#     tag_seq_prob = get_tag_seq_prob((t0, t1))\n",
    "#     basic_model.add_transition(states[t0], states[t1], get_tag_seq_prob((t0, t1)))\n",
    "#     basic_model.add_transition(states[t0], basic_model.end, prob_end)    \n",
    "    \n",
    "# # NOTE: YOU SHOULD NOT NEED TO MODIFY ANYTHING BELOW THIS LINE\n",
    "# # finalize the model\n",
    "# basic_model.bake()\n",
    "\n",
    "# assert all(tag in set(s.name for s in basic_model.states) for tag in data.training_set.tagset), \\\n",
    "#        \"Every state in your network should use the name of the associated tag, which must be one of the training set tags.\"\n",
    "# assert basic_model.edge_count() == 168, \\\n",
    "#        (\"Your network should have an edge from the start node to each state, one edge between every \" +\n",
    "#         \"pair of tags (states), and an edge from each state to the end node.\")\n",
    "# HTML('<div class=\"alert alert-block alert-success\">Your HMM network topology looks good!</div>')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"alert alert-block alert-success\">Your HMM network topology looks good!</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "basic_model = HiddenMarkovModel(name=\"base-hmm-tagger\")\n",
    "\n",
    "# TODO: create states with emission probability distributions P(word | tag) and add to the model\n",
    "# (Hint: you may need to loop & create/add new states)\n",
    "#basic_model.add_states()\n",
    "\n",
    "\n",
    "# Data preparation : compute pair_counts C(t,w) \n",
    "# ctw is constructed such as to get ctw[NOUN]['time']==1275 \n",
    "ctw = pair_counts(data.training_set.Y , data.training_set.X)\n",
    "\n",
    "# Initialize a dictionary to store the states object by tag key\n",
    "states = dict()\n",
    "\n",
    "# Loop over all the tagset and create a state for each tags\n",
    "for tag in data.training_set.tagset:\n",
    "    \n",
    "    # Create a dict to store the emission distribution for the tag \n",
    "    emissions_distribution = dict()\n",
    "    \n",
    "    # Compute the emission distribution P(w|t)=C(t,w) / C(t) and store it in a dictionary\n",
    "    for word in ctw[tag]:\n",
    "        emissions_distribution[word] = ctw[tag][word] / tag_unigrams[tag]\n",
    "        \n",
    "    # Create a discrete distribution and a state for the current tag\n",
    "    tag_emissions = DiscreteDistribution(emissions_distribution)\n",
    "    tag_state = State(tag_emissions, name=tag)\n",
    "    # Store the created state in a dictionary\n",
    "    states[tag]=tag_state\n",
    "    \n",
    "\n",
    "# Debug info\n",
    "#show_model(basic_model, figsize=(10, 10), filename=\"example.png\", overwrite=True, show_ends=False)    \n",
    "\n",
    "# Add all the created states to the model \n",
    "# Not clear in pomegranate documentation, but add_states requires to convert dict.values into list type to avoid errors\n",
    "basic_model.add_states([elt for elt in states.values()]) \n",
    "\n",
    "# TODO: add edges between states for the observed transition frequencies P(tag_i | tag_i-1)\n",
    "# (Hint: you may need to loop & add transitions\n",
    "#basic_model.add_transition()\n",
    "\n",
    "## Add an edge from the starting state to each tag\n",
    "# Not clear in pomegranate documentation, but add_transition requires a State object in arguments, not a tag name (str)\n",
    "for tag in data.training_set.tagset:    \n",
    "    # Compute the transition probability P(t|start)=C(start,t) / C(start)\n",
    "    tp = tag_starts[tag] / len(tag_starts)\n",
    "    basic_model.add_transition(basic_model.start, states[tag], tp)\n",
    "    \n",
    "## Add an edge from each tag to the end state \n",
    "for tag in data.training_set.tagset:    \n",
    "    # Compute the transition probability P(end|t)=C(t,end) / C(t)\n",
    "    tp = tag_ends[tag] / tag_unigrams[tag]\n",
    "    basic_model.add_transition(states[tag], basic_model.end , tp)\n",
    "\n",
    "## Add an edge between every pair of tags\n",
    "for t1, t2 in tag_bigrams.keys():\n",
    "    # Compute the transition probability P(t2|t1)=C(t1,t2) / C(t1)\n",
    "    tp = tag_bigrams[(t1,t2)] / tag_unigrams[t1]\n",
    "    basic_model.add_transition(states[t1], states[t2] , tp)\n",
    "\n",
    "    \n",
    "# Debug info\n",
    "#show_model(basic_model, figsize=(10, 10), filename=\"example.png\", overwrite=True, show_ends=False)    \n",
    "\n",
    "# NOTE: YOU SHOULD NOT NEED TO MODIFY ANYTHING BELOW THIS LINE\n",
    "# finalize the modelstate\n",
    "basic_model.bake()\n",
    "\n",
    "assert all(tag in set(s.name for s in basic_model.states) for tag in data.training_set.tagset), \\\n",
    "       \"Every state in your network should use the name of the associated tag, which must be one of the training set tags.\"\n",
    "assert basic_model.edge_count() == 168, \\\n",
    "       (\"Your network should have an edge from the start node to each state, one edge between every \" +\n",
    "        \"pair of tags (states), and an edge from each state to the end node.\")\n",
    "HTML('<div class=\"alert alert-block alert-success\">Your HMM network topology looks good!</div>')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training accuracy basic hmm model: 97.54%\n",
      "testing accuracy basic hmm model: 95.95%\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div class=\"alert alert-block alert-success\">Your HMM tagger accuracy looks correct! Congratulations, you've finished the project.</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hmm_training_acc = accuracy(data.training_set.X, data.training_set.Y, basic_model)\n",
    "print(\"training accuracy basic hmm model: {:.2f}%\".format(100 * hmm_training_acc))\n",
    "\n",
    "hmm_testing_acc = accuracy(data.testing_set.X, data.testing_set.Y, basic_model)\n",
    "print(\"testing accuracy basic hmm model: {:.2f}%\".format(100 * hmm_testing_acc))\n",
    "\n",
    "assert hmm_training_acc > 0.97, \"Uh oh. Your HMM accuracy on the training set doesn't look right.\"\n",
    "assert hmm_testing_acc > 0.955, \"Uh oh. Your HMM accuracy on the testing set doesn't look right.\"\n",
    "HTML('<div class=\"alert alert-block alert-success\">Your HMM tagger accuracy looks correct! Congratulations, you\\'ve finished the project.</div>')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example Decoding Sequences with the HMM Tagger"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sentence Key: b100-28144\n",
      "\n",
      "Predicted labels:\n",
      "-----------------\n",
      "['CONJ', 'NOUN', 'NUM', '.', 'NOUN', 'NUM', '.', 'NOUN', 'NUM', '.', 'CONJ', 'NOUN', 'NUM', '.', '.', 'NOUN', '.', '.']\n",
      "\n",
      "Actual labels:\n",
      "--------------\n",
      "('CONJ', 'NOUN', 'NUM', '.', 'NOUN', 'NUM', '.', 'NOUN', 'NUM', '.', 'CONJ', 'NOUN', 'NUM', '.', '.', 'NOUN', '.', '.')\n",
      "\n",
      "\n",
      "Sentence Key: b100-23146\n",
      "\n",
      "Predicted labels:\n",
      "-----------------\n",
      "['PRON', 'VERB', 'DET', 'NOUN', 'ADP', 'ADJ', 'ADJ', 'NOUN', 'VERB', 'VERB', '.', 'ADP', 'VERB', 'DET', 'NOUN', 'ADP', 'NOUN', 'ADP', 'DET', 'NOUN', '.']\n",
      "\n",
      "Actual labels:\n",
      "--------------\n",
      "('PRON', 'VERB', 'DET', 'NOUN', 'ADP', 'ADJ', 'ADJ', 'NOUN', 'VERB', 'VERB', '.', 'ADP', 'VERB', 'DET', 'NOUN', 'ADP', 'NOUN', 'ADP', 'DET', 'NOUN', '.')\n",
      "\n",
      "\n",
      "Sentence Key: b100-35462\n",
      "\n",
      "Predicted labels:\n",
      "-----------------\n",
      "['DET', 'ADJ', 'NOUN', 'VERB', 'VERB', 'VERB', 'ADP', 'DET', 'ADJ', 'ADJ', 'NOUN', 'ADP', 'DET', 'ADJ', 'NOUN', '.', 'ADP', 'ADJ', 'NOUN', '.', 'CONJ', 'ADP', 'DET', 'NOUN', 'ADP', 'ADJ', 'ADJ', '.', 'ADJ', '.', 'CONJ', 'ADJ', 'NOUN', 'ADP', 'ADJ', 'NOUN', '.']\n",
      "\n",
      "Actual labels:\n",
      "--------------\n",
      "('DET', 'ADJ', 'NOUN', 'VERB', 'VERB', 'VERB', 'ADP', 'DET', 'ADJ', 'ADJ', 'NOUN', 'ADP', 'DET', 'ADJ', 'NOUN', '.', 'ADP', 'ADJ', 'NOUN', '.', 'CONJ', 'ADP', 'DET', 'NOUN', 'ADP', 'ADJ', 'ADJ', '.', 'ADJ', '.', 'CONJ', 'ADJ', 'NOUN', 'ADP', 'ADJ', 'NOUN', '.')\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for key in data.testing_set.keys[:3]:\n",
    "    print(\"Sentence Key: {}\\n\".format(key))\n",
    "    print(\"Predicted labels:\\n-----------------\")\n",
    "    print(simplify_decoding(data.sentences[key].words, basic_model))\n",
    "    print()\n",
    "    print(\"Actual labels:\\n--------------\")\n",
    "    print(data.sentences[key].tags)\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Finishing the project\n",
    "---\n",
    "\n",
    "<div class=\"alert alert-block alert-info\">\n",
    "**Note:** **SAVE YOUR NOTEBOOK**, then run the next cell to generate an HTML copy. You will zip & submit both this file and the HTML copy for review.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!!jupyter nbconvert *.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4: [Optional] Improving model performance\n",
    "---\n",
    "There are additional enhancements that can be incorporated into your tagger that improve performance on larger tagsets where the data sparsity problem is more significant. The data sparsity problem arises because the same amount of data split over more tags means there will be fewer samples in each tag, and there will be more missing data  tags that have zero occurrences in the data. The techniques in this section are optional.\n",
    "\n",
    "- [Laplace Smoothing](https://en.wikipedia.org/wiki/Additive_smoothing) (pseudocounts)\n",
    "    Laplace smoothing is a technique where you add a small, non-zero value to all observed counts to offset for unobserved values.\n",
    "\n",
    "- Backoff Smoothing\n",
    "    Another smoothing technique is to interpolate between n-grams for missing data. This method is more effective than Laplace smoothing at combatting the data sparsity problem. Refer to chapters 4, 9, and 10 of the [Speech & Language Processing](https://web.stanford.edu/~jurafsky/slp3/) book for more information.\n",
    "\n",
    "- Extending to Trigrams\n",
    "    HMM taggers have achieved better than 96% accuracy on this dataset with the full Penn treebank tagset using an architecture described in [this](http://www.coli.uni-saarland.de/~thorsten/publications/Brants-ANLP00.pdf) paper. Altering your HMM to achieve the same performance would require implementing deleted interpolation (described in the paper), incorporating trigram probabilities in your frequency tables, and re-implementing the Viterbi algorithm to consider three consecutive states instead of two.\n",
    "\n",
    "### Obtain the Brown Corpus with a Larger Tagset\n",
    "Run the code below to download a copy of the brown corpus with the full NLTK tagset. You will need to research the available tagset information in the NLTK docs and determine the best way to extract the subset of NLTK tags you want to explore. If you write the following the format specified in Step 1, then you can reload the data using all of the code above for comparison.\n",
    "\n",
    "Refer to [Chapter 5](http://www.nltk.org/book/ch05.html) of the NLTK book for more information on the available tagsets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk import pos_tag, word_tokenize\n",
    "from nltk.corpus import brown\n",
    "\n",
    "nltk.download('brown')\n",
    "training_corpus = nltk.corpus.brown\n",
    "training_corpus.tagged_sents()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}